conversations
list
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 3 users whose time spent on the site is equal to 2365 additionaly put to use sorting by name of the city descending additionaly provide me only with 4 pieces of data." } ]
[ { "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{\"68043\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-11-18 14:47:24.000000+00:00\", \"2020-07-21 09:11:31.000000+00:00\", \"2022-07-11 23:51:25.000000+00:00\"], \"session_ids\": [\"ed62a7ac-2fbf-46a0-81d1-789a99dcb926\", \"9f6e1cbc-641d-449a-a7bf-dd0f74fa2ea8\", \"b77224b1-1cb1-403f-9ff6-9d9373944c5a\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 1.068}, \"67055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-16 03:43:51.000000+00:00\", \"2020-06-29 06:13:11.000000+00:00\"], \"session_ids\": [\"1efbd473-7d66-4431-8773-450f5336ebb0\", \"84c059f3-c93a-4032-96ee-4665b0e0d474\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 1.969}, \"36082\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-07 00:04:24.000000+00:00\", \"2020-12-19 03:35:23.000000+00:00\", \"2020-09-24 23:00:45.000000+00:00\"], \"session_ids\": [\"2fb9ad8a-1741-4074-a933-fdce4c5825bf\", \"d0da65d0-f56c-42a4-99db-d2ef445cd800\", \"3e26d51e-5f41-443c-83c5-04234e4c1557\"], \"total_duration\": 749.0, \"total_sessions\": 3, \"mean_week_duration\": 8.054}, \"92502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-15 10:53:26.000000+00:00\", \"2019-10-27 20:56:24.000000+00:00\"], \"session_ids\": [\"8324e797-9b07-4709-8f20-c1d4408f50b0\", \"8dd7a126-7c2c-4520-9c87-0fb90158ff82\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.214}, \"65525\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-24 18:08:13.000000+00:00\", \"2023-04-27 21:31:05.000000+00:00\"], \"session_ids\": [\"440a190d-d266-48e4-acc0-e5fdd538b13f\", \"7d0e9713-b421-41e8-b296-10cf79f0b9f7\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.165}, \"90110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-09-26 08:09:45.000000+00:00\", \"2022-07-17 12:38:34.000000+00:00\"], \"session_ids\": [\"d06a04c1-eec0-4258-8160-a14bc6b62515\", \"183126e7-bcd5-4815-b337-59f0f397f0aa\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.9}, \"11888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-01-17 19:39:27.000000+00:00\", \"2022-07-17 08:12:55.000000+00:00\"], \"session_ids\": [\"971bb577-81bd-40d2-a982-1a5fdd4272f3\", \"f20cd33e-5782-4586-af1e-7cf40a8a721b\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 5.731}, \"71818\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-27 01:16:25.000000+00:00\", \"2022-11-05 17:23:24.000000+00:00\", \"2022-01-23 03:05:39.000000+00:00\"], \"session_ids\": [\"37002928-ae29-47b0-b705-3e833f9952a9\", \"f8477f46-74c1-4508-814a-b98c02cef5fd\", \"e2c5b3a2-b48b-47de-b057-3b576d50a9dc\"], \"total_duration\": 553.0, \"total_sessions\": 3, \"mean_week_duration\": 12.289}, \"92541\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-05 13:08:01.000000+00:00\", \"2022-02-06 18:39:56.000000+00:00\"], \"session_ids\": [\"d8b84c08-79a7-4248-b604-1b33a5877e33\", \"50d8526b-90e3-4fd3-876c-94e81e9fa56a\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 2.899}, \"48459\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-19 09:04:06.000000+00:00\", \"2022-02-26 22:43:34.000000+00:00\"], \"session_ids\": [\"aa20bf95-c7f8-4691-8992-4c174c2f8d2a\", \"974c8b7e-386f-4f12-a1e8-4679895ee7d0\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.833}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are 2365" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[2365, 3479]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to finish my work on 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": "Display to me users pieces of information who have total amount of duration bigger than 2725 and smaller than 668 (not including) additionaly apply sorting by town title descendingly as well as provide me only with 4 pieces of data." } ]
[ { "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{\"74853\": {\"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\": 8, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-07 11:08:11.000000+00:00\", \"2022-02-10 01:06:19.000000+00:00\"], \"session_ids\": [\"a24726e0-b604-4216-aad7-502941930e94\", \"5f84d1e2-8af1-493b-91f7-bd84b43fa2b6\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.778}, \"80842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-05 05:43:27.000000+00:00\", \"2020-01-19 07:52:50.000000+00:00\", \"2020-04-22 08:43:53.000000+00:00\", \"2022-02-25 01:27:07.000000+00:00\", \"2020-01-09 12:03:14.000000+00:00\", \"2021-07-24 13:02:55.000000+00:00\"], \"session_ids\": [\"20020ae4-2e6a-4264-9e4a-dc95fbfa09d8\", \"691280a0-f832-4c40-ba2f-4a91d8813641\", \"62ab232b-1159-448e-b8e0-8c90ec4feaaf\", \"a365f477-ceeb-4e2f-8883-e7a68c0025a6\", \"c85fc9a7-32f8-4e23-8e90-e50626896774\", \"7c3c8f5c-5a83-4db1-9d7e-dd844e6b0ede\"], \"total_duration\": 5063.0, \"total_sessions\": 6, \"mean_week_duration\": 45.613}, \"64443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-10 17:22:29.000000+00:00\", \"2020-07-27 16:43:43.000000+00:00\"], \"session_ids\": [\"7572e735-8036-4712-bd02-d069a5ee16d9\", \"b2a0eb2c-be2c-4391-9513-6bedd062aa2a\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.408}, \"48276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-16 23:35:20.000000+00:00\", \"2022-10-02 14:12:32.000000+00:00\"], \"session_ids\": [\"bb977365-dbc4-4e80-8071-53b5d8732145\", \"d9334cd3-af99-42ad-b7b2-1ad64713ec0d\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.181}, \"22128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-05-21 23:56:16.000000+00:00\", \"2019-07-09 13:48:54.000000+00:00\"], \"session_ids\": [\"52324d0e-bf0e-4034-9308-b7a782b0b196\", \"b5530326-03d6-46af-969b-6caf640c1aa5\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 1.807}, \"91633\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-25 13:12:53.000000+00:00\", \"2020-09-18 15:57:31.000000+00:00\"], \"session_ids\": [\"507091d7-b83f-49bf-a4e1-b3f2763bf846\", \"622b5a47-349b-46c8-a301-ba94b0e884fb\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 4.707}, \"90067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-14 10:50:26.000000+00:00\", \"2020-03-18 09:42:00.000000+00:00\", \"2021-01-14 10:52:30.000000+00:00\"], \"session_ids\": [\"ab81c0aa-7623-46b0-8f18-f439a55f1da0\", \"2b64cf5c-d9b1-4d50-8636-ec20aeaf7c73\", \"ed4deff2-6723-470f-a6f3-0872e89779c9\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}, \"24871\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-11-02 22:07:18.000000+00:00\", \"2023-01-15 14:58:18.000000+00:00\"], \"session_ids\": [\"84679b71-91d1-4b47-8e15-49b48b42133e\", \"e26185b6-292f-43e4-a732-4310ac114754\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}, \"9487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-12 07:32:24.000000+00:00\", \"2021-05-12 02:25:29.000000+00:00\"], \"session_ids\": [\"64194c62-5187-4809-a5f6-0aed1abd6508\", \"fef5f725-b95e-450f-8f44-cf254d94fcfa\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}, \"15441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-16 11:26:06.000000+00:00\", \"2020-03-30 06:43:47.000000+00:00\", \"2021-06-06 22:05:51.000000+00:00\", \"2022-10-13 21:24:48.000000+00:00\", \"2019-03-02 21:26:09.000000+00:00\", \"2021-02-09 09:00:03.000000+00:00\", \"2022-03-25 14:14:22.000000+00:00\", \"2020-07-04 13:59:38.000000+00:00\", \"2019-12-16 08:12:57.000000+00:00\", \"2022-07-14 02:14:24.000000+00:00\"], \"session_ids\": [\"88e39b12-8232-4ff2-9fbe-94934f98b1cb\", \"711aa3c8-f072-460e-9a95-4a091b10e456\", \"171eee1b-3af4-4d39-8971-7e9d8f59accd\", \"3cd503e4-a219-4ebb-81be-bf9927b89c87\", \"7ccb80da-0511-44c5-843f-a712536fc5cb\", \"2113158a-d2d5-49d5-ae25-12db99eef50f\", \"223f112d-d060-42a0-8a5e-203724712fe2\", \"5bbd2270-3548-49a4-9200-166971f45867\", \"6ff9189a-6e7a-4c98-836c-3696f0dd2316\", \"f92765bc-73ea-499e-a029-ffc950a42b02\"], \"total_duration\": 38177.0, \"total_sessions\": 10, \"mean_week_duration\": 201.995}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 668 and are equal or greater than 2725" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[668, 2725]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74853\": {\"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\": 8, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-07 11:08:11.000000+00:00\", \"2022-02-10 01:06:19.000000+00:00\"], \"session_ids\": [\"a24726e0-b604-4216-aad7-502941930e94\", \"5f84d1e2-8af1-493b-91f7-bd84b43fa2b6\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.778}, \"64443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-10 17:22:29.000000+00:00\", \"2020-07-27 16:43:43.000000+00:00\"], \"session_ids\": [\"7572e735-8036-4712-bd02-d069a5ee16d9\", \"b2a0eb2c-be2c-4391-9513-6bedd062aa2a\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.408}, \"48276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-16 23:35:20.000000+00:00\", \"2022-10-02 14:12:32.000000+00:00\"], \"session_ids\": [\"bb977365-dbc4-4e80-8071-53b5d8732145\", \"d9334cd3-af99-42ad-b7b2-1ad64713ec0d\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.181}, \"22128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-05-21 23:56:16.000000+00:00\", \"2019-07-09 13:48:54.000000+00:00\"], \"session_ids\": [\"52324d0e-bf0e-4034-9308-b7a782b0b196\", \"b5530326-03d6-46af-969b-6caf640c1aa5\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 1.807}, \"91633\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-25 13:12:53.000000+00:00\", \"2020-09-18 15:57:31.000000+00:00\"], \"session_ids\": [\"507091d7-b83f-49bf-a4e1-b3f2763bf846\", \"622b5a47-349b-46c8-a301-ba94b0e884fb\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 4.707}, \"90067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-14 10:50:26.000000+00:00\", \"2020-03-18 09:42:00.000000+00:00\", \"2021-01-14 10:52:30.000000+00:00\"], \"session_ids\": [\"ab81c0aa-7623-46b0-8f18-f439a55f1da0\", \"2b64cf5c-d9b1-4d50-8636-ec20aeaf7c73\", \"ed4deff2-6723-470f-a6f3-0872e89779c9\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}, \"24871\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-11-02 22:07:18.000000+00:00\", \"2023-01-15 14:58:18.000000+00:00\"], \"session_ids\": [\"84679b71-91d1-4b47-8e15-49b48b42133e\", \"e26185b6-292f-43e4-a732-4310ac114754\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}, \"9487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-12 07:32:24.000000+00:00\", \"2021-05-12 02:25:29.000000+00:00\"], \"session_ids\": [\"64194c62-5187-4809-a5f6-0aed1abd6508\", \"fef5f725-b95e-450f-8f44-cf254d94fcfa\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}, \"80842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-05 05:43:27.000000+00:00\", \"2020-01-19 07:52:50.000000+00:00\", \"2020-04-22 08:43:53.000000+00:00\", \"2022-02-25 01:27:07.000000+00:00\", \"2020-01-09 12:03:14.000000+00:00\", \"2021-07-24 13:02:55.000000+00:00\"], \"session_ids\": [\"20020ae4-2e6a-4264-9e4a-dc95fbfa09d8\", \"691280a0-f832-4c40-ba2f-4a91d8813641\", \"62ab232b-1159-448e-b8e0-8c90ec4feaaf\", \"a365f477-ceeb-4e2f-8883-e7a68c0025a6\", \"c85fc9a7-32f8-4e23-8e90-e50626896774\", \"7c3c8f5c-5a83-4db1-9d7e-dd844e6b0ede\"], \"total_duration\": 5063.0, \"total_sessions\": 6, \"mean_week_duration\": 45.613}, \"15441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-16 11:26:06.000000+00:00\", \"2020-03-30 06:43:47.000000+00:00\", \"2021-06-06 22:05:51.000000+00:00\", \"2022-10-13 21:24:48.000000+00:00\", \"2019-03-02 21:26:09.000000+00:00\", \"2021-02-09 09:00:03.000000+00:00\", \"2022-03-25 14:14:22.000000+00:00\", \"2020-07-04 13:59:38.000000+00:00\", \"2019-12-16 08:12:57.000000+00:00\", \"2022-07-14 02:14:24.000000+00:00\"], \"session_ids\": [\"88e39b12-8232-4ff2-9fbe-94934f98b1cb\", \"711aa3c8-f072-460e-9a95-4a091b10e456\", \"171eee1b-3af4-4d39-8971-7e9d8f59accd\", \"3cd503e4-a219-4ebb-81be-bf9927b89c87\", \"7ccb80da-0511-44c5-843f-a712536fc5cb\", \"2113158a-d2d5-49d5-ae25-12db99eef50f\", \"223f112d-d060-42a0-8a5e-203724712fe2\", \"5bbd2270-3548-49a4-9200-166971f45867\", \"6ff9189a-6e7a-4c98-836c-3696f0dd2316\", \"f92765bc-73ea-499e-a029-ffc950a42b02\"], \"total_duration\": 38177.0, \"total_sessions\": 10, \"mean_week_duration\": 201.995}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"64443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-10 17:22:29.000000+00:00\", \"2020-07-27 16:43:43.000000+00:00\"], \"session_ids\": [\"7572e735-8036-4712-bd02-d069a5ee16d9\", \"b2a0eb2c-be2c-4391-9513-6bedd062aa2a\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.408}}, {\"74853\": {\"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\": 8, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-07 11:08:11.000000+00:00\", \"2022-02-10 01:06:19.000000+00:00\"], \"session_ids\": [\"a24726e0-b604-4216-aad7-502941930e94\", \"5f84d1e2-8af1-493b-91f7-bd84b43fa2b6\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.778}}, {\"48276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-16 23:35:20.000000+00:00\", \"2022-10-02 14:12:32.000000+00:00\"], \"session_ids\": [\"bb977365-dbc4-4e80-8071-53b5d8732145\", \"d9334cd3-af99-42ad-b7b2-1ad64713ec0d\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.181}}, {\"15441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-16 11:26:06.000000+00:00\", \"2020-03-30 06:43:47.000000+00:00\", \"2021-06-06 22:05:51.000000+00:00\", \"2022-10-13 21:24:48.000000+00:00\", \"2019-03-02 21:26:09.000000+00:00\", \"2021-02-09 09:00:03.000000+00:00\", \"2022-03-25 14:14:22.000000+00:00\", \"2020-07-04 13:59:38.000000+00:00\", \"2019-12-16 08:12:57.000000+00:00\", \"2022-07-14 02:14:24.000000+00:00\"], \"session_ids\": [\"88e39b12-8232-4ff2-9fbe-94934f98b1cb\", \"711aa3c8-f072-460e-9a95-4a091b10e456\", \"171eee1b-3af4-4d39-8971-7e9d8f59accd\", \"3cd503e4-a219-4ebb-81be-bf9927b89c87\", \"7ccb80da-0511-44c5-843f-a712536fc5cb\", \"2113158a-d2d5-49d5-ae25-12db99eef50f\", \"223f112d-d060-42a0-8a5e-203724712fe2\", \"5bbd2270-3548-49a4-9200-166971f45867\", \"6ff9189a-6e7a-4c98-836c-3696f0dd2316\", \"f92765bc-73ea-499e-a029-ffc950a42b02\"], \"total_duration\": 38177.0, \"total_sessions\": 10, \"mean_week_duration\": 201.995}}, {\"90067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-14 10:50:26.000000+00:00\", \"2020-03-18 09:42:00.000000+00:00\", \"2021-01-14 10:52:30.000000+00:00\"], \"session_ids\": [\"ab81c0aa-7623-46b0-8f18-f439a55f1da0\", \"2b64cf5c-d9b1-4d50-8636-ec20aeaf7c73\", \"ed4deff2-6723-470f-a6f3-0872e89779c9\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}}, {\"22128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-05-21 23:56:16.000000+00:00\", \"2019-07-09 13:48:54.000000+00:00\"], \"session_ids\": [\"52324d0e-bf0e-4034-9308-b7a782b0b196\", \"b5530326-03d6-46af-969b-6caf640c1aa5\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 1.807}}, {\"9487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-12 07:32:24.000000+00:00\", \"2021-05-12 02:25:29.000000+00:00\"], \"session_ids\": [\"64194c62-5187-4809-a5f6-0aed1abd6508\", \"fef5f725-b95e-450f-8f44-cf254d94fcfa\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}}, {\"91633\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-25 13:12:53.000000+00:00\", \"2020-09-18 15:57:31.000000+00:00\"], \"session_ids\": [\"507091d7-b83f-49bf-a4e1-b3f2763bf846\", \"622b5a47-349b-46c8-a301-ba94b0e884fb\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 4.707}}, {\"80842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-05 05:43:27.000000+00:00\", \"2020-01-19 07:52:50.000000+00:00\", \"2020-04-22 08:43:53.000000+00:00\", \"2022-02-25 01:27:07.000000+00:00\", \"2020-01-09 12:03:14.000000+00:00\", \"2021-07-24 13:02:55.000000+00:00\"], \"session_ids\": [\"20020ae4-2e6a-4264-9e4a-dc95fbfa09d8\", \"691280a0-f832-4c40-ba2f-4a91d8813641\", \"62ab232b-1159-448e-b8e0-8c90ec4feaaf\", \"a365f477-ceeb-4e2f-8883-e7a68c0025a6\", \"c85fc9a7-32f8-4e23-8e90-e50626896774\", \"7c3c8f5c-5a83-4db1-9d7e-dd844e6b0ede\"], \"total_duration\": 5063.0, \"total_sessions\": 6, \"mean_week_duration\": 45.613}}, {\"24871\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-11-02 22:07:18.000000+00:00\", \"2023-01-15 14:58:18.000000+00:00\"], \"session_ids\": [\"84679b71-91d1-4b47-8e15-49b48b42133e\", \"e26185b6-292f-43e4-a732-4310ac114754\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}}]\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[{\"64443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-10 17:22:29.000000+00:00\", \"2020-07-27 16:43:43.000000+00:00\"], \"session_ids\": [\"7572e735-8036-4712-bd02-d069a5ee16d9\", \"b2a0eb2c-be2c-4391-9513-6bedd062aa2a\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.408}}, {\"74853\": {\"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\": 8, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-07 11:08:11.000000+00:00\", \"2022-02-10 01:06:19.000000+00:00\"], \"session_ids\": [\"a24726e0-b604-4216-aad7-502941930e94\", \"5f84d1e2-8af1-493b-91f7-bd84b43fa2b6\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.778}}, {\"48276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-16 23:35:20.000000+00:00\", \"2022-10-02 14:12:32.000000+00:00\"], \"session_ids\": [\"bb977365-dbc4-4e80-8071-53b5d8732145\", \"d9334cd3-af99-42ad-b7b2-1ad64713ec0d\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.181}}, {\"15441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-16 11:26:06.000000+00:00\", \"2020-03-30 06:43:47.000000+00:00\", \"2021-06-06 22:05:51.000000+00:00\", \"2022-10-13 21:24:48.000000+00:00\", \"2019-03-02 21:26:09.000000+00:00\", \"2021-02-09 09:00:03.000000+00:00\", \"2022-03-25 14:14:22.000000+00:00\", \"2020-07-04 13:59:38.000000+00:00\", \"2019-12-16 08:12:57.000000+00:00\", \"2022-07-14 02:14:24.000000+00:00\"], \"session_ids\": [\"88e39b12-8232-4ff2-9fbe-94934f98b1cb\", \"711aa3c8-f072-460e-9a95-4a091b10e456\", \"171eee1b-3af4-4d39-8971-7e9d8f59accd\", \"3cd503e4-a219-4ebb-81be-bf9927b89c87\", \"7ccb80da-0511-44c5-843f-a712536fc5cb\", \"2113158a-d2d5-49d5-ae25-12db99eef50f\", \"223f112d-d060-42a0-8a5e-203724712fe2\", \"5bbd2270-3548-49a4-9200-166971f45867\", \"6ff9189a-6e7a-4c98-836c-3696f0dd2316\", \"f92765bc-73ea-499e-a029-ffc950a42b02\"], \"total_duration\": 38177.0, \"total_sessions\": 10, \"mean_week_duration\": 201.995}}]\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[{\"64443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-02-10 17:22:29.000000+00:00\", \"2020-07-27 16:43:43.000000+00:00\"], \"session_ids\": [\"7572e735-8036-4712-bd02-d069a5ee16d9\", \"b2a0eb2c-be2c-4391-9513-6bedd062aa2a\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.408}}, {\"74853\": {\"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\": 8, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-07 11:08:11.000000+00:00\", \"2022-02-10 01:06:19.000000+00:00\"], \"session_ids\": [\"a24726e0-b604-4216-aad7-502941930e94\", \"5f84d1e2-8af1-493b-91f7-bd84b43fa2b6\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.778}}, {\"48276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-16 23:35:20.000000+00:00\", \"2022-10-02 14:12:32.000000+00:00\"], \"session_ids\": [\"bb977365-dbc4-4e80-8071-53b5d8732145\", \"d9334cd3-af99-42ad-b7b2-1ad64713ec0d\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.181}}, {\"15441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-16 11:26:06.000000+00:00\", \"2020-03-30 06:43:47.000000+00:00\", \"2021-06-06 22:05:51.000000+00:00\", \"2022-10-13 21:24:48.000000+00:00\", \"2019-03-02 21:26:09.000000+00:00\", \"2021-02-09 09:00:03.000000+00:00\", \"2022-03-25 14:14:22.000000+00:00\", \"2020-07-04 13:59:38.000000+00:00\", \"2019-12-16 08:12:57.000000+00:00\", \"2022-07-14 02:14:24.000000+00:00\"], \"session_ids\": [\"88e39b12-8232-4ff2-9fbe-94934f98b1cb\", \"711aa3c8-f072-460e-9a95-4a091b10e456\", \"171eee1b-3af4-4d39-8971-7e9d8f59accd\", \"3cd503e4-a219-4ebb-81be-bf9927b89c87\", \"7ccb80da-0511-44c5-843f-a712536fc5cb\", \"2113158a-d2d5-49d5-ae25-12db99eef50f\", \"223f112d-d060-42a0-8a5e-203724712fe2\", \"5bbd2270-3548-49a4-9200-166971f45867\", \"6ff9189a-6e7a-4c98-836c-3696f0dd2316\", \"f92765bc-73ea-499e-a029-ffc950a42b02\"], \"total_duration\": 38177.0, \"total_sessions\": 10, \"mean_week_duration\": 201.995}}]\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 with a overall duration of sessions per week that is higher than 47 and lower than 17, exclusively , moreover implement sorting by total amount of duration asc and in addition provide me only with 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{\"45501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-03-07 11:25:14.000000+00:00\", \"2019-02-07 06:46:11.000000+00:00\", \"2021-08-07 05:56:31.000000+00:00\", \"2021-02-10 09:38:38.000000+00:00\", \"2019-06-14 07:26:37.000000+00:00\", \"2020-05-15 10:43:01.000000+00:00\", \"2022-11-06 07:19:28.000000+00:00\"], \"session_ids\": [\"62656c01-cd85-4b7f-86ad-a8c1b3694573\", \"b2710125-49d8-47bc-b5c4-e1358a1d54bd\", \"6e6b6690-e208-4f50-8a60-c86cd4cfe8b9\", \"4897ac80-e9fc-4cab-b505-67e743a6b96c\", \"c1154366-64e9-4bf7-83dd-120ce9fe759a\", \"7f764380-e86f-4b32-9ce0-a8bad7d14e5f\", \"e6d8a10b-6142-4a6b-af7e-e5bc297ce929\"], \"total_duration\": 1372.0, \"total_sessions\": 7, \"mean_week_duration\": 7.0}, \"97351\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-11 08:14:12.000000+00:00\", \"2020-06-19 18:26:44.000000+00:00\"], \"session_ids\": [\"26de4591-3446-41e4-8e11-7183d5189cba\", \"86841644-f48e-4494-ac4c-039ad9141029\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 37.667}, \"92534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-07 21:40:09.000000+00:00\", \"2020-07-12 15:05:16.000000+00:00\", \"2019-08-19 13:09:33.000000+00:00\"], \"session_ids\": [\"92dbf941-2de3-4284-812c-c708a0f25ba0\", \"97882ae7-e863-40b3-8483-a45e0e86c15e\", \"cf620306-ac7d-4261-8665-0e4faeb3c8c4\"], \"total_duration\": 733.0, \"total_sessions\": 3, \"mean_week_duration\": 3.683}, \"43658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-04 10:54:30.000000+00:00\", \"2022-12-17 17:56:02.000000+00:00\"], \"session_ids\": [\"b23db45b-0278-4972-98d8-0716343a5581\", \"79d40e01-94d9-4669-90f4-793d9bbbaaea\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 2.573}, \"85661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-02 22:09:10.000000+00:00\", \"2020-01-15 04:54:26.000000+00:00\", \"2020-10-16 12:06:57.000000+00:00\", \"2021-05-07 21:29:35.000000+00:00\", \"2021-03-30 00:41:57.000000+00:00\", \"2019-05-24 07:58:51.000000+00:00\"], \"session_ids\": [\"1e173fc3-9314-48e8-b172-b0512070917b\", \"f3e30518-6209-42c3-9f4b-ae284075ca26\", \"98a31f2c-824e-4a91-bd54-6228eba16dc9\", \"c740b443-84f1-475e-9faa-21897bedd335\", \"307da62c-50ee-4bc6-bd14-1a535f9cd09d\", \"568b816d-7daf-4b84-8708-b0a986008024\"], \"total_duration\": 783.0, \"total_sessions\": 6, \"mean_week_duration\": 4.689}, \"34661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-16 15:17:42.000000+00:00\", \"2020-03-31 14:22:08.000000+00:00\"], \"session_ids\": [\"db53b7d5-8043-4283-9827-e62ba1a0c0c1\", \"321cec12-a713-4313-ad92-bcf6ee03b624\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 