conversations
list
[ { "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{\"88643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-12-26 00:04:11.000000+00:00\", \"2023-04-08 22:42:11.000000+00:00\"], \"session_ids\": [\"ea73f382-d138-4c3e-b804-9d7f47e08fad\", \"a7bbfac1-0458-471e-9275-090136ad8116\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 16.667}, \"10953\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-11-16 07:09:55.000000+00:00\", \"2019-06-02 10:48:42.000000+00:00\"], \"session_ids\": [\"86c92f09-01d9-4f53-b94a-56a1bb2cc5a9\", \"7c474a4d-530d-4f48-84b9-501593812ba7\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 1.751}, \"1699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-12-25 04:10:23.000000+00:00\", \"2020-02-15 21:36:43.000000+00:00\"], \"session_ids\": [\"8c3129e7-173f-4cb5-bcbd-595aa70f766a\", \"fd9f7b02-1336-452e-b5a8-ae0b52013916\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 3.044}, \"37625\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-25 22:17:08.000000+00:00\", \"2020-11-18 19:37:55.000000+00:00\"], \"session_ids\": [\"4fc5b742-fdd9-4ed2-a380-e8b20352e1d3\", \"6c31f0c8-1f50-44f9-8d0c-03dda3d65838\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 2.8}, \"80197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-11 17:15:07.000000+00:00\", \"2023-05-13 19:39:55.000000+00:00\", \"2019-01-02 13:41:26.000000+00:00\", \"2020-03-05 12:19:36.000000+00:00\"], \"session_ids\": [\"af575eac-c0df-4689-877a-e46c77e279d7\", \"d8e9e657-96f8-4d31-9e52-272464b5cfeb\", \"cfd24c8a-5e6d-45c5-97f9-fa3ef4ec2c77\", \"df2b256d-8276-4991-976b-afd3439344b0\"], \"total_duration\": 1486.0, \"total_sessions\": 4, \"mean_week_duration\": 6.518}, \"41128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-06-15 13:21:53.000000+00:00\", \"2020-06-15 07:49:53.000000+00:00\", \"2020-06-17 02:32:23.000000+00:00\", \"2021-01-27 22:56:02.000000+00:00\", \"2020-09-16 11:57:18.000000+00:00\", \"2022-12-26 00:59:12.000000+00:00\", \"2022-07-17 12:07:51.000000+00:00\", \"2019-06-30 22:03:56.000000+00:00\", \"2022-12-24 15:48:00.000000+00:00\", \"2022-04-15 23:11:59.000000+00:00\"], \"session_ids\": [\"61dbfa62-dace-49e6-9385-f6deb9fc12ad\", \"bf102bcf-e757-4556-9dd4-2531d2a3a6ec\", \"2c9c810f-f7eb-43cc-aac1-3bb7f9c03c6a\", \"69cd3a78-a2bb-4e04-8b09-2781816cff9b\", \"b2958489-fdc4-4e0c-ba6b-904014b84dc9\", \"d1260d67-b71d-4a91-acc6-bd470505e208\", \"8e6c926c-7e1a-4b4b-a3df-dc2c6d2df2e2\", \"df32f4dd-4e16-4664-a2f1-82fc75b7ceb1\", \"867bc939-343e-4679-8fa6-f0a80e6f2095\", \"e8d990b4-43a4-420a-8eb3-383d6bde2ce5\"], \"total_duration\": 9577.0, \"total_sessions\": 10, \"mean_week_duration\": 46.266}, \"34711\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-10-21 05:27:51.000000+00:00\", \"2021-07-28 15:34:35.000000+00:00\", \"2022-05-24 03:23:35.000000+00:00\"], \"session_ids\": [\"594e8669-2c84-4a60-ad8c-7cdcbad82190\", \"79dbe160-bc09-4ddf-99e1-386872ede9ab\", \"7e61c82a-b553-45ce-9bb9-8f7deb8ea38a\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 3.627}, \"88155\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-09 09:15:48.000000+00:00\", \"2021-03-30 13:49:44.000000+00:00\", \"2022-02-23 13:21:23.000000+00:00\"], \"session_ids\": [\"11916053-49fc-4d8a-964d-e7382c9e7bc4\", \"61e00b5f-854a-47a5-8bb9-e567f45adc9b\", \"30ea047d-0c88-4b7c-9af7-fd2439b03ff7\"], \"total_duration\": 521.0, \"total_sessions\": 3, \"mean_week_duration\": 3.775}, \"55929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-19 22:54:26.000000+00:00\", \"2023-06-05 18:10:06.000000+00:00\"], \"session_ids\": [\"497e7d72-75be-4231-acd5-f8fb7dc2aed2\", \"f51fd428-5b07-42c7-b8f3-9f994538c38e\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 1.167}, \"75124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-15 01:40:46.000000+00:00\", \"2022-12-16 17:59:43.000000+00:00\", \"2020-12-29 13:40:48.000000+00:00\", \"2022-10-23 17:21:50.000000+00:00\", \"2020-04-28 10:44:36.000000+00:00\", \"2022-01-15 05:30:23.000000+00:00\", \"2019-05-01 23:34:10.000000+00:00\", \"2019-10-09 09:43:30.000000+00:00\", \"2019-11-13 00:37:53.000000+00:00\", \"2023-01-15 13:53:54.000000+00:00\", \"2023-03-29 04:45:01.000000+00:00\"], \"session_ids\": [\"d1b8a161-ef6c-4f33-90bb-5aa56403e00e\", \"b67c92b4-e95f-43d5-b98f-ccb9ee39ea0d\", \"79c2bffa-c883-49fb-bac2-0dee6639ab3f\", \"3b3edbfc-3bce-44b7-a003-b872d7ca78ac\", \"b1e4ffd7-f5af-4ddd-bc27-fad43a2680ef\", \"6400e476-22a3-4944-aab7-9d29c66ec3b6\", \"d0e3a02d-4380-4f40-8222-15217b01bb36\", \"c20157e0-007c-404c-af15-abebfcbbb3a8\", \"ba3071d3-8f84-4bc9-921d-f9d5f0cfc7b0\", \"1fbbbc85-633a-4dff-84f2-fe953f2d9be0\", \"dfa70000-af5b-4abb-ab8b-2e0648320819\"], \"total_duration\": 60345.0, \"total_sessions\": 11, \"mean_week_duration\": 295.809}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Singapore City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Singapore City\"]]}}}\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": "Offer me knowledge about users with a total amount of duration of sessions that is below 829, inclusive num 829 , and put to use sorting by sum of duration ascendingly and in addition remain only 2 entries." } ]
[ { "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{\"70998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-15 09:15:04.000000+00:00\", \"2022-10-04 02:57:43.000000+00:00\"], \"session_ids\": [\"10f4608b-9898-4986-a756-3a65ef08137e\", \"c79f6074-1b6a-4317-9055-400649691115\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 5.594}, \"25928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-17 05:48:00.000000+00:00\", \"2020-07-26 22:44:57.000000+00:00\", \"2021-09-05 21:49:30.000000+00:00\", \"2019-12-08 11:56:23.000000+00:00\"], \"session_ids\": [\"9927c184-2d10-45e0-ba15-3786e2fb8808\", \"08733379-17d0-4a0b-a5a4-677e2150765d\", \"7159a9d3-6385-408f-8e0f-846581d2a63b\", \"97abcd87-1f13-49d7-99f6-c3dcb3386613\"], \"total_duration\": 1532.0, \"total_sessions\": 4, \"mean_week_duration\": 14.185}, \"35167\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-26 17:16:31.000000+00:00\", \"2019-10-16 19:16:27.000000+00:00\"], \"session_ids\": [\"44e45efb-c33b-4448-8998-f85785f5b1b2\", \"2d9df0f5-387e-4f14-8019-4bda01f2439e\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}, \"56519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-16 12:52:30.000000+00:00\", \"2019-07-15 21:00:49.000000+00:00\", \"2020-12-18 22:17:58.000000+00:00\"], \"session_ids\": [\"a9006242-6050-4311-900b-db52866fc23e\", \"98989be5-8e01-43a1-ae7d-98af21d49c30\", \"fa34230d-e097-4457-b9de-799b0d767744\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 2.56}, \"24675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-01 16:53:05.000000+00:00\", \"2020-05-27 23:26:45.000000+00:00\", \"2022-02-25 05:58:35.000000+00:00\", \"2020-08-07 08:38:32.000000+00:00\"], \"session_ids\": [\"20e46848-50fb-4e05-a386-079ac0a697a1\", \"66020794-6b72-418e-8b82-fdb171d65f84\", \"d4b72555-49ea-4d08-b184-d27c35d85f79\", \"cf47f7a1-81ca-43a0-aaf2-d62d822bb31b\"], \"total_duration\": 974.0, \"total_sessions\": 4, \"mean_week_duration\": 6.957}, \"17161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-03-22 14:02:40.000000+00:00\", \"2021-04-15 01:53:26.000000+00:00\"], \"session_ids\": [\"c6e73528-bc60-437f-a682-086d868ec030\", \"02077be4-95f0-41a8-9b23-7f77419c28ff\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.755}, \"22748\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-11-04 06:49:04.000000+00:00\", \"2019-01-18 11:57:59.000000+00:00\"], \"session_ids\": [\"ecc0a125-092c-4af9-b32c-e866860a90c1\", \"0e1d9f6a-ae3e-4c45-9b20-fa890f0ca0ce\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 5.286}, \"32689\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-01 18:53:47.000000+00:00\", \"2021-11-20 23:19:05.000000+00:00\", \"2022-01-11 13:54:59.000000+00:00\", \"2020-03-23 21:47:56.000000+00:00\"], \"session_ids\": [\"9f94d366-3837-4302-91e6-0c1483663004\", \"717f298c-51b3-4f56-b6d6-cf1d7782cb63\", \"1fd62f7e-4129-43ce-89f4-5f968c94cb1f\", \"eae52db2-9deb-451f-8cb9-cfc71deaee79\"], \"total_duration\": 220.0, \"total_sessions\": 4, \"mean_week_duration\": 2.34}, \"46819\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-11 01:24:08.000000+00:00\", \"2020-01-10 17:15:19.000000+00:00\"], \"session_ids\": [\"5dc0656f-30b6-42d8-9ea6-36a094506579\", \"99e1f1cc-430a-402f-9095-c415b7b21633\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 7.516}, \"73616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-24 19:49:06.000000+00:00\", \"2022-08-01 02:28:11.000000+00:00\", \"2019-02-22 04:32:10.000000+00:00\", \"2021-10-24 07:06:01.000000+00:00\", \"2021-02-19 05:18:00.000000+00:00\", \"2021-10-08 14:16:49.000000+00:00\"], \"session_ids\": [\"bb0b02da-1160-4b7a-b22e-4ab0edb24baa\", \"744a3d13-aee0-4095-ae4d-871f31813d7d\", \"4a7bca9a-35e5-46c9-b8ae-e0036ecbd585\", \"ce35b657-8dde-46c2-95a6-a21f925d0f11\", \"0a60a465-e477-4ab0-835e-371a5468e13c\", \"f23686b9-534b-4d28-9f00-4201c266e065\"], \"total_duration\": 657.0, \"total_sessions\": 6, \"mean_week_duration\": 3.65}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 829" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[829, 4966]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-15 09:15:04.000000+00:00\", \"2022-10-04 02:57:43.000000+00:00\"], \"session_ids\": [\"10f4608b-9898-4986-a756-3a65ef08137e\", \"c79f6074-1b6a-4317-9055-400649691115\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 5.594}, \"35167\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-26 17:16:31.000000+00:00\", \"2019-10-16 19:16:27.000000+00:00\"], \"session_ids\": [\"44e45efb-c33b-4448-8998-f85785f5b1b2\", \"2d9df0f5-387e-4f14-8019-4bda01f2439e\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}, \"56519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-16 12:52:30.000000+00:00\", \"2019-07-15 21:00:49.000000+00:00\", \"2020-12-18 22:17:58.000000+00:00\"], \"session_ids\": [\"a9006242-6050-4311-900b-db52866fc23e\", \"98989be5-8e01-43a1-ae7d-98af21d49c30\", \"fa34230d-e097-4457-b9de-799b0d767744\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 2.56}, \"17161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-03-22 14:02:40.000000+00:00\", \"2021-04-15 01:53:26.000000+00:00\"], \"session_ids\": [\"c6e73528-bc60-437f-a682-086d868ec030\", \"02077be4-95f0-41a8-9b23-7f77419c28ff\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.755}, \"22748\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-11-04 06:49:04.000000+00:00\", \"2019-01-18 11:57:59.000000+00:00\"], \"session_ids\": [\"ecc0a125-092c-4af9-b32c-e866860a90c1\", \"0e1d9f6a-ae3e-4c45-9b20-fa890f0ca0ce\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 5.286}, \"32689\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-01 18:53:47.000000+00:00\", \"2021-11-20 23:19:05.000000+00:00\", \"2022-01-11 13:54:59.000000+00:00\", \"2020-03-23 21:47:56.000000+00:00\"], \"session_ids\": [\"9f94d366-3837-4302-91e6-0c1483663004\", \"717f298c-51b3-4f56-b6d6-cf1d7782cb63\", \"1fd62f7e-4129-43ce-89f4-5f968c94cb1f\", \"eae52db2-9deb-451f-8cb9-cfc71deaee79\"], \"total_duration\": 220.0, \"total_sessions\": 4, \"mean_week_duration\": 2.34}, \"46819\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-11 01:24:08.000000+00:00\", \"2020-01-10 17:15:19.000000+00:00\"], \"session_ids\": [\"5dc0656f-30b6-42d8-9ea6-36a094506579\", \"99e1f1cc-430a-402f-9095-c415b7b21633\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 7.516}, \"73616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-24 19:49:06.000000+00:00\", \"2022-08-01 02:28:11.000000+00:00\", \"2019-02-22 04:32:10.000000+00:00\", \"2021-10-24 07:06:01.000000+00:00\", \"2021-02-19 05:18:00.000000+00:00\", \"2021-10-08 14:16:49.000000+00:00\"], \"session_ids\": [\"bb0b02da-1160-4b7a-b22e-4ab0edb24baa\", \"744a3d13-aee0-4095-ae4d-871f31813d7d\", \"4a7bca9a-35e5-46c9-b8ae-e0036ecbd585\", \"ce35b657-8dde-46c2-95a6-a21f925d0f11\", \"0a60a465-e477-4ab0-835e-371a5468e13c\", \"f23686b9-534b-4d28-9f00-4201c266e065\"], \"total_duration\": 657.0, \"total_sessions\": 6, \"mean_week_duration\": 3.65}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_duration attribute." }, { "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[{\"17161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-03-22 14:02:40.000000+00:00\", \"2021-04-15 01:53:26.000000+00:00\"], \"session_ids\": [\"c6e73528-bc60-437f-a682-086d868ec030\", \"02077be4-95f0-41a8-9b23-7f77419c28ff\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.755}}, {\"56519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-16 12:52:30.000000+00:00\", \"2019-07-15 21:00:49.000000+00:00\", \"2020-12-18 22:17:58.000000+00:00\"], \"session_ids\": [\"a9006242-6050-4311-900b-db52866fc23e\", \"98989be5-8e01-43a1-ae7d-98af21d49c30\", \"fa34230d-e097-4457-b9de-799b0d767744\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 2.56}}, {\"32689\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-01 18:53:47.000000+00:00\", \"2021-11-20 23:19:05.000000+00:00\", \"2022-01-11 13:54:59.000000+00:00\", \"2020-03-23 21:47:56.000000+00:00\"], \"session_ids\": [\"9f94d366-3837-4302-91e6-0c1483663004\", \"717f298c-51b3-4f56-b6d6-cf1d7782cb63\", \"1fd62f7e-4129-43ce-89f4-5f968c94cb1f\", \"eae52db2-9deb-451f-8cb9-cfc71deaee79\"], \"total_duration\": 220.0, \"total_sessions\": 4, \"mean_week_duration\": 2.34}}, {\"22748\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-11-04 06:49:04.000000+00:00\", \"2019-01-18 11:57:59.000000+00:00\"], \"session_ids\": [\"ecc0a125-092c-4af9-b32c-e866860a90c1\", \"0e1d9f6a-ae3e-4c45-9b20-fa890f0ca0ce\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 5.286}}, {\"46819\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-11 01:24:08.000000+00:00\", \"2020-01-10 17:15:19.000000+00:00\"], \"session_ids\": [\"5dc0656f-30b6-42d8-9ea6-36a094506579\", \"99e1f1cc-430a-402f-9095-c415b7b21633\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 7.516}}, {\"35167\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-26 17:16:31.000000+00:00\", \"2019-10-16 19:16:27.000000+00:00\"], \"session_ids\": [\"44e45efb-c33b-4448-8998-f85785f5b1b2\", \"2d9df0f5-387e-4f14-8019-4bda01f2439e\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}}, {\"70998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-15 09:15:04.000000+00:00\", \"2022-10-04 02:57:43.000000+00:00\"], \"session_ids\": [\"10f4608b-9898-4986-a756-3a65ef08137e\", \"c79f6074-1b6a-4317-9055-400649691115\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 5.594}}, {\"73616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-24 19:49:06.000000+00:00\", \"2022-08-01 02:28:11.000000+00:00\", \"2019-02-22 04:32:10.000000+00:00\", \"2021-10-24 07:06:01.000000+00:00\", \"2021-02-19 05:18:00.000000+00:00\", \"2021-10-08 14:16:49.000000+00:00\"], \"session_ids\": [\"bb0b02da-1160-4b7a-b22e-4ab0edb24baa\", \"744a3d13-aee0-4095-ae4d-871f31813d7d\", \"4a7bca9a-35e5-46c9-b8ae-e0036ecbd585\", \"ce35b657-8dde-46c2-95a6-a21f925d0f11\", \"0a60a465-e477-4ab0-835e-371a5468e13c\", \"f23686b9-534b-4d28-9f00-4201c266e065\"], \"total_duration\": 657.0, \"total_sessions\": 6, \"mean_week_duration\": 3.65}}]\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[{\"17161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-03-22 14:02:40.000000+00:00\", \"2021-04-15 01:53:26.000000+00:00\"], \"session_ids\": [\"c6e73528-bc60-437f-a682-086d868ec030\", \"02077be4-95f0-41a8-9b23-7f77419c28ff\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.755}}, {\"56519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-16 12:52:30.000000+00:00\", \"2019-07-15 21:00:49.000000+00:00\", \"2020-12-18 22:17:58.000000+00:00\"], \"session_ids\": [\"a9006242-6050-4311-900b-db52866fc23e\", \"98989be5-8e01-43a1-ae7d-98af21d49c30\", \"fa34230d-e097-4457-b9de-799b0d767744\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 2.56}}]\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[{\"17161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-03-22 14:02:40.000000+00:00\", \"2021-04-15 01:53:26.000000+00:00\"], \"session_ids\": [\"c6e73528-bc60-437f-a682-086d868ec030\", \"02077be4-95f0-41a8-9b23-7f77419c28ff\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.755}}, {\"56519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-16 12:52:30.000000+00:00\", \"2019-07-15 21:00:49.000000+00:00\", \"2020-12-18 22:17:58.000000+00:00\"], \"session_ids\": [\"a9006242-6050-4311-900b-db52866fc23e\", \"98989be5-8e01-43a1-ae7d-98af21d49c30\", \"fa34230d-e097-4457-b9de-799b0d767744\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 2.56}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about users who are bot-tier based on value of sum of duration , and perform sorting by sessions count descendingly." } ]
[ { "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{\"33175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-10-14 12:42:45.000000+00:00\", \"2021-04-15 22:10:56.000000+00:00\"], \"session_ids\": [\"b0d57d90-2793-4445-81fc-4f16d261d3a6\", \"c09e0766-84ab-48d9-815e-4e28682f7c2e\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.769}, \"46095\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-28 11:11:20.000000+00:00\", \"2019-09-15 07:09:10.000000+00:00\"], \"session_ids\": [\"644daf9e-0878-4138-9d11-d7dc9a47f98e\", \"59e4bc94-34d9-4ccb-b2a6-ebca587e570a\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 2.669}, \"48973\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 21:25:40.000000+00:00\", \"2022-07-10 19:04:54.000000+00:00\"], \"session_ids\": [\"f23b52f5-7428-4dce-923b-b77006e4b313\", \"e84b46a8-741a-45e1-88a3-d84439653194\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.337}, \"75819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-23 17:34:34.000000+00:00\", \"2019-08-21 07:10:26.000000+00:00\", \"2022-07-08 13:10:58.000000+00:00\", \"2022-02-25 15:34:07.000000+00:00\", \"2020-09-04 09:41:56.000000+00:00\", \"2019-04-27 02:57:41.000000+00:00\", \"2021-07-11 11:19:03.000000+00:00\"], \"session_ids\": [\"5fccb081-78c3-40d1-9b3d-c626ebe0f97e\", \"3971fe61-410a-471a-a2d1-5e169a988c4b\", \"6fdaf3e9-f8d3-4b1d-86a3-85db50994ca9\", \"da1c92af-da56-4735-b696-32c3ac665e39\", \"63b0d1d3-ec4b-405c-81a1-de04f5ebd032\", \"cb68cff7-e2cc-43f0-9583-d5d693251f2c\", \"c718d41b-bbb7-4a54-88e7-0d8640be65a3\"], \"total_duration\": 1855.0, \"total_sessions\": 7, \"mean_week_duration\": 11.108}, \"29561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-09-18 22:44:02.000000+00:00\", \"2021-12-12 12:31:08.000000+00:00\"], \"session_ids\": [\"d8b84a29-dc02-4c0d-a674-75d4e7f4111c\", \"c72dfa6c-e4b4-4a3d-9ab0-a8e524d87141\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 5.85}, \"30191\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-05-28 01:47:22.000000+00:00\", \"2021-05-16 11:57:25.000000+00:00\"], \"session_ids\": [\"b2e87e61-9e4f-4f08-985b-2d3e00088779\", \"6cd0417f-8d51-44c5-90bc-9e3ff7431de2\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.216}, \"86125\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-07-27 00:14:52.000000+00:00\", \"2019-03-17 06:50:40.000000+00:00\"], \"session_ids\": [\"a9500843-f5a1-4389-96b9-2a7ec752bfbd\", \"8067b0be-df69-4be1-8e02-5a52a42a0b2d\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 1.556}, \"49355\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-15 15:22:03.000000+00:00\", \"2019-07-11 22:42:03.000000+00:00\", \"2021-12-24 00:25:25.000000+00:00\", \"2021-01-20 01:07:44.000000+00:00\"], \"session_ids\": [\"2e14cec7-a1ac-47ce-8164-da8f8be26050\", \"0a5c450a-cc77-4afc-ac34-1e71b119f784\", \"f7d6e6b0-10b0-48ea-908a-a260d45a62b0\", \"9379cc81-973c-4451-a1cd-ea1b65091ee4\"], \"total_duration\": 1371.0, \"total_sessions\": 4, \"mean_week_duration\": 10.711}, \"48168\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-04 18:56:44.000000+00:00\", \"2020-11-26 01:49:32.000000+00:00\"], \"session_ids\": [\"96ee6938-d8ef-42f3-818a-5d8bda71c2e7\", \"9d61e047-9cd0-4780-9c87-ecb4fcea0290\"], \"total_duration\": 477.0, \"total_sessions\": 2, \"mean_week_duration\": 11.093}, \"68978\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-23 00:28:36.000000+00:00\", \"2023-05-17 01:53:07.000000+00:00\", \"2019-05-14 14:26:47.000000+00:00\"], \"session_ids\": [\"582e39f5-9341-4790-8ade-80e7d9047c0d\", \"300b544f-02f6-4530-a10e-afb8338d7714\", \"04ec06dd-7cb9-4a27-921b-7bd4eaee8757\"], \"total_duration\": 251.0, \"total_sessions\": 3, \"mean_week_duration\": 1.201}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"33175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-10-14 12:42:45.000000+00:00\", \"2021-04-15 22:10:56.000000+00:00\"], \"session_ids\": [\"b0d57d90-2793-4445-81fc-4f16d261d3a6\", \"c09e0766-84ab-48d9-815e-4e28682f7c2e\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.769}}, {\"48973\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 21:25:40.000000+00:00\", \"2022-07-10 19:04:54.000000+00:00\"], \"session_ids\": [\"f23b52f5-7428-4dce-923b-b77006e4b313\", \"e84b46a8-741a-45e1-88a3-d84439653194\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.337}}, {\"30191\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-05-28 01:47:22.000000+00:00\", \"2021-05-16 11:57:25.000000+00:00\"], \"session_ids\": [\"b2e87e61-9e4f-4f08-985b-2d3e00088779\", \"6cd0417f-8d51-44c5-90bc-9e3ff7431de2\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.216}}]\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[{\"33175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-10-14 12:42:45.000000+00:00\", \"2021-04-15 22:10:56.000000+00:00\"], \"session_ids\": [\"b0d57d90-2793-4445-81fc-4f16d261d3a6\", \"c09e0766-84ab-48d9-815e-4e28682f7c2e\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.769}}, {\"48973\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 21:25:40.000000+00:00\", \"2022-07-10 19:04:54.000000+00:00\"], \"session_ids\": [\"f23b52f5-7428-4dce-923b-b77006e4b313\", \"e84b46a8-741a-45e1-88a3-d84439653194\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.337}}, {\"30191\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-05-28 01:47:22.000000+00:00\", \"2021-05-16 11:57:25.000000+00:00\"], \"session_ids\": [\"b2e87e61-9e4f-4f08-985b-2d3e00088779\", \"6cd0417f-8d51-44c5-90bc-9e3ff7431de2\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.216}}]\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[{\"33175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-10-14 12:42:45.000000+00:00\", \"2021-04-15 22:10:56.000000+00:00\"], \"session_ids\": [\"b0d57d90-2793-4445-81fc-4f16d261d3a6\", \"c09e0766-84ab-48d9-815e-4e28682f7c2e\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.769}}, {\"48973\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 21:25:40.000000+00:00\", \"2022-07-10 19:04:54.000000+00:00\"], \"session_ids\": [\"f23b52f5-7428-4dce-923b-b77006e4b313\", \"e84b46a8-741a-45e1-88a3-d84439653194\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.337}}, {\"30191\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-05-28 01:47:22.000000+00:00\", \"2021-05-16 11:57:25.000000+00:00\"], \"session_ids\": [\"b2e87e61-9e4f-4f08-985b-2d3e00088779\", \"6cd0417f-8d51-44c5-90bc-9e3ff7431de2\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.216}}]\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 8 users whose time in app is bigger than 1531 and smaller than 3479 (not including) and in addition do sorting by overall total duration 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{\"51248\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-12 15:31:53.000000+00:00\", \"2022-04-25 13:29:15.000000+00:00\"], \"session_ids\": [\"1965d093-2618-4f58-b306-3bc9017cd6b9\", \"90d5614c-ac88-4a00-b98d-b6d996e4043e\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 2.104}, \"58112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-01 14:17:30.000000+00:00\", \"2019-10-15 00:51:42.000000+00:00\", \"2019-05-26 01:53:56.000000+00:00\", \"2020-03-12 16:14:01.000000+00:00\"], \"session_ids\": [\"a25ec46a-72e2-4748-bb9a-09d6e960f9c3\", \"58e30e51-ba57-4da8-91c8-0cbfc55b23ae\", \"317b7b08-4f54-4c43-94f4-00434b62068c\", \"0839aaf3-6d83-4700-9326-6b84ab00cbec\"], \"total_duration\": 1819.0, \"total_sessions\": 4, \"mean_week_duration\": 13.375}, \"29206\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-12 11:26:11.000000+00:00\", \"2020-11-08 21:16:39.000000+00:00\"], \"session_ids\": [\"45eea99c-2b8f-4329-8813-8660827b7f12\", \"9231711b-2403-401f-84ca-adf35c4cb161\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}, \"2989\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-20 15:16:26.000000+00:00\", \"2019-08-15 08:37:45.000000+00:00\", \"2020-07-24 14:22:58.000000+00:00\", \"2019-03-16 06:23:56.000000+00:00\", \"2023-03-03 12:01:08.000000+00:00\", \"2023-02-21 15:53:52.000000+00:00\", \"2022-04-22 20:43:06.000000+00:00\", \"2021-01-26 14:54:20.000000+00:00\", \"2020-06-22 19:31:44.000000+00:00\", \"2021-05-13 05:02:04.000000+00:00\"], \"session_ids\": [\"2455f066-4eb1-4dfe-be3e-7476ccad71cc\", \"761c48a3-61cf-4830-902c-b806d9069596\", \"437a88b7-1327-4c0f-9491-ea231a5899db\", \"b4226e5e-3527-437c-9e9d-bd95b20eb003\", \"d4a0a572-1bd3-40dc-ad53-87f9ffe5ca15\", \"00ec535e-37b0-44eb-a764-3b6edc299d4c\", \"1db0efd3-f2f6-4914-9a06-a113f4e300bc\", \"395534a4-0008-4f86-a1e4-ff0b2cbbbd67\", \"c13f34d5-708c-45e2-be55-a9c7366a79c7\", \"165ad23d-af9b-4f22-a88c-c4c9859c9168\"], \"total_duration\": 2503.0, \"total_sessions\": 10, \"mean_week_duration\": 12.092}, \"82021\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-02 01:19:03.000000+00:00\", \"2021-05-02 17:19:35.000000+00:00\", \"2020-10-02 08:41:11.000000+00:00\", \"2020-12-12 11:15:02.000000+00:00\"], \"session_ids\": [\"0d24042c-eff1-40ae-a6ce-690cb4dc3fd8\", \"23c3abe2-4124-42c4-a3b5-f9e7a256fb5a\", \"ff1b9be2-146a-460b-82a0-f4ea1d69c5f3\", \"5798b526-d97f-43a7-be49-862844e1864c\"], \"total_duration\": 1024.0, \"total_sessions\": 4, \"mean_week_duration\": 8.127}, \"46260\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-11 09:20:28.000000+00:00\", \"2021-05-17 20:16:43.000000+00:00\"], \"session_ids\": [\"1f0cbbbf-ab07-4e88-8563-08a0ab2f601b\", \"6932992c-56b3-41e5-b943-3cc03bfc16d0\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 36.8}, \"56392\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-11 12:17:41.000000+00:00\", \"2020-08-12 23:18:20.000000+00:00\", \"2022-04-09 14:51:38.000000+00:00\"], \"session_ids\": [\"ef910c54-d167-4337-bb55-1a4de0481ffb\", \"b8744eb4-9e1a-4f08-858e-a8d06cdc265a\", \"727b0a45-bde2-48df-81ec-e0a3a80acddc\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 1.083}, \"97860\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-02 10:51:03.000000+00:00\", \"2019-06-28 