0.913}, \"89215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-06 02:55:27.000000+00:00\", \"2019-09-15 10:48:51.000000+00:00\"], \"session_ids\": [\"69396ab2-5bce-45aa-9788-3edd8b7958a2\", \"1c668d0f-c761-435f-b9dc-921b3f98998c\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 5.263}, \"18564\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-03-31 07:22:54.000000+00:00\", \"2019-04-26 01:51:18.000000+00:00\", \"2021-07-25 09:53:30.000000+00:00\", \"2019-03-19 04:54:42.000000+00:00\"], \"session_ids\": [\"439868ed-e3aa-4bcf-b2de-e3b0cba0231e\", \"4daee132-caf8-4f41-b786-0a3568241a1e\", \"609f9809-794f-4983-9616-f27c10a83c6e\", \"10fe72a4-fe44-4da1-a337-10d6c6ae70bb\"], \"total_duration\": 770.0, \"total_sessions\": 4, \"mean_week_duration\": 4.843}, \"24405\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-14 07:01:13.000000+00:00\", \"2021-05-29 14:59:59.000000+00:00\"], \"session_ids\": [\"ac1fdd30-eeae-4766-b39c-1ecf2c9beb00\", \"462e5f07-9255-49db-8ed2-656376f422b8\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 11.429}, \"73525\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-03 12:57:18.000000+00:00\", \"2019-02-24 07:00:59.000000+00:00\", \"2019-01-09 09:18:35.000000+00:00\"], \"session_ids\": [\"053de4ad-d279-402b-9247-f48aa902aa5e\", \"deb53142-8f63-4ac6-9ab2-ac28e57d4f25\", \"cb4e6bcb-25d6-4872-91de-2f939edb0303\"], \"total_duration\": 264.0, \"total_sessions\": 3, \"mean_week_duration\": 4.714}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 17 and are greater than 47" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[17, 47]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-03-07 11:25:14.000000+00:00\", \"2019-02-07 06:46:11.000000+00:00\", \"2021-08-07 05:56:31.000000+00:00\", \"2021-02-10 09:38:38.000000+00:00\", \"2019-06-14 07:26:37.000000+00:00\", \"2020-05-15 10:43:01.000000+00:00\", \"2022-11-06 07:19:28.000000+00:00\"], \"session_ids\": [\"62656c01-cd85-4b7f-86ad-a8c1b3694573\", \"b2710125-49d8-47bc-b5c4-e1358a1d54bd\", \"6e6b6690-e208-4f50-8a60-c86cd4cfe8b9\", \"4897ac80-e9fc-4cab-b505-67e743a6b96c\", \"c1154366-64e9-4bf7-83dd-120ce9fe759a\", \"7f764380-e86f-4b32-9ce0-a8bad7d14e5f\", \"e6d8a10b-6142-4a6b-af7e-e5bc297ce929\"], \"total_duration\": 1372.0, \"total_sessions\": 7, \"mean_week_duration\": 7.0}, \"92534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-07 21:40:09.000000+00:00\", \"2020-07-12 15:05:16.000000+00:00\", \"2019-08-19 13:09:33.000000+00:00\"], \"session_ids\": [\"92dbf941-2de3-4284-812c-c708a0f25ba0\", \"97882ae7-e863-40b3-8483-a45e0e86c15e\", \"cf620306-ac7d-4261-8665-0e4faeb3c8c4\"], \"total_duration\": 733.0, \"total_sessions\": 3, \"mean_week_duration\": 3.683}, \"43658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-04 10:54:30.000000+00:00\", \"2022-12-17 17:56:02.000000+00:00\"], \"session_ids\": [\"b23db45b-0278-4972-98d8-0716343a5581\", \"79d40e01-94d9-4669-90f4-793d9bbbaaea\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 2.573}, \"85661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-02 22:09:10.000000+00:00\", \"2020-01-15 04:54:26.000000+00:00\", \"2020-10-16 12:06:57.000000+00:00\", \"2021-05-07 21:29:35.000000+00:00\", \"2021-03-30 00:41:57.000000+00:00\", \"2019-05-24 07:58:51.000000+00:00\"], \"session_ids\": [\"1e173fc3-9314-48e8-b172-b0512070917b\", \"f3e30518-6209-42c3-9f4b-ae284075ca26\", \"98a31f2c-824e-4a91-bd54-6228eba16dc9\", \"c740b443-84f1-475e-9faa-21897bedd335\", \"307da62c-50ee-4bc6-bd14-1a535f9cd09d\", \"568b816d-7daf-4b84-8708-b0a986008024\"], \"total_duration\": 783.0, \"total_sessions\": 6, \"mean_week_duration\": 4.689}, \"34661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-16 15:17:42.000000+00:00\", \"2020-03-31 14:22:08.000000+00:00\"], \"session_ids\": [\"db53b7d5-8043-4283-9827-e62ba1a0c0c1\", \"321cec12-a713-4313-ad92-bcf6ee03b624\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 0.913}, \"89215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-06 02:55:27.000000+00:00\", \"2019-09-15 10:48:51.000000+00:00\"], \"session_ids\": [\"69396ab2-5bce-45aa-9788-3edd8b7958a2\", \"1c668d0f-c761-435f-b9dc-921b3f98998c\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 5.263}, \"18564\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-03-31 07:22:54.000000+00:00\", \"2019-04-26 01:51:18.000000+00:00\", \"2021-07-25 09:53:30.000000+00:00\", \"2019-03-19 04:54:42.000000+00:00\"], \"session_ids\": [\"439868ed-e3aa-4bcf-b2de-e3b0cba0231e\", \"4daee132-caf8-4f41-b786-0a3568241a1e\", \"609f9809-794f-4983-9616-f27c10a83c6e\", \"10fe72a4-fe44-4da1-a337-10d6c6ae70bb\"], \"total_duration\": 770.0, \"total_sessions\": 4, \"mean_week_duration\": 4.843}, \"24405\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-14 07:01:13.000000+00:00\", \"2021-05-29 14:59:59.000000+00:00\"], \"session_ids\": [\"ac1fdd30-eeae-4766-b39c-1ecf2c9beb00\", \"462e5f07-9255-49db-8ed2-656376f422b8\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 11.429}, \"73525\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-03 12:57:18.000000+00:00\", \"2019-02-24 07:00:59.000000+00:00\", \"2019-01-09 09:18:35.000000+00:00\"], \"session_ids\": [\"053de4ad-d279-402b-9247-f48aa902aa5e\", \"deb53142-8f63-4ac6-9ab2-ac28e57d4f25\", \"cb4e6bcb-25d6-4872-91de-2f939edb0303\"], \"total_duration\": 264.0, \"total_sessions\": 3, \"mean_week_duration\": 4.714}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"24405\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-14 07:01:13.000000+00:00\", \"2021-05-29 14:59:59.000000+00:00\"], \"session_ids\": [\"ac1fdd30-eeae-4766-b39c-1ecf2c9beb00\", \"462e5f07-9255-49db-8ed2-656376f422b8\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 11.429}}, {\"89215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-06 02:55:27.000000+00:00\", \"2019-09-15 10:48:51.000000+00:00\"], \"session_ids\": [\"69396ab2-5bce-45aa-9788-3edd8b7958a2\", \"1c668d0f-c761-435f-b9dc-921b3f98998c\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 5.263}}, {\"34661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-16 15:17:42.000000+00:00\", \"2020-03-31 14:22:08.000000+00:00\"], \"session_ids\": [\"db53b7d5-8043-4283-9827-e62ba1a0c0c1\", \"321cec12-a713-4313-ad92-bcf6ee03b624\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 0.913}}, {\"73525\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-03 12:57:18.000000+00:00\", \"2019-02-24 07:00:59.000000+00:00\", \"2019-01-09 09:18:35.000000+00:00\"], \"session_ids\": [\"053de4ad-d279-402b-9247-f48aa902aa5e\", \"deb53142-8f63-4ac6-9ab2-ac28e57d4f25\", \"cb4e6bcb-25d6-4872-91de-2f939edb0303\"], \"total_duration\": 264.0, \"total_sessions\": 3, \"mean_week_duration\": 4.714}}, {\"43658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-04 10:54:30.000000+00:00\", \"2022-12-17 17:56:02.000000+00:00\"], \"session_ids\": [\"b23db45b-0278-4972-98d8-0716343a5581\", \"79d40e01-94d9-4669-90f4-793d9bbbaaea\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 2.573}}, {\"92534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-07 21:40:09.000000+00:00\", \"2020-07-12 15:05:16.000000+00:00\", \"2019-08-19 13:09:33.000000+00:00\"], \"session_ids\": [\"92dbf941-2de3-4284-812c-c708a0f25ba0\", \"97882ae7-e863-40b3-8483-a45e0e86c15e\", \"cf620306-ac7d-4261-8665-0e4faeb3c8c4\"], \"total_duration\": 733.0, \"total_sessions\": 3, \"mean_week_duration\": 3.683}}, {\"18564\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-03-31 07:22:54.000000+00:00\", \"2019-04-26 01:51:18.000000+00:00\", \"2021-07-25 09:53:30.000000+00:00\", \"2019-03-19 04:54:42.000000+00:00\"], \"session_ids\": [\"439868ed-e3aa-4bcf-b2de-e3b0cba0231e\", \"4daee132-caf8-4f41-b786-0a3568241a1e\", \"609f9809-794f-4983-9616-f27c10a83c6e\", \"10fe72a4-fe44-4da1-a337-10d6c6ae70bb\"], \"total_duration\": 770.0, \"total_sessions\": 4, \"mean_week_duration\": 4.843}}, {\"85661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-02 22:09:10.000000+00:00\", \"2020-01-15 04:54:26.000000+00:00\", \"2020-10-16 12:06:57.000000+00:00\", \"2021-05-07 21:29:35.000000+00:00\", \"2021-03-30 00:41:57.000000+00:00\", \"2019-05-24 07:58:51.000000+00:00\"], \"session_ids\": [\"1e173fc3-9314-48e8-b172-b0512070917b\", \"f3e30518-6209-42c3-9f4b-ae284075ca26\", \"98a31f2c-824e-4a91-bd54-6228eba16dc9\", \"c740b443-84f1-475e-9faa-21897bedd335\", \"307da62c-50ee-4bc6-bd14-1a535f9cd09d\", \"568b816d-7daf-4b84-8708-b0a986008024\"], \"total_duration\": 783.0, \"total_sessions\": 6, \"mean_week_duration\": 4.689}}, {\"45501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-03-07 11:25:14.000000+00:00\", \"2019-02-07 06:46:11.000000+00:00\", \"2021-08-07 05:56:31.000000+00:00\", \"2021-02-10 09:38:38.000000+00:00\", \"2019-06-14 07:26:37.000000+00:00\", \"2020-05-15 10:43:01.000000+00:00\", \"2022-11-06 07:19:28.000000+00:00\"], \"session_ids\": [\"62656c01-cd85-4b7f-86ad-a8c1b3694573\", \"b2710125-49d8-47bc-b5c4-e1358a1d54bd\", \"6e6b6690-e208-4f50-8a60-c86cd4cfe8b9\", \"4897ac80-e9fc-4cab-b505-67e743a6b96c\", \"c1154366-64e9-4bf7-83dd-120ce9fe759a\", \"7f764380-e86f-4b32-9ce0-a8bad7d14e5f\", \"e6d8a10b-6142-4a6b-af7e-e5bc297ce929\"], \"total_duration\": 1372.0, \"total_sessions\": 7, \"mean_week_duration\": 7.0}}]\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[{\"24405\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-14 07:01:13.000000+00:00\", \"2021-05-29 14:59:59.000000+00:00\"], \"session_ids\": [\"ac1fdd30-eeae-4766-b39c-1ecf2c9beb00\", \"462e5f07-9255-49db-8ed2-656376f422b8\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 11.429}}, {\"89215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-06 02:55:27.000000+00:00\", \"2019-09-15 10:48:51.000000+00:00\"], \"session_ids\": [\"69396ab2-5bce-45aa-9788-3edd8b7958a2\", \"1c668d0f-c761-435f-b9dc-921b3f98998c\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 5.263}}]\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[{\"24405\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-14 07:01:13.000000+00:00\", \"2021-05-29 14:59:59.000000+00:00\"], \"session_ids\": [\"ac1fdd30-eeae-4766-b39c-1ecf2c9beb00\", \"462e5f07-9255-49db-8ed2-656376f422b8\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 11.429}}, {\"89215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-06 02:55:27.000000+00:00\", \"2019-09-15 10:48:51.000000+00:00\"], \"session_ids\": [\"69396ab2-5bce-45aa-9788-3edd8b7958a2\", \"1c668d0f-c761-435f-b9dc-921b3f98998c\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 5.263}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 8 users pieces of information who aren't currently living in cities Jakarta, Stockholm, Manila, Dubai, Helsinki, Oslo, Bridgetown, New Delhi also apply sorting by total duration form the lowest value to the highest value and save 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{\"14592\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-18 18:52:55.000000+00:00\", \"2022-05-03 05:58:36.000000+00:00\", \"2023-05-12 03:29:13.000000+00:00\", \"2019-08-31 13:15:21.000000+00:00\", \"2022-01-31 01:24:02.000000+00:00\", \"2021-06-14 08:58:51.000000+00:00\", \"2022-08-12 14:13:30.000000+00:00\", \"2019-04-06 13:12:38.000000+00:00\", \"2022-04-30 18:09:21.000000+00:00\", \"2021-05-22 16:36:50.000000+00:00\", \"2019-05-19 09:12:39.000000+00:00\"], \"session_ids\": [\"f54210bb-a70e-4006-a58f-8ca31b885a4e\", \"9ccf828c-9ca8-4179-8add-b87ec4cf38aa\", \"249b189d-706d-4556-abf6-97a8b0cd7a8b\", \"119796e3-e7de-4865-9d14-118a044fe3b5\", \"16f4485b-7a5f-4e5b-b489-076d3022618f\", \"27155252-bac2-466f-b583-8d60743030e2\", \"47bac240-d2a1-43a8-a535-72af6ebace43\", \"19b91338-e69d-4f02-9558-7638a0c1137b\", \"a42f5b0b-84b1-49e6-8eb4-5a14bf35796c\", \"d854e1ae-63b7-4020-b14e-0cf6d729904b\", \"1a9abaff-7786-4d6d-9c42-4e03437623a0\"], \"total_duration\": 2374.0, \"total_sessions\": 11, \"mean_week_duration\": 11.093}, \"79213\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-08 01:31:27.000000+00:00\", \"2021-07-22 01:41:26.000000+00:00\", \"2021-07-23 12:34:08.000000+00:00\", \"2020-04-28 06:34:58.000000+00:00\"], \"session_ids\": [\"e2f8fc7d-eaf0-45f5-b7e2-3ef053ddcadd\", \"60b0af23-2164-4d9c-9e41-d4d6e738ad9e\", \"efe42130-8e36-4e4b-852e-a5ca6f9088e7\", \"dbb1e701-fca6-43c0-a012-042a908734c8\"], \"total_duration\": 76.0, \"total_sessions\": 4, \"mean_week_duration\": 1.169}, \"5747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-14 09:43:14.000000+00:00\", \"2019-10-19 23:56:15.000000+00:00\"], \"session_ids\": [\"a3192c8b-c616-4616-8b20-28d9cb7f6ff9\", \"44d7e415-27b6-4ee9-a193-42478e00b834\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 14.9}, \"31901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-25 03:51:45.000000+00:00\", \"2022-01-29 01:29:05.000000+00:00\", \"2022-10-28 06:21:54.000000+00:00\", \"2022-11-12 14:19:14.000000+00:00\"], \"session_ids\": [\"3a58a54d-1b87-4c7b-a7f4-075327ecbd75\", \"490fe2ba-0adc-4774-ba4e-b95f923a8b89\", \"3e4f4be7-3a7d-47af-88c8-d29bd768a755\", \"b3571a26-3b12-4511-b4f6-1d81f05e754e\"], \"total_duration\": 320.0, \"total_sessions\": 4, \"mean_week_duration\": 7.805}, \"50601\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-11 21:41:42.000000+00:00\", \"2019-01-30 14:26:03.000000+00:00\", \"2019-09-05 02:49:32.000000+00:00\"], \"session_ids\": [\"d8bb6619-11eb-4f60-bb65-86a896ce45c4\", \"70af5598-82bb-4e2c-8c67-7435a3d0ddf5\", \"a0b7643b-e6bb-4674-8c18-7f0781ec0a88\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 0.777}, \"35787\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-10-22 04:06:09.000000+00:00\", \"2023-03-26 16:56:37.000000+00:00\", \"2021-02-15 08:29:11.000000+00:00\", \"2020-09-26 21:01:49.000000+00:00\", \"2021-02-09 08:21:07.000000+00:00\", \"2019-07-22 00:24:54.000000+00:00\", \"2019-09-28 12:33:45.000000+00:00\", \"2020-04-06 13:45:48.000000+00:00\", \"2020-01-17 16:55:31.000000+00:00\"], \"session_ids\": [\"68d9254a-8301-415b-a3df-2b1f77a4d3c1\", \"ff205980-84a1-4177-b7ac-1b36cb2d4851\", \"7c99fc22-2756-40fe-a923-fc992b6ec539\", \"f8ff38a5-2086-43fe-95a3-a7d1c25f9783\", \"19fd5fc0-85dd-41db-9a8f-1cdb205b1673\", \"08566446-5cac-4cc6-a04b-9a7171b1b814\", \"c9e77857-eab0-4c6c-965d-0619878f98dd\", \"21df1458-fabb-47b4-949a-b821f1b45acb\", \"b6706168-95f7-4996-a982-75a2a01a785a\"], \"total_duration\": 23678.0, \"total_sessions\": 9, \"mean_week_duration\": 123.323}, \"75384\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-15 13:53:31.000000+00:00\", \"2019-11-18 13:21:16.000000+00:00\", \"2021-03-27 00:31:58.000000+00:00\"], \"session_ids\": [\"e11cfc61-11fb-44d1-b316-9057195f0649\", \"d02e819f-3bb7-4c10-9b14-1bbd313c2e9f\", \"49ff0006-243d-4458-a873-74f33ef73367\"], \"total_duration\": 553.0, \"total_sessions\": 3, \"mean_week_duration\": 4.096}, \"2099\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-12 09:44:26.000000+00:00\", \"2022-03-13 19:31:30.000000+00:00\"], \"session_ids\": [\"de2129da-5d05-4a6e-bda0-ecb36e7cdaea\", \"73dbe48b-e898-4533-aeea-84e1876eb719\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 4.231}, \"58690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-05 20:59:16.000000+00:00\", \"2019-07-30 14:03:31.000000+00:00\", \"2021-05-05 07:32:05.000000+00:00\"], \"session_ids\": [\"fa347e04-7888-4941-ad1e-e13b30173ec4\", \"7f2c515b-0b2a-4719-9c20-d8abc3207f08\", \"2cd48251-8ffb-492c-80b3-f5cc9ba56eb6\"], \"total_duration\": 647.0, \"total_sessions\": 3, \"mean_week_duration\": 4.902}, \"41327\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-27 12:26:43.000000+00:00\", \"2019-03-09 02:51:25.000000+00:00\"], \"session_ids\": [\"84f9ad47-4daf-44af-ad19-4ee41d1a7742\", \"77a223a0-ef4e-4741-bfa1-9589c4783c2b\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.255}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Jakarta, Stockholm, Manila, Dubai, Helsinki, Oslo, Bridgetown, New Delhi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Jakarta\", \"Stockholm\", \"Manila\", \"Dubai\", \"Helsinki\", \"Oslo\", \"Bridgetown\", \"New Delhi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14592\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-18 18:52:55.000000+00:00\", \"2022-05-03 05:58:36.000000+00:00\", \"2023-05-12 03:29:13.000000+00:00\", \"2019-08-31 13:15:21.000000+00:00\", \"2022-01-31 01:24:02.000000+00:00\", \"2021-06-14 08:58:51.000000+00:00\", \"2022-08-12 14:13:30.000000+00:00\", \"2019-04-06 13:12:38.000000+00:00\", \"2022-04-30 18:09:21.000000+00:00\", \"2021-05-22 16:36:50.000000+00:00\", \"2019-05-19 09:12:39.000000+00:00\"], \"session_ids\": [\"f54210bb-a70e-4006-a58f-8ca31b885a4e\", \"9ccf828c-9ca8-4179-8add-b87ec4cf38aa\", \"249b189d-706d-4556-abf6-97a8b0cd7a8b\", \"119796e3-e7de-4865-9d14-118a044fe3b5\", \"16f4485b-7a5f-4e5b-b489-076d3022618f\", \"27155252-bac2-466f-b583-8d60743030e2\", \"47bac240-d2a1-43a8-a535-72af6ebace43\", \"19b91338-e69d-4f02-9558-7638a0c1137b\", \"a42f5b0b-84b1-49e6-8eb4-5a14bf35796c\", \"d854e1ae-63b7-4020-b14e-0cf6d729904b\", \"1a9abaff-7786-4d6d-9c42-4e03437623a0\"], \"total_duration\": 2374.0, \"total_sessions\": 11, \"mean_week_duration\": 11.093}, \"79213\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-08 01:31:27.000000+00:00\", \"2021-07-22 01:41:26.000000+00:00\", \"2021-07-23 12:34:08.000000+00:00\", \"2020-04-28 06:34:58.000000+00:00\"], \"session_ids\": [\"e2f8fc7d-eaf0-45f5-b7e2-3ef053ddcadd\", \"60b0af23-2164-4d9c-9e41-d4d6e738ad9e\", \"efe42130-8e36-4e4b-852e-a5ca6f9088e7\", \"dbb1e701-fca6-43c0-a012-042a908734c8\"], \"total_duration\": 76.0, \"total_sessions\": 4, \"mean_week_duration\": 1.169}, \"5747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-14 09:43:14.000000+00:00\", \"2019-10-19 23:56:15.000000+00:00\"], \"session_ids\": [\"a3192c8b-c616-4616-8b20-28d9cb7f6ff9\", \"44d7e415-27b6-4ee9-a193-42478e00b834\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 14.9}, \"31901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-25 03:51:45.000000+00:00\", \"2022-01-29 01:29:05.000000+00:00\", \"2022-10-28 06:21:54.000000+00:00\", \"2022-11-12 14:19:14.000000+00:00\"], \"session_ids\": [\"3a58a54d-1b87-4c7b-a7f4-075327ecbd75\", \"490fe2ba-0adc-4774-ba4e-b95f923a8b89\", \"3e4f4be7-3a7d-47af-88c8-d29bd768a755\", \"b3571a26-3b12-4511-b4f6-1d81f05e754e\"], \"total_duration\": 320.0, \"total_sessions\": 4, \"mean_week_duration\": 7.805}, \"50601\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-11 21:41:42.000000+00:00\", \"2019-01-30 14:26:03.000000+00:00\", \"2019-09-05 02:49:32.000000+00:00\"], \"session_ids\": [\"d8bb6619-11eb-4f60-bb65-86a896ce45c4\", \"70af5598-82bb-4e2c-8c67-7435a3d0ddf5\", \"a0b7643b-e6bb-4674-8c18-7f0781ec0a88\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 0.777}, \"35787\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-10-22 04:06:09.000000+00:00\", \"2023-03-26 16:56:37.000000+00:00\", \"2021-02-15 08:29:11.000000+00:00\", \"2020-09-26 21:01:49.000000+00:00\", \"2021-02-09 08:21:07.000000+00:00\", \"2019-07-22 00:24:54.000000+00:00\", \"2019-09-28 12:33:45.000000+00:00\", \"2020-04-06 13:45:48.000000+00:00\", \"2020-01-17 16:55:31.000000+00:00\"], \"session_ids\": [\"68d9254a-8301-415b-a3df-2b1f77a4d3c1\", \"ff205980-84a1-4177-b7ac-1b36cb2d4851\", \"7c99fc22-2756-40fe-a923-fc992b6ec539\", \"f8ff38a5-2086-43fe-95a3-a7d1c25f9783\", \"19fd5fc0-85dd-41db-9a8f-1cdb205b1673\", \"08566446-5cac-4cc6-a04b-9a7171b1b814\", \"c9e77857-eab0-4c6c-965d-0619878f98dd\", \"21df1458-fabb-47b4-949a-b821f1b45acb\", \"b6706168-95f7-4996-a982-75a2a01a785a\"], \"total_duration\": 23678.0, \"total_sessions\": 9, \"mean_week_duration\": 123.323}, \"75384\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-15 13:53:31.000000+00:00\", \"2019-11-18 13:21:16.000000+00:00\", \"2021-03-27 00:31:58.000000+00:00\"], \"session_ids\": [\"e11cfc61-11fb-44d1-b316-9057195f0649\", \"d02e819f-3bb7-4c10-9b14-1bbd313c2e9f\", \"49ff0006-243d-4458-a873-74f33ef73367\"], \"total_duration\": 553.0, \"total_sessions\": 3, \"mean_week_duration\": 4.096}, \"2099\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-12 09:44:26.000000+00:00\", \"2022-03-13 19:31:30.000000+00:00\"], \"session_ids\": [\"de2129da-5d05-4a6e-bda0-ecb36e7cdaea\", \"73dbe48b-e898-4533-aeea-84e1876eb719\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 4.231}, \"58690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-05 20:59:16.000000+00:00\", \"2019-07-30 14:03:31.000000+00:00\", \"2021-05-05 07:32:05.000000+00:00\"], \"session_ids\": [\"fa347e04-7888-4941-ad1e-e13b30173ec4\", \"7f2c515b-0b2a-4719-9c20-d8abc3207f08\", \"2cd48251-8ffb-492c-80b3-f5cc9ba56eb6\"], \"total_duration\": 647.0, \"total_sessions\": 3, \"mean_week_duration\": 4.902}, \"41327\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-27 12:26:43.000000+00:00\", \"2019-03-09 02:51:25.000000+00:00\"], \"session_ids\": [\"84f9ad47-4daf-44af-ad19-4ee41d1a7742\", \"77a223a0-ef4e-4741-bfa1-9589c4783c2b\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.255}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"41327\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-27 12:26:43.000000+00:00\", \"2019-03-09 02:51:25.000000+00:00\"], \"session_ids\": [\"84f9ad47-4daf-44af-ad19-4ee41d1a7742\", \"77a223a0-ef4e-4741-bfa1-9589c4783c2b\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.255}}, {\"79213\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-08 01:31:27.000000+00:00\", \"2021-07-22 01:41:26.000000+00:00\", \"2021-07-23 12:34:08.000000+00:00\", \"2020-04-28 06:34:58.000000+00:00\"], \"session_ids\": [\"e2f8fc7d-eaf0-45f5-b7e2-3ef053ddcadd\", \"60b0af23-2164-4d9c-9e41-d4d6e738ad9e\", \"efe42130-8e36-4e4b-852e-a5ca6f9088e7\", \"dbb1e701-fca6-43c0-a012-042a908734c8\"], \"total_duration\": 76.0, \"total_sessions\": 4, \"mean_week_duration\": 1.169}}, {\"2099\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-12 09:44:26.000000+00:00\", \"2022-03-13 19:31:30.000000+00:00\"], \"session_ids\": [\"de2129da-5d05-4a6e-bda0-ecb36e7cdaea\", \"73dbe48b-e898-4533-aeea-84e1876eb719\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 4.231}}, {\"5747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-14 09:43:14.000000+00:00\", \"2019-10-19 23:56:15.000000+00:00\"], \"session_ids\": [\"a3192c8b-c616-4616-8b20-28d9cb7f6ff9\", \"44d7e415-27b6-4ee9-a193-42478e00b834\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 14.9}}, {\"50601\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-11 21:41:42.000000+00:00\", \"2019-01-30 14:26:03.000000+00:00\", \"2019-09-05 02:49:32.000000+00:00\"], \"session_ids\": [\"d8bb6619-11eb-4f60-bb65-86a896ce45c4\", \"70af5598-82bb-4e2c-8c67-7435a3d0ddf5\", \"a0b7643b-e6bb-4674-8c18-7f0781ec0a88\"], \"total_duration\": 167.0, \"total_sessions\": 3, \"mean_week_duration\": 0.777}}, {\"31901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-25 03:51:45.000000+00:00\", \"2022-01-29 01:29:05.000000+00:00\", \"2022-10-28 06:21:54.000000+00:00\", \"2022-11-12 14:19:14.000000+00:00\"], \"session_ids\": [\"3a58a54d-1b87-4c7b-a7f4-075327ecbd75\", \"490fe2ba-0adc-4774-ba4e-b95f923a8b89\", \"3e4f4be7-3a7d-47af-88c8-d29bd768a755\", \"b3571a26-3b12-4511-b4f6-1d81f05e754e\"], \"total_duration\": 320.0, \"total_sessions\": 4, \"mean_week_duration\": 7.805}}, {\"75384\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-15 13:53:31.000000+00:00\", \"2019-11-18 13:21:16.000000+00:00\", \"2021-03-27 00:31:58.000000+00:00\"], \"session_ids\": [\"e11cfc61-11fb-44d1-b316-9057195f0649\", \"d02e819f-3bb7-4c10-9b14-1bbd313c2e9f\", \"49ff0006-243d-4458-a873-74f33ef73367\"], \"total_duration\": 553.0, \"total_sessions\": 3, \"mean_week_duration\": 4.096}}, {\"58690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-05 20:59:16.000000+00:00\", \"2019-07-30 14:03:31.000000+00:00\", \"2021-05-05 07:32:05.000000+00:00\"], \"session_ids\": [\"fa347e04-7888-4941-ad1e-e13b30173ec4\", \"7f2c515b-0b2a-4719-9c20-d8abc3207f08\", \"2cd48251-8ffb-492c-80b3-f5cc9ba56eb6\"], \"total_duration\": 647.0, \"total_sessions\": 3, \"mean_week_duration\": 4.902}}, {\"14592\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-18 18:52:55.000000+00:00\", \"2022-05-03 05:58:36.000000+00:00\", \"2023-05-12 03:29:13.000000+00:00\", \"2019-08-31 13:15:21.000000+00:00\", \"2022-01-31 01:24:02.000000+00:00\", \"2021-06-14 08:58:51.000000+00:00\", \"2022-08-12 14:13:30.000000+00:00\", \"2019-04-06 13:12:38.000000+00:00\", \"2022-04-30 18:09:21.000000+00:00\", \"2021-05-22 16:36:50.000000+00:00\", \"2019-05-19 09:12:39.000000+00:00\"], \"session_ids\": [\"f54210bb-a70e-4006-a58f-8ca31b885a4e\", \"9ccf828c-9ca8-4179-8add-b87ec4cf38aa\", \"249b189d-706d-4556-abf6-97a8b0cd7a8b\", \"119796e3-e7de-4865-9d14-118a044fe3b5\", \"16f4485b-7a5f-4e5b-b489-076d3022618f\", \"27155252-bac2-466f-b583-8d60743030e2\", \"47bac240-d2a1-43a8-a535-72af6ebace43\", \"19b91338-e69d-4f02-9558-7638a0c1137b\", \"a42f5b0b-84b1-49e6-8eb4-5a14bf35796c\", \"d854e1ae-63b7-4020-b14e-0cf6d729904b\", \"1a9abaff-7786-4d6d-9c42-4e03437623a0\"], \"total_duration\": 2374.0, \"total_sessions\": 11, \"mean_week_duration\": 11.093}}, {\"35787\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-10-22 04:06:09.000000+00:00\", \"2023-03-26 16:56:37.000000+00:00\", \"2021-02-15 08:29:11.000000+00:00\", \"2020-09-26 21:01:49.000000+00:00\", \"2021-02-09 08:21:07.000000+00:00\", \"2019-07-22 00:24:54.000000+00:00\", \"2019-09-28 12:33:45.000000+00:00\", \"2020-04-06 13:45:48.000000+00:00\", \"2020-01-17 16:55:31.000000+00:00\"], \"session_ids\": [\"68d9254a-8301-415b-a3df-2b1f77a4d3c1\", \"ff205980-84a1-4177-b7ac-1b36cb2d4851\", \"7c99fc22-2756-40fe-a923-fc992b6ec539\", \"f8ff38a5-2086-43fe-95a3-a7d1c25f9783\", \"19fd5fc0-85dd-41db-9a8f-1cdb205b1673\", \"08566446-5cac-4cc6-a04b-9a7171b1b814\", \"c9e77857-eab0-4c6c-965d-0619878f98dd\", \"21df1458-fabb-47b4-949a-b821f1b45acb\", \"b6706168-95f7-4996-a982-75a2a01a785a\"], \"total_duration\": 23678.0, \"total_sessions\": 9, \"mean_week_duration\": 123.323}}]\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[{\"41327\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-27 12:26:43.000000+00:00\", \"2019-03-09 02:51:25.000000+00:00\"], \"session_ids\": [\"84f9ad47-4daf-44af-ad19-4ee41d1a7742\", \"77a223a0-ef4e-4741-bfa1-9589c4783c2b\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.255}}, {\"79213\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-08 01:31:27.000000+00:00\", \"2021-07-22 01:41:26.000000+00:00\", \"2021-07-23 12:34:08.000000+00:00\", \"2020-04-28 06:34:58.000000+00:00\"], \"session_ids\": [\"e2f8fc7d-eaf0-45f5-b7e2-3ef053ddcadd\", \"60b0af23-2164-4d9c-9e41-d4d6e738ad9e\", \"efe42130-8e36-4e4b-852e-a5ca6f9088e7\", \"dbb1e701-fca6-43c0-a012-042a908734c8\"], \"total_duration\": 76.0, \"total_sessions\": 4, \"mean_week_duration\": 1.169}}, {\"2099\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-12 09:44:26.000000+00:00\", \"2022-03-13 19:31:30.000000+00:00\"], \"session_ids\": [\"de2129da-5d05-4a6e-bda0-ecb36e7cdaea\", \"73dbe48b-e898-4533-aeea-84e1876eb719\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 4.231}}]\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[{\"41327\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-03-27 12:26:43.000000+00:00\", \"2019-03-09 02:51:25.000000+00:00\"], \"session_ids\": [\"84f9ad47-4daf-44af-ad19-4ee41d1a7742\", \"77a223a0-ef4e-4741-bfa1-9589c4783c2b\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.255}}, {\"79213\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-08 01:31:27.000000+00:00\", \"2021-07-22 01:41:26.000000+00:00\", \"2021-07-23 12:34:08.000000+00:00\", \"2020-04-28 06:34:58.000000+00:00\"], \"session_ids\": [\"e2f8fc7d-eaf0-45f5-b7e2-3ef053ddcadd\", \"60b0af23-2164-4d9c-9e41-d4d6e738ad9e\", \"efe42130-8e36-4e4b-852e-a5ca6f9088e7\", \"dbb1e701-fca6-43c0-a012-042a908734c8\"], \"total_duration\": 76.0, \"total_sessions\": 4, \"mean_week_duration\": 1.169}}, {\"2099\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-12 09:44:26.000000+00:00\", \"2022-03-13 19:31:30.000000+00:00\"], \"session_ids\": [\"de2129da-5d05-4a6e-bda0-ecb36e7cdaea\", \"73dbe48b-e898-4533-aeea-84e1876eb719\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 4.231}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding user with a total sessoins count that is higher than 10 and lower than 5, exclusively 5 and 10 and apply sorting by total sessions from the smallest to the largest." } ]
[ { "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{\"70345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-11-16 13:45:35.000000+00:00\", \"2019-10-09 12:16:17.000000+00:00\", \"2022-11-05 18:29:37.000000+00:00\", \"2019-04-30 07:24:14.000000+00:00\", \"2020-11-08 19:52:51.000000+00:00\", \"2019-05-04 09:08:34.000000+00:00\"], \"session_ids\": [\"ca81c470-114e-40d6-bd38-e11dc2c1a04c\", \"505a081d-875e-4d44-af8d-b202586b68c3\", \"b18222d9-86de-48dd-ae79-dff7011de8d3\", \"6f7b2976-5a9f-46f1-b294-c4498c414d5f\", \"54ceafcc-1fec-41fd-9d9b-b4be4e0eaa3f\", \"78c4bbcb-cfb9-496a-b9f5-7e2a72cf53dc\"], \"total_duration\": 227.0, \"total_sessions\": 6, \"mean_week_duration\": 1.234}, \"83921\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-05-23 12:27:16.000000+00:00\", \"2022-05-06 10:51:13.000000+00:00\", \"2022-12-12 12:09:08.000000+00:00\", \"2023-01-23 22:42:21.000000+00:00\", \"2020-05-18 18:16:50.000000+00:00\"], \"session_ids\": [\"5a6e7427-ecbc-402f-9d97-543658bdd5ce\", \"dcf1e77f-88e4-4a59-9861-395db8bb3a06\", \"bdf0298d-0b8c-4405-80dd-addc5c06523a\", \"8d375e66-1095-4184-a1b6-265b48e87df2\", \"f3658f67-1c47-4e55-b43e-f4ebeed21f7e\"], \"total_duration\": 731.0, \"total_sessions\": 5, \"mean_week_duration\": 5.221}, \"84647\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-04-25 04:55:51.000000+00:00\", \"2019-01-11 16:08:49.000000+00:00\", \"2020-10-21 22:03:45.000000+00:00\"], \"session_ids\": [\"7fc23911-0f0d-4b2b-aa12-268e4b9718fb\", \"873378a6-e0ef-4014-b8a8-88bbdc934604\", \"66ec7afd-e166-4ebb-900b-b1ec94da39d9\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 0.917}, \"94298\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-10-24 11:40:37.000000+00:00\", \"2022-03-15 23:47:44.000000+00:00\", \"2022-09-16 08:42:29.000000+00:00\", \"2020-09-24 12:00:34.000000+00:00\", \"2022-10-09 18:02:48.000000+00:00\"], \"session_ids\": [\"8264fb2a-7920-41af-b019-073175c26540\", \"7939783e-d6f8-4552-8e04-a1122a7dfcdb\", \"016fa662-3eb1-4b24-b75e-fd30604f4274\", \"59145afc-bac7-4b60-8af1-b85ef5f42f7d\", \"ce0e7b2a-5b14-4873-9dbc-c5639b0899e7\"], \"total_duration\": 2340.0, \"total_sessions\": 5, \"mean_week_duration\": 21.869}, \"69391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-26 10:15:01.000000+00:00\", \"2019-02-15 11:10:33.000000+00:00\"], \"session_ids\": [\"3c4fc1f2-5878-4b4c-97b6-9c677ccdb03c\", \"90a0d454-2ea3-4184-9ac2-24a4f6d9b763\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"50349\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-04-18 00:49:28.000000+00:00\", \"2021-09-03 19:18:40.000000+00:00\"], \"session_ids\": [\"b7ef93cb-9ff0-4f1b-a36d-56b6720afe41\", \"c388434a-8617-4b6a-9db7-c46860ee0e28\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.236}, \"40032\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-08-15 04:34:22.000000+00:00\", \"2022-09-09 14:10:36.000000+00:00\", \"2020-06-06 22:27:17.000000+00:00\", \"2020-01-02 19:44:33.000000+00:00\", \"2019-03-22 00:03:42.000000+00:00\"], \"session_ids\": [\"c1312765-3dd3-4ee9-a0ba-cccc623a2996\", \"5e244e69-95ea-4ade-b6b0-f9c53214d43a\", \"8001a34c-b94f-437f-865c-818e5114d92c\", \"2fbcb74c-0712-4092-b9ef-3690a2ec10aa\", \"695ae00e-59da-454b-a3f3-4c8f716c143a\"], \"total_duration\": 273.0, \"total_sessions\": 5, \"mean_week_duration\": 1.508}, \"12998\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-10-01 05:43:00.000000+00:00\", \"2019-11-11 20:11:13.000000+00:00\", \"2021-08-07 01:16:27.000000+00:00\", \"2019-02-05 10:13:12.000000+00:00\", \"2020-07-17 16:52:02.000000+00:00\", \"2022-03-09 06:28:14.000000+00:00\", \"2022-10-18 03:47:53.000000+00:00\", \"2023-05-12 18:37:01.000000+00:00\", \"2022-03-01 04:22:31.000000+00:00\"], \"session_ids\": [\"a82fdb64-c2fb-4142-ab5f-3a6e098988b6\", \"fd059745-6277-491c-8085-b516764dfb4b\", \"5cc2fa17-5175-4ad6-ae9b-ad11244a7908\", \"d34c300d-a4f0-40fb-a898-9c9f2d0dff0c\", \"6eab9e40-bfef-45b7-9f29-3e02c7f8125a\", \"b9ef018d-d2f0-4956-8a2a-287c256f16a9\", \"dba68592-0405-4ad7-a8c5-aad9a69723d0\", \"085275b7-0944-4cfb-8582-7c6a57591005\", \"94dd7d9a-20c8-4b35-8fd9-517939130652\"], \"total_duration\": 2072.0, \"total_sessions\": 9, \"mean_week_duration\": 9.291}, \"90437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-02-04 03:57:05.000000+00:00\", \"2022-05-03 22:16:21.000000+00:00\"], \"session_ids\": [\"a16ac756-1ded-4348-b568-59a43b956cbb\", \"64c144b1-d4a8-4832-9406-067caa309961\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 16.308}, \"27998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-19 18:33:49.000000+00:00\", \"2020-08-19 13:26:21.000000+00:00\", \"2019-05-09 09:48:32.000000+00:00\", \"2020-11-21 12:56:07.000000+00:00\", \"2020-02-02 21:40:21.000000+00:00\", \"2023-06-15 20:14:16.000000+00:00\", \"2022-04-15 17:46:04.000000+00:00\"], \"session_ids\": [\"9c6ec6d9-f178-4786-bfdc-cb12a88f0550\", \"a34e81a9-c6ab-4d6d-a848-c8df9aa2d078\", \"8bd7e9c1-676c-4aa1-97fb-89e24e32ecaa\", \"5ba6a837-7f0c-40a4-b8d8-e2916ee6be94\", \"5c3fd651-a557-42a7-8110-b79e5bc323b2\", \"75f17441-fb0f-4c28-8132-cf472bd3531d\", \"1b3e1db3-31f8-4b24-9b5d-78ff67058b5d\"], \"total_duration\": 134.0, \"total_sessions\": 7, \"mean_week_duration\": 0.626}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 5 and are greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"84647\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-04-25 04:55:51.000000+00:00\", \"2019-01-11 16:08:49.000000+00:00\", \"2020-10-21 22:03:45.000000+00:00\"], \"session_ids\": [\"7fc23911-0f0d-4b2b-aa12-268e4b9718fb\", \"873378a6-e0ef-4014-b8a8-88bbdc934604\", \"66ec7afd-e166-4ebb-900b-b1ec94da39d9\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 0.917}, \"69391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-26 10:15:01.000000+00:00\", \"2019-02-15 11:10:33.000000+00:00\"], \"session_ids\": [\"3c4fc1f2-5878-4b4c-97b6-9c677ccdb03c\", \"90a0d454-2ea3-4184-9ac2-24a4f6d9b763\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"50349\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-04-18 00:49:28.000000+00:00\", \"2021-09-03 19:18:40.000000+00:00\"], \"session_ids\": [\"b7ef93cb-9ff0-4f1b-a36d-56b6720afe41\", \"c388434a-8617-4b6a-9db7-c46860ee0e28\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.236}, \"90437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-02-04 03:57:05.000000+00:00\", \"2022-05-03 22:16:21.000000+00:00\"], \"session_ids\": [\"a16ac756-1ded-4348-b568-59a43b956cbb\", \"64c144b1-d4a8-4832-9406-067caa309961\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 16.308}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"69391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-26 10:15:01.000000+00:00\", \"2019-02-15 11:10:33.000000+00:00\"], \"session_ids\": [\"3c4fc1f2-5878-4b4c-97b6-9c677ccdb03c\", \"90a0d454-2ea3-4184-9ac2-24a4f6d9b763\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}}, {\"50349\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-04-18 00:49:28.000000+00:00\", \"2021-09-03 19:18:40.000000+00:00\"], \"session_ids\": [\"b7ef93cb-9ff0-4f1b-a36d-56b6720afe41\", \"c388434a-8617-4b6a-9db7-c46860ee0e28\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.236}}, {\"90437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-02-04 03:57:05.000000+00:00\", \"2022-05-03 22:16:21.000000+00:00\"], \"session_ids\": [\"a16ac756-1ded-4348-b568-59a43b956cbb\", \"64c144b1-d4a8-4832-9406-067caa309961\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 16.308}}, {\"84647\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-04-25 04:55:51.000000+00:00\", \"2019-01-11 16:08:49.000000+00:00\", \"2020-10-21 22:03:45.000000+00:00\"], \"session_ids\": [\"7fc23911-0f0d-4b2b-aa12-268e4b9718fb\", \"873378a6-e0ef-4014-b8a8-88bbdc934604\", \"66ec7afd-e166-4ebb-900b-b1ec94da39d9\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 0.917}}]\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[{\"69391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-26 10:15:01.000000+00:00\", \"2019-02-15 11:10:33.000000+00:00\"], \"session_ids\": [\"3c4fc1f2-5878-4b4c-97b6-9c677ccdb03c\", \"90a0d454-2ea3-4184-9ac2-24a4f6d9b763\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}}]\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[{\"69391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-26 10:15:01.000000+00:00\", \"2019-02-15 11:10:33.000000+00:00\"], \"session_ids\": [\"3c4fc1f2-5878-4b4c-97b6-9c677ccdb03c\", \"90a0d454-2ea3-4184-9ac2-24a4f6d9b763\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}}]\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": "I'm eager to find out about users who have the smallest value of overall duration of sessions per week + perform sorting by duration summation descending + show me 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{\"83723\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-25 12:18:50.000000+00:00\", \"2021-08-06 03:42:01.000000+00:00\", \"2020-04-01 05:06:17.000000+00:00\", \"2019-12-09 11:34:02.000000+00:00\", \"2019-01-07 19:22:03.000000+00:00\"], \"session_ids\": [\"921301ff-2844-42e1-bf7a-063902fe0238\", \"5189f9b8-34dc-4d48-82d6-41e17355f6db\", \"539fca30-0fc5-449d-a786-fdd7d3789731\", \"3f1a7e43-37b8-4edf-b561-d1ff943ded36\", \"75025143-6a8c-42fb-bc08-85a4f4aceb40\"], \"total_duration\": 291.0, \"total_sessions\": 5, \"mean_week_duration\": 2.156}, \"37944\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-12-14 17:50:33.000000+00:00\", \"2019-08-19 09:02:14.000000+00:00\", \"2023-01-19 11:27:54.000000+00:00\", \"2019-08-31 11:38:20.000000+00:00\", \"2023-06-16 23:35:14.000000+00:00\", \"2020-03-31 09:14:27.000000+00:00\", \"2019-09-25 02:02:04.000000+00:00\"], \"session_ids\": [\"5f5afd60-8b56-4ff5-8a80-67e6947a9000\", \"6fc15c2e-6795-4875-802d-dbfda1c36125\", \"e20c7163-a622-4222-93ce-76e872b66aa2\", \"8c03229c-15b5-4004-8ab3-d7adf11c6317\", \"057197ea-4546-42de-bca5-0f58bfc61133\", \"38599a88-8373-4091-b885-9b7abfc660c1\", \"8ccfd362-bd9f-4265-87d6-f1bacdf13adc\"], \"total_duration\": 8284.0, \"total_sessions\": 7, \"mean_week_duration\": 41.42}, \"68478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-12 08:59:56.000000+00:00\", \"2019-03-22 16:25:09.000000+00:00\"], \"session_ids\": [\"f8a74a7f-7e3f-4a4d-8c28-ea0e81f8dfba\", \"770d70be-4d04-4b5a-929d-59597f1ccfcf\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 2.524}, \"52920\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-16 22:41:17.000000+00:00\", \"2023-01-02 09:45:30.000000+00:00\"], \"session_ids\": [\"b834c481-54f3-4254-a6dd-83f645496912\", \"3020833f-d014-4c42-833a-4d3805217a72\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 4.543}, \"31503\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-20 01:48:19.000000+00:00\", \"2022-12-31 00:15:54.000000+00:00\"], \"session_ids\": [\"c73626fb-6eaf-4b72-85c6-4c720b7aacc3\", \"91ab1575-a66a-4875-8237-061421b063d6\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}, \"33019\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-09-05 12:17:12.000000+00:00\", \"2022-06-08 18:17:39.000000+00:00\"], \"session_ids\": [\"452ce69b-d29e-4dc4-a99b-5849f25077ee\", \"b982fb75-851d-4968-80b2-e749ea6cb8c4\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 4.989}, \"89497\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-24 05:08:13.000000+00:00\", \"2019-04-09 17:36:44.000000+00:00\"], \"session_ids\": [\"1bcb5ab7-f672-4a31-96b2-b47a663a89eb\", \"fb248cb1-2b77-44f3-9f51-0fa694f1b947\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 2.465}, \"81834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-01-07 01:08:54.000000+00:00\", \"2022-02-12 09:29:16.000000+00:00\"], \"session_ids\": [\"475816f4-3f87-46b7-9a62-0b7546699616\", \"e8f89350-f53e-43f7-a9c8-07d9f6437814\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 1.58}, \"64504\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-03 00:35:07.000000+00:00\", \"2019-10-14 13:15:37.000000+00:00\", \"2020-11-17 07:03:11.000000+00:00\", \"2019-10-29 21:52:24.000000+00:00\", \"2021-10-11 03:15:14.000000+00:00\", \"2022-03-04 18:27:13.000000+00:00\"], \"session_ids\": [\"d53818de-4333-4e5d-8cb9-f2d7a44b5af8\", \"b7ca1804-a9c3-4f9f-930d-52c469c1e530\", \"6c7424ec-e173-4d56-b629-1207aa1d17d1\", \"b255d3d2-5420-4bea-bd76-9afd738d3c2d\", \"6141949f-7f3f-4b4d-8127-5f1c2cf1d2c3\", \"41f2dbd5-90a9-462c-8416-b226625c36a1\"], \"total_duration\": 891.0, \"total_sessions\": 6, \"mean_week_duration\": 7.128}, \"5185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-16 03:37:11.000000+00:00\", \"2023-04-06 19:25:43.000000+00:00\"], \"session_ids\": [\"74c37adc-4816-4832-912e-a0c6eeda80cd\", \"636ca8eb-ffdd-44e9-8965-5227edd06b9a\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 4.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the lowest mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"81834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-01-07 01:08:54.000000+00:00\", \"2022-02-12 09:29:16.000000+00:00\"], \"session_ids\": [\"475816f4-3f87-46b7-9a62-0b7546699616\", \"e8f89350-f53e-43f7-a9c8-07d9f6437814\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 1.58}}, {\"31503\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-20 01:48:19.000000+00:00\", \"2022-12-31 00:15:54.000000+00:00\"], \"session_ids\": [\"c73626fb-6eaf-4b72-85c6-4c720b7aacc3\", \"91ab1575-a66a-4875-8237-061421b063d6\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}}, {\"83723\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-25 12:18:50.000000+00:00\", \"2021-08-06 03:42:01.000000+00:00\", \"2020-04-01 05:06:17.000000+00:00\", \"2019-12-09 11:34:02.000000+00:00\", \"2019-01-07 19:22:03.000000+00:00\"], \"session_ids\": [\"921301ff-2844-42e1-bf7a-063902fe0238\", \"5189f9b8-34dc-4d48-82d6-41e17355f6db\", \"539fca30-0fc5-449d-a786-fdd7d3789731\", \"3f1a7e43-37b8-4edf-b561-d1ff943ded36\", \"75025143-6a8c-42fb-bc08-85a4f4aceb40\"], \"total_duration\": 291.0, \"total_sessions\": 5, \"mean_week_duration\": 2.156}}]\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[{\"31503\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-20 01:48:19.000000+00:00\", \"2022-12-31 00:15:54.000000+00:00\"], \"session_ids\": [\"c73626fb-6eaf-4b72-85c6-4c720b7aacc3\", \"91ab1575-a66a-4875-8237-061421b063d6\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}}, {\"83723\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-25 12:18:50.000000+00:00\", \"2021-08-06 03:42:01.000000+00:00\", \"2020-04-01 05:06:17.000000+00:00\", \"2019-12-09 11:34:02.000000+00:00\", \"2019-01-07 19:22:03.000000+00:00\"], \"session_ids\": [\"921301ff-2844-42e1-bf7a-063902fe0238\", \"5189f9b8-34dc-4d48-82d6-41e17355f6db\", \"539fca30-0fc5-449d-a786-fdd7d3789731\", \"3f1a7e43-37b8-4edf-b561-d1ff943ded36\", \"75025143-6a8c-42fb-bc08-85a4f4aceb40\"], \"total_duration\": 291.0, \"total_sessions\": 5, \"mean_week_duration\": 2.156}}, {\"81834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-01-07 01:08:54.000000+00:00\", \"2022-02-12 09:29:16.000000+00:00\"], \"session_ids\": [\"475816f4-3f87-46b7-9a62-0b7546699616\", \"e8f89350-f53e-43f7-a9c8-07d9f6437814\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 1.58}}]\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[{\"31503\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-20 01:48:19.000000+00:00\", \"2022-12-31 00:15:54.000000+00:00\"], \"session_ids\": [\"c73626fb-6eaf-4b72-85c6-4c720b7aacc3\", \"91ab1575-a66a-4875-8237-061421b063d6\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}}, {\"83723\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-25 12:18:50.000000+00:00\", \"2021-08-06 03:42:01.000000+00:00\", \"2020-04-01 05:06:17.000000+00:00\", \"2019-12-09 11:34:02.000000+00:00\", \"2019-01-07 19:22:03.000000+00:00\"], \"session_ids\": [\"921301ff-2844-42e1-bf7a-063902fe0238\", \"5189f9b8-34dc-4d48-82d6-41e17355f6db\", \"539fca30-0fc5-449d-a786-fdd7d3789731\", \"3f1a7e43-37b8-4edf-b561-d1ff943ded36\", \"75025143-6a8c-42fb-bc08-85a4f4aceb40\"], \"total_duration\": 291.0, \"total_sessions\": 5, \"mean_week_duration\": 2.156}}]\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[{\"31503\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-20 01:48:19.000000+00:00\", \"2022-12-31 00:15:54.000000+00:00\"], \"session_ids\": [\"c73626fb-6eaf-4b72-85c6-4c720b7aacc3\", \"91ab1575-a66a-4875-8237-061421b063d6\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}}, {\"83723\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-25 12:18:50.000000+00:00\", \"2021-08-06 03:42:01.000000+00:00\", \"2020-04-01 05:06:17.000000+00:00\", \"2019-12-09 11:34:02.000000+00:00\", \"2019-01-07 19:22:03.000000+00:00\"], \"session_ids\": [\"921301ff-2844-42e1-bf7a-063902fe0238\", \"5189f9b8-34dc-4d48-82d6-41e17355f6db\", \"539fca30-0fc5-449d-a786-fdd7d3789731\", \"3f1a7e43-37b8-4edf-b561-d1ff943ded36\", \"75025143-6a8c-42fb-bc08-85a4f4aceb40\"], \"total_duration\": 291.0, \"total_sessions\": 5, \"mean_week_duration\": 2.156}}]\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 4 users with a overall total duration that is higher than 2588 and lower than 392, exclusively 392 and 2588 in addition apply sorting by site usage time descendingly." } ]