07:21:15.000000+00:00\"], \"session_ids\": [\"7d97e9d6-a642-40ad-a984-9c666a969cec\", \"d6496ddd-d533-475c-b45c-d816e0270f28\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 5.19}, \"61447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-07 04:15:49.000000+00:00\", \"2023-06-06 13:17:47.000000+00:00\"], \"session_ids\": [\"4bdf800c-317d-475f-85ba-67f17031cc33\", \"0ea42e29-b3b0-4a12-9544-02c0262eeb5c\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.238}, \"17337\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-31 05:20:16.000000+00:00\", \"2020-05-05 11:35:46.000000+00:00\", \"2022-12-25 21:16:42.000000+00:00\", \"2019-08-05 08:53:27.000000+00:00\", \"2019-11-30 16:47:59.000000+00:00\", \"2021-05-03 18:12:36.000000+00:00\", \"2020-07-03 12:26:16.000000+00:00\", \"2020-08-24 01:33:24.000000+00:00\", \"2023-04-04 23:48:50.000000+00:00\"], \"session_ids\": [\"977d3615-f16c-45b3-9ebe-dd12a94d0f45\", \"619965db-bff5-44dc-8006-06e2c2ea868d\", \"9ac21d70-7429-4c21-a807-31f4fc37e0d1\", \"f8c45bf9-8f14-40e3-9eb2-38749ca09957\", \"28504317-295f-45c6-9bc8-2e128bedd6c7\", \"654056fb-58db-486b-802f-a52d53bf24e6\", \"e4414510-eb55-4699-ba85-757c4dab0f11\", \"dfaeb38e-fad5-422c-8618-873635686de5\", \"270888a4-71e2-4070-98ab-d18b36707587\"], \"total_duration\": 16465.0, \"total_sessions\": 9, \"mean_week_duration\": 85.755}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 1531 and are less than 3479" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1531, 3479]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-01 14:17:30.000000+00:00\", \"2019-10-15 00:51:42.000000+00:00\", \"2019-05-26 01:53:56.000000+00:00\", \"2020-03-12 16:14:01.000000+00:00\"], \"session_ids\": [\"a25ec46a-72e2-4748-bb9a-09d6e960f9c3\", \"58e30e51-ba57-4da8-91c8-0cbfc55b23ae\", \"317b7b08-4f54-4c43-94f4-00434b62068c\", \"0839aaf3-6d83-4700-9326-6b84ab00cbec\"], \"total_duration\": 1819.0, \"total_sessions\": 4, \"mean_week_duration\": 13.375}, \"2989\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-20 15:16:26.000000+00:00\", \"2019-08-15 08:37:45.000000+00:00\", \"2020-07-24 14:22:58.000000+00:00\", \"2019-03-16 06:23:56.000000+00:00\", \"2023-03-03 12:01:08.000000+00:00\", \"2023-02-21 15:53:52.000000+00:00\", \"2022-04-22 20:43:06.000000+00:00\", \"2021-01-26 14:54:20.000000+00:00\", \"2020-06-22 19:31:44.000000+00:00\", \"2021-05-13 05:02:04.000000+00:00\"], \"session_ids\": [\"2455f066-4eb1-4dfe-be3e-7476ccad71cc\", \"761c48a3-61cf-4830-902c-b806d9069596\", \"437a88b7-1327-4c0f-9491-ea231a5899db\", \"b4226e5e-3527-437c-9e9d-bd95b20eb003\", \"d4a0a572-1bd3-40dc-ad53-87f9ffe5ca15\", \"00ec535e-37b0-44eb-a764-3b6edc299d4c\", \"1db0efd3-f2f6-4914-9a06-a113f4e300bc\", \"395534a4-0008-4f86-a1e4-ff0b2cbbbd67\", \"c13f34d5-708c-45e2-be55-a9c7366a79c7\", \"165ad23d-af9b-4f22-a88c-c4c9859c9168\"], \"total_duration\": 2503.0, \"total_sessions\": 10, \"mean_week_duration\": 12.092}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"2989\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-20 15:16:26.000000+00:00\", \"2019-08-15 08:37:45.000000+00:00\", \"2020-07-24 14:22:58.000000+00:00\", \"2019-03-16 06:23:56.000000+00:00\", \"2023-03-03 12:01:08.000000+00:00\", \"2023-02-21 15:53:52.000000+00:00\", \"2022-04-22 20:43:06.000000+00:00\", \"2021-01-26 14:54:20.000000+00:00\", \"2020-06-22 19:31:44.000000+00:00\", \"2021-05-13 05:02:04.000000+00:00\"], \"session_ids\": [\"2455f066-4eb1-4dfe-be3e-7476ccad71cc\", \"761c48a3-61cf-4830-902c-b806d9069596\", \"437a88b7-1327-4c0f-9491-ea231a5899db\", \"b4226e5e-3527-437c-9e9d-bd95b20eb003\", \"d4a0a572-1bd3-40dc-ad53-87f9ffe5ca15\", \"00ec535e-37b0-44eb-a764-3b6edc299d4c\", \"1db0efd3-f2f6-4914-9a06-a113f4e300bc\", \"395534a4-0008-4f86-a1e4-ff0b2cbbbd67\", \"c13f34d5-708c-45e2-be55-a9c7366a79c7\", \"165ad23d-af9b-4f22-a88c-c4c9859c9168\"], \"total_duration\": 2503.0, \"total_sessions\": 10, \"mean_week_duration\": 12.092}}, {\"58112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-01 14:17:30.000000+00:00\", \"2019-10-15 00:51:42.000000+00:00\", \"2019-05-26 01:53:56.000000+00:00\", \"2020-03-12 16:14:01.000000+00:00\"], \"session_ids\": [\"a25ec46a-72e2-4748-bb9a-09d6e960f9c3\", \"58e30e51-ba57-4da8-91c8-0cbfc55b23ae\", \"317b7b08-4f54-4c43-94f4-00434b62068c\", \"0839aaf3-6d83-4700-9326-6b84ab00cbec\"], \"total_duration\": 1819.0, \"total_sessions\": 4, \"mean_week_duration\": 13.375}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 8 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"2989\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-20 15:16:26.000000+00:00\", \"2019-08-15 08:37:45.000000+00:00\", \"2020-07-24 14:22:58.000000+00:00\", \"2019-03-16 06:23:56.000000+00:00\", \"2023-03-03 12:01:08.000000+00:00\", \"2023-02-21 15:53:52.000000+00:00\", \"2022-04-22 20:43:06.000000+00:00\", \"2021-01-26 14:54:20.000000+00:00\", \"2020-06-22 19:31:44.000000+00:00\", \"2021-05-13 05:02:04.000000+00:00\"], \"session_ids\": [\"2455f066-4eb1-4dfe-be3e-7476ccad71cc\", \"761c48a3-61cf-4830-902c-b806d9069596\", \"437a88b7-1327-4c0f-9491-ea231a5899db\", \"b4226e5e-3527-437c-9e9d-bd95b20eb003\", \"d4a0a572-1bd3-40dc-ad53-87f9ffe5ca15\", \"00ec535e-37b0-44eb-a764-3b6edc299d4c\", \"1db0efd3-f2f6-4914-9a06-a113f4e300bc\", \"395534a4-0008-4f86-a1e4-ff0b2cbbbd67\", \"c13f34d5-708c-45e2-be55-a9c7366a79c7\", \"165ad23d-af9b-4f22-a88c-c4c9859c9168\"], \"total_duration\": 2503.0, \"total_sessions\": 10, \"mean_week_duration\": 12.092}}, {\"58112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-01 14:17:30.000000+00:00\", \"2019-10-15 00:51:42.000000+00:00\", \"2019-05-26 01:53:56.000000+00:00\", \"2020-03-12 16:14:01.000000+00:00\"], \"session_ids\": [\"a25ec46a-72e2-4748-bb9a-09d6e960f9c3\", \"58e30e51-ba57-4da8-91c8-0cbfc55b23ae\", \"317b7b08-4f54-4c43-94f4-00434b62068c\", \"0839aaf3-6d83-4700-9326-6b84ab00cbec\"], \"total_duration\": 1819.0, \"total_sessions\": 4, \"mean_week_duration\": 13.375}}]\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[{\"2989\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-20 15:16:26.000000+00:00\", \"2019-08-15 08:37:45.000000+00:00\", \"2020-07-24 14:22:58.000000+00:00\", \"2019-03-16 06:23:56.000000+00:00\", \"2023-03-03 12:01:08.000000+00:00\", \"2023-02-21 15:53:52.000000+00:00\", \"2022-04-22 20:43:06.000000+00:00\", \"2021-01-26 14:54:20.000000+00:00\", \"2020-06-22 19:31:44.000000+00:00\", \"2021-05-13 05:02:04.000000+00:00\"], \"session_ids\": [\"2455f066-4eb1-4dfe-be3e-7476ccad71cc\", \"761c48a3-61cf-4830-902c-b806d9069596\", \"437a88b7-1327-4c0f-9491-ea231a5899db\", \"b4226e5e-3527-437c-9e9d-bd95b20eb003\", \"d4a0a572-1bd3-40dc-ad53-87f9ffe5ca15\", \"00ec535e-37b0-44eb-a764-3b6edc299d4c\", \"1db0efd3-f2f6-4914-9a06-a113f4e300bc\", \"395534a4-0008-4f86-a1e4-ff0b2cbbbd67\", \"c13f34d5-708c-45e2-be55-a9c7366a79c7\", \"165ad23d-af9b-4f22-a88c-c4c9859c9168\"], \"total_duration\": 2503.0, \"total_sessions\": 10, \"mean_week_duration\": 12.092}}, {\"58112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-01 14:17:30.000000+00:00\", \"2019-10-15 00:51:42.000000+00:00\", \"2019-05-26 01:53:56.000000+00:00\", \"2020-03-12 16:14:01.000000+00:00\"], \"session_ids\": [\"a25ec46a-72e2-4748-bb9a-09d6e960f9c3\", \"58e30e51-ba57-4da8-91c8-0cbfc55b23ae\", \"317b7b08-4f54-4c43-94f4-00434b62068c\", \"0839aaf3-6d83-4700-9326-6b84ab00cbec\"], \"total_duration\": 1819.0, \"total_sessions\": 4, \"mean_week_duration\": 13.375}}]\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 2 users to me who don't live in city Athens , and implement sorting by duration of sessions per week ascending and provide me only with 2 pieces of data." } ]
[ { "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{\"25507\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-07 19:12:54.000000+00:00\", \"2021-04-28 11:25:21.000000+00:00\", \"2020-10-31 22:40:23.000000+00:00\"], \"session_ids\": [\"095133ef-f4e7-4f93-8b7f-dd5af1fd4fdd\", \"36ab98d0-3886-40bd-b6f9-a92696af74f5\", \"35567ccb-41a0-43ef-bd9c-071443ccdcdb\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 15.755}, \"67162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-05-19 16:08:07.000000+00:00\", \"2022-02-13 19:53:59.000000+00:00\", \"2021-05-10 09:50:10.000000+00:00\", \"2022-03-24 00:50:08.000000+00:00\", \"2023-03-21 11:30:24.000000+00:00\", \"2020-01-09 11:56:49.000000+00:00\", \"2019-03-02 10:07:31.000000+00:00\"], \"session_ids\": [\"c13ee81e-b83a-44be-b03a-c4529b35686a\", \"e251d4d6-0b23-4f15-b5d9-e70c2d2e4acc\", \"7f273c40-8cca-496f-a6a3-0ab5d2b92cc8\", \"033df905-b841-4fad-8491-eb62f29535fd\", \"6f0a0155-b5c6-4875-9fd7-abd89bea4c77\", \"cb24c360-5c0f-46cd-93e8-2af2adda8f03\", \"2395c281-a37f-4a78-9ef8-1ea2ac1b1d64\"], \"total_duration\": 10703.0, \"total_sessions\": 7, \"mean_week_duration\": 50.486}, \"76413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-17 05:32:03.000000+00:00\", \"2022-05-07 02:12:42.000000+00:00\"], \"session_ids\": [\"3ce7b917-9e02-487f-aa1f-cc5577516e41\", \"bc28404d-fa9c-41e2-8f8e-ed2a0fbf8b57\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.88}, \"22968\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-02-02 07:46:06.000000+00:00\", \"2020-08-16 17:15:50.000000+00:00\"], \"session_ids\": [\"e962f7d9-3e5a-42bd-9d3c-65b4d253d93c\", \"5860e0a0-f5bd-4a3f-82f6-2f12e8fc0167\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 17.107}, \"42775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-11-29 18:00:56.000000+00:00\", \"2020-12-10 12:18:14.000000+00:00\", \"2023-02-08 05:35:32.000000+00:00\", \"2019-08-02 17:50:00.000000+00:00\", \"2021-11-16 16:59:52.000000+00:00\"], \"session_ids\": [\"0f2fcd15-661f-4392-aaf2-cb8b3e2791f0\", \"48ba6cc9-3a6a-4b4f-a417-e2a51a25433e\", \"53070bfb-98c1-4b8b-92ea-b8ecb5548c14\", \"345a0520-4c67-48e1-853c-cb7e006a2a79\", \"683a1eda-0403-4c34-966d-3ab8c6b4eec7\"], \"total_duration\": 1528.0, \"total_sessions\": 5, \"mean_week_duration\": 8.304}, \"83890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-06-14 09:17:47.000000+00:00\", \"2020-01-04 03:28:02.000000+00:00\", \"2019-05-12 22:05:21.000000+00:00\", \"2022-05-21 09:29:53.000000+00:00\"], \"session_ids\": [\"e8a26332-ba8e-484b-b369-4bbafb925ad3\", \"736a9c30-2c15-4c38-be6d-e45bdb7bae65\", \"b5aa2671-97ab-4861-b944-b62bc1095ccb\", \"4ee9e98a-7601-4aea-9bdd-0fd4333cff7b\"], \"total_duration\": 485.0, \"total_sessions\": 4, \"mean_week_duration\": 3.07}, \"57693\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-26 03:27:59.000000+00:00\", \"2021-04-06 04:39:19.000000+00:00\"], \"session_ids\": [\"c2c2137e-dac0-416a-a658-6f07caac9067\", \"921af723-9fe5-4894-aecf-8b6444af3982\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 2.534}, \"85877\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-12 04:48:30.000000+00:00\", \"2021-06-11 19:37:56.000000+00:00\", \"2020-05-11 20:24:20.000000+00:00\", \"2021-04-18 02:03:52.000000+00:00\", \"2020-12-20 08:53:12.000000+00:00\", \"2020-02-01 20:51:37.000000+00:00\", \"2019-04-02 06:28:29.000000+00:00\", \"2021-11-18 15:22:23.000000+00:00\", \"2021-05-17 21:49:52.000000+00:00\", \"2022-07-06 13:27:35.000000+00:00\"], \"session_ids\": [\"e72c9f9d-078c-412d-ba67-513480dfca07\", \"4df36d1f-87ab-4a1e-b976-b388cf0090d3\", \"a0f4e203-89aa-421d-ae25-e11ba327f909\", \"d27c0f5c-8b16-42e3-8a8b-9cfb0eed84f2\", \"e81f112e-afa3-4ad1-bb38-8633048c67a2\", \"692f9e6f-8204-4030-9b9e-35316867a735\", \"f6a22c59-74f8-4b2d-b19a-e24d6732e517\", \"18e0e5a5-0f27-4fd8-a766-cf0b9990f52f\", \"38565aa2-4b7a-473c-9783-adee261524b3\", \"18d250d4-5264-40e8-aaa6-d6ae6eda80ae\"], \"total_duration\": 4052.0, \"total_sessions\": 10, \"mean_week_duration\": 23.696}, \"5631\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-19 16:31:29.000000+00:00\", \"2019-02-18 18:28:15.000000+00:00\", \"2023-05-12 15:26:38.000000+00:00\", \"2023-01-12 02:43:56.000000+00:00\", \"2019-09-27 01:03:19.000000+00:00\", \"2022-02-28 19:08:11.000000+00:00\"], \"session_ids\": [\"a04a3c2d-affa-49a0-85cb-7ac4e3d8ff83\", \"3d043fdf-6df4-4a32-b196-2de7841f27e5\", \"820bf3f6-a953-48ca-a150-79372b7ab94b\", \"70eaa9b5-d7e3-41fc-8117-29a8a932d246\", \"b2f1ae83-d8ed-4257-a05c-ec07a50c9742\", \"3195292c-1e47-413e-9244-eabb3a441c7b\"], \"total_duration\": 917.0, \"total_sessions\": 6, \"mean_week_duration\": 4.058}, \"41451\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-01-02 06:40:40.000000+00:00\", \"2020-07-11 23:59:07.000000+00:00\", \"2020-06-24 23:02:17.000000+00:00\", \"2022-02-26 00:44:55.000000+00:00\", \"2023-06-30 16:13:52.000000+00:00\", \"2021-09-10 02:29:13.000000+00:00\"], \"session_ids\": [\"f33f730b-df3e-43a9-9bab-1f066ae6d15f\", \"a596a101-cf5e-447c-bb39-6dadaec09ac5\", \"e9ff0142-fd95-4ef3-bce8-d2e88e5caec1\", \"6b2d96e1-c417-42f4-bb10-2663f0e5e41d\", \"de717926-e00f-4cea-abc8-6a5b40c52655\", \"c64367ae-2725-482c-85f5-230d25577b50\"], \"total_duration\": 6135.0, \"total_sessions\": 6, \"mean_week_duration\": 38.829}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Athens" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Athens\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25507\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-07 19:12:54.000000+00:00\", \"2021-04-28 11:25:21.000000+00:00\", \"2020-10-31 22:40:23.000000+00:00\"], \"session_ids\": [\"095133ef-f4e7-4f93-8b7f-dd5af1fd4fdd\", \"36ab98d0-3886-40bd-b6f9-a92696af74f5\", \"35567ccb-41a0-43ef-bd9c-071443ccdcdb\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 15.755}, \"67162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-05-19 16:08:07.000000+00:00\", \"2022-02-13 19:53:59.000000+00:00\", \"2021-05-10 09:50:10.000000+00:00\", \"2022-03-24 00:50:08.000000+00:00\", \"2023-03-21 11:30:24.000000+00:00\", \"2020-01-09 11:56:49.000000+00:00\", \"2019-03-02 10:07:31.000000+00:00\"], \"session_ids\": [\"c13ee81e-b83a-44be-b03a-c4529b35686a\", \"e251d4d6-0b23-4f15-b5d9-e70c2d2e4acc\", \"7f273c40-8cca-496f-a6a3-0ab5d2b92cc8\", \"033df905-b841-4fad-8491-eb62f29535fd\", \"6f0a0155-b5c6-4875-9fd7-abd89bea4c77\", \"cb24c360-5c0f-46cd-93e8-2af2adda8f03\", \"2395c281-a37f-4a78-9ef8-1ea2ac1b1d64\"], \"total_duration\": 10703.0, \"total_sessions\": 7, \"mean_week_duration\": 50.486}, \"76413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-17 05:32:03.000000+00:00\", \"2022-05-07 02:12:42.000000+00:00\"], \"session_ids\": [\"3ce7b917-9e02-487f-aa1f-cc5577516e41\", \"bc28404d-fa9c-41e2-8f8e-ed2a0fbf8b57\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.88}, \"22968\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-02-02 07:46:06.000000+00:00\", \"2020-08-16 17:15:50.000000+00:00\"], \"session_ids\": [\"e962f7d9-3e5a-42bd-9d3c-65b4d253d93c\", \"5860e0a0-f5bd-4a3f-82f6-2f12e8fc0167\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 17.107}, \"42775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-11-29 18:00:56.000000+00:00\", \"2020-12-10 12:18:14.000000+00:00\", \"2023-02-08 05:35:32.000000+00:00\", \"2019-08-02 17:50:00.000000+00:00\", \"2021-11-16 16:59:52.000000+00:00\"], \"session_ids\": [\"0f2fcd15-661f-4392-aaf2-cb8b3e2791f0\", \"48ba6cc9-3a6a-4b4f-a417-e2a51a25433e\", \"53070bfb-98c1-4b8b-92ea-b8ecb5548c14\", \"345a0520-4c67-48e1-853c-cb7e006a2a79\", \"683a1eda-0403-4c34-966d-3ab8c6b4eec7\"], \"total_duration\": 1528.0, \"total_sessions\": 5, \"mean_week_duration\": 8.304}, \"83890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-06-14 09:17:47.000000+00:00\", \"2020-01-04 03:28:02.000000+00:00\", \"2019-05-12 22:05:21.000000+00:00\", \"2022-05-21 09:29:53.000000+00:00\"], \"session_ids\": [\"e8a26332-ba8e-484b-b369-4bbafb925ad3\", \"736a9c30-2c15-4c38-be6d-e45bdb7bae65\", \"b5aa2671-97ab-4861-b944-b62bc1095ccb\", \"4ee9e98a-7601-4aea-9bdd-0fd4333cff7b\"], \"total_duration\": 485.0, \"total_sessions\": 4, \"mean_week_duration\": 3.07}, \"57693\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-26 03:27:59.000000+00:00\", \"2021-04-06 04:39:19.000000+00:00\"], \"session_ids\": [\"c2c2137e-dac0-416a-a658-6f07caac9067\", \"921af723-9fe5-4894-aecf-8b6444af3982\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 2.534}, \"85877\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-12 04:48:30.000000+00:00\", \"2021-06-11 19:37:56.000000+00:00\", \"2020-05-11 20:24:20.000000+00:00\", \"2021-04-18 02:03:52.000000+00:00\", \"2020-12-20 08:53:12.000000+00:00\", \"2020-02-01 20:51:37.000000+00:00\", \"2019-04-02 06:28:29.000000+00:00\", \"2021-11-18 15:22:23.000000+00:00\", \"2021-05-17 21:49:52.000000+00:00\", \"2022-07-06 13:27:35.000000+00:00\"], \"session_ids\": [\"e72c9f9d-078c-412d-ba67-513480dfca07\", \"4df36d1f-87ab-4a1e-b976-b388cf0090d3\", \"a0f4e203-89aa-421d-ae25-e11ba327f909\", \"d27c0f5c-8b16-42e3-8a8b-9cfb0eed84f2\", \"e81f112e-afa3-4ad1-bb38-8633048c67a2\", \"692f9e6f-8204-4030-9b9e-35316867a735\", \"f6a22c59-74f8-4b2d-b19a-e24d6732e517\", \"18e0e5a5-0f27-4fd8-a766-cf0b9990f52f\", \"38565aa2-4b7a-473c-9783-adee261524b3\", \"18d250d4-5264-40e8-aaa6-d6ae6eda80ae\"], \"total_duration\": 4052.0, \"total_sessions\": 10, \"mean_week_duration\": 23.696}, \"5631\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-19 16:31:29.000000+00:00\", \"2019-02-18 18:28:15.000000+00:00\", \"2023-05-12 15:26:38.000000+00:00\", \"2023-01-12 02:43:56.000000+00:00\", \"2019-09-27 01:03:19.000000+00:00\", \"2022-02-28 19:08:11.000000+00:00\"], \"session_ids\": [\"a04a3c2d-affa-49a0-85cb-7ac4e3d8ff83\", \"3d043fdf-6df4-4a32-b196-2de7841f27e5\", \"820bf3f6-a953-48ca-a150-79372b7ab94b\", \"70eaa9b5-d7e3-41fc-8117-29a8a932d246\", \"b2f1ae83-d8ed-4257-a05c-ec07a50c9742\", \"3195292c-1e47-413e-9244-eabb3a441c7b\"], \"total_duration\": 917.0, \"total_sessions\": 6, \"mean_week_duration\": 4.058}, \"41451\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-01-02 06:40:40.000000+00:00\", \"2020-07-11 23:59:07.000000+00:00\", \"2020-06-24 23:02:17.000000+00:00\", \"2022-02-26 00:44:55.000000+00:00\", \"2023-06-30 16:13:52.000000+00:00\", \"2021-09-10 02:29:13.000000+00:00\"], \"session_ids\": [\"f33f730b-df3e-43a9-9bab-1f066ae6d15f\", \"a596a101-cf5e-447c-bb39-6dadaec09ac5\", \"e9ff0142-fd95-4ef3-bce8-d2e88e5caec1\", \"6b2d96e1-c417-42f4-bb10-2663f0e5e41d\", \"de717926-e00f-4cea-abc8-6a5b40c52655\", \"c64367ae-2725-482c-85f5-230d25577b50\"], \"total_duration\": 6135.0, \"total_sessions\": 6, \"mean_week_duration\": 38.829}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57693\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-26 03:27:59.000000+00:00\", \"2021-04-06 04:39:19.000000+00:00\"], \"session_ids\": [\"c2c2137e-dac0-416a-a658-6f07caac9067\", \"921af723-9fe5-4894-aecf-8b6444af3982\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 2.534}}, {\"76413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-17 05:32:03.000000+00:00\", \"2022-05-07 02:12:42.000000+00:00\"], \"session_ids\": [\"3ce7b917-9e02-487f-aa1f-cc5577516e41\", \"bc28404d-fa9c-41e2-8f8e-ed2a0fbf8b57\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.88}}, {\"83890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-06-14 09:17:47.000000+00:00\", \"2020-01-04 03:28:02.000000+00:00\", \"2019-05-12 22:05:21.000000+00:00\", \"2022-05-21 09:29:53.000000+00:00\"], \"session_ids\": [\"e8a26332-ba8e-484b-b369-4bbafb925ad3\", \"736a9c30-2c15-4c38-be6d-e45bdb7bae65\", \"b5aa2671-97ab-4861-b944-b62bc1095ccb\", \"4ee9e98a-7601-4aea-9bdd-0fd4333cff7b\"], \"total_duration\": 485.0, \"total_sessions\": 4, \"mean_week_duration\": 3.07}}, {\"5631\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-19 16:31:29.000000+00:00\", \"2019-02-18 18:28:15.000000+00:00\", \"2023-05-12 15:26:38.000000+00:00\", \"2023-01-12 02:43:56.000000+00:00\", \"2019-09-27 01:03:19.000000+00:00\", \"2022-02-28 19:08:11.000000+00:00\"], \"session_ids\": [\"a04a3c2d-affa-49a0-85cb-7ac4e3d8ff83\", \"3d043fdf-6df4-4a32-b196-2de7841f27e5\", \"820bf3f6-a953-48ca-a150-79372b7ab94b\", \"70eaa9b5-d7e3-41fc-8117-29a8a932d246\", \"b2f1ae83-d8ed-4257-a05c-ec07a50c9742\", \"3195292c-1e47-413e-9244-eabb3a441c7b\"], \"total_duration\": 917.0, \"total_sessions\": 6, \"mean_week_duration\": 4.058}}, {\"42775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-11-29 18:00:56.000000+00:00\", \"2020-12-10 12:18:14.000000+00:00\", \"2023-02-08 05:35:32.000000+00:00\", \"2019-08-02 17:50:00.000000+00:00\", \"2021-11-16 16:59:52.000000+00:00\"], \"session_ids\": [\"0f2fcd15-661f-4392-aaf2-cb8b3e2791f0\", \"48ba6cc9-3a6a-4b4f-a417-e2a51a25433e\", \"53070bfb-98c1-4b8b-92ea-b8ecb5548c14\", \"345a0520-4c67-48e1-853c-cb7e006a2a79\", \"683a1eda-0403-4c34-966d-3ab8c6b4eec7\"], \"total_duration\": 1528.0, \"total_sessions\": 5, \"mean_week_duration\": 8.304}}, {\"25507\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-07 19:12:54.000000+00:00\", \"2021-04-28 11:25:21.000000+00:00\", \"2020-10-31 22:40:23.000000+00:00\"], \"session_ids\": [\"095133ef-f4e7-4f93-8b7f-dd5af1fd4fdd\", \"36ab98d0-3886-40bd-b6f9-a92696af74f5\", \"35567ccb-41a0-43ef-bd9c-071443ccdcdb\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 15.755}}, {\"22968\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-02-02 07:46:06.000000+00:00\", \"2020-08-16 17:15:50.000000+00:00\"], \"session_ids\": [\"e962f7d9-3e5a-42bd-9d3c-65b4d253d93c\", \"5860e0a0-f5bd-4a3f-82f6-2f12e8fc0167\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 17.107}}, {\"85877\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-12 04:48:30.000000+00:00\", \"2021-06-11 19:37:56.000000+00:00\", \"2020-05-11 20:24:20.000000+00:00\", \"2021-04-18 02:03:52.000000+00:00\", \"2020-12-20 08:53:12.000000+00:00\", \"2020-02-01 20:51:37.000000+00:00\", \"2019-04-02 06:28:29.000000+00:00\", \"2021-11-18 15:22:23.000000+00:00\", \"2021-05-17 21:49:52.000000+00:00\", \"2022-07-06 13:27:35.000000+00:00\"], \"session_ids\": [\"e72c9f9d-078c-412d-ba67-513480dfca07\", \"4df36d1f-87ab-4a1e-b976-b388cf0090d3\", \"a0f4e203-89aa-421d-ae25-e11ba327f909\", \"d27c0f5c-8b16-42e3-8a8b-9cfb0eed84f2\", \"e81f112e-afa3-4ad1-bb38-8633048c67a2\", \"692f9e6f-8204-4030-9b9e-35316867a735\", \"f6a22c59-74f8-4b2d-b19a-e24d6732e517\", \"18e0e5a5-0f27-4fd8-a766-cf0b9990f52f\", \"38565aa2-4b7a-473c-9783-adee261524b3\", \"18d250d4-5264-40e8-aaa6-d6ae6eda80ae\"], \"total_duration\": 4052.0, \"total_sessions\": 10, \"mean_week_duration\": 23.696}}, {\"41451\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-01-02 06:40:40.000000+00:00\", \"2020-07-11 23:59:07.000000+00:00\", \"2020-06-24 23:02:17.000000+00:00\", \"2022-02-26 00:44:55.000000+00:00\", \"2023-06-30 16:13:52.000000+00:00\", \"2021-09-10 02:29:13.000000+00:00\"], \"session_ids\": [\"f33f730b-df3e-43a9-9bab-1f066ae6d15f\", \"a596a101-cf5e-447c-bb39-6dadaec09ac5\", \"e9ff0142-fd95-4ef3-bce8-d2e88e5caec1\", \"6b2d96e1-c417-42f4-bb10-2663f0e5e41d\", \"de717926-e00f-4cea-abc8-6a5b40c52655\", \"c64367ae-2725-482c-85f5-230d25577b50\"], \"total_duration\": 6135.0, \"total_sessions\": 6, \"mean_week_duration\": 38.829}}, {\"67162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-05-19 16:08:07.000000+00:00\", \"2022-02-13 19:53:59.000000+00:00\", \"2021-05-10 09:50:10.000000+00:00\", \"2022-03-24 00:50:08.000000+00:00\", \"2023-03-21 11:30:24.000000+00:00\", \"2020-01-09 11:56:49.000000+00:00\", \"2019-03-02 10:07:31.000000+00:00\"], \"session_ids\": [\"c13ee81e-b83a-44be-b03a-c4529b35686a\", \"e251d4d6-0b23-4f15-b5d9-e70c2d2e4acc\", \"7f273c40-8cca-496f-a6a3-0ab5d2b92cc8\", \"033df905-b841-4fad-8491-eb62f29535fd\", \"6f0a0155-b5c6-4875-9fd7-abd89bea4c77\", \"cb24c360-5c0f-46cd-93e8-2af2adda8f03\", \"2395c281-a37f-4a78-9ef8-1ea2ac1b1d64\"], \"total_duration\": 10703.0, \"total_sessions\": 7, \"mean_week_duration\": 50.486}}]\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[{\"57693\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-26 03:27:59.000000+00:00\", \"2021-04-06 04:39:19.000000+00:00\"], \"session_ids\": [\"c2c2137e-dac0-416a-a658-6f07caac9067\", \"921af723-9fe5-4894-aecf-8b6444af3982\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 2.534}}, {\"76413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-17 05:32:03.000000+00:00\", \"2022-05-07 02:12:42.000000+00:00\"], \"session_ids\": [\"3ce7b917-9e02-487f-aa1f-cc5577516e41\", \"bc28404d-fa9c-41e2-8f8e-ed2a0fbf8b57\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.88}}]\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[{\"57693\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-26 03:27:59.000000+00:00\", \"2021-04-06 04:39:19.000000+00:00\"], \"session_ids\": [\"c2c2137e-dac0-416a-a658-6f07caac9067\", \"921af723-9fe5-4894-aecf-8b6444af3982\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 2.534}}, {\"76413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-17 05:32:03.000000+00:00\", \"2022-05-07 02:12:42.000000+00:00\"], \"session_ids\": [\"3ce7b917-9e02-487f-aa1f-cc5577516e41\", \"bc28404d-fa9c-41e2-8f8e-ed2a0fbf8b57\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.88}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display users pieces of information who have quantity of sessions strictly smaller than AAA also perform sorting by city title from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"82557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-17 00:35:29.000000+00:00\", \"2023-05-31 21:39:06.000000+00:00\", \"2021-10-20 06:01:05.000000+00:00\"], \"session_ids\": [\"169fdf99-fbf2-4a77-b79f-8d4009aa76e5\", \"c149e82b-d5c3-4930-abac-b2181d5b963b\", \"b2fbcf27-3694-46d3-b2f9-653093ab1190\"], \"total_duration\": 598.0, \"total_sessions\": 3, \"mean_week_duration\": 7.119}, \"91761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-12 17:46:03.000000+00:00\", \"2023-05-21 12:26:29.000000+00:00\", \"2021-10-01 08:06:32.000000+00:00\", \"2021-07-30 15:45:04.000000+00:00\", \"2020-03-14 06:17:17.000000+00:00\"], \"session_ids\": [\"5bc34536-a5fb-4de0-93f4-364db0580f1f\", \"55973277-4b41-45ba-955d-d91a75b284d6\", \"b866aace-91f5-49bd-80fd-0082e34e1423\", \"c153e8e4-37d0-45aa-9aba-9d23fa205c93\", \"699bf356-c711-4e94-bffa-2bda3c68aa9b\"], \"total_duration\": 1654.0, \"total_sessions\": 5, \"mean_week_duration\": 9.904}, \"32589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-19 16:03:46.000000+00:00\", \"2019-01-20 16:52:16.000000+00:00\"], \"session_ids\": [\"8de16069-dbc5-40cb-baa6-6c022d4d6089\", \"148cdb69-9a9b-4780-80b5-50b105cdba42\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.28}, \"85078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-25 15:44:03.000000+00:00\", \"2021-09-23 08:08:01.000000+00:00\"], \"session_ids\": [\"b3cf5285-ba50-4061-afc6-4e7eec597659\", \"b52e1688-ef30-47d5-978d-b3e377aa1e84\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.479}, \"91789\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-17 00:13:07.000000+00:00\", \"2019-02-14 