[ { "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{\"81534\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-12 04:18:08.000000+00:00\", \"2021-09-13 17:06:48.000000+00:00\"], \"session_ids\": [\"90f41d04-ca44-4623-9c4c-2d88115e6671\", \"4840fef0-0b8d-4e54-b6de-c05affa12cb8\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.448}, \"61629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-27 06:14:14.000000+00:00\", \"2021-10-18 09:55:28.000000+00:00\", \"2019-09-14 00:24:33.000000+00:00\", \"2021-07-21 14:00:52.000000+00:00\", \"2021-12-07 11:15:59.000000+00:00\"], \"session_ids\": [\"f642506d-cc06-4520-b938-6b5809679d82\", \"d30b13d5-2f94-4d02-ad62-459ead095d7b\", \"9fa1b0f3-d3a2-460d-aebd-88d14ea95a90\", \"4d0f36ee-3e76-4c1d-a085-e841aadce717\", \"0fe0b200-2e0d-4229-8ed9-a8201b270ac1\"], \"total_duration\": 233.0, \"total_sessions\": 5, \"mean_week_duration\": 1.958}, \"66282\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-26 07:14:08.000000+00:00\", \"2020-11-01 04:46:04.000000+00:00\"], \"session_ids\": [\"3502c78c-8b3a-4706-b181-cd1bc8374d66\", \"fcc8df1a-3737-4a3d-9dac-ae957c17002e\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 5.769}, \"75450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-01 02:26:37.000000+00:00\", \"2020-09-15 08:08:01.000000+00:00\"], \"session_ids\": [\"d6347ead-b840-4a44-88b2-5f31a7796881\", \"4c464346-17ed-4902-a7f6-e632e385ebe2\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 8.241}, \"15515\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-31 02:09:55.000000+00:00\", \"2022-12-01 21:56:51.000000+00:00\", \"2020-09-15 14:25:51.000000+00:00\"], \"session_ids\": [\"7e26bd26-58f0-4166-8337-d63084704c1c\", \"4637e4ef-261a-4b08-9f58-f160b46fa9b7\", \"3263176e-b9a3-4ea5-b848-4a6bd2906c4e\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.258}, \"49250\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-07 00:42:35.000000+00:00\", \"2021-02-13 19:02:41.000000+00:00\"], \"session_ids\": [\"b55471e3-f500-4edd-9ff9-f4620a32c22f\", \"877fc222-5b6e-4d3d-b7bf-d9095d3a57c3\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 11.083}, \"70400\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-24 07:27:17.000000+00:00\", \"2022-06-21 01:31:40.000000+00:00\", \"2020-06-17 00:52:52.000000+00:00\"], \"session_ids\": [\"c4b2b7d4-7690-4a41-8264-6b8f31f525c3\", \"5a4b1d36-8e96-4bca-8c51-4f46b71363e4\", \"261e862c-9170-42a9-96a6-15b427faca3e\"], \"total_duration\": 223.0, \"total_sessions\": 3, \"mean_week_duration\": 1.253}, \"52959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-01 13:57:20.000000+00:00\", \"2023-03-16 06:30:23.000000+00:00\"], \"session_ids\": [\"e4c4614f-750e-47e2-ae0f-b0ffd9b0c02f\", \"c719122c-aeeb-47ea-8904-c6222fd66831\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.426}, \"19261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-11 04:00:43.000000+00:00\", \"2022-03-11 15:05:16.000000+00:00\", \"2022-03-06 03:52:09.000000+00:00\"], \"session_ids\": [\"4f235624-6b0f-4ad2-8202-7dada0b74fa5\", \"bd966cd0-9617-47a1-adc9-0cc8a7f9fcc0\", \"bd48402e-d585-4c1f-bc39-937b122d7fb6\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 4.571}, \"39516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-14 12:53:54.000000+00:00\", \"2019-09-22 15:24:54.000000+00:00\"], \"session_ids\": [\"b43f342e-11a1-49ad-a293-bd3dcf96afa2\", \"c048527c-5496-4588-be28-c2c2318f9167\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 1.408}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 392 and are greater than 2588" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[392, 2588]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"81534\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-12 04:18:08.000000+00:00\", \"2021-09-13 17:06:48.000000+00:00\"], \"session_ids\": [\"90f41d04-ca44-4623-9c4c-2d88115e6671\", \"4840fef0-0b8d-4e54-b6de-c05affa12cb8\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.448}, \"61629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-27 06:14:14.000000+00:00\", \"2021-10-18 09:55:28.000000+00:00\", \"2019-09-14 00:24:33.000000+00:00\", \"2021-07-21 14:00:52.000000+00:00\", \"2021-12-07 11:15:59.000000+00:00\"], \"session_ids\": [\"f642506d-cc06-4520-b938-6b5809679d82\", \"d30b13d5-2f94-4d02-ad62-459ead095d7b\", \"9fa1b0f3-d3a2-460d-aebd-88d14ea95a90\", \"4d0f36ee-3e76-4c1d-a085-e841aadce717\", \"0fe0b200-2e0d-4229-8ed9-a8201b270ac1\"], \"total_duration\": 233.0, \"total_sessions\": 5, \"mean_week_duration\": 1.958}, \"66282\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-26 07:14:08.000000+00:00\", \"2020-11-01 04:46:04.000000+00:00\"], \"session_ids\": [\"3502c78c-8b3a-4706-b181-cd1bc8374d66\", \"fcc8df1a-3737-4a3d-9dac-ae957c17002e\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 5.769}, \"75450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-01 02:26:37.000000+00:00\", \"2020-09-15 08:08:01.000000+00:00\"], \"session_ids\": [\"d6347ead-b840-4a44-88b2-5f31a7796881\", \"4c464346-17ed-4902-a7f6-e632e385ebe2\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 8.241}, \"15515\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-31 02:09:55.000000+00:00\", \"2022-12-01 21:56:51.000000+00:00\", \"2020-09-15 14:25:51.000000+00:00\"], \"session_ids\": [\"7e26bd26-58f0-4166-8337-d63084704c1c\", \"4637e4ef-261a-4b08-9f58-f160b46fa9b7\", \"3263176e-b9a3-4ea5-b848-4a6bd2906c4e\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.258}, \"49250\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-07 00:42:35.000000+00:00\", \"2021-02-13 19:02:41.000000+00:00\"], \"session_ids\": [\"b55471e3-f500-4edd-9ff9-f4620a32c22f\", \"877fc222-5b6e-4d3d-b7bf-d9095d3a57c3\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 11.083}, \"70400\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-24 07:27:17.000000+00:00\", \"2022-06-21 01:31:40.000000+00:00\", \"2020-06-17 00:52:52.000000+00:00\"], \"session_ids\": [\"c4b2b7d4-7690-4a41-8264-6b8f31f525c3\", \"5a4b1d36-8e96-4bca-8c51-4f46b71363e4\", \"261e862c-9170-42a9-96a6-15b427faca3e\"], \"total_duration\": 223.0, \"total_sessions\": 3, \"mean_week_duration\": 1.253}, \"52959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-01 13:57:20.000000+00:00\", \"2023-03-16 06:30:23.000000+00:00\"], \"session_ids\": [\"e4c4614f-750e-47e2-ae0f-b0ffd9b0c02f\", \"c719122c-aeeb-47ea-8904-c6222fd66831\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.426}, \"19261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-11 04:00:43.000000+00:00\", \"2022-03-11 15:05:16.000000+00:00\", \"2022-03-06 03:52:09.000000+00:00\"], \"session_ids\": [\"4f235624-6b0f-4ad2-8202-7dada0b74fa5\", \"bd966cd0-9617-47a1-adc9-0cc8a7f9fcc0\", \"bd48402e-d585-4c1f-bc39-937b122d7fb6\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 4.571}, \"39516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-14 12:53:54.000000+00:00\", \"2019-09-22 15:24:54.000000+00:00\"], \"session_ids\": [\"b43f342e-11a1-49ad-a293-bd3dcf96afa2\", \"c048527c-5496-4588-be28-c2c2318f9167\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 1.408}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-01 02:26:37.000000+00:00\", \"2020-09-15 08:08:01.000000+00:00\"], \"session_ids\": [\"d6347ead-b840-4a44-88b2-5f31a7796881\", \"4c464346-17ed-4902-a7f6-e632e385ebe2\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 8.241}}, {\"39516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-14 12:53:54.000000+00:00\", \"2019-09-22 15:24:54.000000+00:00\"], \"session_ids\": [\"b43f342e-11a1-49ad-a293-bd3dcf96afa2\", \"c048527c-5496-4588-be28-c2c2318f9167\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 1.408}}, {\"61629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-27 06:14:14.000000+00:00\", \"2021-10-18 09:55:28.000000+00:00\", \"2019-09-14 00:24:33.000000+00:00\", \"2021-07-21 14:00:52.000000+00:00\", \"2021-12-07 11:15:59.000000+00:00\"], \"session_ids\": [\"f642506d-cc06-4520-b938-6b5809679d82\", \"d30b13d5-2f94-4d02-ad62-459ead095d7b\", \"9fa1b0f3-d3a2-460d-aebd-88d14ea95a90\", \"4d0f36ee-3e76-4c1d-a085-e841aadce717\", \"0fe0b200-2e0d-4229-8ed9-a8201b270ac1\"], \"total_duration\": 233.0, \"total_sessions\": 5, \"mean_week_duration\": 1.958}}, {\"19261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-11 04:00:43.000000+00:00\", \"2022-03-11 15:05:16.000000+00:00\", \"2022-03-06 03:52:09.000000+00:00\"], \"session_ids\": [\"4f235624-6b0f-4ad2-8202-7dada0b74fa5\", \"bd966cd0-9617-47a1-adc9-0cc8a7f9fcc0\", \"bd48402e-d585-4c1f-bc39-937b122d7fb6\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 4.571}}, {\"70400\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-24 07:27:17.000000+00:00\", \"2022-06-21 01:31:40.000000+00:00\", \"2020-06-17 00:52:52.000000+00:00\"], \"session_ids\": [\"c4b2b7d4-7690-4a41-8264-6b8f31f525c3\", \"5a4b1d36-8e96-4bca-8c51-4f46b71363e4\", \"261e862c-9170-42a9-96a6-15b427faca3e\"], \"total_duration\": 223.0, \"total_sessions\": 3, \"mean_week_duration\": 1.253}}, {\"49250\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-07 00:42:35.000000+00:00\", \"2021-02-13 19:02:41.000000+00:00\"], \"session_ids\": [\"b55471e3-f500-4edd-9ff9-f4620a32c22f\", \"877fc222-5b6e-4d3d-b7bf-d9095d3a57c3\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 11.083}}, {\"66282\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-26 07:14:08.000000+00:00\", \"2020-11-01 04:46:04.000000+00:00\"], \"session_ids\": [\"3502c78c-8b3a-4706-b181-cd1bc8374d66\", \"fcc8df1a-3737-4a3d-9dac-ae957c17002e\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 5.769}}, {\"52959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-01 13:57:20.000000+00:00\", \"2023-03-16 06:30:23.000000+00:00\"], \"session_ids\": [\"e4c4614f-750e-47e2-ae0f-b0ffd9b0c02f\", \"c719122c-aeeb-47ea-8904-c6222fd66831\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.426}}, {\"81534\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-12 04:18:08.000000+00:00\", \"2021-09-13 17:06:48.000000+00:00\"], \"session_ids\": [\"90f41d04-ca44-4623-9c4c-2d88115e6671\", \"4840fef0-0b8d-4e54-b6de-c05affa12cb8\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.448}}, {\"15515\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-31 02:09:55.000000+00:00\", \"2022-12-01 21:56:51.000000+00:00\", \"2020-09-15 14:25:51.000000+00:00\"], \"session_ids\": [\"7e26bd26-58f0-4166-8337-d63084704c1c\", \"4637e4ef-261a-4b08-9f58-f160b46fa9b7\", \"3263176e-b9a3-4ea5-b848-4a6bd2906c4e\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.258}}]\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[{\"75450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-01 02:26:37.000000+00:00\", \"2020-09-15 08:08:01.000000+00:00\"], \"session_ids\": [\"d6347ead-b840-4a44-88b2-5f31a7796881\", \"4c464346-17ed-4902-a7f6-e632e385ebe2\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 8.241}}, {\"39516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-14 12:53:54.000000+00:00\", \"2019-09-22 15:24:54.000000+00:00\"], \"session_ids\": [\"b43f342e-11a1-49ad-a293-bd3dcf96afa2\", \"c048527c-5496-4588-be28-c2c2318f9167\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 1.408}}, {\"61629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-27 06:14:14.000000+00:00\", \"2021-10-18 09:55:28.000000+00:00\", \"2019-09-14 00:24:33.000000+00:00\", \"2021-07-21 14:00:52.000000+00:00\", \"2021-12-07 11:15:59.000000+00:00\"], \"session_ids\": [\"f642506d-cc06-4520-b938-6b5809679d82\", \"d30b13d5-2f94-4d02-ad62-459ead095d7b\", \"9fa1b0f3-d3a2-460d-aebd-88d14ea95a90\", \"4d0f36ee-3e76-4c1d-a085-e841aadce717\", \"0fe0b200-2e0d-4229-8ed9-a8201b270ac1\"], \"total_duration\": 233.0, \"total_sessions\": 5, \"mean_week_duration\": 1.958}}, {\"19261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-11 04:00:43.000000+00:00\", \"2022-03-11 15:05:16.000000+00:00\", \"2022-03-06 03:52:09.000000+00:00\"], \"session_ids\": [\"4f235624-6b0f-4ad2-8202-7dada0b74fa5\", \"bd966cd0-9617-47a1-adc9-0cc8a7f9fcc0\", \"bd48402e-d585-4c1f-bc39-937b122d7fb6\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 4.571}}]\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[{\"75450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-01 02:26:37.000000+00:00\", \"2020-09-15 08:08:01.000000+00:00\"], \"session_ids\": [\"d6347ead-b840-4a44-88b2-5f31a7796881\", \"4c464346-17ed-4902-a7f6-e632e385ebe2\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 8.241}}, {\"39516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-14 12:53:54.000000+00:00\", \"2019-09-22 15:24:54.000000+00:00\"], \"session_ids\": [\"b43f342e-11a1-49ad-a293-bd3dcf96afa2\", \"c048527c-5496-4588-be28-c2c2318f9167\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 1.408}}, {\"61629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-27 06:14:14.000000+00:00\", \"2021-10-18 09:55:28.000000+00:00\", \"2019-09-14 00:24:33.000000+00:00\", \"2021-07-21 14:00:52.000000+00:00\", \"2021-12-07 11:15:59.000000+00:00\"], \"session_ids\": [\"f642506d-cc06-4520-b938-6b5809679d82\", \"d30b13d5-2f94-4d02-ad62-459ead095d7b\", \"9fa1b0f3-d3a2-460d-aebd-88d14ea95a90\", \"4d0f36ee-3e76-4c1d-a085-e841aadce717\", \"0fe0b200-2e0d-4229-8ed9-a8201b270ac1\"], \"total_duration\": 233.0, \"total_sessions\": 5, \"mean_week_duration\": 1.958}}, {\"19261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-11 04:00:43.000000+00:00\", \"2022-03-11 15:05:16.000000+00:00\", \"2022-03-06 03:52:09.000000+00:00\"], \"session_ids\": [\"4f235624-6b0f-4ad2-8202-7dada0b74fa5\", \"bd966cd0-9617-47a1-adc9-0cc8a7f9fcc0\", \"bd48402e-d585-4c1f-bc39-937b122d7fb6\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 4.571}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 2 users with a aver of time using the app per week that is higher than 31 and lower than 23, exclusively 23 + do sorting by app usage time per week in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"50414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 16:01:58.000000+00:00\", \"2021-10-10 01:49:17.000000+00:00\"], \"session_ids\": [\"2a6e6774-99fe-4038-9ce9-fa9c911434f0\", \"51a171dc-d698-49dc-8c7e-a1b6c47fc334\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 10.222}, \"94844\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-05-01 18:40:04.000000+00:00\", \"2023-04-24 10:09:47.000000+00:00\"], \"session_ids\": [\"e5985b25-4a7c-4f0e-99fc-c8f89f89f12c\", \"bf79a774-de3c-4053-83c9-6c223efe6a30\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.431}, \"54661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-07 07:40:03.000000+00:00\", \"2021-10-22 01:45:23.000000+00:00\", \"2021-06-25 15:24:55.000000+00:00\"], \"session_ids\": [\"06df3108-ab9f-47cb-bc62-a4432ecf7758\", \"c9c52d1c-a33c-4196-abc1-121e01c4944e\", \"8954bb34-1ac8-456a-802e-b4990dfe86e9\"], \"total_duration\": 1022.0, \"total_sessions\": 3, \"mean_week_duration\": 13.447}, \"39514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-17 20:39:12.000000+00:00\", \"2019-10-01 04:39:23.000000+00:00\", \"2020-01-08 01:11:14.000000+00:00\", \"2023-02-13 06:45:19.000000+00:00\", \"2022-03-22 03:25:27.000000+00:00\", \"2019-11-03 19:04:24.000000+00:00\", \"2020-06-15 07:56:38.000000+00:00\", \"2021-11-29 03:21:18.000000+00:00\", \"2022-06-19 00:39:19.000000+00:00\"], \"session_ids\": [\"6754ec9c-8e55-4702-bed4-389febdb38a8\", \"a5ffed41-cee6-43cb-b0df-efd44df6b3ef\", \"0ecda703-45bb-4bea-8284-312a9727e1e4\", \"4f74bdf7-0ccf-48c9-8ece-9b6f7501a733\", \"796a2535-c2d5-4012-b3d7-9855d2bc6b19\", \"9eaf5225-55dc-43ee-b072-68ad3edece4c\", \"c998313a-2a20-4abb-b0e4-6fa497c5f835\", \"e74c9499-f6eb-47d9-8c0b-f1b814c131a2\", \"6983c559-a63e-4c2a-911f-5a2edffc0033\"], \"total_duration\": 158.0, \"total_sessions\": 9, \"mean_week_duration\": 0.898}, \"6821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-21 16:55:11.000000+00:00\", \"2022-04-30 19:35:31.000000+00:00\"], \"session_ids\": [\"65439cb5-3c14-4d86-a982-fa7fd8c9ca1f\", \"b8aa6e44-3e6e-4ea2-ab38-1272214b56f4\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 56.0}, \"4194\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-25 07:46:44.000000+00:00\", \"2021-04-26 03:05:26.000000+00:00\"], \"session_ids\": [\"75b53c47-431a-45cb-ae68-e7059d7ff7f7\", \"5062c88c-679a-4c50-840f-ad6fd337d543\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 5.069}, \"77771\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-12 09:02:55.000000+00:00\", \"2021-09-30 14:04:29.000000+00:00\"], \"session_ids\": [\"ac79ce96-a36a-4001-a0df-6f6fad0a667b\", \"767aa047-a55b-493e-b028-ea8eb6154b4b\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 6.625}, \"52103\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-30 05:28:39.000000+00:00\", \"2019-10-27 17:08:18.000000+00:00\", \"2022-12-13 06:27:52.000000+00:00\", \"2022-08-23 11:49:40.000000+00:00\", \"2019-05-03 12:48:03.000000+00:00\", \"2019-02-25 19:12:17.000000+00:00\", \"2023-03-02 22:58:06.000000+00:00\", \"2020-01-23 08:52:01.000000+00:00\", \"2023-01-18 10:24:10.000000+00:00\", \"2021-10-25 18:41:07.000000+00:00\"], \"session_ids\": [\"478d54b3-77ca-4561-9798-889e1a74fbd4\", \"a1ad8c6c-b53d-4be1-8a22-d10b034d0883\", \"640e6610-6296-42db-9c63-9693a234a217\", \"88741e7c-42f0-4e3f-9e5a-049924a18941\", \"ff1ed416-8b8b-492c-acc1-480140f469a8\", \"57d33e55-4eae-4039-bad6-919a22aeddd8\", \"f2f65443-99e1-4d38-a482-d78c08ac55fd\", \"86706e94-9466-4587-a12e-cb83b087fa0d\", \"3f6dcdba-b5e3-440a-91ff-bc96bd8aa6ad\", \"61bc369c-42c0-4d30-8a1e-2a1fc2db1866\"], \"total_duration\": 4086.0, \"total_sessions\": 10, \"mean_week_duration\": 19.457}, \"91424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-18 09:23:21.000000+00:00\", \"2021-12-02 19:44:12.000000+00:00\", \"2021-08-01 19:09:35.000000+00:00\"], \"session_ids\": [\"67cbec67-0604-427f-ad4b-f53e845fc122\", \"e9180dd4-ab1c-44c2-b58d-e0197bcc6bb6\", \"dd784b4e-0a58-42eb-b22f-c8f9271ffc63\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 1.473}, \"70623\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-06 03:30:42.000000+00:00\", \"2021-03-04 09:39:38.000000+00:00\", \"2022-11-29 17:58:20.000000+00:00\", \"2022-02-01 23:02:59.000000+00:00\", \"2019-02-18 04:53:32.000000+00:00\", \"2020-04-14 08:14:14.000000+00:00\", \"2020-06-15 10:52:02.000000+00:00\"], \"session_ids\": [\"db38e6f1-6a05-4ec6-b216-cf7adf547e1a\", \"0fda7ab6-ce3c-414d-93a9-d4698dfd736b\", \"c67e827c-6cf8-4a08-b662-7dd51de5ba15\", \"8754fc7e-18c4-4bf7-ad27-397147777ccd\", \"274ba3e3-31b4-49ca-90b0-49aaf40ac48a\", \"c1af4d1a-47f1-4791-9646-12a80d588816\", \"4454dfbc-8ed1-441e-9a9c-44ce481c369d\"], \"total_duration\": 626.0, \"total_sessions\": 7, \"mean_week_duration\": 3.162}}\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 23 and are equal or greater than 31" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[23, 31]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"50414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 16:01:58.000000+00:00\", \"2021-10-10 01:49:17.000000+00:00\"], \"session_ids\": [\"2a6e6774-99fe-4038-9ce9-fa9c911434f0\", \"51a171dc-d698-49dc-8c7e-a1b6c47fc334\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 10.222}, \"94844\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-05-01 18:40:04.000000+00:00\", \"2023-04-24 10:09:47.000000+00:00\"], \"session_ids\": [\"e5985b25-4a7c-4f0e-99fc-c8f89f89f12c\", \"bf79a774-de3c-4053-83c9-6c223efe6a30\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.431}, \"54661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-07 07:40:03.000000+00:00\", \"2021-10-22 01:45:23.000000+00:00\", \"2021-06-25 15:24:55.000000+00:00\"], \"session_ids\": [\"06df3108-ab9f-47cb-bc62-a4432ecf7758\", \"c9c52d1c-a33c-4196-abc1-121e01c4944e\", \"8954bb34-1ac8-456a-802e-b4990dfe86e9\"], \"total_duration\": 1022.0, \"total_sessions\": 3, \"mean_week_duration\": 13.447}, \"39514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-17 20:39:12.000000+00:00\", \"2019-10-01 04:39:23.000000+00:00\", \"2020-01-08 01:11:14.000000+00:00\", \"2023-02-13 06:45:19.000000+00:00\", \"2022-03-22 03:25:27.000000+00:00\", \"2019-11-03 19:04:24.000000+00:00\", \"2020-06-15 07:56:38.000000+00:00\", \"2021-11-29 03:21:18.000000+00:00\", \"2022-06-19 00:39:19.000000+00:00\"], \"session_ids\": [\"6754ec9c-8e55-4702-bed4-389febdb38a8\", \"a5ffed41-cee6-43cb-b0df-efd44df6b3ef\", \"0ecda703-45bb-4bea-8284-312a9727e1e4\", \"4f74bdf7-0ccf-48c9-8ece-9b6f7501a733\", \"796a2535-c2d5-4012-b3d7-9855d2bc6b19\", \"9eaf5225-55dc-43ee-b072-68ad3edece4c\", \"c998313a-2a20-4abb-b0e4-6fa497c5f835\", \"e74c9499-f6eb-47d9-8c0b-f1b814c131a2\", \"6983c559-a63e-4c2a-911f-5a2edffc0033\"], \"total_duration\": 158.0, \"total_sessions\": 9, \"mean_week_duration\": 0.898}, \"4194\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-25 07:46:44.000000+00:00\", \"2021-04-26 03:05:26.000000+00:00\"], \"session_ids\": [\"75b53c47-431a-45cb-ae68-e7059d7ff7f7\", \"5062c88c-679a-4c50-840f-ad6fd337d543\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 5.069}, \"77771\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-12 09:02:55.000000+00:00\", \"2021-09-30 14:04:29.000000+00:00\"], \"session_ids\": [\"ac79ce96-a36a-4001-a0df-6f6fad0a667b\", \"767aa047-a55b-493e-b028-ea8eb6154b4b\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 6.625}, \"52103\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-30 05:28:39.000000+00:00\", \"2019-10-27 17:08:18.000000+00:00\", \"2022-12-13 06:27:52.000000+00:00\", \"2022-08-23 11:49:40.000000+00:00\", \"2019-05-03 12:48:03.000000+00:00\", \"2019-02-25 19:12:17.000000+00:00\", \"2023-03-02 22:58:06.000000+00:00\", \"2020-01-23 08:52:01.000000+00:00\", \"2023-01-18 10:24:10.000000+00:00\", \"2021-10-25 18:41:07.000000+00:00\"], \"session_ids\": [\"478d54b3-77ca-4561-9798-889e1a74fbd4\", \"a1ad8c6c-b53d-4be1-8a22-d10b034d0883\", \"640e6610-6296-42db-9c63-9693a234a217\", \"88741e7c-42f0-4e3f-9e5a-049924a18941\", \"ff1ed416-8b8b-492c-acc1-480140f469a8\", \"57d33e55-4eae-4039-bad6-919a22aeddd8\", \"f2f65443-99e1-4d38-a482-d78c08ac55fd\", \"86706e94-9466-4587-a12e-cb83b087fa0d\", \"3f6dcdba-b5e3-440a-91ff-bc96bd8aa6ad\", \"61bc369c-42c0-4d30-8a1e-2a1fc2db1866\"], \"total_duration\": 4086.0, \"total_sessions\": 10, \"mean_week_duration\": 19.457}, \"91424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-18 09:23:21.000000+00:00\", \"2021-12-02 19:44:12.000000+00:00\", \"2021-08-01 19:09:35.000000+00:00\"], \"session_ids\": [\"67cbec67-0604-427f-ad4b-f53e845fc122\", \"e9180dd4-ab1c-44c2-b58d-e0197bcc6bb6\", \"dd784b4e-0a58-42eb-b22f-c8f9271ffc63\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 1.473}, \"70623\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-06 03:30:42.000000+00:00\", \"2021-03-04 09:39:38.000000+00:00\", \"2022-11-29 17:58:20.000000+00:00\", \"2022-02-01 23:02:59.000000+00:00\", \"2019-02-18 04:53:32.000000+00:00\", \"2020-04-14 08:14:14.000000+00:00\", \"2020-06-15 10:52:02.000000+00:00\"], \"session_ids\": [\"db38e6f1-6a05-4ec6-b216-cf7adf547e1a\", \"0fda7ab6-ce3c-414d-93a9-d4698dfd736b\", \"c67e827c-6cf8-4a08-b662-7dd51de5ba15\", \"8754fc7e-18c4-4bf7-ad27-397147777ccd\", \"274ba3e3-31b4-49ca-90b0-49aaf40ac48a\", \"c1af4d1a-47f1-4791-9646-12a80d588816\", \"4454dfbc-8ed1-441e-9a9c-44ce481c369d\"], \"total_duration\": 626.0, \"total_sessions\": 7, \"mean_week_duration\": 3.162}, \"6821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-21 16:55:11.000000+00:00\", \"2022-04-30 19:35:31.000000+00:00\"], \"session_ids\": [\"65439cb5-3c14-4d86-a982-fa7fd8c9ca1f\", \"b8aa6e44-3e6e-4ea2-ab38-1272214b56f4\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 56.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-21 16:55:11.000000+00:00\", \"2022-04-30 19:35:31.000000+00:00\"], \"session_ids\": [\"65439cb5-3c14-4d86-a982-fa7fd8c9ca1f\", \"b8aa6e44-3e6e-4ea2-ab38-1272214b56f4\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 56.0}}, {\"52103\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-30 05:28:39.000000+00:00\", \"2019-10-27 17:08:18.000000+00:00\", \"2022-12-13 06:27:52.000000+00:00\", \"2022-08-23 11:49:40.000000+00:00\", \"2019-05-03 12:48:03.000000+00:00\", \"2019-02-25 19:12:17.000000+00:00\", \"2023-03-02 22:58:06.000000+00:00\", \"2020-01-23 08:52:01.000000+00:00\", \"2023-01-18 10:24:10.000000+00:00\", \"2021-10-25 18:41:07.000000+00:00\"], \"session_ids\": [\"478d54b3-77ca-4561-9798-889e1a74fbd4\", \"a1ad8c6c-b53d-4be1-8a22-d10b034d0883\", \"640e6610-6296-42db-9c63-9693a234a217\", \"88741e7c-42f0-4e3f-9e5a-049924a18941\", \"ff1ed416-8b8b-492c-acc1-480140f469a8\", \"57d33e55-4eae-4039-bad6-919a22aeddd8\", \"f2f65443-99e1-4d38-a482-d78c08ac55fd\", \"86706e94-9466-4587-a12e-cb83b087fa0d\", \"3f6dcdba-b5e3-440a-91ff-bc96bd8aa6ad\", \"61bc369c-42c0-4d30-8a1e-2a1fc2db1866\"], \"total_duration\": 4086.0, \"total_sessions\": 10, \"mean_week_duration\": 19.457}}, {\"54661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-07 07:40:03.000000+00:00\", \"2021-10-22 01:45:23.000000+00:00\", \"2021-06-25 15:24:55.000000+00:00\"], \"session_ids\": [\"06df3108-ab9f-47cb-bc62-a4432ecf7758\", \"c9c52d1c-a33c-4196-abc1-121e01c4944e\", \"8954bb34-1ac8-456a-802e-b4990dfe86e9\"], \"total_duration\": 1022.0, \"total_sessions\": 3, \"mean_week_duration\": 13.447}}, {\"50414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 16:01:58.000000+00:00\", \"2021-10-10 01:49:17.000000+00:00\"], \"session_ids\": [\"2a6e6774-99fe-4038-9ce9-fa9c911434f0\", \"51a171dc-d698-49dc-8c7e-a1b6c47fc334\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 10.222}}, {\"77771\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-12 09:02:55.000000+00:00\", \"2021-09-30 14:04:29.000000+00:00\"], \"session_ids\": [\"ac79ce96-a36a-4001-a0df-6f6fad0a667b\", \"767aa047-a55b-493e-b028-ea8eb6154b4b\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 6.625}}, {\"4194\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-25 07:46:44.000000+00:00\", \"2021-04-26 03:05:26.000000+00:00\"], \"session_ids\": [\"75b53c47-431a-45cb-ae68-e7059d7ff7f7\", \"5062c88c-679a-4c50-840f-ad6fd337d543\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 5.069}}, {\"70623\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-06 03:30:42.000000+00:00\", \"2021-03-04 09:39:38.000000+00:00\", \"2022-11-29 17:58:20.000000+00:00\", \"2022-02-01 23:02:59.000000+00:00\", \"2019-02-18 04:53:32.000000+00:00\", \"2020-04-14 08:14:14.000000+00:00\", \"2020-06-15 10:52:02.000000+00:00\"], \"session_ids\": [\"db38e6f1-6a05-4ec6-b216-cf7adf547e1a\", \"0fda7ab6-ce3c-414d-93a9-d4698dfd736b\", \"c67e827c-6cf8-4a08-b662-7dd51de5ba15\", \"8754fc7e-18c4-4bf7-ad27-397147777ccd\", \"274ba3e3-31b4-49ca-90b0-49aaf40ac48a\", \"c1af4d1a-47f1-4791-9646-12a80d588816\", \"4454dfbc-8ed1-441e-9a9c-44ce481c369d\"], \"total_duration\": 626.0, \"total_sessions\": 7, \"mean_week_duration\": 3.162}}, {\"91424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-18 09:23:21.000000+00:00\", \"2021-12-02 19:44:12.000000+00:00\", \"2021-08-01 19:09:35.000000+00:00\"], \"session_ids\": [\"67cbec67-0604-427f-ad4b-f53e845fc122\", \"e9180dd4-ab1c-44c2-b58d-e0197bcc6bb6\", \"dd784b4e-0a58-42eb-b22f-c8f9271ffc63\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 1.473}}, {\"39514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-17 20:39:12.000000+00:00\", \"2019-10-01 04:39:23.000000+00:00\", \"2020-01-08 01:11:14.000000+00:00\", \"2023-02-13 06:45:19.000000+00:00\", \"2022-03-22 03:25:27.000000+00:00\", \"2019-11-03 19:04:24.000000+00:00\", \"2020-06-15 07:56:38.000000+00:00\", \"2021-11-29 03:21:18.000000+00:00\", \"2022-06-19 00:39:19.000000+00:00\"], \"session_ids\": [\"6754ec9c-8e55-4702-bed4-389febdb38a8\", \"a5ffed41-cee6-43cb-b0df-efd44df6b3ef\", \"0ecda703-45bb-4bea-8284-312a9727e1e4\", \"4f74bdf7-0ccf-48c9-8ece-9b6f7501a733\", \"796a2535-c2d5-4012-b3d7-9855d2bc6b19\", \"9eaf5225-55dc-43ee-b072-68ad3edece4c\", \"c998313a-2a20-4abb-b0e4-6fa497c5f835\", \"e74c9499-f6eb-47d9-8c0b-f1b814c131a2\", \"6983c559-a63e-4c2a-911f-5a2edffc0033\"], \"total_duration\": 158.0, \"total_sessions\": 9, \"mean_week_duration\": 0.898}}, {\"94844\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-05-01 18:40:04.000000+00:00\", \"2023-04-24 10:09:47.000000+00:00\"], \"session_ids\": [\"e5985b25-4a7c-4f0e-99fc-c8f89f89f12c\", \"bf79a774-de3c-4053-83c9-6c223efe6a30\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.431}}]\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[{\"6821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-21 16:55:11.000000+00:00\", \"2022-04-30 19:35:31.000000+00:00\"], \"session_ids\": [\"65439cb5-3c14-4d86-a982-fa7fd8c9ca1f\", \"b8aa6e44-3e6e-4ea2-ab38-1272214b56f4\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 56.0}}, {\"52103\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-30 05:28:39.000000+00:00\", \"2019-10-27 17:08:18.000000+00:00\", \"2022-12-13 06:27:52.000000+00:00\", \"2022-08-23 11:49:40.000000+00:00\", \"2019-05-03 12:48:03.000000+00:00\", \"2019-02-25 19:12:17.000000+00:00\", \"2023-03-02 22:58:06.000000+00:00\", \"2020-01-23 08:52:01.000000+00:00\", \"2023-01-18 10:24:10.000000+00:00\", \"2021-10-25 18:41:07.000000+00:00\"], \"session_ids\": [\"478d54b3-77ca-4561-9798-889e1a74fbd4\", \"a1ad8c6c-b53d-4be1-8a22-d10b034d0883\", \"640e6610-6296-42db-9c63-9693a234a217\", \"88741e7c-42f0-4e3f-9e5a-049924a18941\", \"ff1ed416-8b8b-492c-acc1-480140f469a8\", \"57d33e55-4eae-4039-bad6-919a22aeddd8\", \"f2f65443-99e1-4d38-a482-d78c08ac55fd\", \"86706e94-9466-4587-a12e-cb83b087fa0d\", \"3f6dcdba-b5e3-440a-91ff-bc96bd8aa6ad\", \"61bc369c-42c0-4d30-8a1e-2a1fc2db1866\"], \"total_duration\": 4086.0, \"total_sessions\": 10, \"mean_week_duration\": 19.457}}]\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[{\"6821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-21 16:55:11.000000+00:00\", \"2022-04-30 19:35:31.000000+00:00\"], \"session_ids\": [\"65439cb5-3c14-4d86-a982-fa7fd8c9ca1f\", \"b8aa6e44-3e6e-4ea2-ab38-1272214b56f4\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 56.0}}, {\"52103\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-30 05:28:39.000000+00:00\", \"2019-10-27 17:08:18.000000+00:00\", \"2022-12-13 06:27:52.000000+00:00\", \"2022-08-23 11:49:40.000000+00:00\", \"2019-05-03 12:48:03.000000+00:00\", \"2019-02-25 19:12:17.000000+00:00\", \"2023-03-02 22:58:06.000000+00:00\", \"2020-01-23 08:52:01.000000+00:00\", \"2023-01-18 10:24:10.000000+00:00\", \"2021-10-25 18:41:07.000000+00:00\"], \"session_ids\": [\"478d54b3-77ca-4561-9798-889e1a74fbd4\", \"a1ad8c6c-b53d-4be1-8a22-d10b034d0883\", \"640e6610-6296-42db-9c63-9693a234a217\", \"88741e7c-42f0-4e3f-9e5a-049924a18941\", \"ff1ed416-8b8b-492c-acc1-480140f469a8\", \"57d33e55-4eae-4039-bad6-919a22aeddd8\", \"f2f65443-99e1-4d38-a482-d78c08ac55fd\", \"86706e94-9466-4587-a12e-cb83b087fa0d\", \"3f6dcdba-b5e3-440a-91ff-bc96bd8aa6ad\", \"61bc369c-42c0-4d30-8a1e-2a1fc2db1866\"], \"total_duration\": 4086.0, \"total_sessions\": 10, \"mean_week_duration\": 19.457}}]\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 6 users to me with a sessions total that is strictly higher than 7 and lower than 5 + perform sorting by duration summation in ascending and provide me only with 4 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{\"27474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-24 21:28:32.000000+00:00\", \"2020-06-07 15:01:31.000000+00:00\", \"2021-03-31 08:56:32.000000+00:00\", \"2023-06-14 03:47:19.000000+00:00\"], \"session_ids\": [\"9e5ea9f4-1fb8-40fd-99c1-ce13d8832183\", \"7a7b3f96-25a9-44ae-89d0-3443ed9e5194\", \"b4ff1801-ca69-4150-9fce-444c4ee41445\", \"bf8bccc6-8b1b-454f-a1c8-436b0ada0097\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.247}, \"45525\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-17 07:32:36.000000+00:00\", \"2023-03-23 11:53:43.000000+00:00\"], \"session_ids\": [\"58fa7684-9210-423d-a6d3-525a22a63818\", \"d66b1eff-ae79-4758-b364-9974ebb5e6cf\"], \"total_duration\": 464.0, \"total_sessions\": 2, \"mean_week_duration\": 2.168}, \"42553\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-10-08 02:49:43.000000+00:00\", \"2023-02-05 07:20:28.000000+00:00\"], \"session_ids\": [\"d8aa84cd-435d-4fcd-bc21-106813eda3ac\", \"0bcf2949-964c-43c8-8b64-f5524c175ead\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.171}, \"87343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-03 18:32:42.000000+00:00\", \"2019-01-06 16:42:11.000000+00:00\"], \"session_ids\": [\"46d6a560-d047-4296-bb1e-6d1a5f60a21a\", \"502c657b-a15e-44c0-a853-74e63151cb68\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.293}, \"92010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-04-05 17:51:15.000000+00:00\", \"2022-03-27 09:08:12.000000+00:00\"], \"session_ids\": [\"d5ff175b-d0df-4f0e-ac37-a8612e275cd5\", \"12d0998b-044d-4258-8489-cf82c5380702\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 55.0}, \"52317\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-11 23:55:33.000000+00:00\", \"2023-04-04 05:19:33.000000+00:00\"], \"session_ids\": [\"a5953b27-0e24-463d-b1a2-5113c70f8ef5\", \"35f3b137-2186-4748-91d7-7c743b702606\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 0.944}, \"31118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-14 14:47:35.000000+00:00\", \"2019-09-06 01:40:13.000000+00:00\"], \"session_ids\": [\"9e2acf84-7928-466b-afd8-696fc91ece59\", \"b001465b-2398-44f2-a165-5d155f238d1e\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.957}, \"75266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-25 23:29:28.000000+00:00\", \"2022-09-08 01:46:41.000000+00:00\", \"2021-05-16 10:24:52.000000+00:00\", \"2021-06-25 19:13:19.000000+00:00\", \"2020-10-11 01:38:50.000000+00:00\", \"2021-04-05 09:25:30.000000+00:00\", \"2021-03-23 07:53:07.000000+00:00\", \"2019-07-30 13:20:52.000000+00:00\", \"2023-06-20 12:49:10.000000+00:00\"], \"session_ids\": [\"ac0f3601-4d47-428d-a456-a22a4939b472\", \"5a7f4180-118d-44f1-ab43-c40b38a02fe7\", \"98e406c5-8d04-4b76-9a3c-bc5cece51679\", \"f7d736e8-8234-442d-b1cd-0b6755828cab\", \"0102737e-020b-4134-868b-57a45caa3808\", \"2bc58634-eba4-4ff7-bb2e-8467483d112b\", \"af7a45b5-71d7-4f21-ba09-b7a50a20c5e7\", \"9916816d-279d-49c8-8918-0d22ad69bfcc\", \"4d2f0af3-744e-405a-8738-97b9a87b1a25\"], \"total_duration\": 25841.0, \"total_sessions\": 9, \"mean_week_duration\": 127.296}, \"20097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-11-01 16:09:58.000000+00:00\", \"2021-03-27 01:22:56.000000+00:00\", \"2019-04-02 22:42:17.000000+00:00\", \"2022-10-18 17:44:34.000000+00:00\", \"2021-06-30 10:53:46.000000+00:00\", \"2019-12-09 03:26:31.000000+00:00\", \"2021-10-14 23:34:48.000000+00:00\"], \"session_ids\": [\"53f20679-19b4-4b04-8141-1a2e12051a9d\", \"4df77e63-e3b3-4344-941c-c4085f56c639\", \"952c78c3-02ba-43e8-94f2-c03b3cc0f9ce\", \"884c20ca-3bab-411f-b3ea-284b700c20ca\", \"7d287933-1645-4cb7-b591-2daec4ed7704\", \"350b679c-b4ee-4ff9-8372-142817a53085\", \"c4fc9749-3488-45b2-9908-3fd8efae13a7\"], \"total_duration\": 1815.0, \"total_sessions\": 7, \"mean_week_duration\": 9.811}, \"3084\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-25 22:49:58.000000+00:00\", \"2019-02-15 13:49:02.000000+00:00\", \"2020-03-04 01:03:20.000000+00:00\"], \"session_ids\": [\"3793e024-4bf0-4e34-888f-ef7013ed1cfb\", \"5055a033-73c0-42a9-8f7a-be43cb1d9dcc\", \"6fc50f32-3e41-4252-a8cf-db1c85819c6a\"], \"total_duration\": 179.0, \"total_sessions\": 3, \"mean_week_duration\": 3.255}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 5 and are greater 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{\"27474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-24 21:28:32.000000+00:00\", \"2020-06-07 15:01:31.000000+00:00\", \"2021-03-31 08:56:32.000000+00:00\", \"2023-06-14 03:47:19.000000+00:00\"], \"session_ids\": [\"9e5ea9f4-1fb8-40fd-99c1-ce13d8832183\", \"7a7b3f96-25a9-44ae-89d0-3443ed9e5194\", \"b4ff1801-ca69-4150-9fce-444c4ee41445\", \"bf8bccc6-8b1b-454f-a1c8-436b0ada0097\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.247}, \"45525\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-17 07:32:36.000000+00:00\", \"2023-03-23 11:53:43.000000+00:00\"], \"session_ids\": [\"58fa7684-9210-423d-a6d3-525a22a63818\", \"d66b1eff-ae79-4758-b364-9974ebb5e6cf\"], \"total_duration\": 464.0, \"total_sessions\": 2, \"mean_week_duration\": 2.168}, \"42553\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-10-08 02:49:43.000000+00:00\", \"2023-02-05 07:20:28.000000+00:00\"], \"session_ids\": [\"d8aa84cd-435d-4fcd-bc21-106813eda3ac\", \"0bcf2949-964c-43c8-8b64-f5524c175ead\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.171}, \"87343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-03 18:32:42.000000+00:00\", \"2019-01-06 16:42:11.000000+00:00\"], \"session_ids\": [\"46d6a560-d047-4296-bb1e-6d1a5f60a21a\", \"502c657b-a15e-44c0-a853-74e63151cb68\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.293}, \"92010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-04-05 17:51:15.000000+00:00\", \"2022-03-27 09:08:12.000000+00:00\"], \"session_ids\": [\"d5ff175b-d0df-4f0e-ac37-a8612e275cd5\", \"12d0998b-044d-4258-8489-cf82c5380702\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 55.0}, \"52317\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-11 23:55:33.000000+00:00\", \"2023-04-04 05:19:33.000000+00:00\"], \"session_ids\": [\"a5953b27-0e24-463d-b1a2-5113c70f8ef5\", \"35f3b137-2186-4748-91d7-7c743b702606\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 0.944}, \"31118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-14 14:47:35.000000+00:00\", \"2019-09-06 01:40:13.000000+00:00\"], \"session_ids\": [\"9e2acf84-7928-466b-afd8-696fc91ece59\", \"b001465b-2398-44f2-a165-5d155f238d1e\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.957}, \"3084\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-25 22:49:58.000000+00:00\", \"2019-02-15 13:49:02.000000+00:00\", \"2020-03-04 01:03:20.000000+00:00\"], \"session_ids\": [\"3793e024-4bf0-4e34-888f-ef7013ed1cfb\", \"5055a033-73c0-42a9-8f7a-be43cb1d9dcc\", \"6fc50f32-3e41-4252-a8cf-db1c85819c6a\"], \"total_duration\": 179.0, \"total_sessions\": 3, \"mean_week_duration\": 3.255}, \"75266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-25 23:29:28.000000+00:00\", \"2022-09-08 01:46:41.000000+00:00\", \"2021-05-16 10:24:52.000000+00:00\", \"2021-06-25 19:13:19.000000+00:00\", \"2020-10-11 01:38:50.000000+00:00\", \"2021-04-05 09:25:30.000000+00:00\", \"2021-03-23 07:53:07.000000+00:00\", \"2019-07-30 13:20:52.000000+00:00\", \"2023-06-20 12:49:10.000000+00:00\"], \"session_ids\": [\"ac0f3601-4d47-428d-a456-a22a4939b472\", \"5a7f4180-118d-44f1-ab43-c40b38a02fe7\", \"98e406c5-8d04-4b76-9a3c-bc5cece51679\", \"f7d736e8-8234-442d-b1cd-0b6755828cab\", \"0102737e-020b-4134-868b-57a45caa3808\", \"2bc58634-eba4-4ff7-bb2e-8467483d112b\", \"af7a45b5-71d7-4f21-ba09-b7a50a20c5e7\", \"9916816d-279d-49c8-8918-0d22ad69bfcc\", \"4d2f0af3-744e-405a-8738-97b9a87b1a25\"], \"total_duration\": 25841.0, \"total_sessions\": 9, \"mean_week_duration\": 127.296}}\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[{\"27474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-24 21:28:32.000000+00:00\", \"2020-06-07 15:01:31.000000+00:00\", \"2021-03-31 08:56:32.000000+00:00\", \"2023-06-14 03:47:19.000000+00:00\"], \"session_ids\": [\"9e5ea9f4-1fb8-40fd-99c1-ce13d8832183\", \"7a7b3f96-25a9-44ae-89d0-3443ed9e5194\", \"b4ff1801-ca69-4150-9fce-444c4ee41445\", \"bf8bccc6-8b1b-454f-a1c8-436b0ada0097\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.247}}, {\"87343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-03 18:32:42.000000+00:00\", \"2019-01-06 16:42:11.000000+00:00\"], \"session_ids\": [\"46d6a560-d047-4296-bb1e-6d1a5f60a21a\", \"502c657b-a15e-44c0-a853-74e63151cb68\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.293}}, {\"42553\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-10-08 02:49:43.000000+00:00\", \"2023-02-05 07:20:28.000000+00:00\"], \"session_ids\": [\"d8aa84cd-435d-4fcd-bc21-106813eda3ac\", \"0bcf2949-964c-43c8-8b64-f5524c175ead\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.171}}, {\"92010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-04-05 17:51:15.000000+00:00\", \"2022-03-27 09:08:12.000000+00:00\"], \"session_ids\": [\"d5ff175b-d0df-4f0e-ac37-a8612e275cd5\", \"12d0998b-044d-4258-8489-cf82c5380702\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 55.0}}, {\"3084\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-25 22:49:58.000000+00:00\", \"2019-02-15 13:49:02.000000+00:00\", \"2020-03-04 01:03:20.000000+00:00\"], \"session_ids\": [\"3793e024-4bf0-4e34-888f-ef7013ed1cfb\", \"5055a033-73c0-42a9-8f7a-be43cb1d9dcc\", \"6fc50f32-3e41-4252-a8cf-db1c85819c6a\"], \"total_duration\": 179.0, \"total_sessions\": 3, \"mean_week_duration\": 3.255}}, {\"31118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-14 14:47:35.000000+00:00\", \"2019-09-06 01:40:13.000000+00:00\"], \"session_ids\": [\"9e2acf84-7928-466b-afd8-696fc91ece59\", \"b001465b-2398-44f2-a165-5d155f238d1e\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.957}}, {\"52317\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-11 23:55:33.000000+00:00\", \"2023-04-04 05:19:33.000000+00:00\"], \"session_ids\": [\"a5953b27-0e24-463d-b1a2-5113c70f8ef5\", \"35f3b137-2186-4748-91d7-7c743b702606\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 0.944}}, {\"45525\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-17 07:32:36.000000+00:00\", \"2023-03-23 11:53:43.000000+00:00\"], \"session_ids\": [\"58fa7684-9210-423d-a6d3-525a22a63818\", \"d66b1eff-ae79-4758-b364-9974ebb5e6cf\"], \"total_duration\": 464.0, \"total_sessions\": 2, \"mean_week_duration\": 2.168}}, {\"75266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-25 23:29:28.000000+00:00\", \"2022-09-08 01:46:41.000000+00:00\", \"2021-05-16 10:24:52.000000+00:00\", \"2021-06-25 19:13:19.000000+00:00\", \"2020-10-11 01:38:50.000000+00:00\", \"2021-04-05 09:25:30.000000+00:00\", \"2021-03-23 07:53:07.000000+00:00\", \"2019-07-30 13:20:52.000000+00:00\", \"2023-06-20 12:49:10.000000+00:00\"], \"session_ids\": [\"ac0f3601-4d47-428d-a456-a22a4939b472\", \"5a7f4180-118d-44f1-ab43-c40b38a02fe7\", \"98e406c5-8d04-4b76-9a3c-bc5cece51679\", \"f7d736e8-8234-442d-b1cd-0b6755828cab\", \"0102737e-020b-4134-868b-57a45caa3808\", \"2bc58634-eba4-4ff7-bb2e-8467483d112b\", \"af7a45b5-71d7-4f21-ba09-b7a50a20c5e7\", \"9916816d-279d-49c8-8918-0d22ad69bfcc\", \"4d2f0af3-744e-405a-8738-97b9a87b1a25\"], \"total_duration\": 25841.0, \"total_sessions\": 9, \"mean_week_duration\": 127.296}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"27474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-24 21:28:32.000000+00:00\", \"2020-06-07 15:01:31.000000+00:00\", \"2021-03-31 08:56:32.000000+00:00\", \"2023-06-14 03:47:19.000000+00:00\"], \"session_ids\": [\"9e5ea9f4-1fb8-40fd-99c1-ce13d8832183\", \"7a7b3f96-25a9-44ae-89d0-3443ed9e5194\", \"b4ff1801-ca69-4150-9fce-444c4ee41445\", \"bf8bccc6-8b1b-454f-a1c8-436b0ada0097\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.247}}, {\"87343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-03 18:32:42.000000+00:00\", \"2019-01-06 16:42:11.000000+00:00\"], \"session_ids\": [\"46d6a560-d047-4296-bb1e-6d1a5f60a21a\", \"502c657b-a15e-44c0-a853-74e63151cb68\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.293}}, {\"42553\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-10-08 02:49:43.000000+00:00\", \"2023-02-05 07:20:28.000000+00:00\"], \"session_ids\": [\"d8aa84cd-435d-4fcd-bc21-106813eda3ac\", \"0bcf2949-964c-43c8-8b64-f5524c175ead\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.171}}, {\"92010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-04-05 17:51:15.000000+00:00\", \"2022-03-27 09:08:12.000000+00:00\"], \"session_ids\": [\"d5ff175b-d0df-4f0e-ac37-a8612e275cd5\", \"12d0998b-044d-4258-8489-cf82c5380702\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 55.0}}]\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[{\"27474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-24 21:28:32.000000+00:00\", \"2020-06-07 15:01:31.000000+00:00\", \"2021-03-31 08:56:32.000000+00:00\", \"2023-06-14 03:47:19.000000+00:00\"], \"session_ids\": [\"9e5ea9f4-1fb8-40fd-99c1-ce13d8832183\", \"7a7b3f96-25a9-44ae-89d0-3443ed9e5194\", \"b4ff1801-ca69-4150-9fce-444c4ee41445\", \"bf8bccc6-8b1b-454f-a1c8-436b0ada0097\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.247}}, {\"87343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-03 18:32:42.000000+00:00\", \"2019-01-06 16:42:11.000000+00:00\"], \"session_ids\": [\"46d6a560-d047-4296-bb1e-6d1a5f60a21a\", \"502c657b-a15e-44c0-a853-74e63151cb68\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.293}}, {\"42553\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-10-08 02:49:43.000000+00:00\", \"2023-02-05 07:20:28.000000+00:00\"], \"session_ids\": [\"d8aa84cd-435d-4fcd-bc21-106813eda3ac\", \"0bcf2949-964c-43c8-8b64-f5524c175ead\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.171}}, {\"92010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-04-05 17:51:15.000000+00:00\", \"2022-03-27 09:08:12.000000+00:00\"], \"session_ids\": [\"d5ff175b-d0df-4f0e-ac37-a8612e275cd5\", \"12d0998b-044d-4258-8489-cf82c5380702\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 55.0}}]\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": "I need to get information about 6 users with a overall total sessions that is below 5, exclusive 5 also put to use sorting by all sessions quantity descendingly." } ]