13:32:24.000000+00:00\"], \"session_ids\": [\"af29bbc3-2238-4e9c-8b34-b2433bd09b97\", \"021b20b9-4a21-46cc-95d9-10dbe7e0ff64\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.393}, \"18039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-08 16:39:53.000000+00:00\", \"2020-08-16 23:07:13.000000+00:00\", \"2022-12-28 07:42:19.000000+00:00\"], \"session_ids\": [\"1114c86f-342f-4fae-83a0-234dcc92f5f2\", \"ff8503fb-ba05-486b-a5ec-90558798fdb0\", \"7dfba3d3-b0c4-4340-8564-091475cda387\"], \"total_duration\": 710.0, \"total_sessions\": 3, \"mean_week_duration\": 5.726}, \"80333\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-07 23:58:11.000000+00:00\", \"2023-03-31 13:51:31.000000+00:00\", \"2020-02-27 04:39:10.000000+00:00\", \"2021-06-29 05:09:03.000000+00:00\"], \"session_ids\": [\"cb4222e9-09e3-4726-beef-99570a70edbc\", \"e5c4ab15-e3e9-4f5c-bfba-49cdd07162bc\", \"44dfba98-4025-4918-bf0c-5778f540e6d7\", \"2c16de87-170e-4f81-bcb5-2c9fbcd1220b\"], \"total_duration\": 395.0, \"total_sessions\": 4, \"mean_week_duration\": 2.438}, \"61444\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-10-25 03:00:04.000000+00:00\", \"2021-07-22 21:52:09.000000+00:00\", \"2021-04-24 08:42:40.000000+00:00\", \"2023-06-25 18:30:06.000000+00:00\", \"2022-11-02 20:13:03.000000+00:00\", \"2023-01-15 07:06:45.000000+00:00\", \"2019-10-25 17:24:10.000000+00:00\", \"2020-01-14 13:19:45.000000+00:00\", \"2022-11-16 08:32:10.000000+00:00\"], \"session_ids\": [\"6b525341-b30f-45d0-8257-b46d8087886b\", \"a86eed64-d4d8-4e8d-a6e6-01fb017376b3\", \"3a02eaae-7a44-4284-b2ce-0bb7308990a0\", \"36ea31b3-b0e8-44cf-95d9-5bb48281fd1d\", \"26a59e76-0fa9-471e-93f6-a05650e69d21\", \"094d497b-04f5-4828-a93e-0ff00b2d40ac\", \"1898f156-4585-496a-9f47-eaf5eabb92b9\", \"796e36ad-3bd9-425e-9f5c-f3826aca3d40\", \"f86cba38-70a2-44a5-86b5-7d47f9203df6\"], \"total_duration\": 7778.0, \"total_sessions\": 9, \"mean_week_duration\": 40.51}, \"47874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-08-01 14:44:11.000000+00:00\", \"2019-03-24 16:47:40.000000+00:00\", \"2020-01-27 08:01:06.000000+00:00\"], \"session_ids\": [\"9ec7bdc9-0085-4529-a74f-04215922fe99\", \"2b07b7e3-1464-447b-bc6d-c41b3e36882b\", \"a5900c01-5e4c-4677-922c-571cf0f64c44\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.549}, \"76341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-14 04:59:18.000000+00:00\", \"2021-12-27 03:38:35.000000+00:00\"], \"session_ids\": [\"468c7613-cd17-4a9c-9ae3-d03fc972d01d\", \"b4a32e99-d5d9-4dca-a3ab-7c54af2772c3\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 5.4}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[4, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"82557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-17 00:35:29.000000+00:00\", \"2023-05-31 21:39:06.000000+00:00\", \"2021-10-20 06:01:05.000000+00:00\"], \"session_ids\": [\"169fdf99-fbf2-4a77-b79f-8d4009aa76e5\", \"c149e82b-d5c3-4930-abac-b2181d5b963b\", \"b2fbcf27-3694-46d3-b2f9-653093ab1190\"], \"total_duration\": 598.0, \"total_sessions\": 3, \"mean_week_duration\": 7.119}, \"32589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-19 16:03:46.000000+00:00\", \"2019-01-20 16:52:16.000000+00:00\"], \"session_ids\": [\"8de16069-dbc5-40cb-baa6-6c022d4d6089\", \"148cdb69-9a9b-4780-80b5-50b105cdba42\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.28}, \"85078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-25 15:44:03.000000+00:00\", \"2021-09-23 08:08:01.000000+00:00\"], \"session_ids\": [\"b3cf5285-ba50-4061-afc6-4e7eec597659\", \"b52e1688-ef30-47d5-978d-b3e377aa1e84\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.479}, \"91789\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-17 00:13:07.000000+00:00\", \"2019-02-14 13:32:24.000000+00:00\"], \"session_ids\": [\"af29bbc3-2238-4e9c-8b34-b2433bd09b97\", \"021b20b9-4a21-46cc-95d9-10dbe7e0ff64\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.393}, \"18039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-08 16:39:53.000000+00:00\", \"2020-08-16 23:07:13.000000+00:00\", \"2022-12-28 07:42:19.000000+00:00\"], \"session_ids\": [\"1114c86f-342f-4fae-83a0-234dcc92f5f2\", \"ff8503fb-ba05-486b-a5ec-90558798fdb0\", \"7dfba3d3-b0c4-4340-8564-091475cda387\"], \"total_duration\": 710.0, \"total_sessions\": 3, \"mean_week_duration\": 5.726}, \"47874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-08-01 14:44:11.000000+00:00\", \"2019-03-24 16:47:40.000000+00:00\", \"2020-01-27 08:01:06.000000+00:00\"], \"session_ids\": [\"9ec7bdc9-0085-4529-a74f-04215922fe99\", \"2b07b7e3-1464-447b-bc6d-c41b3e36882b\", \"a5900c01-5e4c-4677-922c-571cf0f64c44\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.549}, \"76341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-14 04:59:18.000000+00:00\", \"2021-12-27 03:38:35.000000+00:00\"], \"session_ids\": [\"468c7613-cd17-4a9c-9ae3-d03fc972d01d\", \"b4a32e99-d5d9-4dca-a3ab-7c54af2772c3\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 5.4}}\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[{\"32589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-19 16:03:46.000000+00:00\", \"2019-01-20 16:52:16.000000+00:00\"], \"session_ids\": [\"8de16069-dbc5-40cb-baa6-6c022d4d6089\", \"148cdb69-9a9b-4780-80b5-50b105cdba42\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.28}}, {\"85078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-25 15:44:03.000000+00:00\", \"2021-09-23 08:08:01.000000+00:00\"], \"session_ids\": [\"b3cf5285-ba50-4061-afc6-4e7eec597659\", \"b52e1688-ef30-47d5-978d-b3e377aa1e84\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.479}}, {\"91789\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-17 00:13:07.000000+00:00\", \"2019-02-14 13:32:24.000000+00:00\"], \"session_ids\": [\"af29bbc3-2238-4e9c-8b34-b2433bd09b97\", \"021b20b9-4a21-46cc-95d9-10dbe7e0ff64\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.393}}, {\"82557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-17 00:35:29.000000+00:00\", \"2023-05-31 21:39:06.000000+00:00\", \"2021-10-20 06:01:05.000000+00:00\"], \"session_ids\": [\"169fdf99-fbf2-4a77-b79f-8d4009aa76e5\", \"c149e82b-d5c3-4930-abac-b2181d5b963b\", \"b2fbcf27-3694-46d3-b2f9-653093ab1190\"], \"total_duration\": 598.0, \"total_sessions\": 3, \"mean_week_duration\": 7.119}}, {\"76341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-14 04:59:18.000000+00:00\", \"2021-12-27 03:38:35.000000+00:00\"], \"session_ids\": [\"468c7613-cd17-4a9c-9ae3-d03fc972d01d\", \"b4a32e99-d5d9-4dca-a3ab-7c54af2772c3\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 5.4}}, {\"18039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-08 16:39:53.000000+00:00\", \"2020-08-16 23:07:13.000000+00:00\", \"2022-12-28 07:42:19.000000+00:00\"], \"session_ids\": [\"1114c86f-342f-4fae-83a0-234dcc92f5f2\", \"ff8503fb-ba05-486b-a5ec-90558798fdb0\", \"7dfba3d3-b0c4-4340-8564-091475cda387\"], \"total_duration\": 710.0, \"total_sessions\": 3, \"mean_week_duration\": 5.726}}, {\"47874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-08-01 14:44:11.000000+00:00\", \"2019-03-24 16:47:40.000000+00:00\", \"2020-01-27 08:01:06.000000+00:00\"], \"session_ids\": [\"9ec7bdc9-0085-4529-a74f-04215922fe99\", \"2b07b7e3-1464-447b-bc6d-c41b3e36882b\", \"a5900c01-5e4c-4677-922c-571cf0f64c44\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.549}}]\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[{\"32589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-19 16:03:46.000000+00:00\", \"2019-01-20 16:52:16.000000+00:00\"], \"session_ids\": [\"8de16069-dbc5-40cb-baa6-6c022d4d6089\", \"148cdb69-9a9b-4780-80b5-50b105cdba42\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.28}}, {\"85078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-25 15:44:03.000000+00:00\", \"2021-09-23 08:08:01.000000+00:00\"], \"session_ids\": [\"b3cf5285-ba50-4061-afc6-4e7eec597659\", \"b52e1688-ef30-47d5-978d-b3e377aa1e84\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.479}}, {\"91789\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-17 00:13:07.000000+00:00\", \"2019-02-14 13:32:24.000000+00:00\"], \"session_ids\": [\"af29bbc3-2238-4e9c-8b34-b2433bd09b97\", \"021b20b9-4a21-46cc-95d9-10dbe7e0ff64\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.393}}, {\"82557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-17 00:35:29.000000+00:00\", \"2023-05-31 21:39:06.000000+00:00\", \"2021-10-20 06:01:05.000000+00:00\"], \"session_ids\": [\"169fdf99-fbf2-4a77-b79f-8d4009aa76e5\", \"c149e82b-d5c3-4930-abac-b2181d5b963b\", \"b2fbcf27-3694-46d3-b2f9-653093ab1190\"], \"total_duration\": 598.0, \"total_sessions\": 3, \"mean_week_duration\": 7.119}}, {\"76341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-14 04:59:18.000000+00:00\", \"2021-12-27 03:38:35.000000+00:00\"], \"session_ids\": [\"468c7613-cd17-4a9c-9ae3-d03fc972d01d\", \"b4a32e99-d5d9-4dca-a3ab-7c54af2772c3\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 5.4}}, {\"18039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-08 16:39:53.000000+00:00\", \"2020-08-16 23:07:13.000000+00:00\", \"2022-12-28 07:42:19.000000+00:00\"], \"session_ids\": [\"1114c86f-342f-4fae-83a0-234dcc92f5f2\", \"ff8503fb-ba05-486b-a5ec-90558798fdb0\", \"7dfba3d3-b0c4-4340-8564-091475cda387\"], \"total_duration\": 710.0, \"total_sessions\": 3, \"mean_week_duration\": 5.726}}, {\"47874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-08-01 14:44:11.000000+00:00\", \"2019-03-24 16:47:40.000000+00:00\", \"2020-01-27 08:01:06.000000+00:00\"], \"session_ids\": [\"9ec7bdc9-0085-4529-a74f-04215922fe99\", \"2b07b7e3-1464-447b-bc6d-c41b3e36882b\", \"a5900c01-5e4c-4677-922c-571cf0f64c44\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.549}}]\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 4 users who don't currently live in city Seoul additionaly do sorting by duration of sessions per week form the highest value to the lowest value and remain only 3 entries." } ]
[ { "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{\"64769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-25 22:27:45.000000+00:00\", \"2022-07-18 14:21:04.000000+00:00\", \"2021-09-05 22:02:12.000000+00:00\", \"2020-03-17 22:25:20.000000+00:00\", \"2022-09-05 03:09:33.000000+00:00\", \"2022-02-10 15:50:14.000000+00:00\", \"2019-10-03 02:39:53.000000+00:00\", \"2022-08-09 14:34:45.000000+00:00\", \"2020-07-24 07:30:45.000000+00:00\"], \"session_ids\": [\"3e33f6c3-2c60-4ba8-8d75-712b73ffdf5f\", \"3360dbb6-3ccf-4182-8694-14ff48c0b633\", \"98648d9e-8431-4306-98e4-fba5bd241355\", \"730c7f02-af18-4645-a2cd-dff947fc0c29\", \"3d033f3d-6f38-4fe5-8aed-ff352f85093b\", \"5cda0237-f6fe-4e29-b206-fe25037699a3\", \"95d38f29-912b-4df6-855a-9d2e3189d5f7\", \"a0f23cc9-ab97-4a1d-a6b9-cba046787f64\", \"e2917c41-349f-497c-b110-c511b1be7d69\"], \"total_duration\": 882.0, \"total_sessions\": 9, \"mean_week_duration\": 5.011}, \"62349\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-15 14:10:14.000000+00:00\", \"2019-10-26 10:48:09.000000+00:00\"], \"session_ids\": [\"273ff679-ee88-4213-bdfa-3ddd1e0d1332\", \"8a8a2288-fa1e-4c72-914d-af6fb03c4642\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 14.267}, \"30211\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-14 00:19:28.000000+00:00\", \"2019-10-29 00:13:14.000000+00:00\", \"2021-03-06 07:31:23.000000+00:00\"], \"session_ids\": [\"eeb18a10-a684-4696-9415-8c688e786bb2\", \"de9b7fe3-e72e-404f-8bfc-91cadb5e299a\", \"428306ca-8ca3-40cf-9223-7db3cd6df85a\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.505}, \"2466\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-01 00:08:39.000000+00:00\", \"2022-11-26 05:53:22.000000+00:00\", \"2023-01-19 14:00:44.000000+00:00\"], \"session_ids\": [\"016b8441-2a73-4c73-b9df-4389c3e1d35b\", \"9082f234-34d9-48a7-9647-070eb5a5ad40\", \"0772fefd-cd79-47f7-8c08-a949de46cc2c\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 31.235}, \"23311\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-16 02:23:53.000000+00:00\", \"2019-09-19 15:20:55.000000+00:00\"], \"session_ids\": [\"bbd26929-777e-499e-af79-11e4edd8894d\", \"d3887e29-97a7-40e9-9ae2-be8999e0f121\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.311}, \"6506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-12 04:09:56.000000+00:00\", \"2023-01-12 03:50:26.000000+00:00\"], \"session_ids\": [\"7cf3bb15-65e6-4b77-a45d-cacbf649ae92\", \"38a7e32a-1faf-4b0a-85fa-603beac11bab\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.438}, \"26421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-23 07:43:28.000000+00:00\", \"2020-01-10 18:50:06.000000+00:00\", \"2020-08-22 18:13:07.000000+00:00\"], \"session_ids\": [\"7108af2a-bd3e-4128-b646-c085b8f7f94f\", \"ca47b5ad-2155-40d0-b242-4a4c0277156e\", \"adefd918-eb0b-47c1-ad6b-718d93d09119\"], \"total_duration\": 351.0, \"total_sessions\": 3, \"mean_week_duration\": 3.441}, \"13086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-19 12:43:05.000000+00:00\", \"2019-09-10 11:20:59.000000+00:00\", \"2023-06-12 06:40:02.000000+00:00\"], \"session_ids\": [\"3bbbe4c4-1305-4a50-92a5-a9a9eb73f0f6\", \"92da5428-7c6a-423d-8953-399627ee8999\", \"b5796a61-b5ad-4a83-8725-0b2626c5a076\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 3.347}, \"32179\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-17 22:58:30.000000+00:00\", \"2022-06-14 10:26:57.000000+00:00\"], \"session_ids\": [\"813af94e-3e0d-4a13-8317-b0bdfd765b89\", \"1d4e7c2e-0b32-40c6-a770-11cfac85c911\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 1.824}, \"62185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-26 13:50:22.000000+00:00\", \"2020-03-23 18:31:28.000000+00:00\"], \"session_ids\": [\"21db4acb-f945-40e4-9950-0f520bbaa5c6\", \"4f5dcdb4-4c1a-4990-8471-29a1d0405a98\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 2.482}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Seoul" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Seoul\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"64769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-25 22:27:45.000000+00:00\", \"2022-07-18 14:21:04.000000+00:00\", \"2021-09-05 22:02:12.000000+00:00\", \"2020-03-17 22:25:20.000000+00:00\", \"2022-09-05 03:09:33.000000+00:00\", \"2022-02-10 15:50:14.000000+00:00\", \"2019-10-03 02:39:53.000000+00:00\", \"2022-08-09 14:34:45.000000+00:00\", \"2020-07-24 07:30:45.000000+00:00\"], \"session_ids\": [\"3e33f6c3-2c60-4ba8-8d75-712b73ffdf5f\", \"3360dbb6-3ccf-4182-8694-14ff48c0b633\", \"98648d9e-8431-4306-98e4-fba5bd241355\", \"730c7f02-af18-4645-a2cd-dff947fc0c29\", \"3d033f3d-6f38-4fe5-8aed-ff352f85093b\", \"5cda0237-f6fe-4e29-b206-fe25037699a3\", \"95d38f29-912b-4df6-855a-9d2e3189d5f7\", \"a0f23cc9-ab97-4a1d-a6b9-cba046787f64\", \"e2917c41-349f-497c-b110-c511b1be7d69\"], \"total_duration\": 882.0, \"total_sessions\": 9, \"mean_week_duration\": 5.011}, \"62349\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-15 14:10:14.000000+00:00\", \"2019-10-26 10:48:09.000000+00:00\"], \"session_ids\": [\"273ff679-ee88-4213-bdfa-3ddd1e0d1332\", \"8a8a2288-fa1e-4c72-914d-af6fb03c4642\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 14.267}, \"30211\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-14 00:19:28.000000+00:00\", \"2019-10-29 00:13:14.000000+00:00\", \"2021-03-06 07:31:23.000000+00:00\"], \"session_ids\": [\"eeb18a10-a684-4696-9415-8c688e786bb2\", \"de9b7fe3-e72e-404f-8bfc-91cadb5e299a\", \"428306ca-8ca3-40cf-9223-7db3cd6df85a\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.505}, \"2466\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-01 00:08:39.000000+00:00\", \"2022-11-26 05:53:22.000000+00:00\", \"2023-01-19 14:00:44.000000+00:00\"], \"session_ids\": [\"016b8441-2a73-4c73-b9df-4389c3e1d35b\", \"9082f234-34d9-48a7-9647-070eb5a5ad40\", \"0772fefd-cd79-47f7-8c08-a949de46cc2c\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 31.235}, \"23311\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-16 02:23:53.000000+00:00\", \"2019-09-19 15:20:55.000000+00:00\"], \"session_ids\": [\"bbd26929-777e-499e-af79-11e4edd8894d\", \"d3887e29-97a7-40e9-9ae2-be8999e0f121\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.311}, \"6506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-12 04:09:56.000000+00:00\", \"2023-01-12 03:50:26.000000+00:00\"], \"session_ids\": [\"7cf3bb15-65e6-4b77-a45d-cacbf649ae92\", \"38a7e32a-1faf-4b0a-85fa-603beac11bab\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.438}, \"26421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-23 07:43:28.000000+00:00\", \"2020-01-10 18:50:06.000000+00:00\", \"2020-08-22 18:13:07.000000+00:00\"], \"session_ids\": [\"7108af2a-bd3e-4128-b646-c085b8f7f94f\", \"ca47b5ad-2155-40d0-b242-4a4c0277156e\", \"adefd918-eb0b-47c1-ad6b-718d93d09119\"], \"total_duration\": 351.0, \"total_sessions\": 3, \"mean_week_duration\": 3.441}, \"13086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-19 12:43:05.000000+00:00\", \"2019-09-10 11:20:59.000000+00:00\", \"2023-06-12 06:40:02.000000+00:00\"], \"session_ids\": [\"3bbbe4c4-1305-4a50-92a5-a9a9eb73f0f6\", \"92da5428-7c6a-423d-8953-399627ee8999\", \"b5796a61-b5ad-4a83-8725-0b2626c5a076\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 3.347}, \"32179\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-17 22:58:30.000000+00:00\", \"2022-06-14 10:26:57.000000+00:00\"], \"session_ids\": [\"813af94e-3e0d-4a13-8317-b0bdfd765b89\", \"1d4e7c2e-0b32-40c6-a770-11cfac85c911\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 1.824}, \"62185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-26 13:50:22.000000+00:00\", \"2020-03-23 18:31:28.000000+00:00\"], \"session_ids\": [\"21db4acb-f945-40e4-9950-0f520bbaa5c6\", \"4f5dcdb4-4c1a-4990-8471-29a1d0405a98\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 2.482}}\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[{\"2466\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-01 00:08:39.000000+00:00\", \"2022-11-26 05:53:22.000000+00:00\", \"2023-01-19 14:00:44.000000+00:00\"], \"session_ids\": [\"016b8441-2a73-4c73-b9df-4389c3e1d35b\", \"9082f234-34d9-48a7-9647-070eb5a5ad40\", \"0772fefd-cd79-47f7-8c08-a949de46cc2c\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 31.235}}, {\"62349\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-15 14:10:14.000000+00:00\", \"2019-10-26 10:48:09.000000+00:00\"], \"session_ids\": [\"273ff679-ee88-4213-bdfa-3ddd1e0d1332\", \"8a8a2288-fa1e-4c72-914d-af6fb03c4642\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 14.267}}, {\"64769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-25 22:27:45.000000+00:00\", \"2022-07-18 14:21:04.000000+00:00\", \"2021-09-05 22:02:12.000000+00:00\", \"2020-03-17 22:25:20.000000+00:00\", \"2022-09-05 03:09:33.000000+00:00\", \"2022-02-10 15:50:14.000000+00:00\", \"2019-10-03 02:39:53.000000+00:00\", \"2022-08-09 14:34:45.000000+00:00\", \"2020-07-24 07:30:45.000000+00:00\"], \"session_ids\": [\"3e33f6c3-2c60-4ba8-8d75-712b73ffdf5f\", \"3360dbb6-3ccf-4182-8694-14ff48c0b633\", \"98648d9e-8431-4306-98e4-fba5bd241355\", \"730c7f02-af18-4645-a2cd-dff947fc0c29\", \"3d033f3d-6f38-4fe5-8aed-ff352f85093b\", \"5cda0237-f6fe-4e29-b206-fe25037699a3\", \"95d38f29-912b-4df6-855a-9d2e3189d5f7\", \"a0f23cc9-ab97-4a1d-a6b9-cba046787f64\", \"e2917c41-349f-497c-b110-c511b1be7d69\"], \"total_duration\": 882.0, \"total_sessions\": 9, \"mean_week_duration\": 5.011}}, {\"26421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-23 07:43:28.000000+00:00\", \"2020-01-10 18:50:06.000000+00:00\", \"2020-08-22 18:13:07.000000+00:00\"], \"session_ids\": [\"7108af2a-bd3e-4128-b646-c085b8f7f94f\", \"ca47b5ad-2155-40d0-b242-4a4c0277156e\", \"adefd918-eb0b-47c1-ad6b-718d93d09119\"], \"total_duration\": 351.0, \"total_sessions\": 3, \"mean_week_duration\": 3.441}}, {\"13086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-19 12:43:05.000000+00:00\", \"2019-09-10 11:20:59.000000+00:00\", \"2023-06-12 06:40:02.000000+00:00\"], \"session_ids\": [\"3bbbe4c4-1305-4a50-92a5-a9a9eb73f0f6\", \"92da5428-7c6a-423d-8953-399627ee8999\", \"b5796a61-b5ad-4a83-8725-0b2626c5a076\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 3.347}}, {\"62185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-26 13:50:22.000000+00:00\", \"2020-03-23 18:31:28.000000+00:00\"], \"session_ids\": [\"21db4acb-f945-40e4-9950-0f520bbaa5c6\", \"4f5dcdb4-4c1a-4990-8471-29a1d0405a98\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 2.482}}, {\"32179\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-17 22:58:30.000000+00:00\", \"2022-06-14 10:26:57.000000+00:00\"], \"session_ids\": [\"813af94e-3e0d-4a13-8317-b0bdfd765b89\", \"1d4e7c2e-0b32-40c6-a770-11cfac85c911\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 1.824}}, {\"30211\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-14 00:19:28.000000+00:00\", \"2019-10-29 00:13:14.000000+00:00\", \"2021-03-06 07:31:23.000000+00:00\"], \"session_ids\": [\"eeb18a10-a684-4696-9415-8c688e786bb2\", \"de9b7fe3-e72e-404f-8bfc-91cadb5e299a\", \"428306ca-8ca3-40cf-9223-7db3cd6df85a\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.505}}, {\"6506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-12 04:09:56.000000+00:00\", \"2023-01-12 03:50:26.000000+00:00\"], \"session_ids\": [\"7cf3bb15-65e6-4b77-a45d-cacbf649ae92\", \"38a7e32a-1faf-4b0a-85fa-603beac11bab\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.438}}, {\"23311\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-16 02:23:53.000000+00:00\", \"2019-09-19 15:20:55.000000+00:00\"], \"session_ids\": [\"bbd26929-777e-499e-af79-11e4edd8894d\", \"d3887e29-97a7-40e9-9ae2-be8999e0f121\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.311}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"2466\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-01 00:08:39.000000+00:00\", \"2022-11-26 05:53:22.000000+00:00\", \"2023-01-19 14:00:44.000000+00:00\"], \"session_ids\": [\"016b8441-2a73-4c73-b9df-4389c3e1d35b\", \"9082f234-34d9-48a7-9647-070eb5a5ad40\", \"0772fefd-cd79-47f7-8c08-a949de46cc2c\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 31.235}}, {\"62349\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-15 14:10:14.000000+00:00\", \"2019-10-26 10:48:09.000000+00:00\"], \"session_ids\": [\"273ff679-ee88-4213-bdfa-3ddd1e0d1332\", \"8a8a2288-fa1e-4c72-914d-af6fb03c4642\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 14.267}}, {\"64769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-25 22:27:45.000000+00:00\", \"2022-07-18 14:21:04.000000+00:00\", \"2021-09-05 22:02:12.000000+00:00\", \"2020-03-17 22:25:20.000000+00:00\", \"2022-09-05 03:09:33.000000+00:00\", \"2022-02-10 15:50:14.000000+00:00\", \"2019-10-03 02:39:53.000000+00:00\", \"2022-08-09 14:34:45.000000+00:00\", \"2020-07-24 07:30:45.000000+00:00\"], \"session_ids\": [\"3e33f6c3-2c60-4ba8-8d75-712b73ffdf5f\", \"3360dbb6-3ccf-4182-8694-14ff48c0b633\", \"98648d9e-8431-4306-98e4-fba5bd241355\", \"730c7f02-af18-4645-a2cd-dff947fc0c29\", \"3d033f3d-6f38-4fe5-8aed-ff352f85093b\", \"5cda0237-f6fe-4e29-b206-fe25037699a3\", \"95d38f29-912b-4df6-855a-9d2e3189d5f7\", \"a0f23cc9-ab97-4a1d-a6b9-cba046787f64\", \"e2917c41-349f-497c-b110-c511b1be7d69\"], \"total_duration\": 882.0, \"total_sessions\": 9, \"mean_week_duration\": 5.011}}]\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[{\"2466\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-01 00:08:39.000000+00:00\", \"2022-11-26 05:53:22.000000+00:00\", \"2023-01-19 14:00:44.000000+00:00\"], \"session_ids\": [\"016b8441-2a73-4c73-b9df-4389c3e1d35b\", \"9082f234-34d9-48a7-9647-070eb5a5ad40\", \"0772fefd-cd79-47f7-8c08-a949de46cc2c\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 31.235}}, {\"62349\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-15 14:10:14.000000+00:00\", \"2019-10-26 10:48:09.000000+00:00\"], \"session_ids\": [\"273ff679-ee88-4213-bdfa-3ddd1e0d1332\", \"8a8a2288-fa1e-4c72-914d-af6fb03c4642\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 14.267}}, {\"64769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-25 22:27:45.000000+00:00\", \"2022-07-18 14:21:04.000000+00:00\", \"2021-09-05 22:02:12.000000+00:00\", \"2020-03-17 22:25:20.000000+00:00\", \"2022-09-05 03:09:33.000000+00:00\", \"2022-02-10 15:50:14.000000+00:00\", \"2019-10-03 02:39:53.000000+00:00\", \"2022-08-09 14:34:45.000000+00:00\", \"2020-07-24 07:30:45.000000+00:00\"], \"session_ids\": [\"3e33f6c3-2c60-4ba8-8d75-712b73ffdf5f\", \"3360dbb6-3ccf-4182-8694-14ff48c0b633\", \"98648d9e-8431-4306-98e4-fba5bd241355\", \"730c7f02-af18-4645-a2cd-dff947fc0c29\", \"3d033f3d-6f38-4fe5-8aed-ff352f85093b\", \"5cda0237-f6fe-4e29-b206-fe25037699a3\", \"95d38f29-912b-4df6-855a-9d2e3189d5f7\", \"a0f23cc9-ab97-4a1d-a6b9-cba046787f64\", \"e2917c41-349f-497c-b110-c511b1be7d69\"], \"total_duration\": 882.0, \"total_sessions\": 9, \"mean_week_duration\": 5.011}}]\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 want to know about 7 users who are currently living in city Istanbul plus execute sorting by duration total in asc and in addition show me only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71923\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-07-11 19:24:16.000000+00:00\", \"2021-02-17 18:52:32.000000+00:00\"], \"session_ids\": [\"4638d1a5-a4a0-472d-97a0-f059c4db90a3\", \"94bcf387-3bb3-411d-a48f-6faed896b09f\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 3.548}, \"42860\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-11-16 21:44:04.000000+00:00\", \"2020-03-25 12:47:51.000000+00:00\"], \"session_ids\": [\"a514c572-2ae5-44f5-8dd0-c9135384aa40\", \"f8c975b9-129c-42f6-9b3f-e5764012b97b\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.413}, \"63966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-18 12:20:34.000000+00:00\", \"2020-12-28 10:19:38.000000+00:00\", \"2021-03-17 04:57:02.000000+00:00\", \"2022-05-30 19:36:15.000000+00:00\"], \"session_ids\": [\"808db971-5716-426c-a66e-9c70e32b9ba7\", \"f84576dc-7685-489f-a247-1e7662aae23b\", \"91c44cbc-7550-4082-a84f-0bf15c3c4468\", \"33977233-8903-492f-b50e-adf58d3fb67e\"], \"total_duration\": 193.0, \"total_sessions\": 4, \"mean_week_duration\": 1.949}, \"18760\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-01 20:47:49.000000+00:00\", \"2020-08-24 04:45:05.000000+00:00\"], \"session_ids\": [\"8778d83e-f9ec-4a36-87cb-4563cb9ae16f\", \"6930ae68-0afc-4fe0-acd8-7a820a07bbc6\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 3.617}, \"30765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-12 19:12:35.000000+00:00\", \"2021-07-16 13:45:02.000000+00:00\"], \"session_ids\": [\"fc21876e-d546-4c6b-85ce-a8a095ac78af\", \"d4022648-ce3a-489f-80ba-bf5bb02af9ae\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 9.057}, \"83710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-01 08:32:44.000000+00:00\", \"2020-04-17 11:49:45.000000+00:00\", \"2022-07-23 01:19:05.000000+00:00\", \"2019-07-06 11:52:38.000000+00:00\", \"2019-08-06 23:55:21.000000+00:00\", \"2022-06-07 16:04:16.000000+00:00\", \"2019-08-30 16:55:21.000000+00:00\", \"2019-06-27 06:50:01.000000+00:00\"], \"session_ids\": [\"2bf22b4b-a895-4328-a871-238c57c2b764\", \"1d7ea332-40fa-4e02-b3e5-49557447f684\", \"17517e9f-5380-442e-a1be-16ad2bd6e83d\", \"1bb40d98-4cfc-4cb0-ba5b-b93cd9b5ec48\", \"c0963b34-043c-43e1-baaa-03b3cbbb95cd\", \"f8357935-6e43-437d-aada-e4c5df248925\", \"cd34fe54-23b0-4682-834d-9c68d5d3ef65\", \"4d1fb8bb-31a0-42ad-8946-c8ac47d0e709\"], \"total_duration\": 98.0, \"total_sessions\": 8, \"mean_week_duration\": 0.609}, \"86395\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-31 20:03:54.000000+00:00\", \"2021-08-20 15:09:40.000000+00:00\", \"2019-11-30 11:57:33.000000+00:00\", \"2020-07-18 00:16:24.000000+00:00\", \"2022-02-25 02:53:05.000000+00:00\", \"2023-02-08 13:08:38.000000+00:00\", \"2019-12-20 14:35:25.000000+00:00\"], \"session_ids\": [\"7d041691-d4a5-4604-a2da-690b3cf33d6b\", \"ea1a1923-a023-499b-aedd-f162a05d66bd\", \"fcc76cc5-a1b2-467c-97e5-655170771db9\", \"3ecfafee-5b5c-40a2-a984-5d971745f9b7\", \"0c61972b-b7f0-415e-94b5-fcd7e8773e9c\", \"f6b9cfa1-b561-411f-b19d-19f0bb3ac2cb\", \"554cd051-6cb1-4279-9c99-55ddec4d97b3\"], \"total_duration\": 3968.0, \"total_sessions\": 7, \"mean_week_duration\": 23.76}, \"79652\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-03 06:31:52.000000+00:00\", \"2022-11-19 21:04:15.000000+00:00\", \"2023-03-26 08:36:18.000000+00:00\", \"2022-11-10 18:57:35.000000+00:00\", \"2020-03-19 18:22:19.000000+00:00\", \"2021-03-23 19:32:56.000000+00:00\", \"2021-01-31 20:16:35.000000+00:00\", \"2022-04-26 11:36:53.000000+00:00\", \"2022-01-15 01:33:56.000000+00:00\", \"2021-02-13 00:28:35.000000+00:00\", \"2021-09-22 05:35:39.000000+00:00\"], \"session_ids\": [\"fcc3ec8a-cd0f-4560-99c0-db05361f3956\", \"9a0bf390-738e-4dbb-8cb9-e44ba00d0d22\", \"15ffd580-9b85-44b4-8a02-26724c08bd0c\", \"2e19f401-63c2-4a42-b332-92da58d02018\", \"53f3c99d-9ab8-49d7-9272-b5ba2f3488f7\", \"c3ca6843-f138-4cfd-a33c-85b74b49515d\", \"e887361b-bebf-4489-80b1-7c91873f5e0b\", \"a80017e3-c2b7-44bb-833e-a127aca5b781\", \"152d8133-b96f-4524-92e5-c80822a9424f\", \"9ce90448-7a16-4365-a621-88000dc9ccfb\", \"f747991b-3a07-4334-972d-3f5235d216f3\"], \"total_duration\": 10493.0, \"total_sessions\": 11, \"mean_week_duration\": 66.411}, \"66814\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-06-09 05:52:39.000000+00:00\", \"2021-11-15 15:48:56.000000+00:00\"], \"session_ids\": [\"1290d7e1-90e3-4645-9bbf-e1b337f84228\", \"d90ba7f3-7315-46fc-96d9-71fe17a4f8a0\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 5.293}, \"55448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-02 16:25:10.000000+00:00\", \"2020-02-13 03:32:13.000000+00:00\"], \"session_ids\": [\"1ffd3dbf-bdc7-4f59-9430-6f4588f9d175\", \"8a58375a-fdda-4f63-8f6a-6b3d2a8e6f06\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.553}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is 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{\"79652\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-03 06:31:52.000000+00:00\", \"2022-11-19 21:04:15.000000+00:00\", \"2023-03-26 08:36:18.000000+00:00\", \"2022-11-10 18:57:35.000000+00:00\", \"2020-03-19 18:22:19.000000+00:00\", \"2021-03-23 19:32:56.000000+00:00\", \"2021-01-31 20:16:35.000000+00:00\", \"2022-04-26 11:36:53.000000+00:00\", \"2022-01-15 01:33:56.000000+00:00\", \"2021-02-13 00:28:35.000000+00:00\", \"2021-09-22 05:35:39.000000+00:00\"], \"session_ids\": [\"fcc3ec8a-cd0f-4560-99c0-db05361f3956\", \"9a0bf390-738e-4dbb-8cb9-e44ba00d0d22\", \"15ffd580-9b85-44b4-8a02-26724c08bd0c\", \"2e19f401-63c2-4a42-b332-92da58d02018\", \"53f3c99d-9ab8-49d7-9272-b5ba2f3488f7\", \"c3ca6843-f138-4cfd-a33c-85b74b49515d\", \"e887361b-bebf-4489-80b1-7c91873f5e0b\", \"a80017e3-c2b7-44bb-833e-a127aca5b781\", \"152d8133-b96f-4524-92e5-c80822a9424f\", \"9ce90448-7a16-4365-a621-88000dc9ccfb\", \"f747991b-3a07-4334-972d-3f5235d216f3\"], \"total_duration\": 10493.0, \"total_sessions\": 11, \"mean_week_duration\": 66.411}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"79652\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-03 06:31:52.000000+00:00\", \"2022-11-19 21:04:15.000000+00:00\", \"2023-03-26 08:36:18.000000+00:00\", \"2022-11-10 18:57:35.000000+00:00\", \"2020-03-19 18:22:19.000000+00:00\", \"2021-03-23 19:32:56.000000+00:00\", \"2021-01-31 20:16:35.000000+00:00\", \"2022-04-26 11:36:53.000000+00:00\", \"2022-01-15 01:33:56.000000+00:00\", \"2021-02-13 00:28:35.000000+00:00\", \"2021-09-22 05:35:39.000000+00:00\"], \"session_ids\": [\"fcc3ec8a-cd0f-4560-99c0-db05361f3956\", \"9a0bf390-738e-4dbb-8cb9-e44ba00d0d22\", \"15ffd580-9b85-44b4-8a02-26724c08bd0c\", \"2e19f401-63c2-4a42-b332-92da58d02018\", \"53f3c99d-9ab8-49d7-9272-b5ba2f3488f7\", \"c3ca6843-f138-4cfd-a33c-85b74b49515d\", \"e887361b-bebf-4489-80b1-7c91873f5e0b\", \"a80017e3-c2b7-44bb-833e-a127aca5b781\", \"152d8133-b96f-4524-92e5-c80822a9424f\", \"9ce90448-7a16-4365-a621-88000dc9ccfb\", \"f747991b-3a07-4334-972d-3f5235d216f3\"], \"total_duration\": 10493.0, \"total_sessions\": 11, \"mean_week_duration\": 66.411}}]\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[{\"79652\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-03 06:31:52.000000+00:00\", \"2022-11-19 21:04:15.000000+00:00\", \"2023-03-26 08:36:18.000000+00:00\", \"2022-11-10 18:57:35.000000+00:00\", \"2020-03-19 18:22:19.000000+00:00\", \"2021-03-23 19:32:56.000000+00:00\", \"2021-01-31 20:16:35.000000+00:00\", \"2022-04-26 11:36:53.000000+00:00\", \"2022-01-15 01:33:56.000000+00:00\", \"2021-02-13 00:28:35.000000+00:00\", \"2021-09-22 05:35:39.000000+00:00\"], \"session_ids\": [\"fcc3ec8a-cd0f-4560-99c0-db05361f3956\", \"9a0bf390-738e-4dbb-8cb9-e44ba00d0d22\", \"15ffd580-9b85-44b4-8a02-26724c08bd0c\", \"2e19f401-63c2-4a42-b332-92da58d02018\", \"53f3c99d-9ab8-49d7-9272-b5ba2f3488f7\", \"c3ca6843-f138-4cfd-a33c-85b74b49515d\", \"e887361b-bebf-4489-80b1-7c91873f5e0b\", \"a80017e3-c2b7-44bb-833e-a127aca5b781\", \"152d8133-b96f-4524-92e5-c80822a9424f\", \"9ce90448-7a16-4365-a621-88000dc9ccfb\", \"f747991b-3a07-4334-972d-3f5235d216f3\"], \"total_duration\": 10493.0, \"total_sessions\": 11, \"mean_week_duration\": 66.411}}]\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[{\"79652\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-03 06:31:52.000000+00:00\", \"2022-11-19 21:04:15.000000+00:00\", \"2023-03-26 08:36:18.000000+00:00\", \"2022-11-10 18:57:35.000000+00:00\", \"2020-03-19 18:22:19.000000+00:00\", \"2021-03-23 19:32:56.000000+00:00\", \"2021-01-31 20:16:35.000000+00:00\", \"2022-04-26 11:36:53.000000+00:00\", \"2022-01-15 01:33:56.000000+00:00\", \"2021-02-13 00:28:35.000000+00:00\", \"2021-09-22 05:35:39.000000+00:00\"], \"session_ids\": [\"fcc3ec8a-cd0f-4560-99c0-db05361f3956\", \"9a0bf390-738e-4dbb-8cb9-e44ba00d0d22\", \"15ffd580-9b85-44b4-8a02-26724c08bd0c\", \"2e19f401-63c2-4a42-b332-92da58d02018\", \"53f3c99d-9ab8-49d7-9272-b5ba2f3488f7\", \"c3ca6843-f138-4cfd-a33c-85b74b49515d\", \"e887361b-bebf-4489-80b1-7c91873f5e0b\", \"a80017e3-c2b7-44bb-833e-a127aca5b781\", \"152d8133-b96f-4524-92e5-c80822a9424f\", \"9ce90448-7a16-4365-a621-88000dc9ccfb\", \"f747991b-3a07-4334-972d-3f5235d216f3\"], \"total_duration\": 10493.0, \"total_sessions\": 11, \"mean_week_duration\": 66.411}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about user who is user with lowest sessions total plus do sorting by all sessions quantity 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{\"29704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-13 08:23:15.000000+00:00\", \"2023-03-10 15:27:55.000000+00:00\"], \"session_ids\": [\"a0777248-84a0-48b4-a2b2-509097e5705c\", \"03c0989c-8ae8-4b3c-b511-7d4e3f80c307\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 35.0}, \"84846\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-29 13:23:22.000000+00:00\", \"2022-08-22 16:24:40.000000+00:00\", \"2022-04-10 17:36:55.000000+00:00\"], \"session_ids\": [\"67fc50e1-4167-4220-8728-b6d7525e5d1e\", \"f40c9ae5-e590-451d-9038-ef31b5ccf475\", \"a41339e1-f0f1-4564-91ef-385226c73403\"], \"total_duration\": 506.0, \"total_sessions\": 3, \"mean_week_duration\": 20.24}, \"37769\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-07 09:59:02.000000+00:00\", \"2022-06-07 17:38:50.000000+00:00\"], \"session_ids\": [\"ea52d05e-a70d-45b2-9027-c2f03550711c\", \"0659f238-a962-486a-b6d5-27765592e782\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 2.019}, \"55836\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-09-20 17:22:07.000000+00:00\", \"2021-06-14 02:06:12.000000+00:00\", \"2021-07-31 03:59:32.000000+00:00\", \"2019-11-08 12:20:45.000000+00:00\", \"2022-02-05 05:15:32.000000+00:00\", \"2023-01-21 01:56:07.000000+00:00\"], \"session_ids\": [\"19784d36-05ae-4da6-87e8-56aaab90c70a\", \"b2071968-8fe8-4d41-ba86-adb388d09d86\", \"f0022e0b-b4bc-4aa5-920a-046fb22afc1c\", \"53cb2be7-3e9f-4ed7-a184-81a558ad5cc6\", \"fbe1b529-902c-4568-bab4-0471d596f396\", \"b29d0eaf-dfb0-460e-8874-11561fa4773d\"], \"total_duration\": 1655.0, \"total_sessions\": 6, \"mean_week_duration\": 9.91}, \"69473\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-10 16:21:40.000000+00:00\", \"2020-03-25 07:21:45.000000+00:00\", \"2023-02-28 08:55:17.000000+00:00\", \"2022-12-17 03:21:55.000000+00:00\", \"2022-10-08 13:26:36.000000+00:00\", \"2022-01-23 06:28:21.000000+00:00\", \"2019-05-27 19:13:57.000000+00:00\"], \"session_ids\": [\"8b06546a-85d1-4817-b373-ad87d605cf4a\", \"89e48b9e-af5e-41ec-bb60-affb624a96c7\", \"5a3f7bd7-a5a4-4931-b1d6-bf702134d099\", \"d3084bb5-3a45-4cd8-924f-f4f8e6055eb3\", \"221e245b-ecaf-4d81-a40a-79eee6355578\", \"f7aa1576-af20-4794-998b-203b19bcb271\", \"a567de5c-791e-42bc-9235-8bede5afe7ca\"], \"total_duration\": 2647.0, \"total_sessions\": 7, \"mean_week_duration\": 12.255}, \"75149\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-01 22:53:38.000000+00:00\", \"2022-02-24 11:00:52.000000+00:00\", \"2021-08-24 17:12:54.000000+00:00\", \"2022-02-08 23:58:30.000000+00:00\", \"2022-03-29 19:51:11.000000+00:00\"], \"session_ids\": [\"2dccd93d-d1bf-4966-bfdc-09f0816b6a0c\", \"990f1d1a-11de-4f20-8365-17997ea592a9\", \"d5f33e7f-0698-4f7d-92a7-5938aad324bf\", \"d5062f78-8f6b-4862-9cda-91f958966c51\", \"a3e17fa2-505d-49a1-a7e6-ca214b9c9d55\"], \"total_duration\": 529.0, \"total_sessions\": 5, \"mean_week_duration\": 7.149}, \"76277\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-11-13 22:50:32.000000+00:00\", \"2021-04-27 12:08:46.000000+00:00\", \"2023-01-27 03:11:49.000000+00:00\"], \"session_ids\": [\"9912ed05-2c5b-4dfc-90a9-a210e97b0e5e\", \"3e51b1eb-8b3d-41ce-bb82-ac5c94d16c55\", \"3defef97-e61e-4c28-96cf-f5d1ddd110d7\"], \"total_duration\": 198.0, \"total_sessions\": 3, \"mean_week_duration\": 1.179}, \"76987\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-03-31 01:36:12.000000+00:00\", \"2021-06-29 06:33:21.000000+00:00\"], \"session_ids\": [\"1ce4a3fb-301c-4749-8c16-755d5a744646\", \"40188054-40f8-48b7-bd68-c8576d6683e6\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.402}, \"36555\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-04-15 07:35:26.000000+00:00\", \"2022-02-07 05:54:09.000000+00:00\", \"2021-10-19 05:15:58.000000+00:00\", \"2019-06-04 08:34:40.000000+00:00\", \"2022-02-14 04:22:24.000000+00:00\", \"2023-01-10 19:04:41.000000+00:00\", \"2019-05-31 04:35:18.000000+00:00\", \"2020-08-09 22:35:44.000000+00:00\", \"2021-03-11 17:21:59.000000+00:00\", \"2021-05-03 02:15:43.000000+00:00\"], \"session_ids\": [\"4129ac26-ea9a-44ce-b9e9-a6107d65a9c5\", \"f0b9a14d-be15-4a98-a845-18015aab287d\", \"61721fc5-389a-4726-bd40-5a0abe7845c2\", \"d3cd5358-5644-48c8-8b3a-d206bdcc6b6c\", \"6bbaca3e-da0c-4477-abea-6a13d1b5d1ee\", \"9ffeee5a-f20b-4028-83b1-8d1cb4f9515f\", \"f3f3823d-09ed-4316-921e-3cd39cc95f2d\", \"eedc9a49-6d66-4d80-bd98-59872964f9a9\", \"c30281fa-f185-4991-888f-ec067305ab07\", \"864fd21a-6716-4a5d-a6d2-9c5a9ecd7500\"], \"total_duration\": 2447.0, \"total_sessions\": 10, \"mean_week_duration\": 12.947}, \"62962\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-23 07:26:34.000000+00:00\", \"2023-03-09 17:37:56.000000+00:00\"], \"session_ids\": [\"2af840d2-37e1-44e4-b3a2-289df52e04c0\", \"962e20f9-db9b-40ba-ae70-eeb243014a86\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 1 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"29704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-13 08:23:15.000000+00:00\", \"2023-03-10 15:27:55.000000+00:00\"], \"session_ids\": [\"a0777248-84a0-48b4-a2b2-509097e5705c\", \"03c0989c-8ae8-4b3c-b511-7d4e3f80c307\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 35.0}}, {\"37769\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-07 09:59:02.000000+00:00\", \"2022-06-07 17:38:50.000000+00:00\"], \"session_ids\": [\"ea52d05e-a70d-45b2-9027-c2f03550711c\", \"0659f238-a962-486a-b6d5-27765592e782\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 2.019}}, {\"76987\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-03-31 01:36:12.000000+00:00\", \"2021-06-29 06:33:21.000000+00:00\"], \"session_ids\": [\"1ce4a3fb-301c-4749-8c16-755d5a744646\", \"40188054-40f8-48b7-bd68-c8576d6683e6\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.402}}]\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[{\"29704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-13 08:23:15.000000+00:00\", \"2023-03-10 15:27:55.000000+00:00\"], \"session_ids\": [\"a0777248-84a0-48b4-a2b2-509097e5705c\", \"03c0989c-8ae8-4b3c-b511-7d4e3f80c307\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 35.0}}, {\"37769\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-07 09:59:02.000000+00:00\", \"2022-06-07 17:38:50.000000+00:00\"], \"session_ids\": [\"ea52d05e-a70d-45b2-9027-c2f03550711c\", \"0659f238-a962-486a-b6d5-27765592e782\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 2.019}}, {\"76987\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-03-31 01:36:12.000000+00:00\", \"2021-06-29 06:33:21.000000+00:00\"], \"session_ids\": [\"1ce4a3fb-301c-4749-8c16-755d5a744646\", \"40188054-40f8-48b7-bd68-c8576d6683e6\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.402}}]\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[{\"29704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-13 08:23:15.000000+00:00\", \"2023-03-10 15:27:55.000000+00:00\"], \"session_ids\": [\"a0777248-84a0-48b4-a2b2-509097e5705c\", \"03c0989c-8ae8-4b3c-b511-7d4e3f80c307\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 35.0}}]\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[{\"29704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-13 08:23:15.000000+00:00\", \"2023-03-10 15:27:55.000000+00:00\"], \"session_ids\": [\"a0777248-84a0-48b4-a2b2-509097e5705c\", \"03c0989c-8ae8-4b3c-b511-7d4e3f80c307\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 35.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on user whose overall sessions count is less than 10 and greater than 3 , do sorting by name of the city from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73502\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-12 20:14:27.000000+00:00\", \"2019-09-03 11:35:45.000000+00:00\"], \"session_ids\": [\"9b339ace-82fe-49b6-a61f-7aab9187e22b\", \"a3c3fb5e-0989-4da9-bdf2-193593913750\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.039}, \"77295\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-25 21:07:05.000000+00:00\", \"2019-09-24 18:18:46.000000+00:00\"], \"session_ids\": [\"753e5303-b0a4-4ebc-bef2-d865c546d12b\", \"986658c6-5e54-4ef6-ae78-8c99ec77658e\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.683}, \"32851\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-05-19 15:55:30.000000+00:00\", \"2020-04-15 21:21:37.000000+00:00\"], \"session_ids\": [\"50d49469-544d-4614-ac03-79b21ba69c33\", \"c8e229cd-6551-4303-9887-3e8c4418b844\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 1.743}, \"43027\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-10 20:10:09.000000+00:00\", \"2022-08-18 06:26:31.000000+00:00\"], \"session_ids\": [\"7ed59942-8269-4dcb-bc84-1cabe7762d49\", \"f64bafb7-f7a6-4d08-821e-93359c78b8ce\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 2.028}, \"55556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-11 12:17:13.000000+00:00\", \"2020-01-29 06:08:39.000000+00:00\", \"2020-09-27 07:58:30.000000+00:00\", \"2020-01-14 03:41:03.000000+00:00\", \"2019-06-09 15:12:48.000000+00:00\", \"2023-03-02 21:02:43.000000+00:00\"], \"session_ids\": [\"437c04e8-90c5-454c-8804-1dc2892d586e\", \"4c2e0091-11e4-43f6-9c54-dd93f55f827f\", \"7330cfda-094c-4b35-a2cb-4c24a9322dfa\", \"ef3229b9-8fd3-49a2-b282-1a89842a63f6\", \"0230e9bd-d22b-450c-97f8-56920340049b\", \"9b8754f8-91ba-42ee-8852-eccc6bb27b7e\"], \"total_duration\": 1945.0, \"total_sessions\": 6, \"mean_week_duration\": 9.974}, \"13019\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-06 21:12:02.000000+00:00\", \"2022-07-30 20:50:02.000000+00:00\", \"2023-03-20 12:04:57.000000+00:00\", \"2022-05-27 06:40:07.000000+00:00\"], \"session_ids\": [\"551ec9f4-3891-43b9-bc21-4164d378154e\", \"b62e043d-a33f-49d6-9979-502974a134a1\", \"e3a8ea69-42da-44dc-8573-30dd4e69bd09\", \"c0ae6f4a-96ae-43d3-a91b-8b8cc7cec143\"], \"total_duration\": 808.0, \"total_sessions\": 4, \"mean_week_duration\": 6.121}, \"48940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-03-02 12:56:36.000000+00:00\", \"2021-08-26 09:42:12.000000+00:00\"], \"session_ids\": [\"bc384f47-db3f-4719-a5f2-86d8980eb3a6\", \"0db323b5-a8aa-402a-bd96-8fcdf6abf7c2\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 0.592}, \"23299\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-03-10 03:10:20.000000+00:00\", \"2022-08-20 09:33:33.000000+00:00\", \"2020-05-01 19:49:01.000000+00:00\", \"2020-05-02 13:13:16.000000+00:00\"], \"session_ids\": [\"a5f05785-b6aa-4b60-af99-e05cc1fd5cd3\", \"cad1ab36-ff44-4d9d-a0e1-bd0a3aefb856\", \"0582997c-f45f-432c-9d91-cda200bcdb1b\", \"7ce33913-2155-4003-92b3-3231f25f8bad\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.289}, \"31114\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-02 00:54:29.000000+00:00\", \"2022-07-03 14:22:26.000000+00:00\", \"2021-06-18 15:53:10.000000+00:00\"], \"session_ids\": [\"5d0f4c79-67a4-4b90-b5e6-b0aea9f86b7b\", \"0619fd42-45b6-40c6-9a5f-37d3be8c6046\", \"39494860-2418-4e4d-a1cc-4d3dbbf9eee2\"], \"total_duration\": 375.0, \"total_sessions\": 3, \"mean_week_duration\": 6.818}, \"2223\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-09 22:16:26.000000+00:00\", \"2023-04-13 13:28:26.000000+00:00\"], \"session_ids\": [\"fee66b41-fe73-493e-8956-d081d85e73e8\", \"03f6153b-cc16-4385-b283-114205bdd349\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 1.975}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 3 and are equal or less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-11 12:17:13.000000+00:00\", \"2020-01-29 06:08:39.000000+00:00\", \"2020-09-27 07:58:30.000000+00:00\", \"2020-01-14 03:41:03.000000+00:00\", \"2019-06-09 15:12:48.000000+00:00\", \"2023-03-02 21:02:43.000000+00:00\"], \"session_ids\": [\"437c04e8-90c5-454c-8804-1dc2892d586e\", \"4c2e0091-11e4-43f6-9c54-dd93f55f827f\", \"7330cfda-094c-4b35-a2cb-4c24a9322dfa\", \"ef3229b9-8fd3-49a2-b282-1a89842a63f6\", \"0230e9bd-d22b-450c-97f8-56920340049b\", \"9b8754f8-91ba-42ee-8852-eccc6bb27b7e\"], \"total_duration\": 1945.0, \"total_sessions\": 6, \"mean_week_duration\": 9.974}, \"13019\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-06 21:12:02.000000+00:00\", \"2022-07-30 20:50:02.000000+00:00\", \"2023-03-20 12:04:57.000000+00:00\", \"2022-05-27 06:40:07.000000+00:00\"], \"session_ids\": [\"551ec9f4-3891-43b9-bc21-4164d378154e\", \"b62e043d-a33f-49d6-9979-502974a134a1\", \"e3a8ea69-42da-44dc-8573-30dd4e69bd09\", \"c0ae6f4a-96ae-43d3-a91b-8b8cc7cec143\"], \"total_duration\": 808.0, \"total_sessions\": 4, \"mean_week_duration\": 6.121}, \"23299\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-03-10 03:10:20.000000+00:00\", \"2022-08-20 09:33:33.000000+00:00\", \"2020-05-01 19:49:01.000000+00:00\", \"2020-05-02 13:13:16.000000+00:00\"], \"session_ids\": [\"a5f05785-b6aa-4b60-af99-e05cc1fd5cd3\", \"cad1ab36-ff44-4d9d-a0e1-bd0a3aefb856\", \"0582997c-f45f-432c-9d91-cda200bcdb1b\", \"7ce33913-2155-4003-92b3-3231f25f8bad\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.289}, \"31114\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-02 00:54:29.000000+00:00\", \"2022-07-03 14:22:26.000000+00:00\", \"2021-06-18 15:53:10.000000+00:00\"], \"session_ids\": [\"5d0f4c79-67a4-4b90-b5e6-b0aea9f86b7b\", \"0619fd42-45b6-40c6-9a5f-37d3be8c6046\", \"39494860-2418-4e4d-a1cc-4d3dbbf9eee2\"], \"total_duration\": 375.0, \"total_sessions\": 3, \"mean_week_duration\": 6.818}}\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[{\"13019\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-06 21:12:02.000000+00:00\", \"2022-07-30 20:50:02.000000+00:00\", \"2023-03-20 12:04:57.000000+00:00\", \"2022-05-27 06:40:07.000000+00:00\"], \"session_ids\": [\"551ec9f4-3891-43b9-bc21-4164d378154e\", \"b62e043d-a33f-49d6-9979-502974a134a1\", \"e3a8ea69-42da-44dc-8573-30dd4e69bd09\", \"c0ae6f4a-96ae-43d3-a91b-8b8cc7cec143\"], \"total_duration\": 808.0, \"total_sessions\": 4, \"mean_week_duration\": 6.121}}, {\"55556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-11 12:17:13.000000+00:00\", \"2020-01-29 06:08:39.000000+00:00\", \"2020-09-27 07:58:30.000000+00:00\", \"2020-01-14 03:41:03.000000+00:00\", \"2019-06-09 15:12:48.000000+00:00\", \"2023-03-02 21:02:43.000000+00:00\"], \"session_ids\": [\"437c04e8-90c5-454c-8804-1dc2892d586e\", \"4c2e0091-11e4-43f6-9c54-dd93f55f827f\", \"7330cfda-094c-4b35-a2cb-4c24a9322dfa\", \"ef3229b9-8fd3-49a2-b282-1a89842a63f6\", \"0230e9bd-d22b-450c-97f8-56920340049b\", \"9b8754f8-91ba-42ee-8852-eccc6bb27b7e\"], \"total_duration\": 1945.0, \"total_sessions\": 6, \"mean_week_duration\": 9.974}}, {\"31114\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-02 00:54:29.000000+00:00\", \"2022-07-03 14:22:26.000000+00:00\", \"2021-06-18 15:53:10.000000+00:00\"], \"session_ids\": [\"5d0f4c79-67a4-4b90-b5e6-b0aea9f86b7b\", \"0619fd42-45b6-40c6-9a5f-37d3be8c6046\", \"39494860-2418-4e4d-a1cc-4d3dbbf9eee2\"], \"total_duration\": 375.0, \"total_sessions\": 3, \"mean_week_duration\": 6.818}}, {\"23299\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-03-10 03:10:20.000000+00:00\", \"2022-08-20 09:33:33.000000+00:00\", \"2020-05-01 19:49:01.000000+00:00\", \"2020-05-02 13:13:16.000000+00:00\"], \"session_ids\": [\"a5f05785-b6aa-4b60-af99-e05cc1fd5cd3\", \"cad1ab36-ff44-4d9d-a0e1-bd0a3aefb856\", \"0582997c-f45f-432c-9d91-cda200bcdb1b\", \"7ce33913-2155-4003-92b3-3231f25f8bad\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.289}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove 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[{\"13019\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-06 21:12:02.000000+00:00\", \"2022-07-30 20:50:02.000000+00:00\", \"2023-03-20 12:04:57.000000+00:00\", \"2022-05-27 06:40:07.000000+00:00\"], \"session_ids\": [\"551ec9f4-3891-43b9-bc21-4164d378154e\", \"b62e043d-a33f-49d6-9979-502974a134a1\", \"e3a8ea69-42da-44dc-8573-30dd4e69bd09\", \"c0ae6f4a-96ae-43d3-a91b-8b8cc7cec143\"], \"total_duration\": 808.0, \"total_sessions\": 4, \"mean_week_duration\": 6.121}}]\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[{\"13019\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-06 21:12:02.000000+00:00\", \"2022-07-30 20:50:02.000000+00:00\", \"2023-03-20 12:04:57.000000+00:00\", \"2022-05-27 06:40:07.000000+00:00\"], \"session_ids\": [\"551ec9f4-3891-43b9-bc21-4164d378154e\", \"b62e043d-a33f-49d6-9979-502974a134a1\", \"e3a8ea69-42da-44dc-8573-30dd4e69bd09\", \"c0ae6f4a-96ae-43d3-a91b-8b8cc7cec143\"], \"total_duration\": 808.0, \"total_sessions\": 4, \"mean_week_duration\": 6.121}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 4 users whose mean week duration is bigger than 46 and smaller than 18 (not including) and in addition carry out sorting by overall duration of sessions per week in desc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93794\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-09 01:31:50.000000+00:00\", \"2020-07-01 06:19:38.000000+00:00\"], \"session_ids\": [\"98dec065-4f9b-437b-99ed-1f0934ceacae\", \"128f813f-2079-4eda-b510-c2c409e01038\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 5.615}, \"79232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-12 18:54:49.000000+00:00\", \"2020-06-20 12:13:51.000000+00:00\"], \"session_ids\": [\"044aa781-4537-40ad-a1e1-8e1e464a3a4a\", \"c42e9c2d-f025-4d55-a198-57e3c863d3f6\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}, \"88913\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-07-02 22:36:13.000000+00:00\", \"2021-06-16 15:48:47.000000+00:00\", \"2021-06-05 00:26:53.000000+00:00\"], \"session_ids\": [\"91c73910-3f9e-4a13-9407-f73be3c59116\", \"a22feed7-54ff-4a52-b655-db9ae3e2d9f9\", \"83a4b084-445a-48cc-b2df-3dd5d686dce4\"], \"total_duration\": 108.0, \"total_sessions\": 3, \"mean_week_duration\": 2.16}, \"27896\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-06-08 00:10:54.000000+00:00\", \"2023-04-29 06:47:21.000000+00:00\"], \"session_ids\": [\"f7ead63b-8566-465b-9138-d09465150a1e\", \"630c1132-e4cb-46fb-b442-bf4ac64e7ed9\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 4.489}, \"12582\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-01 20:36:03.000000+00:00\", \"2020-12-01 15:40:50.000000+00:00\", \"2019-01-18 23:32:57.000000+00:00\", \"2021-10-16 11:56:06.000000+00:00\"], \"session_ids\": [\"e1290478-f084-4452-bf95-b919390a76fb\", \"25398845-ed93-402d-b69e-55b63de9fbe4\", \"d3ad3070-9c6e-4179-abbc-8e7bb0d70d7f\", \"93519c80-d99e-495e-b438-bab5b5480dd7\"], \"total_duration\": 335.0, \"total_sessions\": 4, \"mean_week_duration\": 2.343}, \"99120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-08 06:08:26.000000+00:00\", \"2020-02-23 22:11:19.000000+00:00\", \"2022-06-02 20:26:13.000000+00:00\", \"2020-12-28 06:17:09.000000+00:00\", \"2019-07-15 02:45:28.000000+00:00\"], \"session_ids\": [\"7b7d4538-8ec3-46d7-9e2b-6de9d4d379dd\", \"4fed0777-53fc-47a3-bd4c-8d122f589abf\", \"af9f9c77-4abe-4529-b265-81f25ccc373d\", \"3a7a236e-8e73-4c35-ab3b-f051f8df8d82\", \"88ea8f76-3c5f-4058-844f-cbc3a69c0e84\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.298}, \"1683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-15 10:44:45.000000+00:00\", \"2019-03-10 21:39:59.000000+00:00\"], \"session_ids\": [\"566f7bb6-f30f-4758-9fdb-9282543e1752\", \"13c8913c-8513-4371-981b-e456f8ff6f59\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 