[ { "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{\"27326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-10 00:31:05.000000+00:00\", \"2023-05-13 02:59:26.000000+00:00\"], \"session_ids\": [\"b583c2b4-efe8-443f-9e97-fc59f43ed4f4\", \"af65686c-d629-4874-a620-010a08ba270a\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.614}, \"2431\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-03-23 20:22:34.000000+00:00\", \"2022-03-29 23:06:35.000000+00:00\", \"2023-01-23 06:00:36.000000+00:00\", \"2019-08-28 19:49:48.000000+00:00\", \"2023-02-13 10:54:04.000000+00:00\", \"2019-10-23 23:52:18.000000+00:00\", \"2023-02-26 05:59:46.000000+00:00\"], \"session_ids\": [\"99465e19-be5c-4877-a59d-bae0c3e4ea7e\", \"692da52a-f82a-4fa4-b279-9f7aa63f8953\", \"81c98271-847d-45a2-bb44-692ac2e61d72\", \"6d66a2b9-dc48-4718-bc41-03e5412a6947\", \"7ebed6a3-7eef-4624-8299-6163cef68611\", \"24f0b1cb-6db4-421a-8f78-fa39c2c277e2\", \"6af30e35-a53a-4f54-969b-5014b12299a8\"], \"total_duration\": 8224.0, \"total_sessions\": 7, \"mean_week_duration\": 44.94}, \"17668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-01-31 15:29:07.000000+00:00\", \"2022-07-26 06:30:36.000000+00:00\"], \"session_ids\": [\"4efb77e0-12eb-4397-9791-0dfa3435359e\", \"de4cb410-b219-430c-b65e-2ed670fdb1db\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 1.592}, \"79616\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-26 16:36:08.000000+00:00\", \"2023-01-26 03:11:22.000000+00:00\"], \"session_ids\": [\"51519351-386e-4dd7-8b92-ba7e18f56e11\", \"b8fc98ab-de26-4ca5-8734-e8080bc3d0bd\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 78.8}, \"22886\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-19 02:58:19.000000+00:00\", \"2022-07-13 17:54:54.000000+00:00\"], \"session_ids\": [\"54d882f7-030f-4ba4-8215-1345093ba8d5\", \"cefd30e2-50b3-4598-b98a-3904238a916d\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.86}, \"66318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-17 11:23:05.000000+00:00\", \"2023-01-26 00:14:48.000000+00:00\", \"2020-09-11 11:31:12.000000+00:00\", \"2020-08-18 08:46:57.000000+00:00\"], \"session_ids\": [\"45cf4886-c151-4750-bb78-d005d6624cb8\", \"5156e9a7-513e-4add-9e4b-85683469e6fa\", \"8bf077bc-85e9-4cd5-a37f-d924dc3fb9c0\", \"6e1b57a7-f478-483b-84e0-499e67443fa8\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.245}, \"10122\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-01 13:02:17.000000+00:00\", \"2021-03-15 19:00:04.000000+00:00\", \"2020-04-01 21:15:33.000000+00:00\"], \"session_ids\": [\"8dd4c6fa-8605-4b36-808f-5d793e6e50d1\", \"a99baed5-6f2b-4206-b23d-eba753136b86\", \"f6da75f3-36cc-41d9-88cc-6fa9e5b744e5\"], \"total_duration\": 1071.0, \"total_sessions\": 3, \"mean_week_duration\": 12.6}, \"51481\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-11 14:03:07.000000+00:00\", \"2020-11-15 12:49:47.000000+00:00\"], \"session_ids\": [\"94c57c9f-7eff-4127-a537-f0db57f85f4b\", \"0a62e0fe-7ddf-479d-951c-115f050a4b9b\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.554}, \"95139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-26 13:14:28.000000+00:00\", \"2021-10-12 20:37:33.000000+00:00\", \"2019-11-03 03:37:55.000000+00:00\", \"2019-09-17 04:07:22.000000+00:00\", \"2019-04-05 16:53:11.000000+00:00\", \"2019-07-04 18:26:13.000000+00:00\", \"2022-03-29 10:42:08.000000+00:00\"], \"session_ids\": [\"f6442058-6478-451f-9dd2-0af1a53b9943\", \"c4de0309-f67d-4ee4-8ab2-6b0449a67f91\", \"23e120ad-da61-41cf-86d2-cce63228c2d1\", \"a6c0a3c2-0fe5-4540-9640-a9dc666a0cda\", \"e4b63c96-0f0f-4cc2-8e4c-8a8428b24661\", \"967cf765-5c9d-4e97-a3e9-1b2a80991d0b\", \"56820ac4-971e-4e96-96e8-c690f0d7d5c7\"], \"total_duration\": 2030.0, \"total_sessions\": 7, \"mean_week_duration\": 13.013}, \"14586\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-05-27 21:23:42.000000+00:00\", \"2020-12-21 02:51:31.000000+00:00\", \"2021-01-21 09:37:39.000000+00:00\", \"2023-03-22 05:34:06.000000+00:00\", \"2021-12-18 18:49:45.000000+00:00\", \"2019-08-10 12:25:29.000000+00:00\"], \"session_ids\": [\"aaac107a-517a-4227-a4b1-b83fdaf4906e\", \"7c7f052d-9546-4afc-a00f-39e7f7e6c8ed\", \"9ac01d7c-fdf0-4d5e-82cf-c2951e67f578\", \"a77506b1-1652-45d7-92a2-c1421af4214d\", \"0739baf9-90be-4d03-bd17-cbcc640bf41e\", \"aab72cd5-6f28-4809-98eb-16df1c1cc713\"], \"total_duration\": 5461.0, \"total_sessions\": 6, \"mean_week_duration\": 28.894}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[5, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-10 00:31:05.000000+00:00\", \"2023-05-13 02:59:26.000000+00:00\"], \"session_ids\": [\"b583c2b4-efe8-443f-9e97-fc59f43ed4f4\", \"af65686c-d629-4874-a620-010a08ba270a\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.614}, \"17668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-01-31 15:29:07.000000+00:00\", \"2022-07-26 06:30:36.000000+00:00\"], \"session_ids\": [\"4efb77e0-12eb-4397-9791-0dfa3435359e\", \"de4cb410-b219-430c-b65e-2ed670fdb1db\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 1.592}, \"79616\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-26 16:36:08.000000+00:00\", \"2023-01-26 03:11:22.000000+00:00\"], \"session_ids\": [\"51519351-386e-4dd7-8b92-ba7e18f56e11\", \"b8fc98ab-de26-4ca5-8734-e8080bc3d0bd\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 78.8}, \"22886\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-19 02:58:19.000000+00:00\", \"2022-07-13 17:54:54.000000+00:00\"], \"session_ids\": [\"54d882f7-030f-4ba4-8215-1345093ba8d5\", \"cefd30e2-50b3-4598-b98a-3904238a916d\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.86}, \"66318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-17 11:23:05.000000+00:00\", \"2023-01-26 00:14:48.000000+00:00\", \"2020-09-11 11:31:12.000000+00:00\", \"2020-08-18 08:46:57.000000+00:00\"], \"session_ids\": [\"45cf4886-c151-4750-bb78-d005d6624cb8\", \"5156e9a7-513e-4add-9e4b-85683469e6fa\", \"8bf077bc-85e9-4cd5-a37f-d924dc3fb9c0\", \"6e1b57a7-f478-483b-84e0-499e67443fa8\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.245}, \"10122\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-01 13:02:17.000000+00:00\", \"2021-03-15 19:00:04.000000+00:00\", \"2020-04-01 21:15:33.000000+00:00\"], \"session_ids\": [\"8dd4c6fa-8605-4b36-808f-5d793e6e50d1\", \"a99baed5-6f2b-4206-b23d-eba753136b86\", \"f6da75f3-36cc-41d9-88cc-6fa9e5b744e5\"], \"total_duration\": 1071.0, \"total_sessions\": 3, \"mean_week_duration\": 12.6}, \"51481\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-11 14:03:07.000000+00:00\", \"2020-11-15 12:49:47.000000+00:00\"], \"session_ids\": [\"94c57c9f-7eff-4127-a537-f0db57f85f4b\", \"0a62e0fe-7ddf-479d-951c-115f050a4b9b\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.554}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "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[{\"66318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-17 11:23:05.000000+00:00\", \"2023-01-26 00:14:48.000000+00:00\", \"2020-09-11 11:31:12.000000+00:00\", \"2020-08-18 08:46:57.000000+00:00\"], \"session_ids\": [\"45cf4886-c151-4750-bb78-d005d6624cb8\", \"5156e9a7-513e-4add-9e4b-85683469e6fa\", \"8bf077bc-85e9-4cd5-a37f-d924dc3fb9c0\", \"6e1b57a7-f478-483b-84e0-499e67443fa8\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.245}}, {\"10122\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-01 13:02:17.000000+00:00\", \"2021-03-15 19:00:04.000000+00:00\", \"2020-04-01 21:15:33.000000+00:00\"], \"session_ids\": [\"8dd4c6fa-8605-4b36-808f-5d793e6e50d1\", \"a99baed5-6f2b-4206-b23d-eba753136b86\", \"f6da75f3-36cc-41d9-88cc-6fa9e5b744e5\"], \"total_duration\": 1071.0, \"total_sessions\": 3, \"mean_week_duration\": 12.6}}, {\"27326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-10 00:31:05.000000+00:00\", \"2023-05-13 02:59:26.000000+00:00\"], \"session_ids\": [\"b583c2b4-efe8-443f-9e97-fc59f43ed4f4\", \"af65686c-d629-4874-a620-010a08ba270a\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.614}}, {\"17668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-01-31 15:29:07.000000+00:00\", \"2022-07-26 06:30:36.000000+00:00\"], \"session_ids\": [\"4efb77e0-12eb-4397-9791-0dfa3435359e\", \"de4cb410-b219-430c-b65e-2ed670fdb1db\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 1.592}}, {\"79616\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-26 16:36:08.000000+00:00\", \"2023-01-26 03:11:22.000000+00:00\"], \"session_ids\": [\"51519351-386e-4dd7-8b92-ba7e18f56e11\", \"b8fc98ab-de26-4ca5-8734-e8080bc3d0bd\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 78.8}}, {\"22886\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-19 02:58:19.000000+00:00\", \"2022-07-13 17:54:54.000000+00:00\"], \"session_ids\": [\"54d882f7-030f-4ba4-8215-1345093ba8d5\", \"cefd30e2-50b3-4598-b98a-3904238a916d\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.86}}, {\"51481\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-11 14:03:07.000000+00:00\", \"2020-11-15 12:49:47.000000+00:00\"], \"session_ids\": [\"94c57c9f-7eff-4127-a537-f0db57f85f4b\", \"0a62e0fe-7ddf-479d-951c-115f050a4b9b\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.554}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"66318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-17 11:23:05.000000+00:00\", \"2023-01-26 00:14:48.000000+00:00\", \"2020-09-11 11:31:12.000000+00:00\", \"2020-08-18 08:46:57.000000+00:00\"], \"session_ids\": [\"45cf4886-c151-4750-bb78-d005d6624cb8\", \"5156e9a7-513e-4add-9e4b-85683469e6fa\", \"8bf077bc-85e9-4cd5-a37f-d924dc3fb9c0\", \"6e1b57a7-f478-483b-84e0-499e67443fa8\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.245}}, {\"10122\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-01 13:02:17.000000+00:00\", \"2021-03-15 19:00:04.000000+00:00\", \"2020-04-01 21:15:33.000000+00:00\"], \"session_ids\": [\"8dd4c6fa-8605-4b36-808f-5d793e6e50d1\", \"a99baed5-6f2b-4206-b23d-eba753136b86\", \"f6da75f3-36cc-41d9-88cc-6fa9e5b744e5\"], \"total_duration\": 1071.0, \"total_sessions\": 3, \"mean_week_duration\": 12.6}}, {\"27326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-10 00:31:05.000000+00:00\", \"2023-05-13 02:59:26.000000+00:00\"], \"session_ids\": [\"b583c2b4-efe8-443f-9e97-fc59f43ed4f4\", \"af65686c-d629-4874-a620-010a08ba270a\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.614}}, {\"17668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-01-31 15:29:07.000000+00:00\", \"2022-07-26 06:30:36.000000+00:00\"], \"session_ids\": [\"4efb77e0-12eb-4397-9791-0dfa3435359e\", \"de4cb410-b219-430c-b65e-2ed670fdb1db\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 1.592}}, {\"79616\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-26 16:36:08.000000+00:00\", \"2023-01-26 03:11:22.000000+00:00\"], \"session_ids\": [\"51519351-386e-4dd7-8b92-ba7e18f56e11\", \"b8fc98ab-de26-4ca5-8734-e8080bc3d0bd\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 78.8}}, {\"22886\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-19 02:58:19.000000+00:00\", \"2022-07-13 17:54:54.000000+00:00\"], \"session_ids\": [\"54d882f7-030f-4ba4-8215-1345093ba8d5\", \"cefd30e2-50b3-4598-b98a-3904238a916d\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.86}}]\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[{\"66318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-17 11:23:05.000000+00:00\", \"2023-01-26 00:14:48.000000+00:00\", \"2020-09-11 11:31:12.000000+00:00\", \"2020-08-18 08:46:57.000000+00:00\"], \"session_ids\": [\"45cf4886-c151-4750-bb78-d005d6624cb8\", \"5156e9a7-513e-4add-9e4b-85683469e6fa\", \"8bf077bc-85e9-4cd5-a37f-d924dc3fb9c0\", \"6e1b57a7-f478-483b-84e0-499e67443fa8\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.245}}, {\"10122\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-01 13:02:17.000000+00:00\", \"2021-03-15 19:00:04.000000+00:00\", \"2020-04-01 21:15:33.000000+00:00\"], \"session_ids\": [\"8dd4c6fa-8605-4b36-808f-5d793e6e50d1\", \"a99baed5-6f2b-4206-b23d-eba753136b86\", \"f6da75f3-36cc-41d9-88cc-6fa9e5b744e5\"], \"total_duration\": 1071.0, \"total_sessions\": 3, \"mean_week_duration\": 12.6}}, {\"27326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-10 00:31:05.000000+00:00\", \"2023-05-13 02:59:26.000000+00:00\"], \"session_ids\": [\"b583c2b4-efe8-443f-9e97-fc59f43ed4f4\", \"af65686c-d629-4874-a620-010a08ba270a\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.614}}, {\"17668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-01-31 15:29:07.000000+00:00\", \"2022-07-26 06:30:36.000000+00:00\"], \"session_ids\": [\"4efb77e0-12eb-4397-9791-0dfa3435359e\", \"de4cb410-b219-430c-b65e-2ed670fdb1db\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 1.592}}, {\"79616\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-26 16:36:08.000000+00:00\", \"2023-01-26 03:11:22.000000+00:00\"], \"session_ids\": [\"51519351-386e-4dd7-8b92-ba7e18f56e11\", \"b8fc98ab-de26-4ca5-8734-e8080bc3d0bd\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 78.8}}, {\"22886\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-19 02:58:19.000000+00:00\", \"2022-07-13 17:54:54.000000+00:00\"], \"session_ids\": [\"54d882f7-030f-4ba4-8215-1345093ba8d5\", \"cefd30e2-50b3-4598-b98a-3904238a916d\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.86}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about 4 users who live in city Dublin as well as perform sorting by total duration decliningly." } ]
[ { "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{\"65841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-20 06:09:21.000000+00:00\", \"2019-11-23 00:25:25.000000+00:00\"], \"session_ids\": [\"83435874-e7ef-4cf3-8ba1-4baddcb43adb\", \"c5d6d7b0-f0bc-4f37-9b61-9c46f521260c\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.239}, \"18716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-07-21 05:03:11.000000+00:00\", \"2023-06-30 18:04:40.000000+00:00\"], \"session_ids\": [\"a99ada60-5bdb-4a05-ba23-6b2f1844ced2\", \"c1d50c68-5b04-4ab5-a4d3-87d220372a69\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.416}, \"45730\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-08 16:23:28.000000+00:00\", \"2023-06-19 06:42:29.000000+00:00\", \"2020-08-29 11:02:37.000000+00:00\", \"2019-09-10 18:41:04.000000+00:00\"], \"session_ids\": [\"61c92716-aee7-4389-98f5-343dc36d5a6f\", \"9b8a55ba-7149-4c2e-be41-276502d8687c\", \"a588240d-5a76-4ca7-a8bb-e86c43fdde56\", \"8eaed30b-7935-436e-9ee8-9ab9782c631d\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.228}, \"43962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-08 06:49:17.000000+00:00\", \"2020-07-23 16:54:26.000000+00:00\", \"2022-03-30 02:20:06.000000+00:00\", \"2020-08-09 20:36:47.000000+00:00\", \"2022-07-21 06:18:50.000000+00:00\"], \"session_ids\": [\"e2d00278-72e5-4958-b438-55c90d21bfb8\", \"e2728a6e-da7e-4c25-bef1-673f04bde24c\", \"3c025d36-792f-4a12-b0af-9047b53480b9\", \"d54f639f-5978-4f4c-b965-5ece243fcdf9\", \"5c02f497-3d8f-4f09-ad39-232319c2798a\"], \"total_duration\": 518.0, \"total_sessions\": 5, \"mean_week_duration\": 3.178}, \"27780\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-07-12 00:56:00.000000+00:00\", \"2021-05-21 11:26:08.000000+00:00\"], \"session_ids\": [\"d1e5f488-40a4-4d96-a71c-0102dfbb57da\", \"f4322a87-e9ca-4140-99ed-1ad3abed3b75\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 60.875}, \"35663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-06 11:31:57.000000+00:00\", \"2019-12-04 18:02:16.000000+00:00\"], \"session_ids\": [\"0981315f-47ef-4c6c-b42e-5b6dafee2e25\", \"9f6ddf02-3b96-4653-8cb2-8ad961243b55\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.911}, \"29459\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-15 20:16:28.000000+00:00\", \"2023-04-21 04:54:10.000000+00:00\", \"2019-09-05 19:22:05.000000+00:00\"], \"session_ids\": [\"50475bf0-489d-42f7-a7b4-5e2f74b88b38\", \"a43520c0-fab0-4ef2-90c9-96d3174ed354\", \"c6324f2a-c0c5-4fb8-b747-8f3d27499dd0\"], \"total_duration\": 704.0, \"total_sessions\": 3, \"mean_week_duration\": 3.725}, \"23326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-11-24 12:21:36.000000+00:00\", \"2022-10-07 11:32:41.000000+00:00\", \"2023-06-07 10:16:40.000000+00:00\", \"2023-01-03 08:40:29.000000+00:00\"], \"session_ids\": [\"979b8ad8-8595-419e-b5e7-a1a28ce2ce36\", \"c8a34cb4-e38a-4d2b-b813-d9e51ee37aa7\", \"4ff79888-a8f5-45f1-bcbb-632c90744cd6\", \"2a815beb-2f45-4a9c-8426-6a0d47142851\"], \"total_duration\": 697.0, \"total_sessions\": 4, \"mean_week_duration\": 8.713}, \"29381\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-08-23 13:29:44.000000+00:00\", \"2020-12-14 17:49:13.000000+00:00\"], \"session_ids\": [\"6e8ed614-b8a3-4fe4-8451-cdd6d0e70d50\", \"356ef625-fcae-494c-8f62-42da39a06aa7\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}, \"35324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-11 15:47:15.000000+00:00\", \"2020-06-30 19:38:40.000000+00:00\", \"2021-01-13 22:50:05.000000+00:00\", \"2019-04-03 23:33:06.000000+00:00\"], \"session_ids\": [\"681c16f1-8243-4fe9-bf5a-1d1cf90a77f9\", \"aabad8b4-29f6-4caf-ba2b-75b4f3c97f02\", \"1ab5fae7-e51f-483b-9bf5-9017862fbddd\", \"8722e7d2-c495-4b8b-b1dd-7750021f5c85\"], \"total_duration\": 163.0, \"total_sessions\": 4, \"mean_week_duration\": 1.273}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Dublin" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Dublin\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to finish my work on 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": "Show 3 users to me with a overall duration of sessions per week that is above 13, exclusively also perform sorting by city_name form the highest value to the lowest 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{\"80881\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-25 03:04:22.000000+00:00\", \"2022-02-09 00:39:35.000000+00:00\"], \"session_ids\": [\"0e5e03f8-12d8-48c6-bd1c-068187e918ba\", \"aa7d641f-fff5-4c75-a422-329eb52b3af6\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.958}, \"27916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-14 03:49:16.000000+00:00\", \"2022-04-23 05:22:39.000000+00:00\"], \"session_ids\": [\"717a1d18-4a3a-4cae-a526-7d4f6c687ef6\", \"a48b3a54-1aae-4771-a660-62038dbc6999\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.366}, \"25776\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-31 18:53:19.000000+00:00\", \"2020-01-16 12:43:13.000000+00:00\", \"2021-07-14 04:01:00.000000+00:00\"], \"session_ids\": [\"9e994292-a547-4284-9a77-5785ce4e81a3\", \"04bfa817-3970-40a5-9baa-b2f4145df12b\", \"dfbdbf2f-17bb-42a6-a698-fe154271744a\"], \"total_duration\": 483.0, \"total_sessions\": 3, \"mean_week_duration\": 4.929}, \"45737\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-08 10:51:34.000000+00:00\", \"2019-10-24 12:37:49.000000+00:00\"], \"session_ids\": [\"a4048764-4568-4aa2-a6ca-3347dafe986e\", \"834082e1-e394-460e-9022-607d76ca2afe\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.243}, \"51463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-10 17:17:37.000000+00:00\", \"2020-04-03 06:12:43.000000+00:00\", \"2019-01-26 08:38:40.000000+00:00\", \"2019-10-18 21:00:55.000000+00:00\"], \"session_ids\": [\"bd39b436-4ffb-47b4-8323-7a3c2d842795\", \"a1a1a92d-ff65-4f6b-9a14-57f9323300bd\", \"7f28ecb8-253f-49e4-9d88-55ed0664bcd5\", \"1d8d2a37-7864-4b90-8cf5-56b1b3105aa5\"], \"total_duration\": 501.0, \"total_sessions\": 4, \"mean_week_duration\": 8.081}, \"8517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-06-13 19:31:58.000000+00:00\", \"2022-01-09 06:47:44.000000+00:00\", \"2022-03-04 04:36:10.000000+00:00\"], \"session_ids\": [\"32bbef6f-6da5-426c-b97d-80ab1d205be6\", \"082d850b-da5a-4de1-a64c-6233d953b65d\", \"9dbe8498-6ac8-4229-99ab-585ce1ccf633\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 2.12}, \"80188\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-14 22:45:39.000000+00:00\", \"2021-09-02 10:30:36.000000+00:00\"], \"session_ids\": [\"febcfaea-d58e-4f6f-a6a8-4fe7674463f8\", \"e372892c-75bd-4417-a82e-bb5f59e83cf7\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 36.333}, \"43284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-25 01:15:03.000000+00:00\", \"2020-05-05 22:30:21.000000+00:00\"], \"session_ids\": [\"eb9b738c-b1d4-44a1-b41c-8659004525db\", \"690a07ea-99c0-4ba3-a2c8-90b9e1fb154c\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 7.661}, \"60492\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-19 21:42:51.000000+00:00\", \"2023-05-17 13:33:24.000000+00:00\", \"2023-02-04 03:34:20.000000+00:00\", \"2023-02-12 13:00:27.000000+00:00\", \"2023-04-16 18:26:22.000000+00:00\"], \"session_ids\": [\"90cab1a7-410f-4343-8547-ece7df16c3cd\", \"146b00f0-686f-4231-a199-84490873560d\", \"57eb4937-4d33-4361-afd8-63d648f961da\", \"7b557a77-855c-4828-be53-0d9672759dd8\", \"fabd3898-dcb4-47b0-95c8-9e9991bbd53c\"], \"total_duration\": 3060.0, \"total_sessions\": 5, \"mean_week_duration\": 20.132}, \"9681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-05-03 04:09:27.000000+00:00\", \"2023-03-13 01:07:12.000000+00:00\"], \"session_ids\": [\"73ae0f64-54ac-44f5-9cbc-438dfe3e4e39\", \"0c5f0767-a9e7-41de-9a92-2c1145395bcb\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.55}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 13" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[13, 42]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80188\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-14 22:45:39.000000+00:00\", \"2021-09-02 10:30:36.000000+00:00\"], \"session_ids\": [\"febcfaea-d58e-4f6f-a6a8-4fe7674463f8\", \"e372892c-75bd-4417-a82e-bb5f59e83cf7\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 36.333}, \"60492\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-19 21:42:51.000000+00:00\", \"2023-05-17 13:33:24.000000+00:00\", \"2023-02-04 03:34:20.000000+00:00\", \"2023-02-12 13:00:27.000000+00:00\", \"2023-04-16 18:26:22.000000+00:00\"], \"session_ids\": [\"90cab1a7-410f-4343-8547-ece7df16c3cd\", \"146b00f0-686f-4231-a199-84490873560d\", \"57eb4937-4d33-4361-afd8-63d648f961da\", \"7b557a77-855c-4828-be53-0d9672759dd8\", \"fabd3898-dcb4-47b0-95c8-9e9991bbd53c\"], \"total_duration\": 3060.0, \"total_sessions\": 5, \"mean_week_duration\": 20.132}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60492\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-19 21:42:51.000000+00:00\", \"2023-05-17 13:33:24.000000+00:00\", \"2023-02-04 03:34:20.000000+00:00\", \"2023-02-12 13:00:27.000000+00:00\", \"2023-04-16 18:26:22.000000+00:00\"], \"session_ids\": [\"90cab1a7-410f-4343-8547-ece7df16c3cd\", \"146b00f0-686f-4231-a199-84490873560d\", \"57eb4937-4d33-4361-afd8-63d648f961da\", \"7b557a77-855c-4828-be53-0d9672759dd8\", \"fabd3898-dcb4-47b0-95c8-9e9991bbd53c\"], \"total_duration\": 3060.0, \"total_sessions\": 5, \"mean_week_duration\": 20.132}}, {\"80188\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-14 22:45:39.000000+00:00\", \"2021-09-02 10:30:36.000000+00:00\"], \"session_ids\": [\"febcfaea-d58e-4f6f-a6a8-4fe7674463f8\", \"e372892c-75bd-4417-a82e-bb5f59e83cf7\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 36.333}}]\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[{\"60492\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-19 21:42:51.000000+00:00\", \"2023-05-17 13:33:24.000000+00:00\", \"2023-02-04 03:34:20.000000+00:00\", \"2023-02-12 13:00:27.000000+00:00\", \"2023-04-16 18:26:22.000000+00:00\"], \"session_ids\": [\"90cab1a7-410f-4343-8547-ece7df16c3cd\", \"146b00f0-686f-4231-a199-84490873560d\", \"57eb4937-4d33-4361-afd8-63d648f961da\", \"7b557a77-855c-4828-be53-0d9672759dd8\", \"fabd3898-dcb4-47b0-95c8-9e9991bbd53c\"], \"total_duration\": 3060.0, \"total_sessions\": 5, \"mean_week_duration\": 20.132}}, {\"80188\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-14 22:45:39.000000+00:00\", \"2021-09-02 10:30:36.000000+00:00\"], \"session_ids\": [\"febcfaea-d58e-4f6f-a6a8-4fe7674463f8\", \"e372892c-75bd-4417-a82e-bb5f59e83cf7\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 36.333}}]\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[{\"60492\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-19 21:42:51.000000+00:00\", \"2023-05-17 13:33:24.000000+00:00\", \"2023-02-04 03:34:20.000000+00:00\", \"2023-02-12 13:00:27.000000+00:00\", \"2023-04-16 18:26:22.000000+00:00\"], \"session_ids\": [\"90cab1a7-410f-4343-8547-ece7df16c3cd\", \"146b00f0-686f-4231-a199-84490873560d\", \"57eb4937-4d33-4361-afd8-63d648f961da\", \"7b557a77-855c-4828-be53-0d9672759dd8\", \"fabd3898-dcb4-47b0-95c8-9e9991bbd53c\"], \"total_duration\": 3060.0, \"total_sessions\": 5, \"mean_week_duration\": 20.132}}, {\"80188\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-14 22:45:39.000000+00:00\", \"2021-09-02 10:30:36.000000+00:00\"], \"session_ids\": [\"febcfaea-d58e-4f6f-a6a8-4fe7674463f8\", \"e372892c-75bd-4417-a82e-bb5f59e83cf7\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 36.333}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about user who has quantity of sessions bigger than 3 and smaller than 5 additionaly sort by sum of duration in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23783\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-12 14:48:46.000000+00:00\", \"2023-06-24 12:04:30.000000+00:00\", \"2023-05-06 11:33:38.000000+00:00\"], \"session_ids\": [\"ae861189-a83d-45cb-a1ee-ae1480d5ba94\", \"a71dfde9-b7bf-4cbf-9351-e3777587df6f\", \"22016469-314c-46eb-b776-a3786f3ff1ec\"], \"total_duration\": 148.0, \"total_sessions\": 3, \"mean_week_duration\": 0.718}, \"13796\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-01-04 19:46:46.000000+00:00\", \"2020-09-30 11:45:04.000000+00:00\"], \"session_ids\": [\"1d00bd01-8170-4820-a22c-a57509514449\", \"7e9002af-408d-49e6-8e76-f2516bedffac\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.286}, \"82097\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-13 16:08:24.000000+00:00\", \"2023-02-25 20:23:43.000000+00:00\"], \"session_ids\": [\"88c765a1-51e9-4139-9e6c-63be583a0b83\", \"1c886b1d-d21c-43ce-b4f8-6377d03dbad8\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.183}, \"65395\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-10 22:10:07.000000+00:00\", \"2022-02-01 16:20:17.000000+00:00\"], \"session_ids\": [\"4a484b33-7425-4720-a1e9-fccdacb46590\", \"eabb3c42-1cd8-4f67-8e9f-19c320e6fae9\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.202}, \"31632\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-01-12 13:07:10.000000+00:00\", \"2019-12-08 04:25:53.000000+00:00\", \"2021-02-03 20:07:33.000000+00:00\", \"2020-05-09 02:30:32.000000+00:00\", \"2022-11-22 20:16:01.000000+00:00\", \"2023-04-19 21:39:37.000000+00:00\", \"2019-05-06 11:48:33.000000+00:00\", \"2023-03-20 02:01:36.000000+00:00\"], \"session_ids\": [\"0b71b3b7-a09a-403d-bbc5-14246eb103b9\", \"502acd7e-a336-4ae0-b7a0-40313218ed45\", \"6781ff90-d0dd-4908-a1b1-86ce1db397e9\", \"6a58c9e4-3997-400a-985b-89e52305226f\", \"14ecac16-dda9-4bdd-b42c-175e07fc96bd\", \"85146ee0-de36-4d5f-9c5f-3f742276226f\", \"f4c88bce-c797-4082-b294-0b5021c38a0a\", \"50c7aae7-ea77-46fb-95f9-223d35058fa8\"], \"total_duration\": 215.0, \"total_sessions\": 8, \"mean_week_duration\": 1.039}, \"35652\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-23 04:42:32.000000+00:00\", \"2021-05-28 15:46:41.000000+00:00\", \"2022-09-04 18:09:20.000000+00:00\", \"2019-07-26 00:10:30.000000+00:00\"], \"session_ids\": [\"8589dd7f-9cab-4e58-9079-cb63a6de7d4c\", \"51c86fa4-952b-40ce-bddc-ddf9ecb8a18d\", \"9aa4adb4-be0c-4aa3-be92-c81fee5f5459\", \"75070f76-a67f-42c7-9201-9bc4d0258ef6\"], \"total_duration\": 190.0, \"total_sessions\": 4, \"mean_week_duration\": 1.138}, \"22255\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-10 17:45:11.000000+00:00\", \"2023-06-02 05:32:15.000000+00:00\", \"2020-12-01 13:00:56.000000+00:00\", \"2021-02-14 23:39:21.000000+00:00\", \"2019-10-01 01:51:18.000000+00:00\", \"2020-07-08 22:22:36.000000+00:00\", \"2023-06-09 23:27:32.000000+00:00\", \"2020-02-04 17:08:48.000000+00:00\", \"2023-04-05 00:07:53.000000+00:00\", \"2019-09-18 17:34:48.000000+00:00\", \"2019-03-21 02:35:00.000000+00:00\"], \"session_ids\": [\"2ea94891-c018-429a-b233-7ff48f854250\", \"9838a6cf-a77a-45c4-a4c2-33656ad758c1\", \"52bce8e4-d9f6-4a94-bb8c-c8a5741c9a3b\", \"6d3bdfaa-4f56-438d-81f3-b58bde2f850e\", \"0d3a5375-f4c9-4425-b2c7-d569feb9d675\", \"ff029679-e128-41d1-a21a-7ae751ffaabb\", \"e64afd83-9d01-415c-9e4a-8da010f7d2b0\", \"a4c2d96b-a23d-4632-86c7-e908e028cd0e\", \"39b310f7-74c6-4bee-ac56-8877a30fb2e6\", \"a0510410-971e-4bba-84b7-55263198dfa9\", \"33b04362-c234-404b-9b29-aae132c50663\"], \"total_duration\": 17807.0, \"total_sessions\": 11, \"mean_week_duration\": 80.575}, \"67659\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-05 02:23:30.000000+00:00\", \"2022-01-26 03:39:51.000000+00:00\", \"2022-06-21 09:31:43.000000+00:00\", \"2020-04-06 05:44:38.000000+00:00\", \"2021-08-09 08:53:22.000000+00:00\", \"2022-02-11 03:32:47.000000+00:00\"], \"session_ids\": [\"ded380c2-ae27-4618-ad67-ffb5ee30f4c2\", \"ad5eeba9-9490-4d6b-bc51-284316930d4e\", \"ba84e8e3-6166-4c87-8f60-b3d70a0a09ed\", \"110dd7c8-b266-4be4-b1b4-2a9f4bb135b9\", \"ec5d7e60-1285-4bb1-bbc0-f43b0886b7b7\", \"8711aaca-389c-4438-a247-f86779bdf10d\"], \"total_duration\": 96.0, \"total_sessions\": 6, \"mean_week_duration\": 0.828}, \"51366\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-22 20:23:39.000000+00:00\", \"2020-07-22 00:02:36.000000+00:00\"], \"session_ids\": [\"78e1d224-8c27-4356-ad15-93675b11e2f9\", \"98bd5137-dc54-40e7-8fa2-a5d24fe7dea6\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 7.614}, \"90519\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-30 21:35:32.000000+00:00\", \"2022-06-17 05:34:40.000000+00:00\"], \"session_ids\": [\"283360d0-6463-4112-a0d2-9114deef9406\", \"8bf815a1-03d3-48fb-91f0-54c7146040da\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.74}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 3 and are equal or less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23783\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-12 14:48:46.000000+00:00\", \"2023-06-24 12:04:30.000000+00:00\", \"2023-05-06 11:33:38.000000+00:00\"], \"session_ids\": [\"ae861189-a83d-45cb-a1ee-ae1480d5ba94\", \"a71dfde9-b7bf-4cbf-9351-e3777587df6f\", \"22016469-314c-46eb-b776-a3786f3ff1ec\"], \"total_duration\": 148.0, \"total_sessions\": 3, \"mean_week_duration\": 0.718}, \"35652\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-23 04:42:32.000000+00:00\", \"2021-05-28 15:46:41.000000+00:00\", \"2022-09-04 18:09:20.000000+00:00\", \"2019-07-26 00:10:30.000000+00:00\"], \"session_ids\": [\"8589dd7f-9cab-4e58-9079-cb63a6de7d4c\", \"51c86fa4-952b-40ce-bddc-ddf9ecb8a18d\", \"9aa4adb4-be0c-4aa3-be92-c81fee5f5459\", \"75070f76-a67f-42c7-9201-9bc4d0258ef6\"], \"total_duration\": 190.0, \"total_sessions\": 4, \"mean_week_duration\": 1.138}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"23783\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-12 14:48:46.000000+00:00\", \"2023-06-24 12:04:30.000000+00:00\", \"2023-05-06 11:33:38.000000+00:00\"], \"session_ids\": [\"ae861189-a83d-45cb-a1ee-ae1480d5ba94\", \"a71dfde9-b7bf-4cbf-9351-e3777587df6f\", \"22016469-314c-46eb-b776-a3786f3ff1ec\"], \"total_duration\": 148.0, \"total_sessions\": 3, \"mean_week_duration\": 0.718}}, {\"35652\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-23 04:42:32.000000+00:00\", \"2021-05-28 15:46:41.000000+00:00\", \"2022-09-04 18:09:20.000000+00:00\", \"2019-07-26 00:10:30.000000+00:00\"], \"session_ids\": [\"8589dd7f-9cab-4e58-9079-cb63a6de7d4c\", \"51c86fa4-952b-40ce-bddc-ddf9ecb8a18d\", \"9aa4adb4-be0c-4aa3-be92-c81fee5f5459\", \"75070f76-a67f-42c7-9201-9bc4d0258ef6\"], \"total_duration\": 190.0, \"total_sessions\": 4, \"mean_week_duration\": 1.138}}]\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[{\"23783\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-12 14:48:46.000000+00:00\", \"2023-06-24 12:04:30.000000+00:00\", \"2023-05-06 11:33:38.000000+00:00\"], \"session_ids\": [\"ae861189-a83d-45cb-a1ee-ae1480d5ba94\", \"a71dfde9-b7bf-4cbf-9351-e3777587df6f\", \"22016469-314c-46eb-b776-a3786f3ff1ec\"], \"total_duration\": 148.0, \"total_sessions\": 3, \"mean_week_duration\": 0.718}}]\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[{\"23783\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-12 14:48:46.000000+00:00\", \"2023-06-24 12:04:30.000000+00:00\", \"2023-05-06 11:33:38.000000+00:00\"], \"session_ids\": [\"ae861189-a83d-45cb-a1ee-ae1480d5ba94\", \"a71dfde9-b7bf-4cbf-9351-e3777587df6f\", \"22016469-314c-46eb-b776-a3786f3ff1ec\"], \"total_duration\": 148.0, \"total_sessions\": 3, \"mean_week_duration\": 0.718}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about user who lives in city Zurich also put to use sorting by urban center name 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{\"62779\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-26 18:01:10.000000+00:00\", \"2021-10-07 20:10:24.000000+00:00\"], \"session_ids\": [\"9e3077ee-eb9a-4e96-8c16-cb4c682fd33a\", \"af474b03-92ed-4646-bf7e-ec989c496649\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 6.617}, \"15244\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-15 13:23:16.000000+00:00\", \"2022-07-29 11:49:31.000000+00:00\"], \"session_ids\": [\"710cb067-24ee-4199-9f0d-d6ecd2ffa373\", \"bedadc68-eaf1-425f-bc6f-395de547e633\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 11.7}, \"70141\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-14 16:08:11.000000+00:00\", \"2020-07-09 01:07:17.000000+00:00\", \"2019-11-27 11:16:54.000000+00:00\", \"2021-07-21 02:20:11.000000+00:00\", \"2022-10-19 11:48:29.000000+00:00\", \"2023-02-11 14:02:28.000000+00:00\", \"2021-05-15 21:30:14.000000+00:00\", \"2023-04-28 19:36:56.000000+00:00\", \"2020-02-07 07:20:31.000000+00:00\", \"2022-07-07 00:53:07.000000+00:00\"], \"session_ids\": [\"eff0518e-5ac5-4eea-a592-3defdbc48cc3\", \"171e3ec8-ff94-4eaa-8f59-1547ba64b05f\", \"200808eb-bfb5-44ef-8329-013a21c39b41\", \"f99d510e-b43e-45b8-b6ff-75bb420f2236\", \"1a7ffa81-4367-448a-b385-5cd704672fe2\", \"ba70c4f3-cc57-492d-b80f-21ca01f66d10\", \"025b0046-dd4a-4c36-b555-8dea7b181af8\", \"16bf4a0f-9d64-4ab4-8225-b4f1663dabf7\", \"b8a901a3-fa75-45aa-96e0-f333b1a5c623\", \"e46d185b-96f9-40c1-a603-fd4b8300e996\"], \"total_duration\": 13582.0, \"total_sessions\": 10, \"mean_week_duration\": 68.596}, \"18778\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-24 21:40:22.000000+00:00\", \"2022-10-25 04:38:29.000000+00:00\"], \"session_ids\": [\"c69b79aa-20f2-4d02-a640-822689b9a0ab\", \"72250809-9f15-4686-80ac-1cb5debf7705\"], \"total_duration\": 477.0, \"total_sessions\": 2, \"mean_week_duration\": 36.692}, \"57603\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-17 12:15:09.000000+00:00\", \"2021-05-04 18:23:25.000000+00:00\"], \"session_ids\": [\"02e6f88c-3fae-4f60-8446-0d679136651a\", \"057ce3e8-7e8c-47ff-8218-2c12255e3917\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}, \"94985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-08-19 07:54:48.000000+00:00\", \"2019-04-12 02:10:33.000000+00:00\"], \"session_ids\": [\"f874f9f1-f592-4a51-aa3a-b037ca997b62\", \"d4453c3d-5bbd-469c-b5fc-a584aae06221\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.831}, \"23237\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-06 21:21:42.000000+00:00\", \"2021-11-14 13:32:55.000000+00:00\", \"2021-12-26 15:26:07.000000+00:00\", \"2023-04-17 21:09:24.000000+00:00\"], \"session_ids\": [\"596845b4-33a9-4a8c-854d-8deaf999f123\", \"ffc8d67f-936c-4bd9-9ed2-ce27b1afb635\", \"bb532147-cd90-4e1a-9cdd-72cf738b8a00\", \"c2671d84-fb94-4ed3-b9f8-5c67b6332722\"], \"total_duration\": 909.0, \"total_sessions\": 4, \"mean_week_duration\": 11.085}, \"86915\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-30 20:25:19.000000+00:00\", \"2022-11-05 00:08:54.000000+00:00\"], \"session_ids\": [\"1840ca02-7941-4971-92f9-d44ccf7f6a0e\", \"f9bde2a2-09e1-4d8b-9d39-9e3b3e1467cf\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 0.902}, \"74743\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-07-11 15:32:31.000000+00:00\", \"2019-02-20 11:06:06.000000+00:00\"], \"session_ids\": [\"94ae5fb3-9b8d-4dfb-bcc6-a46b47ce20c7\", \"8945caf7-264b-432b-9171-4be93aeee0bd\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 3.836}, \"95486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-28 17:52:40.000000+00:00\", \"2022-01-02 03:25:13.000000+00:00\", \"2021-11-02 01:48:23.000000+00:00\"], \"session_ids\": [\"a533380d-04fc-43ee-a323-b9e68b265b84\", \"815232f3-5fe7-435c-afa3-743ce9718cab\", \"327f6296-d5ea-4b54-b5fb-8b9a0b78b37a\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.632}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Zurich" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Zurich\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on 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": "Show 2 users to me who have total sessoins count smaller than 2 and bigger than 10 plus put to use sorting by sum of duration ascending , moreover save 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{\"46320\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-01-30 00:48:51.000000+00:00\", \"2019-02-13 08:24:04.000000+00:00\"], \"session_ids\": [\"77cbd51a-e79e-4e47-af01-a4650bf1aab3\", \"3fa846b6-f73c-49a7-a119-1e4972b69aa3\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}, \"65312\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-10-14 11:05:09.000000+00:00\", \"2023-04-25 02:49:23.000000+00:00\", \"2022-06-04 12:52:15.000000+00:00\", \"2019-11-24 10:50:07.000000+00:00\", \"2020-09-02 15:30:58.000000+00:00\"], \"session_ids\": [\"63afa465-958e-4f14-9b82-53218a4f8c14\", \"8f44b012-ebc2-4fa5-ac0c-2e4784d94363\", \"babd45f5-d936-4847-925c-2adbd66f0cf0\", \"f194619e-1854-48b9-a16e-58e54f199ee6\", \"edce4bf0-5f1f-4d6c-885a-67011f5e7ebf\"], \"total_duration\": 195.0, \"total_sessions\": 5, \"mean_week_duration\": 1.089}, \"96456\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-09-15 12:42:15.000000+00:00\", \"2023-02-23 06:54:27.000000+00:00\", \"2021-07-19 09:58:22.000000+00:00\", \"2020-09-01 12:54:37.000000+00:00\"], \"session_ids\": [\"08e3bd5f-bdab-4776-bd5c-b7690113c215\", \"9979ada1-7cfe-4def-81c3-e7fafa2c0c30\", \"834dfc7b-31a0-4be2-b3b7-4230ae7a1818\", \"7778367e-02ff-4250-8e1d-39c0ab0d17bf\"], \"total_duration\": 582.0, \"total_sessions\": 4, \"mean_week_duration\": 3.233}, \"56818\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-25 10:39:49.000000+00:00\", \"2020-03-27 00:10:39.000000+00:00\"], \"session_ids\": [\"e21330b0-0f98-4918-bc4f-3bfed1bfb0ad\", \"2129f5e0-dab3-4d4a-87a7-4594eb8687e2\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 3.01}, \"57449\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-05 13:22:05.000000+00:00\", \"2023-04-16 00:05:07.000000+00:00\"], \"session_ids\": [\"8b30d0ec-2dfb-4c3c-8fd2-788c89a1e724\", \"e3af0afd-a15e-4d4b-9f56-58d46e545868\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 73.0}, \"99186\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-19 14:00:08.000000+00:00\", \"2020-12-09 05:06:55.000000+00:00\", \"2022-02-08 13:26:32.000000+00:00\"], \"session_ids\": [\"42ff3744-eb2e-40ec-9432-1e493cc05678\", \"52260186-c244-4e49-a8a2-5033bb8e5830\", \"4b880729-a8d6-4429-bc82-8bbf8dcfaa48\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 1.151}, \"6916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-01-19 13:56:15.000000+00:00\", \"2021-06-09 02:37:46.000000+00:00\"], \"session_ids\": [\"673cafd5-2bab-42c4-9edc-41245da5bf5c\", \"9482edeb-b73e-466e-8f28-1442b10e0bb3\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 5.205}, \"9298\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-26 08:32:40.000000+00:00\", \"2023-01-06 00:29:34.000000+00:00\"], \"session_ids\": [\"43a81ea4-0068-4bbd-b570-18495af81867\", \"6704b1ef-585a-4e54-978b-8af6a32f6a24\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}, \"96769\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-23 11:54:10.000000+00:00\", \"2019-05-22 02:40:33.000000+00:00\"], \"session_ids\": [\"09fba988-0296-4e8d-91dd-3f4b87c22fbd\", \"342bf620-246f-4740-a9c6-8bde8d7c21f7\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}, \"43257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-03-07 23:41:32.000000+00:00\", \"2020-06-03 23:21:12.000000+00:00\"], \"session_ids\": [\"a4ba09f1-28b4-4674-953a-c50ffdfcd512\", \"f596d2ed-cd6d-4a96-b481-401a3e643237\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.41}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 2 and are equal or greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"46320\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-01-30 00:48:51.000000+00:00\", \"2019-02-13 08:24:04.000000+00:00\"], \"session_ids\": [\"77cbd51a-e79e-4e47-af01-a4650bf1aab3\", \"3fa846b6-f73c-49a7-a119-1e4972b69aa3\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}, \"56818\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-25 10:39:49.000000+00:00\", \"2020-03-27 00:10:39.000000+00:00\"], \"session_ids\": [\"e21330b0-0f98-4918-bc4f-3bfed1bfb0ad\", \"2129f5e0-dab3-4d4a-87a7-4594eb8687e2\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 3.01}, \"57449\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-05 13:22:05.000000+00:00\", \"2023-04-16 00:05:07.000000+00:00\"], \"session_ids\": [\"8b30d0ec-2dfb-4c3c-8fd2-788c89a1e724\", \"e3af0afd-a15e-4d4b-9f56-58d46e545868\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 73.0}, \"6916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-01-19 13:56:15.000000+00:00\", \"2021-06-09 02:37:46.000000+00:00\"], \"session_ids\": [\"673cafd5-2bab-42c4-9edc-41245da5bf5c\", \"9482edeb-b73e-466e-8f28-1442b10e0bb3\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 5.205}, \"9298\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-26 08:32:40.000000+00:00\", \"2023-01-06 00:29:34.000000+00:00\"], \"session_ids\": [\"43a81ea4-0068-4bbd-b570-18495af81867\", \"6704b1ef-585a-4e54-978b-8af6a32f6a24\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}, \"96769\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-23 11:54:10.000000+00:00\", \"2019-05-22 02:40:33.000000+00:00\"], \"session_ids\": [\"09fba988-0296-4e8d-91dd-3f4b87c22fbd\", \"342bf620-246f-4740-a9c6-8bde8d7c21f7\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}, \"43257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-03-07 23:41:32.000000+00:00\", \"2020-06-03 23:21:12.000000+00:00\"], \"session_ids\": [\"a4ba09f1-28b4-4674-953a-c50ffdfcd512\", \"f596d2ed-cd6d-4a96-b481-401a3e643237\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.41}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9298\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-26 08:32:40.000000+00:00\", \"2023-01-06 00:29:34.000000+00:00\"], \"session_ids\": [\"43a81ea4-0068-4bbd-b570-18495af81867\", \"6704b1ef-585a-4e54-978b-8af6a32f6a24\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}}, {\"46320\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-01-30 00:48:51.000000+00:00\", \"2019-02-13 08:24:04.000000+00:00\"], \"session_ids\": [\"77cbd51a-e79e-4e47-af01-a4650bf1aab3\", \"3fa846b6-f73c-49a7-a119-1e4972b69aa3\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}, {\"57449\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-05 13:22:05.000000+00:00\", \"2023-04-16 00:05:07.000000+00:00\"], \"session_ids\": [\"8b30d0ec-2dfb-4c3c-8fd2-788c89a1e724\", \"e3af0afd-a15e-4d4b-9f56-58d46e545868\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 73.0}}, {\"96769\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-23 11:54:10.000000+00:00\", \"2019-05-22 02:40:33.000000+00:00\"], \"session_ids\": [\"09fba988-0296-4e8d-91dd-3f4b87c22fbd\", \"342bf620-246f-4740-a9c6-8bde8d7c21f7\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}}, {\"56818\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-25 10:39:49.000000+00:00\", \"2020-03-27 00:10:39.000000+00:00\"], \"session_ids\": [\"e21330b0-0f98-4918-bc4f-3bfed1bfb0ad\", \"2129f5e0-dab3-4d4a-87a7-4594eb8687e2\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 3.01}}, {\"43257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-03-07 23:41:32.000000+00:00\", \"2020-06-03 23:21:12.000000+00:00\"], \"session_ids\": [\"a4ba09f1-28b4-4674-953a-c50ffdfcd512\", \"f596d2ed-cd6d-4a96-b481-401a3e643237\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.41}}, {\"6916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-01-19 13:56:15.000000+00:00\", \"2021-06-09 02:37:46.000000+00:00\"], \"session_ids\": [\"673cafd5-2bab-42c4-9edc-41245da5bf5c\", \"9482edeb-b73e-466e-8f28-1442b10e0bb3\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 5.205}}]\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[{\"9298\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-26 08:32:40.000000+00:00\", \"2023-01-06 00:29:34.000000+00:00\"], \"session_ids\": [\"43a81ea4-0068-4bbd-b570-18495af81867\", \"6704b1ef-585a-4e54-978b-8af6a32f6a24\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}}, {\"46320\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-01-30 00:48:51.000000+00:00\", \"2019-02-13 08:24:04.000000+00:00\"], \"session_ids\": [\"77cbd51a-e79e-4e47-af01-a4650bf1aab3\", \"3fa846b6-f73c-49a7-a119-1e4972b69aa3\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}]\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[{\"9298\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-26 08:32:40.000000+00:00\", \"2023-01-06 00:29:34.000000+00:00\"], \"session_ids\": [\"43a81ea4-0068-4bbd-b570-18495af81867\", \"6704b1ef-585a-4e54-978b-8af6a32f6a24\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}}, {\"46320\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-01-30 00:48:51.000000+00:00\", \"2019-02-13 08:24:04.000000+00:00\"], \"session_ids\": [\"77cbd51a-e79e-4e47-af01-a4650bf1aab3\", \"3fa846b6-f73c-49a7-a119-1e4972b69aa3\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 7 users who have total_duration smaller than 3432 and strictly bigger than 439 plus perform sorting by mean_week_duration descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95676\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-17 04:10:00.000000+00:00\", \"2020-03-02 14:16:23.000000+00:00\"], \"session_ids\": [\"6976bdc2-7206-42a1-9a83-a2f9393bd0bd\", \"4a15b464-50f3-4cf8-ae9b-11998ca74138\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}, \"24116\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-22 21:32:24.000000+00:00\", \"2021-10-17 02:47:32.000000+00:00\"], \"session_ids\": [\"56607ad2-4cd9-46f5-8eb9-ece5a027fa0b\", \"4ee9ffac-d4e7-4b4c-8631-b85d74d94932\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 3.452}, \"3775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-10 11:13:51.000000+00:00\", \"2023-02-10 02:17:57.000000+00:00\"], \"session_ids\": [\"a3d606b2-55ed-45b2-89f0-25ed03bf9139\", \"9e4e072c-2a65-4af4-af56-725fafb369fa\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 0.615}, \"61325\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-10 10:30:19.000000+00:00\", \"2022-08-06 13:12:49.000000+00:00\"], \"session_ids\": [\"f6634a31-b170-4739-a622-7bbd7086763f\", \"ba52508b-3622-460b-a28d-65255cca2e27\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 10.143}, \"95759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-01-21 01:15:41.000000+00:00\", \"2021-10-04 12:40:57.000000+00:00\"], \"session_ids\": [\"36914d98-cfeb-4480-a622-3f4b2f0079d2\", \"27c02cf0-1fce-473b-9996-baa3ffc22979\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 2.529}, \"38449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-15 01:37:02.000000+00:00\", \"2021-04-09 09:18:31.000000+00:00\"], \"session_ids\": [\"56065613-a3bc-4bc1-8634-93af77f0d651\", \"af88223b-d9ce-4c12-b9c3-7e5560bbd91c\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 10.417}, \"20311\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-31 09:33:02.000000+00:00\", \"2020-11-17 22:43:09.000000+00:00\", \"2022-08-07 08:41:10.000000+00:00\", \"2023-05-13 18:29:38.000000+00:00\", \"2022-10-27 07:37:20.000000+00:00\", \"2019-07-30 03:15:57.000000+00:00\"], \"session_ids\": [\"dc5a7fd3-01e4-42dd-a303-c503f4157ab0\", \"f9553c0a-c261-4c9f-9b73-8a7dbde0f34a\", \"728b4203-1a7c-4ae1-a52b-1183241ed08f\", \"2be7db3d-5253-4e35-936b-93d2d70815fa\", \"000bdfcf-dbdb-4be3-b774-4a4cd2189885\", \"a970fb11-cf82-441c-a306-559daf76fdf9\"], \"total_duration\": 45.0, \"total_sessions\": 6, \"mean_week_duration\": 0.227}, \"16316\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-21 23:43:14.000000+00:00\", \"2023-03-02 02:09:16.000000+00:00\", \"2021-11-07 09:03:37.000000+00:00\", \"2023-02-26 09:32:48.000000+00:00\"], \"session_ids\": [\"f55c997e-19d6-4c09-bfc8-367d5cd72092\", \"5f6c8035-edf6-4016-8d76-7dfa1dae990c\", \"f64f955a-844a-475a-b3c5-86d75273a0c4\", \"3cc8af13-d970-4c5c-985f-e092475c463a\"], \"total_duration\": 299.0, \"total_sessions\": 4, \"mean_week_duration\": 3.215}, \"98432\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-04 11:11:32.000000+00:00\", \"2020-06-08 21:40:17.000000+00:00\"], \"session_ids\": [\"4907e55b-2e36-44c8-aa54-a390ac620672\", \"c02b2837-522f-4398-8b9e-26ec77e70614\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.198}, \"76583\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-16 11:44:47.000000+00:00\", \"2022-09-14 08:12:44.000000+00:00\"], \"session_ids\": [\"1e1accd1-27b7-4829-9c91-3aca16318939\", \"5f5a9ccb-ef49-433d-94f0-ac0c0c3b273b\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 1.759}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 439 and are equal or less than 3432" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[439, 3432]]}}}\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": "I have a curiosity about 8 users whose total sessions is smaller than 5 (not including) and in addition carry out sorting by duration of sessions per week from the smallest to the largest + get rid of all records, except 3." } ]