5.303}, \"58671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-05 01:46:22.000000+00:00\", \"2022-03-30 13:24:44.000000+00:00\", \"2021-01-15 10:59:25.000000+00:00\"], \"session_ids\": [\"6f0fafa4-4b04-462f-a1d6-402432acf4af\", \"c276490f-8569-4e3f-9b67-3f4decb4e6af\", \"651c9ebc-63d4-4ea2-b41b-72b1c466db0f\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 1.854}, \"47252\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-06 01:19:33.000000+00:00\", \"2019-07-21 12:17:35.000000+00:00\", \"2022-01-26 09:33:12.000000+00:00\", \"2020-03-19 22:29:04.000000+00:00\"], \"session_ids\": [\"223938ec-d37b-42f1-b509-66993fe56d8a\", \"95e8db07-e929-4e5d-91b0-1bcbee339db8\", \"00a6ba56-549b-4dbc-a405-55e08a881160\", \"e8192314-2193-420a-8b19-8b6fd773dbe6\"], \"total_duration\": 967.0, \"total_sessions\": 4, \"mean_week_duration\": 5.343}, \"56877\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-05 10:08:38.000000+00:00\", \"2022-04-01 00:48:20.000000+00:00\"], \"session_ids\": [\"6ebdfd06-2368-4ca2-a7e4-2f314fd28576\", \"941bd45e-d2ca-46bd-8abb-85d78ec8a4f9\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 18 and are equal or greater than 46" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 46]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93794\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-09 01:31:50.000000+00:00\", \"2020-07-01 06:19:38.000000+00:00\"], \"session_ids\": [\"98dec065-4f9b-437b-99ed-1f0934ceacae\", \"128f813f-2079-4eda-b510-c2c409e01038\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 5.615}, \"79232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-12 18:54:49.000000+00:00\", \"2020-06-20 12:13:51.000000+00:00\"], \"session_ids\": [\"044aa781-4537-40ad-a1e1-8e1e464a3a4a\", \"c42e9c2d-f025-4d55-a198-57e3c863d3f6\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}, \"88913\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-07-02 22:36:13.000000+00:00\", \"2021-06-16 15:48:47.000000+00:00\", \"2021-06-05 00:26:53.000000+00:00\"], \"session_ids\": [\"91c73910-3f9e-4a13-9407-f73be3c59116\", \"a22feed7-54ff-4a52-b655-db9ae3e2d9f9\", \"83a4b084-445a-48cc-b2df-3dd5d686dce4\"], \"total_duration\": 108.0, \"total_sessions\": 3, \"mean_week_duration\": 2.16}, \"27896\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-06-08 00:10:54.000000+00:00\", \"2023-04-29 06:47:21.000000+00:00\"], \"session_ids\": [\"f7ead63b-8566-465b-9138-d09465150a1e\", \"630c1132-e4cb-46fb-b442-bf4ac64e7ed9\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 4.489}, \"12582\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-01 20:36:03.000000+00:00\", \"2020-12-01 15:40:50.000000+00:00\", \"2019-01-18 23:32:57.000000+00:00\", \"2021-10-16 11:56:06.000000+00:00\"], \"session_ids\": [\"e1290478-f084-4452-bf95-b919390a76fb\", \"25398845-ed93-402d-b69e-55b63de9fbe4\", \"d3ad3070-9c6e-4179-abbc-8e7bb0d70d7f\", \"93519c80-d99e-495e-b438-bab5b5480dd7\"], \"total_duration\": 335.0, \"total_sessions\": 4, \"mean_week_duration\": 2.343}, \"99120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-08 06:08:26.000000+00:00\", \"2020-02-23 22:11:19.000000+00:00\", \"2022-06-02 20:26:13.000000+00:00\", \"2020-12-28 06:17:09.000000+00:00\", \"2019-07-15 02:45:28.000000+00:00\"], \"session_ids\": [\"7b7d4538-8ec3-46d7-9e2b-6de9d4d379dd\", \"4fed0777-53fc-47a3-bd4c-8d122f589abf\", \"af9f9c77-4abe-4529-b265-81f25ccc373d\", \"3a7a236e-8e73-4c35-ab3b-f051f8df8d82\", \"88ea8f76-3c5f-4058-844f-cbc3a69c0e84\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.298}, \"1683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-15 10:44:45.000000+00:00\", \"2019-03-10 21:39:59.000000+00:00\"], \"session_ids\": [\"566f7bb6-f30f-4758-9fdb-9282543e1752\", \"13c8913c-8513-4371-981b-e456f8ff6f59\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 5.303}, \"58671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-05 01:46:22.000000+00:00\", \"2022-03-30 13:24:44.000000+00:00\", \"2021-01-15 10:59:25.000000+00:00\"], \"session_ids\": [\"6f0fafa4-4b04-462f-a1d6-402432acf4af\", \"c276490f-8569-4e3f-9b67-3f4decb4e6af\", \"651c9ebc-63d4-4ea2-b41b-72b1c466db0f\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 1.854}, \"47252\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-06 01:19:33.000000+00:00\", \"2019-07-21 12:17:35.000000+00:00\", \"2022-01-26 09:33:12.000000+00:00\", \"2020-03-19 22:29:04.000000+00:00\"], \"session_ids\": [\"223938ec-d37b-42f1-b509-66993fe56d8a\", \"95e8db07-e929-4e5d-91b0-1bcbee339db8\", \"00a6ba56-549b-4dbc-a405-55e08a881160\", \"e8192314-2193-420a-8b19-8b6fd773dbe6\"], \"total_duration\": 967.0, \"total_sessions\": 4, \"mean_week_duration\": 5.343}, \"56877\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-05 10:08:38.000000+00:00\", \"2022-04-01 00:48:20.000000+00:00\"], \"session_ids\": [\"6ebdfd06-2368-4ca2-a7e4-2f314fd28576\", \"941bd45e-d2ca-46bd-8abb-85d78ec8a4f9\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}}\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[{\"79232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-12 18:54:49.000000+00:00\", \"2020-06-20 12:13:51.000000+00:00\"], \"session_ids\": [\"044aa781-4537-40ad-a1e1-8e1e464a3a4a\", \"c42e9c2d-f025-4d55-a198-57e3c863d3f6\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}}, {\"93794\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-09 01:31:50.000000+00:00\", \"2020-07-01 06:19:38.000000+00:00\"], \"session_ids\": [\"98dec065-4f9b-437b-99ed-1f0934ceacae\", \"128f813f-2079-4eda-b510-c2c409e01038\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 5.615}}, {\"47252\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-06 01:19:33.000000+00:00\", \"2019-07-21 12:17:35.000000+00:00\", \"2022-01-26 09:33:12.000000+00:00\", \"2020-03-19 22:29:04.000000+00:00\"], \"session_ids\": [\"223938ec-d37b-42f1-b509-66993fe56d8a\", \"95e8db07-e929-4e5d-91b0-1bcbee339db8\", \"00a6ba56-549b-4dbc-a405-55e08a881160\", \"e8192314-2193-420a-8b19-8b6fd773dbe6\"], \"total_duration\": 967.0, \"total_sessions\": 4, \"mean_week_duration\": 5.343}}, {\"1683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-15 10:44:45.000000+00:00\", \"2019-03-10 21:39:59.000000+00:00\"], \"session_ids\": [\"566f7bb6-f30f-4758-9fdb-9282543e1752\", \"13c8913c-8513-4371-981b-e456f8ff6f59\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 5.303}}, {\"27896\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-06-08 00:10:54.000000+00:00\", \"2023-04-29 06:47:21.000000+00:00\"], \"session_ids\": [\"f7ead63b-8566-465b-9138-d09465150a1e\", \"630c1132-e4cb-46fb-b442-bf4ac64e7ed9\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 4.489}}, {\"12582\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-01 20:36:03.000000+00:00\", \"2020-12-01 15:40:50.000000+00:00\", \"2019-01-18 23:32:57.000000+00:00\", \"2021-10-16 11:56:06.000000+00:00\"], \"session_ids\": [\"e1290478-f084-4452-bf95-b919390a76fb\", \"25398845-ed93-402d-b69e-55b63de9fbe4\", \"d3ad3070-9c6e-4179-abbc-8e7bb0d70d7f\", \"93519c80-d99e-495e-b438-bab5b5480dd7\"], \"total_duration\": 335.0, \"total_sessions\": 4, \"mean_week_duration\": 2.343}}, {\"88913\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-07-02 22:36:13.000000+00:00\", \"2021-06-16 15:48:47.000000+00:00\", \"2021-06-05 00:26:53.000000+00:00\"], \"session_ids\": [\"91c73910-3f9e-4a13-9407-f73be3c59116\", \"a22feed7-54ff-4a52-b655-db9ae3e2d9f9\", \"83a4b084-445a-48cc-b2df-3dd5d686dce4\"], \"total_duration\": 108.0, \"total_sessions\": 3, \"mean_week_duration\": 2.16}}, {\"58671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-05 01:46:22.000000+00:00\", \"2022-03-30 13:24:44.000000+00:00\", \"2021-01-15 10:59:25.000000+00:00\"], \"session_ids\": [\"6f0fafa4-4b04-462f-a1d6-402432acf4af\", \"c276490f-8569-4e3f-9b67-3f4decb4e6af\", \"651c9ebc-63d4-4ea2-b41b-72b1c466db0f\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 1.854}}, {\"99120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-08 06:08:26.000000+00:00\", \"2020-02-23 22:11:19.000000+00:00\", \"2022-06-02 20:26:13.000000+00:00\", \"2020-12-28 06:17:09.000000+00:00\", \"2019-07-15 02:45:28.000000+00:00\"], \"session_ids\": [\"7b7d4538-8ec3-46d7-9e2b-6de9d4d379dd\", \"4fed0777-53fc-47a3-bd4c-8d122f589abf\", \"af9f9c77-4abe-4529-b265-81f25ccc373d\", \"3a7a236e-8e73-4c35-ab3b-f051f8df8d82\", \"88ea8f76-3c5f-4058-844f-cbc3a69c0e84\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.298}}, {\"56877\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-05 10:08:38.000000+00:00\", \"2022-04-01 00:48:20.000000+00:00\"], \"session_ids\": [\"6ebdfd06-2368-4ca2-a7e4-2f314fd28576\", \"941bd45e-d2ca-46bd-8abb-85d78ec8a4f9\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"79232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-12 18:54:49.000000+00:00\", \"2020-06-20 12:13:51.000000+00:00\"], \"session_ids\": [\"044aa781-4537-40ad-a1e1-8e1e464a3a4a\", \"c42e9c2d-f025-4d55-a198-57e3c863d3f6\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}}, {\"93794\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-09 01:31:50.000000+00:00\", \"2020-07-01 06:19:38.000000+00:00\"], \"session_ids\": [\"98dec065-4f9b-437b-99ed-1f0934ceacae\", \"128f813f-2079-4eda-b510-c2c409e01038\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 5.615}}, {\"47252\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-06 01:19:33.000000+00:00\", \"2019-07-21 12:17:35.000000+00:00\", \"2022-01-26 09:33:12.000000+00:00\", \"2020-03-19 22:29:04.000000+00:00\"], \"session_ids\": [\"223938ec-d37b-42f1-b509-66993fe56d8a\", \"95e8db07-e929-4e5d-91b0-1bcbee339db8\", \"00a6ba56-549b-4dbc-a405-55e08a881160\", \"e8192314-2193-420a-8b19-8b6fd773dbe6\"], \"total_duration\": 967.0, \"total_sessions\": 4, \"mean_week_duration\": 5.343}}, {\"1683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-15 10:44:45.000000+00:00\", \"2019-03-10 21:39:59.000000+00:00\"], \"session_ids\": [\"566f7bb6-f30f-4758-9fdb-9282543e1752\", \"13c8913c-8513-4371-981b-e456f8ff6f59\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 5.303}}]\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[{\"79232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-12 18:54:49.000000+00:00\", \"2020-06-20 12:13:51.000000+00:00\"], \"session_ids\": [\"044aa781-4537-40ad-a1e1-8e1e464a3a4a\", \"c42e9c2d-f025-4d55-a198-57e3c863d3f6\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}}, {\"93794\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-09 01:31:50.000000+00:00\", \"2020-07-01 06:19:38.000000+00:00\"], \"session_ids\": [\"98dec065-4f9b-437b-99ed-1f0934ceacae\", \"128f813f-2079-4eda-b510-c2c409e01038\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 5.615}}, {\"47252\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-06 01:19:33.000000+00:00\", \"2019-07-21 12:17:35.000000+00:00\", \"2022-01-26 09:33:12.000000+00:00\", \"2020-03-19 22:29:04.000000+00:00\"], \"session_ids\": [\"223938ec-d37b-42f1-b509-66993fe56d8a\", \"95e8db07-e929-4e5d-91b0-1bcbee339db8\", \"00a6ba56-549b-4dbc-a405-55e08a881160\", \"e8192314-2193-420a-8b19-8b6fd773dbe6\"], \"total_duration\": 967.0, \"total_sessions\": 4, \"mean_week_duration\": 5.343}}, {\"1683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-15 10:44:45.000000+00:00\", \"2019-03-10 21:39:59.000000+00:00\"], \"session_ids\": [\"566f7bb6-f30f-4758-9fdb-9282543e1752\", \"13c8913c-8513-4371-981b-e456f8ff6f59\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 5.303}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on users whose city isn't Kuala Lumpur , and sort by time spent on the site from the smallest value to the largest value." } ]
[ { "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{\"74296\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-20 09:03:40.000000+00:00\", \"2021-04-16 13:22:57.000000+00:00\"], \"session_ids\": [\"fa4e7f6c-7931-4f8d-af4d-1a14a3a0d0cb\", \"9d28182f-4e34-416a-8eb7-8339240a99c5\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 6.75}, \"51325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-03-27 16:28:36.000000+00:00\", \"2022-07-20 19:14:26.000000+00:00\"], \"session_ids\": [\"98fcee61-638e-4169-bb96-7afca08f93b8\", \"dda18aca-75fb-4709-923c-3d077e808747\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 3.512}, \"93589\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-07-17 18:18:32.000000+00:00\", \"2021-12-27 01:09:40.000000+00:00\"], \"session_ids\": [\"a4be4b58-4b74-4709-a51a-9a8a705dda06\", \"cb0418f5-451e-4aa1-8629-fe87a2780f6a\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.542}, \"88419\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-01-26 10:04:33.000000+00:00\", \"2019-08-17 20:25:45.000000+00:00\", \"2019-09-01 00:33:18.000000+00:00\"], \"session_ids\": [\"9c233ec5-ad97-42ac-bc3c-181044ce9b13\", \"3d600a5c-6baa-433f-a686-0c826f615095\", \"fa533199-7633-40b1-b171-e97104e5a9ca\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 4.565}, \"97432\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-06-29 20:52:36.000000+00:00\", \"2023-01-01 03:25:15.000000+00:00\", \"2022-09-25 17:15:21.000000+00:00\", \"2019-10-01 09:51:17.000000+00:00\", \"2020-02-06 14:44:28.000000+00:00\", \"2022-05-27 05:23:56.000000+00:00\"], \"session_ids\": [\"7854e3a3-de6f-4f01-b2ad-7bba5d4589d3\", \"1b8c00d3-e269-4f59-90b4-76f67a28b8a8\", \"7e89c392-653e-43f1-83d8-8dc8947357e3\", \"4998f425-b47d-436c-bea3-1b91ea4b7bb2\", \"3763cfc1-ce52-472c-b674-d9009aa41052\", \"23c33f6b-5a0e-41d8-a48e-723cb4f01a40\"], \"total_duration\": 720.0, \"total_sessions\": 6, \"mean_week_duration\": 4.235}, \"19488\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-31 08:00:13.000000+00:00\", \"2020-06-10 09:58:19.000000+00:00\"], \"session_ids\": [\"6b5a12b7-4793-417f-968e-7e4827f78508\", \"65e113e5-d355-49be-98af-bd9111cefb44\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 8.737}, \"6999\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-12-31 17:02:09.000000+00:00\", \"2022-05-18 22:47:14.000000+00:00\"], \"session_ids\": [\"c23dbe41-941a-41c5-8ff4-510ee40b28cb\", \"33f90e6a-5728-468c-b431-4ecb81387774\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 6.5}, \"42996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-08 16:36:04.000000+00:00\", \"2019-02-14 15:10:10.000000+00:00\", \"2020-08-21 18:15:12.000000+00:00\", \"2019-04-16 23:14:20.000000+00:00\"], \"session_ids\": [\"30e474e9-b86e-45ac-abb7-ca1f4319c55e\", \"17c6c85b-da04-48bb-bb85-eb18582a0c46\", \"a8a92254-6602-44dd-b845-9440dc16fc91\", \"6d779a60-e107-416c-bdc1-04c44e314432\"], \"total_duration\": 1879.0, \"total_sessions\": 4, \"mean_week_duration\": 9.838}, \"98688\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-03-19 03:53:44.000000+00:00\", \"2020-02-24 10:38:50.000000+00:00\"], \"session_ids\": [\"07b012ea-d737-4041-b622-fbaf042ebeee\", \"6dd4a07d-b116-4258-a145-c7d4f696d841\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}, \"8721\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-03 18:36:27.000000+00:00\", \"2019-08-16 07:49:31.000000+00:00\", \"2022-03-21 20:36:34.000000+00:00\"], \"session_ids\": [\"6648bff2-d28f-437d-bb88-6f04e0ee60bb\", \"c9eb9608-da68-4b97-aa8c-0121f270b1a9\", \"f7c7887b-88d3-4436-8246-1a488f211417\"], \"total_duration\": 799.0, \"total_sessions\": 3, \"mean_week_duration\": 5.875}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is not Kuala Lumpur" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Kuala Lumpur\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74296\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-20 09:03:40.000000+00:00\", \"2021-04-16 13:22:57.000000+00:00\"], \"session_ids\": [\"fa4e7f6c-7931-4f8d-af4d-1a14a3a0d0cb\", \"9d28182f-4e34-416a-8eb7-8339240a99c5\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 6.75}, \"51325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-03-27 16:28:36.000000+00:00\", \"2022-07-20 19:14:26.000000+00:00\"], \"session_ids\": [\"98fcee61-638e-4169-bb96-7afca08f93b8\", \"dda18aca-75fb-4709-923c-3d077e808747\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 3.512}, \"93589\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-07-17 18:18:32.000000+00:00\", \"2021-12-27 01:09:40.000000+00:00\"], \"session_ids\": [\"a4be4b58-4b74-4709-a51a-9a8a705dda06\", \"cb0418f5-451e-4aa1-8629-fe87a2780f6a\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.542}, \"88419\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-01-26 10:04:33.000000+00:00\", \"2019-08-17 20:25:45.000000+00:00\", \"2019-09-01 00:33:18.000000+00:00\"], \"session_ids\": [\"9c233ec5-ad97-42ac-bc3c-181044ce9b13\", \"3d600a5c-6baa-433f-a686-0c826f615095\", \"fa533199-7633-40b1-b171-e97104e5a9ca\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 4.565}, \"97432\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-06-29 20:52:36.000000+00:00\", \"2023-01-01 03:25:15.000000+00:00\", \"2022-09-25 17:15:21.000000+00:00\", \"2019-10-01 09:51:17.000000+00:00\", \"2020-02-06 14:44:28.000000+00:00\", \"2022-05-27 05:23:56.000000+00:00\"], \"session_ids\": [\"7854e3a3-de6f-4f01-b2ad-7bba5d4589d3\", \"1b8c00d3-e269-4f59-90b4-76f67a28b8a8\", \"7e89c392-653e-43f1-83d8-8dc8947357e3\", \"4998f425-b47d-436c-bea3-1b91ea4b7bb2\", \"3763cfc1-ce52-472c-b674-d9009aa41052\", \"23c33f6b-5a0e-41d8-a48e-723cb4f01a40\"], \"total_duration\": 720.0, \"total_sessions\": 6, \"mean_week_duration\": 4.235}, \"19488\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-31 08:00:13.000000+00:00\", \"2020-06-10 09:58:19.000000+00:00\"], \"session_ids\": [\"6b5a12b7-4793-417f-968e-7e4827f78508\", \"65e113e5-d355-49be-98af-bd9111cefb44\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 8.737}, \"42996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-08 16:36:04.000000+00:00\", \"2019-02-14 15:10:10.000000+00:00\", \"2020-08-21 18:15:12.000000+00:00\", \"2019-04-16 23:14:20.000000+00:00\"], \"session_ids\": [\"30e474e9-b86e-45ac-abb7-ca1f4319c55e\", \"17c6c85b-da04-48bb-bb85-eb18582a0c46\", \"a8a92254-6602-44dd-b845-9440dc16fc91\", \"6d779a60-e107-416c-bdc1-04c44e314432\"], \"total_duration\": 1879.0, \"total_sessions\": 4, \"mean_week_duration\": 9.838}, \"98688\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-03-19 03:53:44.000000+00:00\", \"2020-02-24 10:38:50.000000+00:00\"], \"session_ids\": [\"07b012ea-d737-4041-b622-fbaf042ebeee\", \"6dd4a07d-b116-4258-a145-c7d4f696d841\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}, \"8721\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-03 18:36:27.000000+00:00\", \"2019-08-16 07:49:31.000000+00:00\", \"2022-03-21 20:36:34.000000+00:00\"], \"session_ids\": [\"6648bff2-d28f-437d-bb88-6f04e0ee60bb\", \"c9eb9608-da68-4b97-aa8c-0121f270b1a9\", \"f7c7887b-88d3-4436-8246-1a488f211417\"], \"total_duration\": 799.0, \"total_sessions\": 3, \"mean_week_duration\": 5.875}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_duration attribute." }, { "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[{\"98688\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-03-19 03:53:44.000000+00:00\", \"2020-02-24 10:38:50.000000+00:00\"], \"session_ids\": [\"07b012ea-d737-4041-b622-fbaf042ebeee\", \"6dd4a07d-b116-4258-a145-c7d4f696d841\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}}, {\"74296\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-20 09:03:40.000000+00:00\", \"2021-04-16 13:22:57.000000+00:00\"], \"session_ids\": [\"fa4e7f6c-7931-4f8d-af4d-1a14a3a0d0cb\", \"9d28182f-4e34-416a-8eb7-8339240a99c5\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 6.75}}, {\"93589\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-07-17 18:18:32.000000+00:00\", \"2021-12-27 01:09:40.000000+00:00\"], \"session_ids\": [\"a4be4b58-4b74-4709-a51a-9a8a705dda06\", \"cb0418f5-451e-4aa1-8629-fe87a2780f6a\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.542}}, {\"88419\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-01-26 10:04:33.000000+00:00\", \"2019-08-17 20:25:45.000000+00:00\", \"2019-09-01 00:33:18.000000+00:00\"], \"session_ids\": [\"9c233ec5-ad97-42ac-bc3c-181044ce9b13\", \"3d600a5c-6baa-433f-a686-0c826f615095\", \"fa533199-7633-40b1-b171-e97104e5a9ca\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 4.565}}, {\"19488\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-31 08:00:13.000000+00:00\", \"2020-06-10 09:58:19.000000+00:00\"], \"session_ids\": [\"6b5a12b7-4793-417f-968e-7e4827f78508\", \"65e113e5-d355-49be-98af-bd9111cefb44\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 8.737}}, {\"51325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-03-27 16:28:36.000000+00:00\", \"2022-07-20 19:14:26.000000+00:00\"], \"session_ids\": [\"98fcee61-638e-4169-bb96-7afca08f93b8\", \"dda18aca-75fb-4709-923c-3d077e808747\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 3.512}}, {\"97432\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-06-29 20:52:36.000000+00:00\", \"2023-01-01 03:25:15.000000+00:00\", \"2022-09-25 17:15:21.000000+00:00\", \"2019-10-01 09:51:17.000000+00:00\", \"2020-02-06 14:44:28.000000+00:00\", \"2022-05-27 05:23:56.000000+00:00\"], \"session_ids\": [\"7854e3a3-de6f-4f01-b2ad-7bba5d4589d3\", \"1b8c00d3-e269-4f59-90b4-76f67a28b8a8\", \"7e89c392-653e-43f1-83d8-8dc8947357e3\", \"4998f425-b47d-436c-bea3-1b91ea4b7bb2\", \"3763cfc1-ce52-472c-b674-d9009aa41052\", \"23c33f6b-5a0e-41d8-a48e-723cb4f01a40\"], \"total_duration\": 720.0, \"total_sessions\": 6, \"mean_week_duration\": 4.235}}, {\"8721\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-03 18:36:27.000000+00:00\", \"2019-08-16 07:49:31.000000+00:00\", \"2022-03-21 20:36:34.000000+00:00\"], \"session_ids\": [\"6648bff2-d28f-437d-bb88-6f04e0ee60bb\", \"c9eb9608-da68-4b97-aa8c-0121f270b1a9\", \"f7c7887b-88d3-4436-8246-1a488f211417\"], \"total_duration\": 799.0, \"total_sessions\": 3, \"mean_week_duration\": 5.875}}, {\"42996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-08 16:36:04.000000+00:00\", \"2019-02-14 15:10:10.000000+00:00\", \"2020-08-21 18:15:12.000000+00:00\", \"2019-04-16 23:14:20.000000+00:00\"], \"session_ids\": [\"30e474e9-b86e-45ac-abb7-ca1f4319c55e\", \"17c6c85b-da04-48bb-bb85-eb18582a0c46\", \"a8a92254-6602-44dd-b845-9440dc16fc91\", \"6d779a60-e107-416c-bdc1-04c44e314432\"], \"total_duration\": 1879.0, \"total_sessions\": 4, \"mean_week_duration\": 9.838}}]\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[{\"98688\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-03-19 03:53:44.000000+00:00\", \"2020-02-24 10:38:50.000000+00:00\"], \"session_ids\": [\"07b012ea-d737-4041-b622-fbaf042ebeee\", \"6dd4a07d-b116-4258-a145-c7d4f696d841\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}}, {\"74296\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-02-20 09:03:40.000000+00:00\", \"2021-04-16 13:22:57.000000+00:00\"], \"session_ids\": [\"fa4e7f6c-7931-4f8d-af4d-1a14a3a0d0cb\", \"9d28182f-4e34-416a-8eb7-8339240a99c5\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 6.75}}, {\"93589\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-07-17 18:18:32.000000+00:00\", \"2021-12-27 01:09:40.000000+00:00\"], \"session_ids\": [\"a4be4b58-4b74-4709-a51a-9a8a705dda06\", \"cb0418f5-451e-4aa1-8629-fe87a2780f6a\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.542}}, {\"88419\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-01-26 10:04:33.000000+00:00\", \"2019-08-17 20:25:45.000000+00:00\", \"2019-09-01 00:33:18.000000+00:00\"], \"session_ids\": [\"9c233ec5-ad97-42ac-bc3c-181044ce9b13\", \"3d600a5c-6baa-433f-a686-0c826f615095\", \"fa533199-7633-40b1-b171-e97104e5a9ca\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 4.565}}, {\"19488\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-31 08:00:13.000000+00:00\", \"2020-06-10 09:58:19.000000+00:00\"], \"session_ids\": [\"6b5a12b7-4793-417f-968e-7e4827f78508\", \"65e113e5-d355-49be-98af-bd9111cefb44\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 8.737}}, {\"51325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-03-27 16:28:36.000000+00:00\", \"2022-07-20 19:14:26.000000+00:00\"], \"session_ids\": [\"98fcee61-638e-4169-bb96-7afca08f93b8\", \"dda18aca-75fb-4709-923c-3d077e808747\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 3.512}}, {\"97432\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-06-29 20:52:36.000000+00:00\", \"2023-01-01 03:25:15.000000+00:00\", \"2022-09-25 17:15:21.000000+00:00\", \"2019-10-01 09:51:17.000000+00:00\", \"2020-02-06 14:44:28.000000+00:00\", \"2022-05-27 05:23:56.000000+00:00\"], \"session_ids\": [\"7854e3a3-de6f-4f01-b2ad-7bba5d4589d3\", \"1b8c00d3-e269-4f59-90b4-76f67a28b8a8\", \"7e89c392-653e-43f1-83d8-8dc8947357e3\", \"4998f425-b47d-436c-bea3-1b91ea4b7bb2\", \"3763cfc1-ce52-472c-b674-d9009aa41052\", \"23c33f6b-5a0e-41d8-a48e-723cb4f01a40\"], \"total_duration\": 720.0, \"total_sessions\": 6, \"mean_week_duration\": 4.235}}, {\"8721\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-03 18:36:27.000000+00:00\", \"2019-08-16 07:49:31.000000+00:00\", \"2022-03-21 20:36:34.000000+00:00\"], \"session_ids\": [\"6648bff2-d28f-437d-bb88-6f04e0ee60bb\", \"c9eb9608-da68-4b97-aa8c-0121f270b1a9\", \"f7c7887b-88d3-4436-8246-1a488f211417\"], \"total_duration\": 799.0, \"total_sessions\": 3, \"mean_week_duration\": 5.875}}, {\"42996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-08 16:36:04.000000+00:00\", \"2019-02-14 15:10:10.000000+00:00\", \"2020-08-21 18:15:12.000000+00:00\", \"2019-04-16 23:14:20.000000+00:00\"], \"session_ids\": [\"30e474e9-b86e-45ac-abb7-ca1f4319c55e\", \"17c6c85b-da04-48bb-bb85-eb18582a0c46\", \"a8a92254-6602-44dd-b845-9440dc16fc91\", \"6d779a60-e107-416c-bdc1-04c44e314432\"], \"total_duration\": 1879.0, \"total_sessions\": 4, \"mean_week_duration\": 9.838}}]\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 me users whose cities are not Cairo, Madrid, Singapore City, Buenos Aires, Ho Chi Minh City , moreover sort by sessions summation from the largest value to the smallest value plus show me only 4 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{\"73511\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-29 14:18:56.000000+00:00\", \"2019-11-29 19:52:41.000000+00:00\"], \"session_ids\": [\"27ce1592-3854-48cb-aa4a-5cf7564955c3\", \"51299028-c0bb-42fb-a724-ca8e70fa24f9\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 4.046}, \"68206\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-28 10:31:34.000000+00:00\", \"2023-02-25 06:13:40.000000+00:00\", \"2019-02-07 02:58:00.000000+00:00\", \"2021-01-06 14:53:21.000000+00:00\", \"2022-10-11 15:35:08.000000+00:00\"], \"session_ids\": [\"0fb54940-e401-4dd8-aeb3-b711e77a879f\", \"c438eb04-695c-4503-9049-5e8ebab6015c\", \"742fb5c5-ebb1-4228-bafa-ebf5ed77bf6a\", \"7d7ad0a2-93d7-4c16-a75c-6f90e1d81802\", \"d25c8ddf-ea30-4338-a96f-4fdf6da55574\"], \"total_duration\": 1115.0, \"total_sessions\": 5, \"mean_week_duration\": 5.259}, \"88982\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-06 16:37:47.000000+00:00\", \"2023-05-19 18:02:34.000000+00:00\"], \"session_ids\": [\"2d51be06-c91a-434e-98d5-f8325ef0c714\", \"d1f69c1e-4fee-455c-b06a-cf14e95ab962\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.748}, \"34034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-21 20:50:42.000000+00:00\", \"2020-10-04 11:56:23.000000+00:00\"], \"session_ids\": [\"7c6ae4d9-fb66-4314-8618-8fab9c47d5e0\", \"e981ec33-6669-4ec2-84fd-f416710b41f5\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 3.056}, \"30581\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-24 18:47:11.000000+00:00\", \"2022-10-03 05:40:12.000000+00:00\", \"2020-11-24 06:50:06.000000+00:00\", \"2021-12-17 01:27:35.000000+00:00\", \"2020-03-21 16:57:23.000000+00:00\", \"2019-06-30 14:15:16.000000+00:00\", \"2019-01-20 02:53:19.000000+00:00\", \"2020-09-17 18:40:48.000000+00:00\"], \"session_ids\": [\"950612b4-5a0f-4d55-b2e8-e6ede7560501\", \"6eab3202-468f-4617-adbe-a7e2210bd76e\", \"af64e8ba-fdf0-4851-976c-7c60fbc2c0ec\", \"fd36365f-9f42-4d69-8e8e-955d737ac26c\", \"6d465a86-c52a-4467-a3fe-a093f02d0b60\", \"7eca8452-558d-4ee4-8c72-f0ab4c7e58d3\", \"ef257059-eef3-4843-b2e5-88beb385a56b\", \"6e065a0c-a670-48de-83e4-beed519e3a70\"], \"total_duration\": 10913.0, \"total_sessions\": 8, \"mean_week_duration\": 56.253}, \"17454\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-11-18 23:15:06.000000+00:00\", \"2019-11-24 17:44:57.000000+00:00\"], \"session_ids\": [\"ec254e87-e46d-4c80-9a3d-a25145914927\", \"416cb508-7586-4cf5-a58b-a3b335719e77\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.397}, \"81827\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-14 20:37:28.000000+00:00\", \"2019-10-24 12:12:05.000000+00:00\", \"2020-06-25 06:55:08.000000+00:00\", \"2022-06-24 16:32:21.000000+00:00\", \"2022-05-29 23:20:29.000000+00:00\", \"2020-12-06 13:47:23.000000+00:00\", \"2020-11-19 04:54:39.000000+00:00\", \"2022-02-21 18:04:12.000000+00:00\"], \"session_ids\": [\"90367372-d565-479f-b2df-fcae3f7d9ce6\", \"c6eb019d-006d-49f4-b8ca-7816fbef10a1\", \"3c776a67-592b-49f0-b241-ea198b6ed6b8\", \"3adc3499-12ad-4b06-8808-9abc52231797\", \"7fdce591-9955-4153-ba45-038e13575910\", \"f847dac7-e40f-497a-9e55-2888bc46a9f0\", \"fc05a06f-dcc7-43b8-a328-aefba0e0c625\", \"e64df639-67e2-40d0-8232-dfdeca04f2db\"], \"total_duration\": 208.0, \"total_sessions\": 8, \"mean_week_duration\": 1.486}, \"42615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-07 16:26:06.000000+00:00\", \"2022-06-17 13:12:09.000000+00:00\", \"2020-06-19 02:22:45.000000+00:00\"], \"session_ids\": [\"0f415d71-d2e4-4f9b-937d-5ce3ce805518\", \"fff18468-3a03-406f-ad8e-d4e8de1e8a2c\", \"7e324ed5-2951-47d5-bb51-ab24a676a9df\"], \"total_duration\": 1016.0, \"total_sessions\": 3, \"mean_week_duration\": 9.769}, \"87579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-19 21:05:17.000000+00:00\", \"2020-01-25 01:07:34.000000+00:00\"], \"session_ids\": [\"af1db482-b28e-4f44-9063-3d3003954ae1\", \"e6aeae29-28a0-426a-9831-d78da5223965\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 1.776}, \"17038\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-12 11:31:21.000000+00:00\", \"2022-10-09 07:47:57.000000+00:00\", \"2019-06-18 15:50:40.000000+00:00\"], \"session_ids\": [\"96114be3-311a-4768-9f20-a772e4feff3e\", \"fcfebd06-9d7a-493e-9ddf-5f9ca625bb2e\", \"32209a7e-3514-4826-8eb8-f31814518ebd\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 4.827}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Cairo, Madrid, Singapore City, Buenos Aires, Ho Chi Minh City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Cairo\", \"Madrid\", \"Singapore City\", \"Buenos Aires\", \"Ho Chi Minh City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73511\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-29 14:18:56.000000+00:00\", \"2019-11-29 19:52:41.000000+00:00\"], \"session_ids\": [\"27ce1592-3854-48cb-aa4a-5cf7564955c3\", \"51299028-c0bb-42fb-a724-ca8e70fa24f9\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 4.046}, \"68206\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-28 10:31:34.000000+00:00\", \"2023-02-25 06:13:40.000000+00:00\", \"2019-02-07 02:58:00.000000+00:00\", \"2021-01-06 14:53:21.000000+00:00\", \"2022-10-11 15:35:08.000000+00:00\"], \"session_ids\": [\"0fb54940-e401-4dd8-aeb3-b711e77a879f\", \"c438eb04-695c-4503-9049-5e8ebab6015c\", \"742fb5c5-ebb1-4228-bafa-ebf5ed77bf6a\", \"7d7ad0a2-93d7-4c16-a75c-6f90e1d81802\", \"d25c8ddf-ea30-4338-a96f-4fdf6da55574\"], \"total_duration\": 1115.0, \"total_sessions\": 5, \"mean_week_duration\": 5.259}, \"88982\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-06 16:37:47.000000+00:00\", \"2023-05-19 18:02:34.000000+00:00\"], \"session_ids\": [\"2d51be06-c91a-434e-98d5-f8325ef0c714\", \"d1f69c1e-4fee-455c-b06a-cf14e95ab962\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.748}, \"34034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-21 20:50:42.000000+00:00\", \"2020-10-04 11:56:23.000000+00:00\"], \"session_ids\": [\"7c6ae4d9-fb66-4314-8618-8fab9c47d5e0\", \"e981ec33-6669-4ec2-84fd-f416710b41f5\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 3.056}, \"30581\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-24 18:47:11.000000+00:00\", \"2022-10-03 05:40:12.000000+00:00\", \"2020-11-24 06:50:06.000000+00:00\", \"2021-12-17 01:27:35.000000+00:00\", \"2020-03-21 16:57:23.000000+00:00\", \"2019-06-30 14:15:16.000000+00:00\", \"2019-01-20 02:53:19.000000+00:00\", \"2020-09-17 18:40:48.000000+00:00\"], \"session_ids\": [\"950612b4-5a0f-4d55-b2e8-e6ede7560501\", \"6eab3202-468f-4617-adbe-a7e2210bd76e\", \"af64e8ba-fdf0-4851-976c-7c60fbc2c0ec\", \"fd36365f-9f42-4d69-8e8e-955d737ac26c\", \"6d465a86-c52a-4467-a3fe-a093f02d0b60\", \"7eca8452-558d-4ee4-8c72-f0ab4c7e58d3\", \"ef257059-eef3-4843-b2e5-88beb385a56b\", \"6e065a0c-a670-48de-83e4-beed519e3a70\"], \"total_duration\": 10913.0, \"total_sessions\": 8, \"mean_week_duration\": 56.253}, \"17454\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-11-18 23:15:06.000000+00:00\", \"2019-11-24 17:44:57.000000+00:00\"], \"session_ids\": [\"ec254e87-e46d-4c80-9a3d-a25145914927\", \"416cb508-7586-4cf5-a58b-a3b335719e77\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.397}, \"81827\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-14 20:37:28.000000+00:00\", \"2019-10-24 12:12:05.000000+00:00\", \"2020-06-25 06:55:08.000000+00:00\", \"2022-06-24 16:32:21.000000+00:00\", \"2022-05-29 23:20:29.000000+00:00\", \"2020-12-06 13:47:23.000000+00:00\", \"2020-11-19 04:54:39.000000+00:00\", \"2022-02-21 18:04:12.000000+00:00\"], \"session_ids\": [\"90367372-d565-479f-b2df-fcae3f7d9ce6\", \"c6eb019d-006d-49f4-b8ca-7816fbef10a1\", \"3c776a67-592b-49f0-b241-ea198b6ed6b8\", \"3adc3499-12ad-4b06-8808-9abc52231797\", \"7fdce591-9955-4153-ba45-038e13575910\", \"f847dac7-e40f-497a-9e55-2888bc46a9f0\", \"fc05a06f-dcc7-43b8-a328-aefba0e0c625\", \"e64df639-67e2-40d0-8232-dfdeca04f2db\"], \"total_duration\": 208.0, \"total_sessions\": 8, \"mean_week_duration\": 1.486}, \"42615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-07 16:26:06.000000+00:00\", \"2022-06-17 13:12:09.000000+00:00\", \"2020-06-19 02:22:45.000000+00:00\"], \"session_ids\": [\"0f415d71-d2e4-4f9b-937d-5ce3ce805518\", \"fff18468-3a03-406f-ad8e-d4e8de1e8a2c\", \"7e324ed5-2951-47d5-bb51-ab24a676a9df\"], \"total_duration\": 1016.0, \"total_sessions\": 3, \"mean_week_duration\": 9.769}, \"87579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-19 21:05:17.000000+00:00\", \"2020-01-25 01:07:34.000000+00:00\"], \"session_ids\": [\"af1db482-b28e-4f44-9063-3d3003954ae1\", \"e6aeae29-28a0-426a-9831-d78da5223965\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 1.776}, \"17038\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-12 11:31:21.000000+00:00\", \"2022-10-09 07:47:57.000000+00:00\", \"2019-06-18 15:50:40.000000+00:00\"], \"session_ids\": [\"96114be3-311a-4768-9f20-a772e4feff3e\", \"fcfebd06-9d7a-493e-9ddf-5f9ca625bb2e\", \"32209a7e-3514-4826-8eb8-f31814518ebd\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 4.827}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30581\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-24 18:47:11.000000+00:00\", \"2022-10-03 05:40:12.000000+00:00\", \"2020-11-24 06:50:06.000000+00:00\", \"2021-12-17 01:27:35.000000+00:00\", \"2020-03-21 16:57:23.000000+00:00\", \"2019-06-30 14:15:16.000000+00:00\", \"2019-01-20 02:53:19.000000+00:00\", \"2020-09-17 18:40:48.000000+00:00\"], \"session_ids\": [\"950612b4-5a0f-4d55-b2e8-e6ede7560501\", \"6eab3202-468f-4617-adbe-a7e2210bd76e\", \"af64e8ba-fdf0-4851-976c-7c60fbc2c0ec\", \"fd36365f-9f42-4d69-8e8e-955d737ac26c\", \"6d465a86-c52a-4467-a3fe-a093f02d0b60\", \"7eca8452-558d-4ee4-8c72-f0ab4c7e58d3\", \"ef257059-eef3-4843-b2e5-88beb385a56b\", \"6e065a0c-a670-48de-83e4-beed519e3a70\"], \"total_duration\": 10913.0, \"total_sessions\": 8, \"mean_week_duration\": 56.253}}, {\"81827\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-14 20:37:28.000000+00:00\", \"2019-10-24 12:12:05.000000+00:00\", \"2020-06-25 06:55:08.000000+00:00\", \"2022-06-24 16:32:21.000000+00:00\", \"2022-05-29 23:20:29.000000+00:00\", \"2020-12-06 13:47:23.000000+00:00\", \"2020-11-19 04:54:39.000000+00:00\", \"2022-02-21 18:04:12.000000+00:00\"], \"session_ids\": [\"90367372-d565-479f-b2df-fcae3f7d9ce6\", \"c6eb019d-006d-49f4-b8ca-7816fbef10a1\", \"3c776a67-592b-49f0-b241-ea198b6ed6b8\", \"3adc3499-12ad-4b06-8808-9abc52231797\", \"7fdce591-9955-4153-ba45-038e13575910\", \"f847dac7-e40f-497a-9e55-2888bc46a9f0\", \"fc05a06f-dcc7-43b8-a328-aefba0e0c625\", \"e64df639-67e2-40d0-8232-dfdeca04f2db\"], \"total_duration\": 208.0, \"total_sessions\": 8, \"mean_week_duration\": 1.486}}, {\"68206\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-28 10:31:34.000000+00:00\", \"2023-02-25 06:13:40.000000+00:00\", \"2019-02-07 02:58:00.000000+00:00\", \"2021-01-06 14:53:21.000000+00:00\", \"2022-10-11 15:35:08.000000+00:00\"], \"session_ids\": [\"0fb54940-e401-4dd8-aeb3-b711e77a879f\", \"c438eb04-695c-4503-9049-5e8ebab6015c\", \"742fb5c5-ebb1-4228-bafa-ebf5ed77bf6a\", \"7d7ad0a2-93d7-4c16-a75c-6f90e1d81802\", \"d25c8ddf-ea30-4338-a96f-4fdf6da55574\"], \"total_duration\": 1115.0, \"total_sessions\": 5, \"mean_week_duration\": 5.259}}, {\"42615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-07 16:26:06.000000+00:00\", \"2022-06-17 13:12:09.000000+00:00\", \"2020-06-19 02:22:45.000000+00:00\"], \"session_ids\": [\"0f415d71-d2e4-4f9b-937d-5ce3ce805518\", \"fff18468-3a03-406f-ad8e-d4e8de1e8a2c\", \"7e324ed5-2951-47d5-bb51-ab24a676a9df\"], \"total_duration\": 1016.0, \"total_sessions\": 3, \"mean_week_duration\": 9.769}}, {\"17038\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-12 11:31:21.000000+00:00\", \"2022-10-09 07:47:57.000000+00:00\", \"2019-06-18 15:50:40.000000+00:00\"], \"session_ids\": [\"96114be3-311a-4768-9f20-a772e4feff3e\", \"fcfebd06-9d7a-493e-9ddf-5f9ca625bb2e\", \"32209a7e-3514-4826-8eb8-f31814518ebd\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 4.827}}, {\"73511\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-29 14:18:56.000000+00:00\", \"2019-11-29 19:52:41.000000+00:00\"], \"session_ids\": [\"27ce1592-3854-48cb-aa4a-5cf7564955c3\", \"51299028-c0bb-42fb-a724-ca8e70fa24f9\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 4.046}}, {\"88982\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-06 16:37:47.000000+00:00\", \"2023-05-19 18:02:34.000000+00:00\"], \"session_ids\": [\"2d51be06-c91a-434e-98d5-f8325ef0c714\", \"d1f69c1e-4fee-455c-b06a-cf14e95ab962\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.748}}, {\"34034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-21 20:50:42.000000+00:00\", \"2020-10-04 11:56:23.000000+00:00\"], \"session_ids\": [\"7c6ae4d9-fb66-4314-8618-8fab9c47d5e0\", \"e981ec33-6669-4ec2-84fd-f416710b41f5\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 3.056}}, {\"17454\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-11-18 23:15:06.000000+00:00\", \"2019-11-24 17:44:57.000000+00:00\"], \"session_ids\": [\"ec254e87-e46d-4c80-9a3d-a25145914927\", \"416cb508-7586-4cf5-a58b-a3b335719e77\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.397}}, {\"87579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-19 21:05:17.000000+00:00\", \"2020-01-25 01:07:34.000000+00:00\"], \"session_ids\": [\"af1db482-b28e-4f44-9063-3d3003954ae1\", \"e6aeae29-28a0-426a-9831-d78da5223965\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 1.776}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30581\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-24 18:47:11.000000+00:00\", \"2022-10-03 05:40:12.000000+00:00\", \"2020-11-24 06:50:06.000000+00:00\", \"2021-12-17 01:27:35.000000+00:00\", \"2020-03-21 16:57:23.000000+00:00\", \"2019-06-30 14:15:16.000000+00:00\", \"2019-01-20 02:53:19.000000+00:00\", \"2020-09-17 18:40:48.000000+00:00\"], \"session_ids\": [\"950612b4-5a0f-4d55-b2e8-e6ede7560501\", \"6eab3202-468f-4617-adbe-a7e2210bd76e\", \"af64e8ba-fdf0-4851-976c-7c60fbc2c0ec\", \"fd36365f-9f42-4d69-8e8e-955d737ac26c\", \"6d465a86-c52a-4467-a3fe-a093f02d0b60\", \"7eca8452-558d-4ee4-8c72-f0ab4c7e58d3\", \"ef257059-eef3-4843-b2e5-88beb385a56b\", \"6e065a0c-a670-48de-83e4-beed519e3a70\"], \"total_duration\": 10913.0, \"total_sessions\": 8, \"mean_week_duration\": 56.253}}, {\"81827\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-14 20:37:28.000000+00:00\", \"2019-10-24 12:12:05.000000+00:00\", \"2020-06-25 06:55:08.000000+00:00\", \"2022-06-24 16:32:21.000000+00:00\", \"2022-05-29 23:20:29.000000+00:00\", \"2020-12-06 13:47:23.000000+00:00\", \"2020-11-19 04:54:39.000000+00:00\", \"2022-02-21 18:04:12.000000+00:00\"], \"session_ids\": [\"90367372-d565-479f-b2df-fcae3f7d9ce6\", \"c6eb019d-006d-49f4-b8ca-7816fbef10a1\", \"3c776a67-592b-49f0-b241-ea198b6ed6b8\", \"3adc3499-12ad-4b06-8808-9abc52231797\", \"7fdce591-9955-4153-ba45-038e13575910\", \"f847dac7-e40f-497a-9e55-2888bc46a9f0\", \"fc05a06f-dcc7-43b8-a328-aefba0e0c625\", \"e64df639-67e2-40d0-8232-dfdeca04f2db\"], \"total_duration\": 208.0, \"total_sessions\": 8, \"mean_week_duration\": 1.486}}, {\"68206\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-28 10:31:34.000000+00:00\", \"2023-02-25 06:13:40.000000+00:00\", \"2019-02-07 02:58:00.000000+00:00\", \"2021-01-06 14:53:21.000000+00:00\", \"2022-10-11 15:35:08.000000+00:00\"], \"session_ids\": [\"0fb54940-e401-4dd8-aeb3-b711e77a879f\", \"c438eb04-695c-4503-9049-5e8ebab6015c\", \"742fb5c5-ebb1-4228-bafa-ebf5ed77bf6a\", \"7d7ad0a2-93d7-4c16-a75c-6f90e1d81802\", \"d25c8ddf-ea30-4338-a96f-4fdf6da55574\"], \"total_duration\": 1115.0, \"total_sessions\": 5, \"mean_week_duration\": 5.259}}, {\"42615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-07 16:26:06.000000+00:00\", \"2022-06-17 13:12:09.000000+00:00\", \"2020-06-19 02:22:45.000000+00:00\"], \"session_ids\": [\"0f415d71-d2e4-4f9b-937d-5ce3ce805518\", \"fff18468-3a03-406f-ad8e-d4e8de1e8a2c\", \"7e324ed5-2951-47d5-bb51-ab24a676a9df\"], \"total_duration\": 1016.0, \"total_sessions\": 3, \"mean_week_duration\": 9.769}}]\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[{\"30581\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-24 18:47:11.000000+00:00\", \"2022-10-03 05:40:12.000000+00:00\", \"2020-11-24 06:50:06.000000+00:00\", \"2021-12-17 01:27:35.000000+00:00\", \"2020-03-21 16:57:23.000000+00:00\", \"2019-06-30 14:15:16.000000+00:00\", \"2019-01-20 02:53:19.000000+00:00\", \"2020-09-17 18:40:48.000000+00:00\"], \"session_ids\": [\"950612b4-5a0f-4d55-b2e8-e6ede7560501\", \"6eab3202-468f-4617-adbe-a7e2210bd76e\", \"af64e8ba-fdf0-4851-976c-7c60fbc2c0ec\", \"fd36365f-9f42-4d69-8e8e-955d737ac26c\", \"6d465a86-c52a-4467-a3fe-a093f02d0b60\", \"7eca8452-558d-4ee4-8c72-f0ab4c7e58d3\", \"ef257059-eef3-4843-b2e5-88beb385a56b\", \"6e065a0c-a670-48de-83e4-beed519e3a70\"], \"total_duration\": 10913.0, \"total_sessions\": 8, \"mean_week_duration\": 56.253}}, {\"81827\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-14 20:37:28.000000+00:00\", \"2019-10-24 12:12:05.000000+00:00\", \"2020-06-25 06:55:08.000000+00:00\", \"2022-06-24 16:32:21.000000+00:00\", \"2022-05-29 23:20:29.000000+00:00\", \"2020-12-06 13:47:23.000000+00:00\", \"2020-11-19 04:54:39.000000+00:00\", \"2022-02-21 18:04:12.000000+00:00\"], \"session_ids\": [\"90367372-d565-479f-b2df-fcae3f7d9ce6\", \"c6eb019d-006d-49f4-b8ca-7816fbef10a1\", \"3c776a67-592b-49f0-b241-ea198b6ed6b8\", \"3adc3499-12ad-4b06-8808-9abc52231797\", \"7fdce591-9955-4153-ba45-038e13575910\", \"f847dac7-e40f-497a-9e55-2888bc46a9f0\", \"fc05a06f-dcc7-43b8-a328-aefba0e0c625\", \"e64df639-67e2-40d0-8232-dfdeca04f2db\"], \"total_duration\": 208.0, \"total_sessions\": 8, \"mean_week_duration\": 1.486}}, {\"68206\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-28 10:31:34.000000+00:00\", \"2023-02-25 06:13:40.000000+00:00\", \"2019-02-07 02:58:00.000000+00:00\", \"2021-01-06 14:53:21.000000+00:00\", \"2022-10-11 15:35:08.000000+00:00\"], \"session_ids\": [\"0fb54940-e401-4dd8-aeb3-b711e77a879f\", \"c438eb04-695c-4503-9049-5e8ebab6015c\", \"742fb5c5-ebb1-4228-bafa-ebf5ed77bf6a\", \"7d7ad0a2-93d7-4c16-a75c-6f90e1d81802\", \"d25c8ddf-ea30-4338-a96f-4fdf6da55574\"], \"total_duration\": 1115.0, \"total_sessions\": 5, \"mean_week_duration\": 5.259}}, {\"42615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-07 16:26:06.000000+00:00\", \"2022-06-17 13:12:09.000000+00:00\", \"2020-06-19 02:22:45.000000+00:00\"], \"session_ids\": [\"0f415d71-d2e4-4f9b-937d-5ce3ce805518\", \"fff18468-3a03-406f-ad8e-d4e8de1e8a2c\", \"7e324ed5-2951-47d5-bb51-ab24a676a9df\"], \"total_duration\": 1016.0, \"total_sessions\": 3, \"mean_week_duration\": 9.769}}]\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 user with a time using the app per week that is higher than 48 and lower than 6 additionaly implement sorting by overall total duration decliningly plus keep only 4 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{\"94150\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-17 18:37:01.000000+00:00\", \"2019-11-20 21:08:16.000000+00:00\", \"2022-07-17 21:59:48.000000+00:00\"], \"session_ids\": [\"72c3a958-8f90-4853-b68d-b0e829c1ef12\", \"2d38f81e-e338-4a0e-a8f2-2cb39e1a3f86\", \"5f84353e-5258-43a4-a096-c9e3313be0f9\"], \"total_duration\": 255.0, \"total_sessions\": 3, \"mean_week_duration\": 1.584}, \"18792\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-07 01:56:28.000000+00:00\", \"2021-01-21 01:30:22.000000+00:00\"], \"session_ids\": [\"d0a438fc-57ff-4429-ae53-30d25762e425\", \"6b2c7fd8-dbf6-4c00-891a-bac318a8b82d\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.351}, \"99198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-18 05:18:37.000000+00:00\", \"2022-09-15 02:42:57.000000+00:00\", \"2022-05-08 02:04:09.000000+00:00\"], \"session_ids\": [\"60cd68fa-5404-49cb-9607-a7dde47800c3\", \"959a73d7-b7e1-48d3-a8fb-7a4e9d74780f\", \"415b027f-e332-4c05-9301-1fac74b82856\"], \"total_duration\": 343.0, \"total_sessions\": 3, \"mean_week_duration\": 6.596}, \"62356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-12 13:03:33.000000+00:00\", \"2023-05-07 18:44:17.000000+00:00\", \"2022-08-01 10:36:33.000000+00:00\", \"2023-06-15 23:17:19.000000+00:00\"], \"session_ids\": [\"9fc9573e-7b78-453e-9ee4-265c7ff6877b\", \"acdbd698-91c2-4592-a058-200d7537873b\", \"238b4225-03f9-4418-85f3-db89f11983d8\", \"42a6aac0-24bd-444f-a52e-774f4dd12dd8\"], \"total_duration\": 343.0, \"total_sessions\": 4, \"mean_week_duration\": 1.485}, \"8493\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-20 12:37:30.000000+00:00\", \"2022-07-22 17:46:42.000000+00:00\", \"2020-09-03 21:45:47.000000+00:00\", \"2021-04-25 23:32:42.000000+00:00\"], \"session_ids\": [\"15238a0d-780e-4631-bf8f-1b743d06343e\", \"b81a85e1-7f14-46a1-8ce6-6abce92f7a65\", \"d5e9e306-8968-490b-916c-81f43b35bb7a\", \"9b8fc6f8-f418-4df3-8a91-1f30b16a7c8f\"], \"total_duration\": 333.0, \"total_sessions\": 4, \"mean_week_duration\": 2.121}, \"99676\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-12 05:36:27.000000+00:00\", \"2021-02-13 17:40:08.000000+00:00\"], \"session_ids\": [\"e83735c3-b111-419e-9701-5ff5bcc72f8c\", \"f2cd5336-e861-42ca-9c8b-0a685c1c27c2\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 4.469}, \"13174\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-08-14 03:28:47.000000+00:00\", \"2023-02-28 09:44:17.000000+00:00\", \"2019-12-11 02:42:38.000000+00:00\", \"2022-12-29 17:32:42.000000+00:00\", \"2023-04-15 14:02:33.000000+00:00\", \"2019-05-10 09:31:57.000000+00:00\", \"2021-04-17 14:55:18.000000+00:00\", \"2021-02-28 18:01:34.000000+00:00\", \"2021-02-28 20:18:03.000000+00:00\", \"2019-08-03 21:22:53.000000+00:00\"], \"session_ids\": [\"cc7d7ea1-e38f-4075-8875-36afc7edcf1b\", \"61ea1e32-35db-4e79-b960-32cba12d4a3c\", \"2b0b9c1d-30b6-4426-beae-81a7d129d4f8\", \"169e8b15-7e6a-456d-9f66-e218697d45af\", \"729e3a79-be6d-403b-b8a3-410de936165c\", \"d573b2e7-9303-4e08-ad30-cd2d12224469\", \"a203ba9a-b46d-4984-a2a2-014f5b223d8b\", \"0f5670da-9699-4d16-90a8-d0af1404bf4c\", \"05f63116-981b-4dc4-92fa-cf94b8331ce1\", \"32635dd1-bbe2-473c-a3f9-3f7b85ec08a4\"], \"total_duration\": 174.0, \"total_sessions\": 10, \"mean_week_duration\": 0.845}, \"48228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-20 15:42:43.000000+00:00\", \"2022-09-17 18:06:15.000000+00:00\"], \"session_ids\": [\"c590734d-6a2d-4a0b-aebe-92c5dceea7bb\", \"a6a4b0d4-2771-4a8e-baeb-ca701aae2e84\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 17.045}, \"54066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-29 17:43:16.000000+00:00\", \"2022-09-24 01:01:51.000000+00:00\", \"2022-07-18 01:47:24.000000+00:00\"], \"session_ids\": [\"49d799ab-0fc4-4074-8914-762fefa20bd9\", \"6fb9b13a-6c03-4243-a5aa-d7af4a1a90bc\", \"b3761a25-fa2b-4fca-bc94-855dfce2cdcb\"], \"total_duration\": 926.0, \"total_sessions\": 3, \"mean_week_duration\": 5.612}, \"62339\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-10-04 23:58:00.000000+00:00\", \"2019-11-03 12:32:14.000000+00:00\", \"2021-08-20 04:16:36.000000+00:00\", \"2022-09-28 20:42:31.000000+00:00\"], \"session_ids\": [\"8bc0395d-b8ec-442a-a817-053eddad3c58\", \"956fb419-a850-4ae4-b609-8386403d9649\", \"299648f6-cd3b-4525-a735-8746bb746b24\", \"04131bf3-9d1b-485e-8d06-7a72f8f8de0d\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.184}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 6 and are equal or greater than 48" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 48]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"94150\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-17 18:37:01.000000+00:00\", \"2019-11-20 21:08:16.000000+00:00\", \"2022-07-17 21:59:48.000000+00:00\"], \"session_ids\": [\"72c3a958-8f90-4853-b68d-b0e829c1ef12\", \"2d38f81e-e338-4a0e-a8f2-2cb39e1a3f86\", \"5f84353e-5258-43a4-a096-c9e3313be0f9\"], \"total_duration\": 255.0, \"total_sessions\": 3, \"mean_week_duration\": 1.584}, \"18792\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-07 01:56:28.000000+00:00\", \"2021-01-21 01:30:22.000000+00:00\"], \"session_ids\": [\"d0a438fc-57ff-4429-ae53-30d25762e425\", \"6b2c7fd8-dbf6-4c00-891a-bac318a8b82d\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.351}, \"62356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-12 13:03:33.000000+00:00\", \"2023-05-07 18:44:17.000000+00:00\", \"2022-08-01 10:36:33.000000+00:00\", \"2023-06-15 23:17:19.000000+00:00\"], \"session_ids\": [\"9fc9573e-7b78-453e-9ee4-265c7ff6877b\", \"acdbd698-91c2-4592-a058-200d7537873b\", \"238b4225-03f9-4418-85f3-db89f11983d8\", \"42a6aac0-24bd-444f-a52e-774f4dd12dd8\"], \"total_duration\": 343.0, \"total_sessions\": 4, \"mean_week_duration\": 1.485}, \"8493\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-20 12:37:30.000000+00:00\", \"2022-07-22 17:46:42.000000+00:00\", \"2020-09-03 21:45:47.000000+00:00\", \"2021-04-25 23:32:42.000000+00:00\"], \"session_ids\": [\"15238a0d-780e-4631-bf8f-1b743d06343e\", \"b81a85e1-7f14-46a1-8ce6-6abce92f7a65\", \"d5e9e306-8968-490b-916c-81f43b35bb7a\", \"9b8fc6f8-f418-4df3-8a91-1f30b16a7c8f\"], \"total_duration\": 333.0, \"total_sessions\": 4, \"mean_week_duration\": 2.121}, \"99676\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-12 05:36:27.000000+00:00\", \"2021-02-13 17:40:08.000000+00:00\"], \"session_ids\": [\"e83735c3-b111-419e-9701-5ff5bcc72f8c\", \"f2cd5336-e861-42ca-9c8b-0a685c1c27c2\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 4.469}, \"13174\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-08-14 03:28:47.000000+00:00\", \"2023-02-28 09:44:17.000000+00:00\", \"2019-12-11 02:42:38.000000+00:00\", \"2022-12-29 17:32:42.000000+00:00\", \"2023-04-15 14:02:33.000000+00:00\", \"2019-05-10 09:31:57.000000+00:00\", \"2021-04-17 14:55:18.000000+00:00\", \"2021-02-28 18:01:34.000000+00:00\", \"2021-02-28 20:18:03.000000+00:00\", \"2019-08-03 21:22:53.000000+00:00\"], \"session_ids\": [\"cc7d7ea1-e38f-4075-8875-36afc7edcf1b\", \"61ea1e32-35db-4e79-b960-32cba12d4a3c\", \"2b0b9c1d-30b6-4426-beae-81a7d129d4f8\", \"169e8b15-7e6a-456d-9f66-e218697d45af\", \"729e3a79-be6d-403b-b8a3-410de936165c\", \"d573b2e7-9303-4e08-ad30-cd2d12224469\", \"a203ba9a-b46d-4984-a2a2-014f5b223d8b\", \"0f5670da-9699-4d16-90a8-d0af1404bf4c\", \"05f63116-981b-4dc4-92fa-cf94b8331ce1\", \"32635dd1-bbe2-473c-a3f9-3f7b85ec08a4\"], \"total_duration\": 174.0, \"total_sessions\": 10, \"mean_week_duration\": 0.845}, \"54066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-29 17:43:16.000000+00:00\", \"2022-09-24 01:01:51.000000+00:00\", \"2022-07-18 01:47:24.000000+00:00\"], \"session_ids\": [\"49d799ab-0fc4-4074-8914-762fefa20bd9\", \"6fb9b13a-6c03-4243-a5aa-d7af4a1a90bc\", \"b3761a25-fa2b-4fca-bc94-855dfce2cdcb\"], \"total_duration\": 926.0, \"total_sessions\": 3, \"mean_week_duration\": 5.612}, \"62339\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-10-04 23:58:00.000000+00:00\", \"2019-11-03 12:32:14.000000+00:00\", \"2021-08-20 04:16:36.000000+00:00\", \"2022-09-28 20:42:31.000000+00:00\"], \"session_ids\": [\"8bc0395d-b8ec-442a-a817-053eddad3c58\", \"956fb419-a850-4ae4-b609-8386403d9649\", \"299648f6-cd3b-4525-a735-8746bb746b24\", \"04131bf3-9d1b-485e-8d06-7a72f8f8de0d\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.184}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"54066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-29 17:43:16.000000+00:00\", \"2022-09-24 01:01:51.000000+00:00\", \"2022-07-18 01:47:24.000000+00:00\"], \"session_ids\": [\"49d799ab-0fc4-4074-8914-762fefa20bd9\", \"6fb9b13a-6c03-4243-a5aa-d7af4a1a90bc\", \"b3761a25-fa2b-4fca-bc94-855dfce2cdcb\"], \"total_duration\": 926.0, \"total_sessions\": 3, \"mean_week_duration\": 5.612}}, {\"62356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-12 13:03:33.000000+00:00\", \"2023-05-07 18:44:17.000000+00:00\", \"2022-08-01 10:36:33.000000+00:00\", \"2023-06-15 23:17:19.000000+00:00\"], \"session_ids\": [\"9fc9573e-7b78-453e-9ee4-265c7ff6877b\", \"acdbd698-91c2-4592-a058-200d7537873b\", \"238b4225-03f9-4418-85f3-db89f11983d8\", \"42a6aac0-24bd-444f-a52e-774f4dd12dd8\"], \"total_duration\": 343.0, \"total_sessions\": 4, \"mean_week_duration\": 1.485}}, {\"8493\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-20 12:37:30.000000+00:00\", \"2022-07-22 17:46:42.000000+00:00\", \"2020-09-03 21:45:47.000000+00:00\", \"2021-04-25 23:32:42.000000+00:00\"], \"session_ids\": [\"15238a0d-780e-4631-bf8f-1b743d06343e\", \"b81a85e1-7f14-46a1-8ce6-6abce92f7a65\", \"d5e9e306-8968-490b-916c-81f43b35bb7a\", \"9b8fc6f8-f418-4df3-8a91-1f30b16a7c8f\"], \"total_duration\": 333.0, \"total_sessions\": 4, \"mean_week_duration\": 2.121}}, {\"94150\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-17 18:37:01.000000+00:00\", \"2019-11-20 21:08:16.000000+00:00\", \"2022-07-17 21:59:48.000000+00:00\"], \"session_ids\": [\"72c3a958-8f90-4853-b68d-b0e829c1ef12\", \"2d38f81e-e338-4a0e-a8f2-2cb39e1a3f86\", \"5f84353e-5258-43a4-a096-c9e3313be0f9\"], \"total_duration\": 255.0, \"total_sessions\": 3, \"mean_week_duration\": 1.584}}, {\"99676\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-12 05:36:27.000000+00:00\", \"2021-02-13 17:40:08.000000+00:00\"], \"session_ids\": [\"e83735c3-b111-419e-9701-5ff5bcc72f8c\", \"f2cd5336-e861-42ca-9c8b-0a685c1c27c2\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 4.469}}, {\"13174\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-08-14 03:28:47.000000+00:00\", \"2023-02-28 09:44:17.000000+00:00\", \"2019-12-11 02:42:38.000000+00:00\", \"2022-12-29 17:32:42.000000+00:00\", \"2023-04-15 14:02:33.000000+00:00\", \"2019-05-10 09:31:57.000000+00:00\", \"2021-04-17 14:55:18.000000+00:00\", \"2021-02-28 18:01:34.000000+00:00\", \"2021-02-28 20:18:03.000000+00:00\", \"2019-08-03 21:22:53.000000+00:00\"], \"session_ids\": [\"cc7d7ea1-e38f-4075-8875-36afc7edcf1b\", \"61ea1e32-35db-4e79-b960-32cba12d4a3c\", \"2b0b9c1d-30b6-4426-beae-81a7d129d4f8\", \"169e8b15-7e6a-456d-9f66-e218697d45af\", \"729e3a79-be6d-403b-b8a3-410de936165c\", \"d573b2e7-9303-4e08-ad30-cd2d12224469\", \"a203ba9a-b46d-4984-a2a2-014f5b223d8b\", \"0f5670da-9699-4d16-90a8-d0af1404bf4c\", \"05f63116-981b-4dc4-92fa-cf94b8331ce1\", \"32635dd1-bbe2-473c-a3f9-3f7b85ec08a4\"], \"total_duration\": 174.0, \"total_sessions\": 10, \"mean_week_duration\": 0.845}}, {\"18792\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-07 01:56:28.000000+00:00\", \"2021-01-21 01:30:22.000000+00:00\"], \"session_ids\": [\"d0a438fc-57ff-4429-ae53-30d25762e425\", \"6b2c7fd8-dbf6-4c00-891a-bac318a8b82d\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.351}}, {\"62339\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-10-04 23:58:00.000000+00:00\", \"2019-11-03 12:32:14.000000+00:00\", \"2021-08-20 04:16:36.000000+00:00\", \"2022-09-28 20:42:31.000000+00:00\"], \"session_ids\": [\"8bc0395d-b8ec-442a-a817-053eddad3c58\", \"956fb419-a850-4ae4-b609-8386403d9649\", \"299648f6-cd3b-4525-a735-8746bb746b24\", \"04131bf3-9d1b-485e-8d06-7a72f8f8de0d\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.184}}]\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[{\"54066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-29 17:43:16.000000+00:00\", \"2022-09-24 01:01:51.000000+00:00\", \"2022-07-18 01:47:24.000000+00:00\"], \"session_ids\": [\"49d799ab-0fc4-4074-8914-762fefa20bd9\", \"6fb9b13a-6c03-4243-a5aa-d7af4a1a90bc\", \"b3761a25-fa2b-4fca-bc94-855dfce2cdcb\"], \"total_duration\": 926.0, \"total_sessions\": 3, \"mean_week_duration\": 5.612}}, {\"62356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-12 13:03:33.000000+00:00\", \"2023-05-07 18:44:17.000000+00:00\", \"2022-08-01 10:36:33.000000+00:00\", \"2023-06-15 23:17:19.000000+00:00\"], \"session_ids\": [\"9fc9573e-7b78-453e-9ee4-265c7ff6877b\", \"acdbd698-91c2-4592-a058-200d7537873b\", \"238b4225-03f9-4418-85f3-db89f11983d8\", \"42a6aac0-24bd-444f-a52e-774f4dd12dd8\"], \"total_duration\": 343.0, \"total_sessions\": 4, \"mean_week_duration\": 1.485}}, {\"8493\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-20 12:37:30.000000+00:00\", \"2022-07-22 17:46:42.000000+00:00\", \"2020-09-03 21:45:47.000000+00:00\", \"2021-04-25 23:32:42.000000+00:00\"], \"session_ids\": [\"15238a0d-780e-4631-bf8f-1b743d06343e\", \"b81a85e1-7f14-46a1-8ce6-6abce92f7a65\", \"d5e9e306-8968-490b-916c-81f43b35bb7a\", \"9b8fc6f8-f418-4df3-8a91-1f30b16a7c8f\"], \"total_duration\": 333.0, \"total_sessions\": 4, \"mean_week_duration\": 2.121}}, {\"94150\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-17 18:37:01.000000+00:00\", \"2019-11-20 21:08:16.000000+00:00\", \"2022-07-17 21:59:48.000000+00:00\"], \"session_ids\": [\"72c3a958-8f90-4853-b68d-b0e829c1ef12\", \"2d38f81e-e338-4a0e-a8f2-2cb39e1a3f86\", \"5f84353e-5258-43a4-a096-c9e3313be0f9\"], \"total_duration\": 255.0, \"total_sessions\": 3, \"mean_week_duration\": 1.584}}]\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[{\"54066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-29 17:43:16.000000+00:00\", \"2022-09-24 01:01:51.000000+00:00\", \"2022-07-18 01:47:24.000000+00:00\"], \"session_ids\": [\"49d799ab-0fc4-4074-8914-762fefa20bd9\", \"6fb9b13a-6c03-4243-a5aa-d7af4a1a90bc\", \"b3761a25-fa2b-4fca-bc94-855dfce2cdcb\"], \"total_duration\": 926.0, \"total_sessions\": 3, \"mean_week_duration\": 5.612}}, {\"62356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-12 13:03:33.000000+00:00\", \"2023-05-07 18:44:17.000000+00:00\", \"2022-08-01 10:36:33.000000+00:00\", \"2023-06-15 23:17:19.000000+00:00\"], \"session_ids\": [\"9fc9573e-7b78-453e-9ee4-265c7ff6877b\", \"acdbd698-91c2-4592-a058-200d7537873b\", \"238b4225-03f9-4418-85f3-db89f11983d8\", \"42a6aac0-24bd-444f-a52e-774f4dd12dd8\"], \"total_duration\": 343.0, \"total_sessions\": 4, \"mean_week_duration\": 1.485}}, {\"8493\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-20 12:37:30.000000+00:00\", \"2022-07-22 17:46:42.000000+00:00\", \"2020-09-03 21:45:47.000000+00:00\", \"2021-04-25 23:32:42.000000+00:00\"], \"session_ids\": [\"15238a0d-780e-4631-bf8f-1b743d06343e\", \"b81a85e1-7f14-46a1-8ce6-6abce92f7a65\", \"d5e9e306-8968-490b-916c-81f43b35bb7a\", \"9b8fc6f8-f418-4df3-8a91-1f30b16a7c8f\"], \"total_duration\": 333.0, \"total_sessions\": 4, \"mean_week_duration\": 2.121}}, {\"94150\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-17 18:37:01.000000+00:00\", \"2019-11-20 21:08:16.000000+00:00\", \"2022-07-17 21:59:48.000000+00:00\"], \"session_ids\": [\"72c3a958-8f90-4853-b68d-b0e829c1ef12\", \"2d38f81e-e338-4a0e-a8f2-2cb39e1a3f86\", \"5f84353e-5258-43a4-a096-c9e3313be0f9\"], \"total_duration\": 255.0, \"total_sessions\": 3, \"mean_week_duration\": 1.584}}]\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 user who has average week duration strictly smaller than 38 and also strictly bigger than 12 + implement sorting by mean week duration 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{\"9688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-16 02:27:51.000000+00:00\", \"2019-07-06 09:55:24.000000+00:00\", \"2020-07-02 19:48:21.000000+00:00\"], \"session_ids\": [\"f385b9e8-1816-417d-9e79-aa122e92a185\", \"21873e60-0ad8-48d7-8fbf-8b8fd6b909f7\", \"0b850680-dbf9-4fea-b8ed-285f1971aa25\"], \"total_duration\": 490.0, \"total_sessions\": 3, \"mean_week_duration\": 4.623}, \"96804\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-15 17:50:25.000000+00:00\", \"2023-03-23 02:27:38.000000+00:00\", \"2021-04-30 05:45:45.000000+00:00\", \"2022-09-28 19:00:30.000000+00:00\", \"2019-05-16 19:46:17.000000+00:00\"], \"session_ids\": [\"6690cc9b-a8eb-46fa-b619-9f9035312166\", \"50ba3a2c-0f84-48c9-a454-dedda1fd2bb2\", \"625141d4-9fb8-491a-b0b9-f511be97918e\", \"a2610b50-0eed-49dd-a5cb-5293ae0de855\", \"ecf8a209-ff74-4b17-ab58-754596ddcb39\"], \"total_duration\": 438.0, \"total_sessions\": 5, \"mean_week_duration\": 2.179}, \"71836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-13 20:07:42.000000+00:00\", \"2021-12-24 05:55:08.000000+00:00\", \"2022-10-31 13:03:32.000000+00:00\"], \"session_ids\": [\"5dc40ada-bc34-4d5d-86de-de538fff05d0\", \"55e6d3e5-5c29-4fa1-81fc-d49e889c2032\", \"ed4537f5-b2ac-405c-a7c0-c1dd0b81a1d5\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.309}, \"40298\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-31 14:32:29.000000+00:00\", \"2020-07-16 00:09:12.000000+00:00\", \"2020-10-24 18:07:47.000000+00:00\", \"2021-05-07 08:00:21.000000+00:00\", \"2021-04-28 04:55:14.000000+00:00\"], \"session_ids\": [\"5cf930de-3810-47af-bfe9-2ed798a76206\", \"29a357c1-de2c-48c2-aa3f-f65d1b47009a\", \"ce67d362-64e6-4879-bae0-f53839a61562\", \"770243c2-53f2-4b40-8305-5c720a4ae867\", \"0b5fc2ca-a0f6-4939-b6d6-61c998efab3f\"], \"total_duration\": 3059.0, \"total_sessions\": 5, \"mean_week_duration\": 32.892}, \"75688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-21 10:07:18.000000+00:00\", \"2019-10-15 22:07:02.000000+00:00\"], \"session_ids\": [\"fb29007b-fbb3-40a0-b5cb-fa33b2ced9f5\", \"6d08fb39-fd7e-4741-8007-9a0793ed63ae\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}, \"56777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-05-11 03:07:23.000000+00:00\", \"2019-05-22 15:54:22.000000+00:00\"], \"session_ids\": [\"6c561908-ceaa-470b-bb8c-ab85e20ca0e0\", \"45188c67-4e3c-40b7-9184-48686b003c4f\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 1.303}, \"30591\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-21 13:33:19.000000+00:00\", \"2019-11-01 00:51:24.000000+00:00\"], \"session_ids\": [\"6021bbab-dc7e-4857-87b8-efa7cf6c6d9a\", \"82a74608-22aa-41cf-b215-d7d31dc64dce\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 2.464}, \"56293\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-14 10:28:20.000000+00:00\", \"2019-02-03 14:21:20.000000+00:00\", \"2022-10-03 20:55:22.000000+00:00\"], \"session_ids\": [\"899a6665-bd51-4f8c-9a9e-be7cd77c9d1e\", \"bb4f7fc8-aa8f-484f-9f1c-a131ab4e2bb5\", \"b76f5536-2d7f-4381-9149-5146eaea38a9\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.135}, \"36523\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-22 06:27:01.000000+00:00\", \"2020-10-04 06:29:07.000000+00:00\"], \"session_ids\": [\"c1211d21-0465-4dfe-b03c-8038571a5619\", \"dc3fd0dd-44ef-4d95-bf1f-2ebb081e803f\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 4.286}, \"58040\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-06 18:55:25.000000+00:00\", \"2023-05-11 01:23:22.000000+00:00\"], \"session_ids\": [\"e9c8d8e3-705d-4567-b6b3-51f56023f787\", \"6b96ff18-b11f-4341-90f1-689186ea33de\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.967}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 12 and are less than 38" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[12, 38]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"40298\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-31 14:32:29.000000+00:00\", \"2020-07-16 00:09:12.000000+00:00\", \"2020-10-24 18:07:47.000000+00:00\", \"2021-05-07 08:00:21.000000+00:00\", \"2021-04-28 04:55:14.000000+00:00\"], \"session_ids\": [\"5cf930de-3810-47af-bfe9-2ed798a76206\", \"29a357c1-de2c-48c2-aa3f-f65d1b47009a\", \"ce67d362-64e6-4879-bae0-f53839a61562\", \"770243c2-53f2-4b40-8305-5c720a4ae867\", \"0b5fc2ca-a0f6-4939-b6d6-61c998efab3f\"], \"total_duration\": 3059.0, \"total_sessions\": 5, \"mean_week_duration\": 32.892}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"40298\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-31 14:32:29.000000+00:00\", \"2020-07-16 00:09:12.000000+00:00\", \"2020-10-24 18:07:47.000000+00:00\", \"2021-05-07 08:00:21.000000+00:00\", \"2021-04-28 04:55:14.000000+00:00\"], \"session_ids\": [\"5cf930de-3810-47af-bfe9-2ed798a76206\", \"29a357c1-de2c-48c2-aa3f-f65d1b47009a\", \"ce67d362-64e6-4879-bae0-f53839a61562\", \"770243c2-53f2-4b40-8305-5c720a4ae867\", \"0b5fc2ca-a0f6-4939-b6d6-61c998efab3f\"], \"total_duration\": 3059.0, \"total_sessions\": 5, \"mean_week_duration\": 32.892}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"40298\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-31 14:32:29.000000+00:00\", \"2020-07-16 00:09:12.000000+00:00\", \"2020-10-24 18:07:47.000000+00:00\", \"2021-05-07 08:00:21.000000+00:00\", \"2021-04-28 04:55:14.000000+00:00\"], \"session_ids\": [\"5cf930de-3810-47af-bfe9-2ed798a76206\", \"29a357c1-de2c-48c2-aa3f-f65d1b47009a\", \"ce67d362-64e6-4879-bae0-f53839a61562\", \"770243c2-53f2-4b40-8305-5c720a4ae867\", \"0b5fc2ca-a0f6-4939-b6d6-61c998efab3f\"], \"total_duration\": 3059.0, \"total_sessions\": 5, \"mean_week_duration\": 32.892}}]\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[{\"40298\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-31 14:32:29.000000+00:00\", \"2020-07-16 00:09:12.000000+00:00\", \"2020-10-24 18:07:47.000000+00:00\", \"2021-05-07 08:00:21.000000+00:00\", \"2021-04-28 04:55:14.000000+00:00\"], \"session_ids\": [\"5cf930de-3810-47af-bfe9-2ed798a76206\", \"29a357c1-de2c-48c2-aa3f-f65d1b47009a\", \"ce67d362-64e6-4879-bae0-f53839a61562\", \"770243c2-53f2-4b40-8305-5c720a4ae867\", \"0b5fc2ca-a0f6-4939-b6d6-61c998efab3f\"], \"total_duration\": 3059.0, \"total_sessions\": 5, \"mean_week_duration\": 32.892}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on users whose total_sessions is strictly less than 9 and strictly greater than 3 + do sorting by town naming from the largest value to the smallest 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{\"56651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-24 01:51:27.000000+00:00\", \"2022-03-10 09:01:27.000000+00:00\", \"2019-02-26 07:19:34.000000+00:00\", \"2022-05-16 01:56:14.000000+00:00\", \"2021-02-23 11:50:58.000000+00:00\"], \"session_ids\": [\"24ee3648-d3e2-42ef-9bc5-7f64f2a33ca8\", \"5bba587f-babb-4b3f-9ddc-c2ba4d10fc39\", \"04f46dd5-3640-43b8-98b4-6bbfdfcb4c0e\", \"eed16ba6-7c60-444d-9950-288ef4b09c0c\", \"e4bac919-0432-464b-87a6-c06265a8b34a\"], \"total_duration\": 632.0, \"total_sessions\": 5, \"mean_week_duration\": 3.762}, \"12750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"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\": \"Dubai\", \"datetimes\": [\"2022-04-28 09:07:55.000000+00:00\", \"2022-08-29 11:56:05.000000+00:00\"], \"session_ids\": [\"b869c6fa-7e4d-4e34-978c-156490d6cd89\", \"f997fcdf-06d4-4dcc-9253-a9af0be958f3\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 24.889}, \"67253\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-02-18 04:30:54.000000+00:00\", \"2020-11-15 02:10:45.000000+00:00\", \"2023-03-04 01:44:20.000000+00:00\", \"2020-08-31 11:51:46.000000+00:00\", \"2019-06-07 15:22:18.000000+00:00\", \"2022-12-03 22:29:30.000000+00:00\", \"2019-01-27 00:36:55.000000+00:00\", \"2022-10-17 12:07:32.000000+00:00\", \"2019-07-05 23:13:37.000000+00:00\"], \"session_ids\": [\"9c8aa7fa-70e2-4e45-9d27-de6095bab3e8\", \"471b153a-06fe-451f-8faf-4183bde67ddc\", \"adaa6c5d-4b31-4d69-91fb-1e26c46516a7\", \"b5765f59-4442-4d88-bb24-b77cee81a133\", \"7876990b-8e56-4884-a9fa-8499a38506c9\", \"6a83d9d9-54c9-4516-b388-130236aa5680\", \"2657ac8f-f5cc-4ab4-8e23-a12cf8a1f129\", \"4610dcdb-95ba-4cef-a721-9360b86d8d99\", \"2899c821-7528-4763-a6a1-b6592d44f80c\"], \"total_duration\": 4599.0, \"total_sessions\": 9, \"mean_week_duration\": 21.491}, \"34283\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-15 17:03:30.000000+00:00\", \"2019-09-02 00:37:18.000000+00:00\", \"2020-11-07 22:58:59.000000+00:00\", \"2019-12-25 09:04:48.000000+00:00\", \"2022-01-16 14:51:39.000000+00:00\", \"2019-02-10 11:26:06.000000+00:00\", \"2020-11-10 02:39:50.000000+00:00\", \"2022-01-21 04:14:37.000000+00:00\", \"2022-09-02 13:12:41.000000+00:00\", \"2022-01-30 18:23:33.000000+00:00\", \"2020-07-12 21:22:15.000000+00:00\"], \"session_ids\": [\"c28e279d-0883-4605-a5ac-fe3e40a8cf70\", \"9a379c50-294c-4328-be1d-1c709ae98161\", \"294f9600-bb32-4728-8044-87727fa09907\", \"1638e47f-b0e5-4d5a-83fc-627438917228\", \"08ecee6a-a9ed-4433-b2e1-7d9d2d033f23\", \"844fc0de-b73b-4574-b74f-25cbf1cc4f64\", \"cd3a8b29-d7e2-40d5-8059-2f5534ac39be\", \"57da1c94-5a50-4599-92df-4bdd42519528\", \"b9f21773-1e8f-423a-9297-aa03cc814069\", \"093dd8de-ea6c-4310-8d0e-7660106b63ad\", \"4d14ec33-037f-4ee2-b729-25dcf4fb23c1\"], \"total_duration\": 7025.0, \"total_sessions\": 11, \"mean_week_duration\": 37.769}, \"84978\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-06 20:29:18.000000+00:00\", \"2022-10-30 09:49:04.000000+00:00\", \"2021-07-02 14:10:58.000000+00:00\", \"2022-06-19 04:21:40.000000+00:00\"], \"session_ids\": [\"1cd563f8-7209-4747-9283-c3bdbd7e412c\", \"f3176635-123b-4325-a763-0534e2c06dcf\", \"da40b905-19dc-4a8a-8562-26b16b779319\", \"fb097a19-50c7-4a84-9a6c-53c22702151c\"], \"total_duration\": 945.0, \"total_sessions\": 4, \"mean_week_duration\": 13.5}, \"1065\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-29 03:05:07.000000+00:00\", \"2021-11-13 19:59:29.000000+00:00\", \"2022-06-06 17:14:14.000000+00:00\", \"2019-10-25 09:32:38.000000+00:00\"], \"session_ids\": [\"46edeb7e-d819-4db3-98b8-85d2c8f547e5\", \"c37ac19c-acfb-4833-bf69-e33548b6f8eb\", \"30a28668-83d7-4c4f-ac18-9a72b8bb4731\", \"222769ae-d448-4e2f-8df8-ffb4dcbbdca4\"], \"total_duration\": 712.0, \"total_sessions\": 4, \"mean_week_duration\": 5.197}, \"6926\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-05-25 22:57:01.000000+00:00\", \"2022-08-13 04:57:01.000000+00:00\", \"2022-08-17 16:45:07.000000+00:00\", \"2021-06-25 10:03:54.000000+00:00\", \"2019-05-28 15:14:36.000000+00:00\", \"2020-09-22 14:02:48.000000+00:00\", \"2021-07-12 04:37:28.000000+00:00\"], \"session_ids\": [\"5d8eee8e-bc94-4630-b649-9385c524d97d\", \"7d03cba7-a255-4a6a-9a7c-b3a4474e0955\", \"5158cd5b-4c92-4aa0-b651-653daa358366\", \"af29304b-ea91-49e0-bc10-582b2fc8af37\", \"facd452f-2565-4b41-afe7-2e973f325de8\", \"126ba75d-d940-4948-a79b-59a7054da289\", \"2516a512-d3bf-47e7-a334-ee11e2c4e618\"], \"total_duration\": 763.0, \"total_sessions\": 7, \"mean_week_duration\": 3.651}, \"87866\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-03 04:50:14.000000+00:00\", \"2020-02-20 14:15:19.000000+00:00\", \"2019-11-12 11:47:12.000000+00:00\", \"2019-03-06 15:09:07.000000+00:00\"], \"session_ids\": [\"3b4fa916-4968-4d87-ae48-8f0eea957a51\", \"16a39bef-0014-44f8-9414-3d7d385781db\", \"36290952-fbee-4a15-9cee-a820e7c15185\", \"b6327887-8362-4b3e-b9a9-fe2dd377b816\"], \"total_duration\": 647.0, \"total_sessions\": 4, \"mean_week_duration\": 2.982}, \"98387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-06 23:51:04.000000+00:00\", \"2021-11-28 03:46:04.000000+00:00\", \"2022-02-25 06:26:46.000000+00:00\", \"2020-04-06 05:43:26.000000+00:00\"], \"session_ids\": [\"6cc38078-ae6e-480a-9600-c33378333825\", \"75470490-c907-4814-8cff-f8d45bcb7df8\", \"d22880b7-8d11-4131-9501-9c2a69076f46\", \"cb66870f-f299-41d8-b0ea-bf5ccccec89e\"], \"total_duration\": 455.0, \"total_sessions\": 4, \"mean_week_duration\": 4.55}, \"3239\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-28 12:49:54.000000+00:00\", \"2021-01-16 02:02:32.000000+00:00\"], \"session_ids\": [\"f22f2df8-42fb-4582-90c2-db5bd93d1786\", \"ba9f215f-1ab7-4618-914c-be95745fe195\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 9.333}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 3 and are less than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"56651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-24 01:51:27.000000+00:00\", \"2022-03-10 09:01:27.000000+00:00\", \"2019-02-26 07:19:34.000000+00:00\", \"2022-05-16 01:56:14.000000+00:00\", \"2021-02-23 11:50:58.000000+00:00\"], \"session_ids\": [\"24ee3648-d3e2-42ef-9bc5-7f64f2a33ca8\", \"5bba587f-babb-4b3f-9ddc-c2ba4d10fc39\", \"04f46dd5-3640-43b8-98b4-6bbfdfcb4c0e\", \"eed16ba6-7c60-444d-9950-288ef4b09c0c\", \"e4bac919-0432-464b-87a6-c06265a8b34a\"], \"total_duration\": 632.0, \"total_sessions\": 5, \"mean_week_duration\": 3.762}, \"84978\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-06 20:29:18.000000+00:00\", \"2022-10-30 09:49:04.000000+00:00\", \"2021-07-02 14:10:58.000000+00:00\", \"2022-06-19 04:21:40.000000+00:00\"], \"session_ids\": [\"1cd563f8-7209-4747-9283-c3bdbd7e412c\", \"f3176635-123b-4325-a763-0534e2c06dcf\", \"da40b905-19dc-4a8a-8562-26b16b779319\", \"fb097a19-50c7-4a84-9a6c-53c22702151c\"], \"total_duration\": 945.0, \"total_sessions\": 4, \"mean_week_duration\": 13.5}, \"1065\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-29 03:05:07.000000+00:00\", \"2021-11-13 19:59:29.000000+00:00\", \"2022-06-06 17:14:14.000000+00:00\", \"2019-10-25 09:32:38.000000+00:00\"], \"session_ids\": [\"46edeb7e-d819-4db3-98b8-85d2c8f547e5\", \"c37ac19c-acfb-4833-bf69-e33548b6f8eb\", \"30a28668-83d7-4c4f-ac18-9a72b8bb4731\", \"222769ae-d448-4e2f-8df8-ffb4dcbbdca4\"], \"total_duration\": 712.0, \"total_sessions\": 4, \"mean_week_duration\": 5.197}, \"6926\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-05-25 22:57:01.000000+00:00\", \"2022-08-13 04:57:01.000000+00:00\", \"2022-08-17 16:45:07.000000+00:00\", \"2021-06-25 10:03:54.000000+00:00\", \"2019-05-28 15:14:36.000000+00:00\", \"2020-09-22 14:02:48.000000+00:00\", \"2021-07-12 04:37:28.000000+00:00\"], \"session_ids\": [\"5d8eee8e-bc94-4630-b649-9385c524d97d\", \"7d03cba7-a255-4a6a-9a7c-b3a4474e0955\", \"5158cd5b-4c92-4aa0-b651-653daa358366\", \"af29304b-ea91-49e0-bc10-582b2fc8af37\", \"facd452f-2565-4b41-afe7-2e973f325de8\", \"126ba75d-d940-4948-a79b-59a7054da289\", \"2516a512-d3bf-47e7-a334-ee11e2c4e618\"], \"total_duration\": 763.0, \"total_sessions\": 7, \"mean_week_duration\": 3.651}, \"87866\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-03 04:50:14.000000+00:00\", \"2020-02-20 14:15:19.000000+00:00\", \"2019-11-12 11:47:12.000000+00:00\", \"2019-03-06 15:09:07.000000+00:00\"], \"session_ids\": [\"3b4fa916-4968-4d87-ae48-8f0eea957a51\", \"16a39bef-0014-44f8-9414-3d7d385781db\", \"36290952-fbee-4a15-9cee-a820e7c15185\", \"b6327887-8362-4b3e-b9a9-fe2dd377b816\"], \"total_duration\": 647.0, \"total_sessions\": 4, \"mean_week_duration\": 2.982}, \"98387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-06 23:51:04.000000+00:00\", \"2021-11-28 03:46:04.000000+00:00\", \"2022-02-25 06:26:46.000000+00:00\", \"2020-04-06 05:43:26.000000+00:00\"], \"session_ids\": [\"6cc38078-ae6e-480a-9600-c33378333825\", \"75470490-c907-4814-8cff-f8d45bcb7df8\", \"d22880b7-8d11-4131-9501-9c2a69076f46\", \"cb66870f-f299-41d8-b0ea-bf5ccccec89e\"], \"total_duration\": 455.0, \"total_sessions\": 4, \"mean_week_duration\": 4.55}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"1065\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-29 03:05:07.000000+00:00\", \"2021-11-13 19:59:29.000000+00:00\", \"2022-06-06 17:14:14.000000+00:00\", \"2019-10-25 09:32:38.000000+00:00\"], \"session_ids\": [\"46edeb7e-d819-4db3-98b8-85d2c8f547e5\", \"c37ac19c-acfb-4833-bf69-e33548b6f8eb\", \"30a28668-83d7-4c4f-ac18-9a72b8bb4731\", \"222769ae-d448-4e2f-8df8-ffb4dcbbdca4\"], \"total_duration\": 712.0, \"total_sessions\": 4, \"mean_week_duration\": 5.197}}, {\"6926\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-05-25 22:57:01.000000+00:00\", \"2022-08-13 04:57:01.000000+00:00\", \"2022-08-17 16:45:07.000000+00:00\", \"2021-06-25 10:03:54.000000+00:00\", \"2019-05-28 15:14:36.000000+00:00\", \"2020-09-22 14:02:48.000000+00:00\", \"2021-07-12 04:37:28.000000+00:00\"], \"session_ids\": [\"5d8eee8e-bc94-4630-b649-9385c524d97d\", \"7d03cba7-a255-4a6a-9a7c-b3a4474e0955\", \"5158cd5b-4c92-4aa0-b651-653daa358366\", \"af29304b-ea91-49e0-bc10-582b2fc8af37\", \"facd452f-2565-4b41-afe7-2e973f325de8\", \"126ba75d-d940-4948-a79b-59a7054da289\", \"2516a512-d3bf-47e7-a334-ee11e2c4e618\"], \"total_duration\": 763.0, \"total_sessions\": 7, \"mean_week_duration\": 3.651}}, {\"56651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-24 01:51:27.000000+00:00\", \"2022-03-10 09:01:27.000000+00:00\", \"2019-02-26 07:19:34.000000+00:00\", \"2022-05-16 01:56:14.000000+00:00\", \"2021-02-23 11:50:58.000000+00:00\"], \"session_ids\": [\"24ee3648-d3e2-42ef-9bc5-7f64f2a33ca8\", \"5bba587f-babb-4b3f-9ddc-c2ba4d10fc39\", \"04f46dd5-3640-43b8-98b4-6bbfdfcb4c0e\", \"eed16ba6-7c60-444d-9950-288ef4b09c0c\", \"e4bac919-0432-464b-87a6-c06265a8b34a\"], \"total_duration\": 632.0, \"total_sessions\": 5, \"mean_week_duration\": 3.762}}, {\"87866\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-03 04:50:14.000000+00:00\", \"2020-02-20 14:15:19.000000+00:00\", \"2019-11-12 11:47:12.000000+00:00\", \"2019-03-06 15:09:07.000000+00:00\"], \"session_ids\": [\"3b4fa916-4968-4d87-ae48-8f0eea957a51\", \"16a39bef-0014-44f8-9414-3d7d385781db\", \"36290952-fbee-4a15-9cee-a820e7c15185\", \"b6327887-8362-4b3e-b9a9-fe2dd377b816\"], \"total_duration\": 647.0, \"total_sessions\": 4, \"mean_week_duration\": 2.982}}, {\"98387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-06 23:51:04.000000+00:00\", \"2021-11-28 03:46:04.000000+00:00\", \"2022-02-25 06:26:46.000000+00:00\", \"2020-04-06 05:43:26.000000+00:00\"], \"session_ids\": [\"6cc38078-ae6e-480a-9600-c33378333825\", \"75470490-c907-4814-8cff-f8d45bcb7df8\", \"d22880b7-8d11-4131-9501-9c2a69076f46\", \"cb66870f-f299-41d8-b0ea-bf5ccccec89e\"], \"total_duration\": 455.0, \"total_sessions\": 4, \"mean_week_duration\": 4.55}}, {\"84978\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-06 20:29:18.000000+00:00\", \"2022-10-30 09:49:04.000000+00:00\", \"2021-07-02 14:10:58.000000+00:00\", \"2022-06-19 04:21:40.000000+00:00\"], \"session_ids\": [\"1cd563f8-7209-4747-9283-c3bdbd7e412c\", \"f3176635-123b-4325-a763-0534e2c06dcf\", \"da40b905-19dc-4a8a-8562-26b16b779319\", \"fb097a19-50c7-4a84-9a6c-53c22702151c\"], \"total_duration\": 945.0, \"total_sessions\": 4, \"mean_week_duration\": 13.5}}]\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[{\"1065\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-29 03:05:07.000000+00:00\", \"2021-11-13 19:59:29.000000+00:00\", \"2022-06-06 17:14:14.000000+00:00\", \"2019-10-25 09:32:38.000000+00:00\"], \"session_ids\": [\"46edeb7e-d819-4db3-98b8-85d2c8f547e5\", \"c37ac19c-acfb-4833-bf69-e33548b6f8eb\", \"30a28668-83d7-4c4f-ac18-9a72b8bb4731\", \"222769ae-d448-4e2f-8df8-ffb4dcbbdca4\"], \"total_duration\": 712.0, \"total_sessions\": 4, \"mean_week_duration\": 5.197}}, {\"6926\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-05-25 22:57:01.000000+00:00\", \"2022-08-13 04:57:01.000000+00:00\", \"2022-08-17 16:45:07.000000+00:00\", \"2021-06-25 10:03:54.000000+00:00\", \"2019-05-28 15:14:36.000000+00:00\", \"2020-09-22 14:02:48.000000+00:00\", \"2021-07-12 04:37:28.000000+00:00\"], \"session_ids\": [\"5d8eee8e-bc94-4630-b649-9385c524d97d\", \"7d03cba7-a255-4a6a-9a7c-b3a4474e0955\", \"5158cd5b-4c92-4aa0-b651-653daa358366\", \"af29304b-ea91-49e0-bc10-582b2fc8af37\", \"facd452f-2565-4b41-afe7-2e973f325de8\", \"126ba75d-d940-4948-a79b-59a7054da289\", \"2516a512-d3bf-47e7-a334-ee11e2c4e618\"], \"total_duration\": 763.0, \"total_sessions\": 7, \"mean_week_duration\": 3.651}}, {\"56651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-24 01:51:27.000000+00:00\", \"2022-03-10 09:01:27.000000+00:00\", \"2019-02-26 07:19:34.000000+00:00\", \"2022-05-16 01:56:14.000000+00:00\", \"2021-02-23 11:50:58.000000+00:00\"], \"session_ids\": [\"24ee3648-d3e2-42ef-9bc5-7f64f2a33ca8\", \"5bba587f-babb-4b3f-9ddc-c2ba4d10fc39\", \"04f46dd5-3640-43b8-98b4-6bbfdfcb4c0e\", \"eed16ba6-7c60-444d-9950-288ef4b09c0c\", \"e4bac919-0432-464b-87a6-c06265a8b34a\"], \"total_duration\": 632.0, \"total_sessions\": 5, \"mean_week_duration\": 3.762}}, {\"87866\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-03 04:50:14.000000+00:00\", \"2020-02-20 14:15:19.000000+00:00\", \"2019-11-12 11:47:12.000000+00:00\", \"2019-03-06 15:09:07.000000+00:00\"], \"session_ids\": [\"3b4fa916-4968-4d87-ae48-8f0eea957a51\", \"16a39bef-0014-44f8-9414-3d7d385781db\", \"36290952-fbee-4a15-9cee-a820e7c15185\", \"b6327887-8362-4b3e-b9a9-fe2dd377b816\"], \"total_duration\": 647.0, \"total_sessions\": 4, \"mean_week_duration\": 2.982}}, {\"98387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-06 23:51:04.000000+00:00\", \"2021-11-28 03:46:04.000000+00:00\", \"2022-02-25 06:26:46.000000+00:00\", \"2020-04-06 05:43:26.000000+00:00\"], \"session_ids\": [\"6cc38078-ae6e-480a-9600-c33378333825\", \"75470490-c907-4814-8cff-f8d45bcb7df8\", \"d22880b7-8d11-4131-9501-9c2a69076f46\", \"cb66870f-f299-41d8-b0ea-bf5ccccec89e\"], \"total_duration\": 455.0, \"total_sessions\": 4, \"mean_week_duration\": 4.55}}, {\"84978\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-06 20:29:18.000000+00:00\", \"2022-10-30 09:49:04.000000+00:00\", \"2021-07-02 14:10:58.000000+00:00\", \"2022-06-19 04:21:40.000000+00:00\"], \"session_ids\": [\"1cd563f8-7209-4747-9283-c3bdbd7e412c\", \"f3176635-123b-4325-a763-0534e2c06dcf\", \"da40b905-19dc-4a8a-8562-26b16b779319\", \"fb097a19-50c7-4a84-9a6c-53c22702151c\"], \"total_duration\": 945.0, \"total_sessions\": 4, \"mean_week_duration\": 13.5}}]\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 3 users whose all sessions quantity bigger than 7 and smaller than 4 and put to use sorting by overall total sessions 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{\"92512\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-18 17:01:26.000000+00:00\", \"2023-02-28 15:09:36.000000+00:00\", \"2021-06-25 18:04:13.000000+00:00\", \"2021-11-09 08:51:00.000000+00:00\", \"2022-03-19 09:22:49.000000+00:00\", \"2019-03-23 18:16:16.000000+00:00\"], \"session_ids\": [\"54b6a52d-c8f1-4b3d-afb1-a2b5b17d167f\", \"bbfc9dcb-74d1-444a-b9c2-711c366fa4ca\", \"91539cfa-ecea-43e3-9ee0-2044857464e7\", \"664de713-6ba9-49d8-9b62-297a2d1f668d\", \"c32128f4-da36-4627-a6a5-cbcb4fc963bb\", \"8aab9836-668a-4327-8aa1-9648de06f6f1\"], \"total_duration\": 1950.0, \"total_sessions\": 6, \"mean_week_duration\": 9.466}, \"39702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-27 01:33:50.000000+00:00\", \"2022-06-11 11:51:22.000000+00:00\"], \"session_ids\": [\"0164d544-0ea1-4f82-868f-9bf0f008776b\", \"cc1b35e0-1ecf-4153-98df-af4940fcb979\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.721}, \"19488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-06 07:51:28.000000+00:00\", \"2019-03-19 02:22:58.000000+00:00\", \"2020-06-29 08:08:50.000000+00:00\"], \"session_ids\": [\"88499f96-9a1a-427c-bafa-4a09c18000ee\", \"4c83a07f-91ca-4177-9b4e-26fcd710b5a7\", \"95e6c25f-874e-4e1b-8d85-d09c50748270\"], \"total_duration\": 166.0, \"total_sessions\": 3, \"mean_week_duration\": 2.049}, \"11616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-06 04:36:08.000000+00:00\", \"2022-10-08 00:37:32.000000+00:00\"], \"session_ids\": [\"629d10d4-5b9e-4ebe-9503-d2922358aef1\", \"5b9d73e7-c582-4cc3-870f-9f80f5185a52\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 0.819}, \"59879\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-07 17:35:57.000000+00:00\", \"2019-05-11 07:45:00.000000+00:00\", \"2019-10-27 11:26:18.000000+00:00\", \"2022-05-22 19:47:27.000000+00:00\", \"2021-05-05 06:32:01.000000+00:00\", \"2023-04-23 23:38:27.000000+00:00\", \"2020-05-02 02:48:57.000000+00:00\", \"2020-02-01 04:02:04.000000+00:00\", \"2020-02-17 04:05:47.000000+00:00\", \"2022-10-16 12:54:30.000000+00:00\", \"2023-06-19 04:33:37.000000+00:00\"], \"session_ids\": [\"b7030f1d-95ce-4003-8618-96b15eccf395\", \"0638dbd2-904c-4442-a66c-2c92cb1206ed\", \"354181b6-516a-42af-aea3-2ef5e997044e\", \"beed5316-e538-47a7-ac21-3bb60d18c89a\", \"8e90baf0-c0e6-4ae8-833d-5d684450224a\", \"1411198b-3cab-4fa7-a25d-2f1f8f4b9a8e\", \"cc177d27-ea18-456f-9885-cd5adc970eed\", \"100a92e8-ddcd-49dd-b7a1-f375f5a20267\", \"9595295f-f798-4038-9acd-e1660986a647\", \"4ec81411-ec49-4987-8971-aa5408b6a6c4\", \"40c391af-0cf9-4e3b-a7b0-8dd8015923a2\"], \"total_duration\": 6486.0, \"total_sessions\": 11, \"mean_week_duration\": 30.167}, \"16256\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-24 19:05:26.000000+00:00\", \"2019-03-05 09:03:20.000000+00:00\", \"2020-04-14 00:30:35.000000+00:00\", \"2021-09-18 02:07:48.000000+00:00\", \"2021-10-21 18:07:23.000000+00:00\", \"2019-11-19 03:48:45.000000+00:00\", \"2020-11-02 05:41:54.000000+00:00\"], \"session_ids\": [\"1132cb4c-e1ad-489a-a9e3-449ff65f6417\", \"9d2ef7ec-16e0-47b6-9a42-c171490c8ebe\", \"72a28b79-422a-4280-af38-fd48e536ee0d\", \"f69c8e80-7846-4645-ae91-bb3075d762e4\", \"94cf6520-b43b-49b6-97d0-5b7d07d7d62f\", \"efc1398f-c1ab-4852-9e7c-55568f153656\", \"9f919f75-cdea-4e86-90e0-a4fe252c0136\"], \"total_duration\": 7150.0, \"total_sessions\": 7, \"mean_week_duration\": 51.812}, \"30807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-13 09:24:57.000000+00:00\", \"2021-01-18 04:42:46.000000+00:00\"], \"session_ids\": [\"1f6eefdd-f9ac-495e-a94e-7021717204c6\", \"bba315f5-4df6-4d7f-8356-54ca03eda4e4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.845}, \"62644\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-02 12:20:45.000000+00:00\", \"2019-05-03 18:26:15.000000+00:00\", \"2019-01-05 13:38:48.000000+00:00\", \"2020-12-08 03:27:52.000000+00:00\", \"2021-09-09 17:27:58.000000+00:00\", \"2020-05-08 05:05:33.000000+00:00\"], \"session_ids\": [\"526ae811-309c-4e7e-9d55-5d922bd9ad0c\", \"a9a2b734-4dca-42fa-a6bc-c7e0022ae944\", \"f7ee0662-8c76-484b-b39d-71beae720287\", \"74d8564d-8316-4adc-89ce-f9100e076cc2\", \"fa5bdf7a-7cc5-41ca-8ec2-c70d427608ed\", \"5a6046c4-1253-40bf-b445-49542897a4df\"], \"total_duration\": 597.0, \"total_sessions\": 6, \"mean_week_duration\": 4.264}, \"58411\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-04-29 12:18:02.000000+00:00\", \"2019-01-01 12:48:15.000000+00:00\", \"2021-06-04 08:20:27.000000+00:00\", \"2019-07-14 23:41:32.000000+00:00\", \"2023-05-16 07:21:29.000000+00:00\"], \"session_ids\": [\"7aa0a258-6c37-44be-bdfc-8632d059d470\", \"0ed50881-2e18-432c-8c72-25b300ef7c74\", \"0c25dbe1-c1ad-475e-867b-9c153ecf22f8\", \"84557246-31f8-42a3-bd45-4fc3e1b9578b\", \"bb2fe533-acc6-48b0-a7c1-4e0c69cc2bf1\"], \"total_duration\": 2487.0, \"total_sessions\": 5, \"mean_week_duration\": 10.908}, \"30736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-24 05:42:24.000000+00:00\", \"2023-02-22 23:32:52.000000+00:00\", \"2020-07-31 07:35:33.000000+00:00\"], \"session_ids\": [\"c38fafec-f002-4314-8d65-cdf118968533\", \"f3348b1d-3414-4a4a-a737-3328861bf95f\", \"a2d17f71-a67d-49ad-b3af-6d12284b47fe\"], \"total_duration\": 488.0, \"total_sessions\": 3, \"mean_week_duration\": 3.642}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 4 and are equal or greater than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-27 01:33:50.000000+00:00\", \"2022-06-11 11:51:22.000000+00:00\"], \"session_ids\": [\"0164d544-0ea1-4f82-868f-9bf0f008776b\", \"cc1b35e0-1ecf-4153-98df-af4940fcb979\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.721}, \"19488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-06 07:51:28.000000+00:00\", \"2019-03-19 02:22:58.000000+00:00\", \"2020-06-29 08:08:50.000000+00:00\"], \"session_ids\": [\"88499f96-9a1a-427c-bafa-4a09c18000ee\", \"4c83a07f-91ca-4177-9b4e-26fcd710b5a7\", \"95e6c25f-874e-4e1b-8d85-d09c50748270\"], \"total_duration\": 166.0, \"total_sessions\": 3, \"mean_week_duration\": 2.049}, \"11616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-06 04:36:08.000000+00:00\", \"2022-10-08 00:37:32.000000+00:00\"], \"session_ids\": [\"629d10d4-5b9e-4ebe-9503-d2922358aef1\", \"5b9d73e7-c582-4cc3-870f-9f80f5185a52\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 0.819}, \"30807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-13 09:24:57.000000+00:00\", \"2021-01-18 04:42:46.000000+00:00\"], \"session_ids\": [\"1f6eefdd-f9ac-495e-a94e-7021717204c6\", \"bba315f5-4df6-4d7f-8356-54ca03eda4e4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.845}, \"30736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-24 05:42:24.000000+00:00\", \"2023-02-22 23:32:52.000000+00:00\", \"2020-07-31 07:35:33.000000+00:00\"], \"session_ids\": [\"c38fafec-f002-4314-8d65-cdf118968533\", \"f3348b1d-3414-4a4a-a737-3328861bf95f\", \"a2d17f71-a67d-49ad-b3af-6d12284b47fe\"], \"total_duration\": 488.0, \"total_sessions\": 3, \"mean_week_duration\": 3.642}, \"59879\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-07 17:35:57.000000+00:00\", \"2019-05-11 07:45:00.000000+00:00\", \"2019-10-27 11:26:18.000000+00:00\", \"2022-05-22 19:47:27.000000+00:00\", \"2021-05-05 06:32:01.000000+00:00\", \"2023-04-23 23:38:27.000000+00:00\", \"2020-05-02 02:48:57.000000+00:00\", \"2020-02-01 04:02:04.000000+00:00\", \"2020-02-17 04:05:47.000000+00:00\", \"2022-10-16 12:54:30.000000+00:00\", \"2023-06-19 04:33:37.000000+00:00\"], \"session_ids\": [\"b7030f1d-95ce-4003-8618-96b15eccf395\", \"0638dbd2-904c-4442-a66c-2c92cb1206ed\", \"354181b6-516a-42af-aea3-2ef5e997044e\", \"beed5316-e538-47a7-ac21-3bb60d18c89a\", \"8e90baf0-c0e6-4ae8-833d-5d684450224a\", \"1411198b-3cab-4fa7-a25d-2f1f8f4b9a8e\", \"cc177d27-ea18-456f-9885-cd5adc970eed\", \"100a92e8-ddcd-49dd-b7a1-f375f5a20267\", \"9595295f-f798-4038-9acd-e1660986a647\", \"4ec81411-ec49-4987-8971-aa5408b6a6c4\", \"40c391af-0cf9-4e3b-a7b0-8dd8015923a2\"], \"total_duration\": 6486.0, \"total_sessions\": 11, \"mean_week_duration\": 30.167}, \"16256\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-24 19:05:26.000000+00:00\", \"2019-03-05 09:03:20.000000+00:00\", \"2020-04-14 00:30:35.000000+00:00\", \"2021-09-18 02:07:48.000000+00:00\", \"2021-10-21 18:07:23.000000+00:00\", \"2019-11-19 03:48:45.000000+00:00\", \"2020-11-02 05:41:54.000000+00:00\"], \"session_ids\": [\"1132cb4c-e1ad-489a-a9e3-449ff65f6417\", \"9d2ef7ec-16e0-47b6-9a42-c171490c8ebe\", \"72a28b79-422a-4280-af38-fd48e536ee0d\", \"f69c8e80-7846-4645-ae91-bb3075d762e4\", \"94cf6520-b43b-49b6-97d0-5b7d07d7d62f\", \"efc1398f-c1ab-4852-9e7c-55568f153656\", \"9f919f75-cdea-4e86-90e0-a4fe252c0136\"], \"total_duration\": 7150.0, \"total_sessions\": 7, \"mean_week_duration\": 51.812}}\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[{\"39702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-27 01:33:50.000000+00:00\", \"2022-06-11 11:51:22.000000+00:00\"], \"session_ids\": [\"0164d544-0ea1-4f82-868f-9bf0f008776b\", \"cc1b35e0-1ecf-4153-98df-af4940fcb979\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.721}}, {\"11616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-06 04:36:08.000000+00:00\", \"2022-10-08 00:37:32.000000+00:00\"], \"session_ids\": [\"629d10d4-5b9e-4ebe-9503-d2922358aef1\", \"5b9d73e7-c582-4cc3-870f-9f80f5185a52\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 0.819}}, {\"30807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-13 09:24:57.000000+00:00\", \"2021-01-18 04:42:46.000000+00:00\"], \"session_ids\": [\"1f6eefdd-f9ac-495e-a94e-7021717204c6\", \"bba315f5-4df6-4d7f-8356-54ca03eda4e4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.845}}, {\"19488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-06 07:51:28.000000+00:00\", \"2019-03-19 02:22:58.000000+00:00\", \"2020-06-29 08:08:50.000000+00:00\"], \"session_ids\": [\"88499f96-9a1a-427c-bafa-4a09c18000ee\", \"4c83a07f-91ca-4177-9b4e-26fcd710b5a7\", \"95e6c25f-874e-4e1b-8d85-d09c50748270\"], \"total_duration\": 166.0, \"total_sessions\": 3, \"mean_week_duration\": 2.049}}, {\"30736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-24 05:42:24.000000+00:00\", \"2023-02-22 23:32:52.000000+00:00\", \"2020-07-31 07:35:33.000000+00:00\"], \"session_ids\": [\"c38fafec-f002-4314-8d65-cdf118968533\", \"f3348b1d-3414-4a4a-a737-3328861bf95f\", \"a2d17f71-a67d-49ad-b3af-6d12284b47fe\"], \"total_duration\": 488.0, \"total_sessions\": 3, \"mean_week_duration\": 3.642}}, {\"16256\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-24 19:05:26.000000+00:00\", \"2019-03-05 09:03:20.000000+00:00\", \"2020-04-14 00:30:35.000000+00:00\", \"2021-09-18 02:07:48.000000+00:00\", \"2021-10-21 18:07:23.000000+00:00\", \"2019-11-19 03:48:45.000000+00:00\", \"2020-11-02 05:41:54.000000+00:00\"], \"session_ids\": [\"1132cb4c-e1ad-489a-a9e3-449ff65f6417\", \"9d2ef7ec-16e0-47b6-9a42-c171490c8ebe\", \"72a28b79-422a-4280-af38-fd48e536ee0d\", \"f69c8e80-7846-4645-ae91-bb3075d762e4\", \"94cf6520-b43b-49b6-97d0-5b7d07d7d62f\", \"efc1398f-c1ab-4852-9e7c-55568f153656\", \"9f919f75-cdea-4e86-90e0-a4fe252c0136\"], \"total_duration\": 7150.0, \"total_sessions\": 7, \"mean_week_duration\": 51.812}}, {\"59879\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-07 17:35:57.000000+00:00\", \"2019-05-11 07:45:00.000000+00:00\", \"2019-10-27 11:26:18.000000+00:00\", \"2022-05-22 19:47:27.000000+00:00\", \"2021-05-05 06:32:01.000000+00:00\", \"2023-04-23 23:38:27.000000+00:00\", \"2020-05-02 02:48:57.000000+00:00\", \"2020-02-01 04:02:04.000000+00:00\", \"2020-02-17 04:05:47.000000+00:00\", \"2022-10-16 12:54:30.000000+00:00\", \"2023-06-19 04:33:37.000000+00:00\"], \"session_ids\": [\"b7030f1d-95ce-4003-8618-96b15eccf395\", \"0638dbd2-904c-4442-a66c-2c92cb1206ed\", \"354181b6-516a-42af-aea3-2ef5e997044e\", \"beed5316-e538-47a7-ac21-3bb60d18c89a\", \"8e90baf0-c0e6-4ae8-833d-5d684450224a\", \"1411198b-3cab-4fa7-a25d-2f1f8f4b9a8e\", \"cc177d27-ea18-456f-9885-cd5adc970eed\", \"100a92e8-ddcd-49dd-b7a1-f375f5a20267\", \"9595295f-f798-4038-9acd-e1660986a647\", \"4ec81411-ec49-4987-8971-aa5408b6a6c4\", \"40c391af-0cf9-4e3b-a7b0-8dd8015923a2\"], \"total_duration\": 6486.0, \"total_sessions\": 11, \"mean_week_duration\": 30.167}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"39702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-27 01:33:50.000000+00:00\", \"2022-06-11 11:51:22.000000+00:00\"], \"session_ids\": [\"0164d544-0ea1-4f82-868f-9bf0f008776b\", \"cc1b35e0-1ecf-4153-98df-af4940fcb979\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.721}}, {\"11616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-06 04:36:08.000000+00:00\", \"2022-10-08 00:37:32.000000+00:00\"], \"session_ids\": [\"629d10d4-5b9e-4ebe-9503-d2922358aef1\", \"5b9d73e7-c582-4cc3-870f-9f80f5185a52\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 0.819}}, {\"30807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-13 09:24:57.000000+00:00\", \"2021-01-18 04:42:46.000000+00:00\"], \"session_ids\": [\"1f6eefdd-f9ac-495e-a94e-7021717204c6\", \"bba315f5-4df6-4d7f-8356-54ca03eda4e4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.845}}]\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[{\"39702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-27 01:33:50.000000+00:00\", \"2022-06-11 11:51:22.000000+00:00\"], \"session_ids\": [\"0164d544-0ea1-4f82-868f-9bf0f008776b\", \"cc1b35e0-1ecf-4153-98df-af4940fcb979\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.721}}, {\"11616\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-06 04:36:08.000000+00:00\", \"2022-10-08 00:37:32.000000+00:00\"], \"session_ids\": [\"629d10d4-5b9e-4ebe-9503-d2922358aef1\", \"5b9d73e7-c582-4cc3-870f-9f80f5185a52\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 0.819}}, {\"30807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-13 09:24:57.000000+00:00\", \"2021-01-18 04:42:46.000000+00:00\"], \"session_ids\": [\"1f6eefdd-f9ac-495e-a94e-7021717204c6\", \"bba315f5-4df6-4d7f-8356-54ca03eda4e4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.845}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on users who have quantity of sessions greater than 5 and less than 7 and execute sorting by overall total sessions in asc and in addition remain only 3 entries." } ]
[ { "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{\"99691\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-14 14:58:50.000000+00:00\", \"2023-06-21 23:00:54.000000+00:00\", \"2023-03-21 21:48:22.000000+00:00\", \"2021-04-12 18:17:06.000000+00:00\", \"2021-04-24 01:33:01.000000+00:00\", \"2020-08-29 20:26:43.000000+00:00\"], \"session_ids\": [\"173bc6ee-0cf0-431e-b2a7-e78d44f53517\", \"27b816fb-ff4f-4fbe-b1fe-3806593f0d0d\", \"2e5d5205-e9a5-4bc6-bb70-36a1b4563ec8\", \"8024802f-3e4e-4043-bf01-fa902ec5c069\", \"48072800-6cfe-4119-b234-e645b212718d\", \"ea7d401b-1641-4f21-8b36-431fedc639e8\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.51}, \"85190\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-09 21:33:20.000000+00:00\", \"2020-11-18 09:52:02.000000+00:00\", \"2022-08-06 06:15:27.000000+00:00\"], \"session_ids\": [\"dc664b35-c379-4278-b304-c712e7ffcc71\", \"45e14cfe-0d36-457e-810d-7f01a128e631\", \"ae93f8c3-6ec2-40bb-bb51-58c6a8e1b839\"], \"total_duration\": 266.0, \"total_sessions\": 3, \"mean_week_duration\": 2.687}, \"88892\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-15 08:46:24.000000+00:00\", \"2021-12-11 01:42:58.000000+00:00\", \"2022-07-04 07:53:29.000000+00:00\"], \"session_ids\": [\"fcc2d281-cd12-458f-bd53-1d07c7903c68\", \"35974926-ec9a-43a5-922b-e9f5351e747a\", \"66ecfede-063d-486a-a90c-ba7b34c57f75\"], \"total_duration\": 831.0, \"total_sessions\": 3, \"mean_week_duration\": 5.067}, \"45928\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-04-29 21:03:51.000000+00:00\", \"2021-03-24 04:25:17.000000+00:00\"], \"session_ids\": [\"eadb08d3-89e4-4222-aef5-a9817d55874e\", \"99184b88-cb87-4ff8-9e0e-d78f6d51a33c\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 2.069}, \"65800\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-27 09:57:15.000000+00:00\", \"2020-02-16 10:10:24.000000+00:00\"], \"session_ids\": [\"2e73c2ce-5f21-4ff1-a045-bd930d85cae9\", \"c8e68625-7c75-4b71-a007-e2c8276747d8\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 2.479}, \"73859\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-18 20:02:58.000000+00:00\", \"2020-12-17 10:24:07.000000+00:00\"], \"session_ids\": [\"1195ac99-badf-4616-af6c-ddd66b1391c2\", \"4689f525-2886-45f9-8ac6-b7253b7666a4\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.816}, \"71589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-03-29 09:03:55.000000+00:00\", \"2021-09-03 23:56:53.000000+00:00\"], \"session_ids\": [\"2a069d6e-cc6c-4725-a155-20a98bb12b05\", \"25a05797-af4b-498a-96ae-78dd1aca8d9f\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 0.874}, \"7870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-26 14:29:51.000000+00:00\", \"2021-03-16 09:58:23.000000+00:00\", \"2019-10-16 13:46:46.000000+00:00\"], \"session_ids\": [\"babfd8e8-17ad-4aeb-b083-37f0f819295d\", \"2aed32ac-ea5f-4604-87bd-43d6da5f20a7\", \"cc65c326-1e81-4196-9e9d-bbc35ec08b4b\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.84}, \"23670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-17 07:51:41.000000+00:00\", \"2022-06-05 09:43:49.000000+00:00\", \"2022-01-20 21:04:47.000000+00:00\", \"2022-11-14 16:23:41.000000+00:00\", \"2021-06-04 17:22:50.000000+00:00\"], \"session_ids\": [\"1a42c2e1-6d6d-4d0f-9e65-0a6d2bf404a7\", \"b333b890-f304-4ff4-87e4-166f006fbc5d\", \"d48140e8-b0e0-4ead-bb00-24951d0be20f\", \"de94dfd1-ff31-46e0-8dc1-b8c572add0de\", \"ddf49e40-9ab2-441d-bfba-944f606b861a\"], \"total_duration\": 86.0, \"total_sessions\": 5, \"mean_week_duration\": 1.132}, \"67274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-09 20:09:06.000000+00:00\", \"2020-11-25 07:24:11.000000+00:00\", \"2020-11-04 06:41:20.000000+00:00\", \"2020-04-15 19:25:16.000000+00:00\", \"2020-05-28 12:50:26.000000+00:00\", \"2021-08-27 11:33:20.000000+00:00\"], \"session_ids\": [\"f4eebc67-2f5d-42e9-9f35-884c60c08c7f\", \"ca1d5917-5da4-48fc-a455-b66361768aa5\", \"bf2fb744-a1c9-45fa-8cab-f2dd35a32ed4\", \"0c7c979a-5167-4982-9629-93e9c592ff96\", \"c6208d21-4458-45c3-b8c7-d93f8aef1d37\", \"8c9c7572-5ad9-4fb6-ac03-75e25ac56b15\"], \"total_duration\": 4214.0, \"total_sessions\": 6, \"mean_week_duration\": 32.667}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 5 and are equal or less than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"99691\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-14 14:58:50.000000+00:00\", \"2023-06-21 23:00:54.000000+00:00\", \"2023-03-21 21:48:22.000000+00:00\", \"2021-04-12 18:17:06.000000+00:00\", \"2021-04-24 01:33:01.000000+00:00\", \"2020-08-29 20:26:43.000000+00:00\"], \"session_ids\": [\"173bc6ee-0cf0-431e-b2a7-e78d44f53517\", \"27b816fb-ff4f-4fbe-b1fe-3806593f0d0d\", \"2e5d5205-e9a5-4bc6-bb70-36a1b4563ec8\", \"8024802f-3e4e-4043-bf01-fa902ec5c069\", \"48072800-6cfe-4119-b234-e645b212718d\", \"ea7d401b-1641-4f21-8b36-431fedc639e8\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.51}, \"23670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-17 07:51:41.000000+00:00\", \"2022-06-05 09:43:49.000000+00:00\", \"2022-01-20 21:04:47.000000+00:00\", \"2022-11-14 16:23:41.000000+00:00\", \"2021-06-04 17:22:50.000000+00:00\"], \"session_ids\": [\"1a42c2e1-6d6d-4d0f-9e65-0a6d2bf404a7\", \"b333b890-f304-4ff4-87e4-166f006fbc5d\", \"d48140e8-b0e0-4ead-bb00-24951d0be20f\", \"de94dfd1-ff31-46e0-8dc1-b8c572add0de\", \"ddf49e40-9ab2-441d-bfba-944f606b861a\"], \"total_duration\": 86.0, \"total_sessions\": 5, \"mean_week_duration\": 1.132}, \"67274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-09 20:09:06.000000+00:00\", \"2020-11-25 07:24:11.000000+00:00\", \"2020-11-04 06:41:20.000000+00:00\", \"2020-04-15 19:25:16.000000+00:00\", \"2020-05-28 12:50:26.000000+00:00\", \"2021-08-27 11:33:20.000000+00:00\"], \"session_ids\": [\"f4eebc67-2f5d-42e9-9f35-884c60c08c7f\", \"ca1d5917-5da4-48fc-a455-b66361768aa5\", \"bf2fb744-a1c9-45fa-8cab-f2dd35a32ed4\", \"0c7c979a-5167-4982-9629-93e9c592ff96\", \"c6208d21-4458-45c3-b8c7-d93f8aef1d37\", \"8c9c7572-5ad9-4fb6-ac03-75e25ac56b15\"], \"total_duration\": 4214.0, \"total_sessions\": 6, \"mean_week_duration\": 32.667}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "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[{\"23670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-17 07:51:41.000000+00:00\", \"2022-06-05 09:43:49.000000+00:00\", \"2022-01-20 21:04:47.000000+00:00\", \"2022-11-14 16:23:41.000000+00:00\", \"2021-06-04 17:22:50.000000+00:00\"], \"session_ids\": [\"1a42c2e1-6d6d-4d0f-9e65-0a6d2bf404a7\", \"b333b890-f304-4ff4-87e4-166f006fbc5d\", \"d48140e8-b0e0-4ead-bb00-24951d0be20f\", \"de94dfd1-ff31-46e0-8dc1-b8c572add0de\", \"ddf49e40-9ab2-441d-bfba-944f606b861a\"], \"total_duration\": 86.0, \"total_sessions\": 5, \"mean_week_duration\": 1.132}}, {\"99691\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-14 14:58:50.000000+00:00\", \"2023-06-21 23:00:54.000000+00:00\", \"2023-03-21 21:48:22.000000+00:00\", \"2021-04-12 18:17:06.000000+00:00\", \"2021-04-24 01:33:01.000000+00:00\", \"2020-08-29 20:26:43.000000+00:00\"], \"session_ids\": [\"173bc6ee-0cf0-431e-b2a7-e78d44f53517\", \"27b816fb-ff4f-4fbe-b1fe-3806593f0d0d\", \"2e5d5205-e9a5-4bc6-bb70-36a1b4563ec8\", \"8024802f-3e4e-4043-bf01-fa902ec5c069\", \"48072800-6cfe-4119-b234-e645b212718d\", \"ea7d401b-1641-4f21-8b36-431fedc639e8\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.51}}, {\"67274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-09 20:09:06.000000+00:00\", \"2020-11-25 07:24:11.000000+00:00\", \"2020-11-04 06:41:20.000000+00:00\", \"2020-04-15 19:25:16.000000+00:00\", \"2020-05-28 12:50:26.000000+00:00\", \"2021-08-27 11:33:20.000000+00:00\"], \"session_ids\": [\"f4eebc67-2f5d-42e9-9f35-884c60c08c7f\", \"ca1d5917-5da4-48fc-a455-b66361768aa5\", \"bf2fb744-a1c9-45fa-8cab-f2dd35a32ed4\", \"0c7c979a-5167-4982-9629-93e9c592ff96\", \"c6208d21-4458-45c3-b8c7-d93f8aef1d37\", \"8c9c7572-5ad9-4fb6-ac03-75e25ac56b15\"], \"total_duration\": 4214.0, \"total_sessions\": 6, \"mean_week_duration\": 32.667}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"23670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-17 07:51:41.000000+00:00\", \"2022-06-05 09:43:49.000000+00:00\", \"2022-01-20 21:04:47.000000+00:00\", \"2022-11-14 16:23:41.000000+00:00\", \"2021-06-04 17:22:50.000000+00:00\"], \"session_ids\": [\"1a42c2e1-6d6d-4d0f-9e65-0a6d2bf404a7\", \"b333b890-f304-4ff4-87e4-166f006fbc5d\", \"d48140e8-b0e0-4ead-bb00-24951d0be20f\", \"de94dfd1-ff31-46e0-8dc1-b8c572add0de\", \"ddf49e40-9ab2-441d-bfba-944f606b861a\"], \"total_duration\": 86.0, \"total_sessions\": 5, \"mean_week_duration\": 1.132}}, {\"99691\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-14 14:58:50.000000+00:00\", \"2023-06-21 23:00:54.000000+00:00\", \"2023-03-21 21:48:22.000000+00:00\", \"2021-04-12 18:17:06.000000+00:00\", \"2021-04-24 01:33:01.000000+00:00\", \"2020-08-29 20:26:43.000000+00:00\"], \"session_ids\": [\"173bc6ee-0cf0-431e-b2a7-e78d44f53517\", \"27b816fb-ff4f-4fbe-b1fe-3806593f0d0d\", \"2e5d5205-e9a5-4bc6-bb70-36a1b4563ec8\", \"8024802f-3e4e-4043-bf01-fa902ec5c069\", \"48072800-6cfe-4119-b234-e645b212718d\", \"ea7d401b-1641-4f21-8b36-431fedc639e8\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.51}}, {\"67274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-09 20:09:06.000000+00:00\", \"2020-11-25 07:24:11.000000+00:00\", \"2020-11-04 06:41:20.000000+00:00\", \"2020-04-15 19:25:16.000000+00:00\", \"2020-05-28 12:50:26.000000+00:00\", \"2021-08-27 11:33:20.000000+00:00\"], \"session_ids\": [\"f4eebc67-2f5d-42e9-9f35-884c60c08c7f\", \"ca1d5917-5da4-48fc-a455-b66361768aa5\", \"bf2fb744-a1c9-45fa-8cab-f2dd35a32ed4\", \"0c7c979a-5167-4982-9629-93e9c592ff96\", \"c6208d21-4458-45c3-b8c7-d93f8aef1d37\", \"8c9c7572-5ad9-4fb6-ac03-75e25ac56b15\"], \"total_duration\": 4214.0, \"total_sessions\": 6, \"mean_week_duration\": 32.667}}]\n```\n" } ]