[ { "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{\"67487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-19 23:29:47.000000+00:00\", \"2023-06-11 15:13:27.000000+00:00\"], \"session_ids\": [\"9b319da4-2afe-4b9e-934a-e6444f882e68\", \"6072ab15-7a67-4ff0-b6ee-627432a89ca1\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 1.28}, \"62990\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-28 19:46:47.000000+00:00\", \"2023-02-07 18:51:26.000000+00:00\"], \"session_ids\": [\"5944804d-380e-4fd9-81aa-c8f37d0e8824\", \"12fd2d5a-eb87-4067-b3c9-d3eeb2f0274a\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.424}, \"55234\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-09-08 15:27:55.000000+00:00\", \"2019-07-08 07:47:50.000000+00:00\", \"2021-01-19 03:45:11.000000+00:00\", \"2020-03-04 22:49:04.000000+00:00\"], \"session_ids\": [\"1e4a6b67-3bb7-4b38-9219-a8e39ce94b23\", \"370f24be-ce6c-4e09-ab6f-1a4765658ff3\", \"3aac7f9c-86da-4846-8f4e-e01ba3795e0a\", \"ba482b70-a80c-4033-acf7-f1bb0571c485\"], \"total_duration\": 251.0, \"total_sessions\": 4, \"mean_week_duration\": 2.202}, \"62822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-27 21:57:00.000000+00:00\", \"2023-02-05 20:15:14.000000+00:00\", \"2020-09-03 11:58:38.000000+00:00\", \"2021-09-08 12:59:17.000000+00:00\"], \"session_ids\": [\"ddc30a5a-10dc-4772-b5b1-00cc4b7584e2\", \"90304028-2892-4845-aef9-5a4e897357c0\", \"b84a9118-4cb6-45e6-a02f-f42f01cdd450\", \"60c7297a-9b42-4c95-9e42-32e93714dc34\"], \"total_duration\": 1923.0, \"total_sessions\": 4, \"mean_week_duration\": 13.935}, \"51010\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-06 08:39:16.000000+00:00\", \"2020-02-11 19:54:55.000000+00:00\"], \"session_ids\": [\"77c4e937-a5f0-4597-9bac-12c9b0ea066d\", \"9306b7ec-8d9b-45bb-ba85-048d8e39a26e\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.519}, \"49613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-16 05:50:10.000000+00:00\", \"2019-04-20 02:29:58.000000+00:00\", \"2019-01-02 17:23:42.000000+00:00\", \"2021-04-13 18:22:09.000000+00:00\", \"2020-09-19 09:52:10.000000+00:00\"], \"session_ids\": [\"27eaf1ec-58c2-4fec-9799-5acee21091fd\", \"e209b0b9-0245-48ce-a1cf-33cd400c6db8\", \"de373298-335c-4bbd-b303-93644466d9af\", \"e2df5529-083f-474d-8d2c-9492b5a46210\", \"d0a140cd-0695-4d00-b89a-cfcea331e2bd\"], \"total_duration\": 1369.0, \"total_sessions\": 5, \"mean_week_duration\": 11.504}, \"82929\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-02 12:23:11.000000+00:00\", \"2023-03-21 16:24:02.000000+00:00\", \"2023-01-10 23:05:15.000000+00:00\", \"2023-06-01 10:36:43.000000+00:00\", \"2021-05-06 04:13:08.000000+00:00\", \"2019-06-19 14:18:23.000000+00:00\", \"2019-01-25 18:38:22.000000+00:00\", \"2022-03-29 10:06:30.000000+00:00\", \"2021-06-29 16:14:36.000000+00:00\", \"2022-11-03 16:36:54.000000+00:00\", \"2020-09-30 01:20:20.000000+00:00\"], \"session_ids\": [\"ad973283-2daf-4747-8067-8a023784089a\", \"c6ea3a2e-ae03-4a47-8185-bb185d715d96\", \"fb9935a0-c11a-4185-85fb-685a058353b7\", \"5e83db34-6d11-4f64-8ccc-fe5390a31383\", \"e993f740-25d8-4d4e-a58b-b86ca905103f\", \"6607b4ee-5c85-421f-bbb1-a745e6bdf17b\", \"2e9ea65b-3f8a-4680-80ea-08d68c3d960c\", \"608130bc-c7d0-4f19-b415-76109250df8b\", \"a4e9981f-f071-4dfa-851b-663b1ba7f14f\", \"c9ddd600-cc80-4b1b-ae3e-a32d0daeb0eb\", \"c7fd7cfc-abce-43af-8074-60c613c140ab\"], \"total_duration\": 11947.0, \"total_sessions\": 11, \"mean_week_duration\": 52.63}, \"84823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-07 05:31:31.000000+00:00\", \"2020-05-04 16:24:59.000000+00:00\", \"2021-04-22 15:15:56.000000+00:00\", \"2020-03-22 04:38:01.000000+00:00\"], \"session_ids\": [\"51ea591c-1ec8-464e-9a94-f1d1e702241f\", \"338997df-5f4e-4100-91df-cfc3726cef04\", \"b507e035-573c-4d05-9a4d-a596c6a9a6c5\", \"f68675dd-f6a8-4015-becb-d903858b113b\"], \"total_duration\": 262.0, \"total_sessions\": 4, \"mean_week_duration\": 2.787}, \"97003\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-11-13 20:24:38.000000+00:00\", \"2021-12-27 07:54:32.000000+00:00\", \"2019-09-14 17:11:41.000000+00:00\"], \"session_ids\": [\"c61fc3bc-6af3-4d1f-bee7-a4a462709276\", \"5e8baa6c-fb63-4260-a6e0-47c812fe2ea0\", \"0124c0d0-258d-40e0-ab23-0453187807f3\"], \"total_duration\": 980.0, \"total_sessions\": 3, \"mean_week_duration\": 8.167}, \"64074\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-03 09:33:38.000000+00:00\", \"2019-09-11 10:17:46.000000+00:00\", \"2021-06-03 20:19:24.000000+00:00\"], \"session_ids\": [\"2e10fffe-726b-4048-8440-8292d2796398\", \"fc8c3103-60ac-411a-b20a-29e22c9ae2a9\", \"85f18aa9-1b04-4d29-b9d0-2d5e11da5243\"], \"total_duration\": 786.0, \"total_sessions\": 3, \"mean_week_duration\": 8.543}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 5" }, { "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{\"67487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-19 23:29:47.000000+00:00\", \"2023-06-11 15:13:27.000000+00:00\"], \"session_ids\": [\"9b319da4-2afe-4b9e-934a-e6444f882e68\", \"6072ab15-7a67-4ff0-b6ee-627432a89ca1\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 1.28}, \"62990\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-28 19:46:47.000000+00:00\", \"2023-02-07 18:51:26.000000+00:00\"], \"session_ids\": [\"5944804d-380e-4fd9-81aa-c8f37d0e8824\", \"12fd2d5a-eb87-4067-b3c9-d3eeb2f0274a\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.424}, \"55234\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-09-08 15:27:55.000000+00:00\", \"2019-07-08 07:47:50.000000+00:00\", \"2021-01-19 03:45:11.000000+00:00\", \"2020-03-04 22:49:04.000000+00:00\"], \"session_ids\": [\"1e4a6b67-3bb7-4b38-9219-a8e39ce94b23\", \"370f24be-ce6c-4e09-ab6f-1a4765658ff3\", \"3aac7f9c-86da-4846-8f4e-e01ba3795e0a\", \"ba482b70-a80c-4033-acf7-f1bb0571c485\"], \"total_duration\": 251.0, \"total_sessions\": 4, \"mean_week_duration\": 2.202}, \"62822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-27 21:57:00.000000+00:00\", \"2023-02-05 20:15:14.000000+00:00\", \"2020-09-03 11:58:38.000000+00:00\", \"2021-09-08 12:59:17.000000+00:00\"], \"session_ids\": [\"ddc30a5a-10dc-4772-b5b1-00cc4b7584e2\", \"90304028-2892-4845-aef9-5a4e897357c0\", \"b84a9118-4cb6-45e6-a02f-f42f01cdd450\", \"60c7297a-9b42-4c95-9e42-32e93714dc34\"], \"total_duration\": 1923.0, \"total_sessions\": 4, \"mean_week_duration\": 13.935}, \"51010\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-06 08:39:16.000000+00:00\", \"2020-02-11 19:54:55.000000+00:00\"], \"session_ids\": [\"77c4e937-a5f0-4597-9bac-12c9b0ea066d\", \"9306b7ec-8d9b-45bb-ba85-048d8e39a26e\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.519}, \"84823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-07 05:31:31.000000+00:00\", \"2020-05-04 16:24:59.000000+00:00\", \"2021-04-22 15:15:56.000000+00:00\", \"2020-03-22 04:38:01.000000+00:00\"], \"session_ids\": [\"51ea591c-1ec8-464e-9a94-f1d1e702241f\", \"338997df-5f4e-4100-91df-cfc3726cef04\", \"b507e035-573c-4d05-9a4d-a596c6a9a6c5\", \"f68675dd-f6a8-4015-becb-d903858b113b\"], \"total_duration\": 262.0, \"total_sessions\": 4, \"mean_week_duration\": 2.787}, \"97003\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-11-13 20:24:38.000000+00:00\", \"2021-12-27 07:54:32.000000+00:00\", \"2019-09-14 17:11:41.000000+00:00\"], \"session_ids\": [\"c61fc3bc-6af3-4d1f-bee7-a4a462709276\", \"5e8baa6c-fb63-4260-a6e0-47c812fe2ea0\", \"0124c0d0-258d-40e0-ab23-0453187807f3\"], \"total_duration\": 980.0, \"total_sessions\": 3, \"mean_week_duration\": 8.167}, \"64074\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-03 09:33:38.000000+00:00\", \"2019-09-11 10:17:46.000000+00:00\", \"2021-06-03 20:19:24.000000+00:00\"], \"session_ids\": [\"2e10fffe-726b-4048-8440-8292d2796398\", \"fc8c3103-60ac-411a-b20a-29e22c9ae2a9\", \"85f18aa9-1b04-4d29-b9d0-2d5e11da5243\"], \"total_duration\": 786.0, \"total_sessions\": 3, \"mean_week_duration\": 8.543}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"62990\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-28 19:46:47.000000+00:00\", \"2023-02-07 18:51:26.000000+00:00\"], \"session_ids\": [\"5944804d-380e-4fd9-81aa-c8f37d0e8824\", \"12fd2d5a-eb87-4067-b3c9-d3eeb2f0274a\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.424}}, {\"51010\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-06 08:39:16.000000+00:00\", \"2020-02-11 19:54:55.000000+00:00\"], \"session_ids\": [\"77c4e937-a5f0-4597-9bac-12c9b0ea066d\", \"9306b7ec-8d9b-45bb-ba85-048d8e39a26e\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.519}}, {\"67487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-19 23:29:47.000000+00:00\", \"2023-06-11 15:13:27.000000+00:00\"], \"session_ids\": [\"9b319da4-2afe-4b9e-934a-e6444f882e68\", \"6072ab15-7a67-4ff0-b6ee-627432a89ca1\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 1.28}}, {\"55234\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-09-08 15:27:55.000000+00:00\", \"2019-07-08 07:47:50.000000+00:00\", \"2021-01-19 03:45:11.000000+00:00\", \"2020-03-04 22:49:04.000000+00:00\"], \"session_ids\": [\"1e4a6b67-3bb7-4b38-9219-a8e39ce94b23\", \"370f24be-ce6c-4e09-ab6f-1a4765658ff3\", \"3aac7f9c-86da-4846-8f4e-e01ba3795e0a\", \"ba482b70-a80c-4033-acf7-f1bb0571c485\"], \"total_duration\": 251.0, \"total_sessions\": 4, \"mean_week_duration\": 2.202}}, {\"84823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-07 05:31:31.000000+00:00\", \"2020-05-04 16:24:59.000000+00:00\", \"2021-04-22 15:15:56.000000+00:00\", \"2020-03-22 04:38:01.000000+00:00\"], \"session_ids\": [\"51ea591c-1ec8-464e-9a94-f1d1e702241f\", \"338997df-5f4e-4100-91df-cfc3726cef04\", \"b507e035-573c-4d05-9a4d-a596c6a9a6c5\", \"f68675dd-f6a8-4015-becb-d903858b113b\"], \"total_duration\": 262.0, \"total_sessions\": 4, \"mean_week_duration\": 2.787}}, {\"97003\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-11-13 20:24:38.000000+00:00\", \"2021-12-27 07:54:32.000000+00:00\", \"2019-09-14 17:11:41.000000+00:00\"], \"session_ids\": [\"c61fc3bc-6af3-4d1f-bee7-a4a462709276\", \"5e8baa6c-fb63-4260-a6e0-47c812fe2ea0\", \"0124c0d0-258d-40e0-ab23-0453187807f3\"], \"total_duration\": 980.0, \"total_sessions\": 3, \"mean_week_duration\": 8.167}}, {\"64074\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-03 09:33:38.000000+00:00\", \"2019-09-11 10:17:46.000000+00:00\", \"2021-06-03 20:19:24.000000+00:00\"], \"session_ids\": [\"2e10fffe-726b-4048-8440-8292d2796398\", \"fc8c3103-60ac-411a-b20a-29e22c9ae2a9\", \"85f18aa9-1b04-4d29-b9d0-2d5e11da5243\"], \"total_duration\": 786.0, \"total_sessions\": 3, \"mean_week_duration\": 8.543}}, {\"62822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-27 21:57:00.000000+00:00\", \"2023-02-05 20:15:14.000000+00:00\", \"2020-09-03 11:58:38.000000+00:00\", \"2021-09-08 12:59:17.000000+00:00\"], \"session_ids\": [\"ddc30a5a-10dc-4772-b5b1-00cc4b7584e2\", \"90304028-2892-4845-aef9-5a4e897357c0\", \"b84a9118-4cb6-45e6-a02f-f42f01cdd450\", \"60c7297a-9b42-4c95-9e42-32e93714dc34\"], \"total_duration\": 1923.0, \"total_sessions\": 4, \"mean_week_duration\": 13.935}}]\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[{\"62990\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-28 19:46:47.000000+00:00\", \"2023-02-07 18:51:26.000000+00:00\"], \"session_ids\": [\"5944804d-380e-4fd9-81aa-c8f37d0e8824\", \"12fd2d5a-eb87-4067-b3c9-d3eeb2f0274a\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.424}}, {\"51010\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-06 08:39:16.000000+00:00\", \"2020-02-11 19:54:55.000000+00:00\"], \"session_ids\": [\"77c4e937-a5f0-4597-9bac-12c9b0ea066d\", \"9306b7ec-8d9b-45bb-ba85-048d8e39a26e\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.519}}, {\"67487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-19 23:29:47.000000+00:00\", \"2023-06-11 15:13:27.000000+00:00\"], \"session_ids\": [\"9b319da4-2afe-4b9e-934a-e6444f882e68\", \"6072ab15-7a67-4ff0-b6ee-627432a89ca1\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 1.28}}]\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[{\"62990\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-28 19:46:47.000000+00:00\", \"2023-02-07 18:51:26.000000+00:00\"], \"session_ids\": [\"5944804d-380e-4fd9-81aa-c8f37d0e8824\", \"12fd2d5a-eb87-4067-b3c9-d3eeb2f0274a\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.424}}, {\"51010\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-06 08:39:16.000000+00:00\", \"2020-02-11 19:54:55.000000+00:00\"], \"session_ids\": [\"77c4e937-a5f0-4597-9bac-12c9b0ea066d\", \"9306b7ec-8d9b-45bb-ba85-048d8e39a26e\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.519}}, {\"67487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-19 23:29:47.000000+00:00\", \"2023-06-11 15:13:27.000000+00:00\"], \"session_ids\": [\"9b319da4-2afe-4b9e-934a-e6444f882e68\", \"6072ab15-7a67-4ff0-b6ee-627432a89ca1\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 1.28}}]\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 who have total duration amount strictly smaller than 3599 and also strictly bigger than 2140 + implement sorting by overall duration of sessions per week ascending additionaly get rid of all records, except 2." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70276\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-11 22:22:26.000000+00:00\", \"2019-12-28 14:28:10.000000+00:00\", \"2019-10-17 18:34:09.000000+00:00\", \"2020-03-13 16:51:14.000000+00:00\"], \"session_ids\": [\"e8921b2a-7e3b-4527-be9a-474515051b07\", \"5d20ddfd-fa38-4e3e-b34d-4fbacd16ccaf\", \"eceba650-1333-4bd4-8bc7-3dad422bf81b\", \"7518a0a8-5d87-4b44-8006-206851f79c71\"], \"total_duration\": 248.0, \"total_sessions\": 4, \"mean_week_duration\": 8.267}, \"5127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-24 03:18:49.000000+00:00\", \"2020-11-01 21:23:52.000000+00:00\"], \"session_ids\": [\"4f849c25-c720-4605-8f24-e478c7ba98e2\", \"ec881152-54fa-4801-a1fb-7bdd1dbe6321\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.857}, \"12230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-03 07:08:55.000000+00:00\", \"2021-12-03 01:08:37.000000+00:00\"], \"session_ids\": [\"9c2e5ee2-c17a-4ada-927b-f13f96125b15\", \"5a716e2e-5e62-4dad-86a8-ee076e391339\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.419}, \"40343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-01 20:19:22.000000+00:00\", \"2022-03-03 07:09:26.000000+00:00\", \"2022-05-23 14:39:32.000000+00:00\", \"2020-04-02 18:51:27.000000+00:00\", \"2023-02-01 22:34:44.000000+00:00\", \"2022-01-08 04:15:19.000000+00:00\", \"2022-02-18 03:15:33.000000+00:00\", \"2020-08-27 22:24:14.000000+00:00\", \"2019-03-24 08:38:18.000000+00:00\"], \"session_ids\": [\"545fa376-c18b-4dec-b02d-2930baa4074d\", \"51d9a42d-da99-4ea1-af2d-7d9a569e5372\", \"9978910d-455c-4396-922a-42dcf4f11fa7\", \"2b704f32-1247-4ca6-a58c-e30c5fdd3ab7\", \"e593ee5a-6225-4990-b2b6-dc40e81f99bb\", \"5ce607ca-50a2-4167-8b88-b364183cfec0\", \"a3ace070-f2be-4d69-a8b3-0585f19ec186\", \"a00cf13c-59d1-4973-9966-cbe6696e4361\", \"530a7af1-77aa-499b-ba8f-68bea3f376d9\"], \"total_duration\": 949.0, \"total_sessions\": 9, \"mean_week_duration\": 4.519}, \"22994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-20 18:02:11.000000+00:00\", \"2019-08-05 20:16:00.000000+00:00\", \"2022-09-07 12:45:28.000000+00:00\", \"2019-07-28 10:10:21.000000+00:00\", \"2019-09-20 14:30:45.000000+00:00\", \"2021-02-07 13:22:28.000000+00:00\", \"2020-09-09 21:37:58.000000+00:00\", \"2021-05-03 17:18:36.000000+00:00\"], \"session_ids\": [\"c59f213f-b1e2-4bed-856b-254dfb4f0ce6\", \"df51ca44-3e0f-478b-aee3-202100496f84\", \"31ee081a-684d-404c-bfd7-afb9ef66730d\", \"e563e6d7-40f4-411a-a3b6-8ff2abba4f13\", \"816eb8dd-a983-4089-a50a-5a531416c989\", \"2115c05f-047b-4de7-8bd3-2c3a904ddc1a\", \"a3521bd7-ed78-4c35-8269-116a9da74d77\", \"b5a2f416-4f96-48e7-a201-4b08abac33c7\"], \"total_duration\": 17386.0, \"total_sessions\": 8, \"mean_week_duration\": 106.663}, \"36977\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-04 13:19:03.000000+00:00\", \"2020-10-27 09:37:31.000000+00:00\", \"2021-05-28 16:29:02.000000+00:00\", \"2019-03-21 02:01:00.000000+00:00\", \"2020-01-24 19:16:46.000000+00:00\", \"2019-01-19 07:50:25.000000+00:00\", \"2019-04-03 15:50:20.000000+00:00\", \"2022-11-03 06:10:39.000000+00:00\"], \"session_ids\": [\"d7b7eac5-0032-49b7-87ce-88f4e3ed41a6\", \"7a26e6f6-c2ef-4322-bf40-e0365bc1fa88\", \"46e7ff7c-3263-4aca-a072-a886ffdad77f\", \"67e69626-8f1a-4229-8311-f62c46599a8f\", \"c7d2b5b6-0dbd-4723-9e34-74d94fecfdf5\", \"18343a80-214e-4c5f-8b3e-49c634d94f42\", \"bf69907a-b4d4-4148-a11c-cb7e245835e7\", \"a1bb0a4b-bc32-4fea-8a11-992a32a639e1\"], \"total_duration\": 5197.0, \"total_sessions\": 8, \"mean_week_duration\": 26.247}, \"26188\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-18 14:03:41.000000+00:00\", \"2020-07-24 00:25:21.000000+00:00\", \"2022-06-07 06:08:10.000000+00:00\"], \"session_ids\": [\"c28b01d6-ff1a-4741-849d-e7a09bc1c901\", \"3365c62b-64e5-480a-b263-b8ae041157ca\", \"559f9723-5558-45b2-90c9-bd04980ad7ad\"], \"total_duration\": 660.0, \"total_sessions\": 3, \"mean_week_duration\": 6.667}, \"75610\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-12-11 01:31:15.000000+00:00\", \"2021-02-25 02:22:34.000000+00:00\", \"2019-07-11 05:58:18.000000+00:00\"], \"session_ids\": [\"73f3da64-a811-45a5-8cb5-af649e27df52\", \"1cc3377c-e20c-489b-b93b-ea6fbd25b4f6\", \"1141072b-257a-495b-be4b-b40915b750af\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 2.117}, \"34227\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-04 15:20:39.000000+00:00\", \"2019-12-24 06:56:37.000000+00:00\", \"2020-11-20 02:02:06.000000+00:00\"], \"session_ids\": [\"df3c62b9-1b19-4e1c-95d1-2f414f257666\", \"bc746e51-9db5-40ab-9f46-cd12247a20e3\", \"50e39d7e-7851-49f7-bc01-17606b6a4719\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 0.99}, \"42384\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-10 00:31:42.000000+00:00\", \"2019-01-28 04:29:23.000000+00:00\"], \"session_ids\": [\"de65f364-2495-4124-89d9-873cf96b97e2\", \"9229bbf2-5b75-4a6b-99b2-5a67a7914958\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 1.184}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 2140 and are less than 3599" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[2140, 3599]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 7 users whose average of total time spent in the app per week is bigger than 24 (not including) in addition sort by sessions summation in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9030\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-31 06:25:49.000000+00:00\", \"2019-07-24 02:54:34.000000+00:00\", \"2022-06-30 13:03:05.000000+00:00\", \"2020-02-04 14:12:42.000000+00:00\"], \"session_ids\": [\"85068c1e-9c1b-4159-b084-41a141462da4\", \"019b146e-4597-453e-b3f0-53fddc67ad1b\", \"b400655d-87cb-4d46-b1e2-26bd6d3f8672\", \"c040f7b1-b388-4040-bbad-419ed2dfaba5\"], \"total_duration\": 267.0, \"total_sessions\": 4, \"mean_week_duration\": 1.734}, \"75769\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-02-16 01:54:29.000000+00:00\", \"2022-03-17 06:41:03.000000+00:00\"], \"session_ids\": [\"707845bf-588a-4300-b782-1d30769c41c9\", \"de094416-830d-45cf-b297-e765a8f1d9ff\"], \"total_duration\": 293.0, \"total_sessions\": 2, \"mean_week_duration\": 1.82}, \"67443\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-09-18 18:35:39.000000+00:00\", \"2020-11-05 01:57:44.000000+00:00\", \"2021-04-24 05:50:33.000000+00:00\"], \"session_ids\": [\"5ed7f298-bc19-4b11-9d2c-edc7afb78fe0\", \"f968625d-015f-4c90-917e-e079edbf3314\", \"a0e137a9-322b-4e46-ae06-d9f04f8acde3\"], \"total_duration\": 429.0, \"total_sessions\": 3, \"mean_week_duration\": 4.378}, \"3132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-05 18:31:47.000000+00:00\", \"2022-09-20 22:25:06.000000+00:00\", \"2019-01-02 01:46:07.000000+00:00\"], \"session_ids\": [\"fdd3c8c0-2311-4e11-bef3-e871f21bcfcd\", \"9b90e292-3650-4dad-986b-5b01846db99c\", \"0af248cf-bb65-4915-8f37-e12417edc687\"], \"total_duration\": 431.0, \"total_sessions\": 3, \"mean_week_duration\": 2.222}, \"60556\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-16 06:37:07.000000+00:00\", \"2021-09-03 23:43:12.000000+00:00\", \"2022-11-13 00:06:12.000000+00:00\", \"2019-05-08 02:48:45.000000+00:00\", \"2021-03-08 18:23:01.000000+00:00\", \"2022-01-21 01:17:31.000000+00:00\", \"2023-05-06 00:41:30.000000+00:00\", \"2023-05-27 20:22:05.000000+00:00\", \"2022-03-14 09:51:54.000000+00:00\", \"2020-12-18 12:28:48.000000+00:00\", \"2022-09-24 07:34:09.000000+00:00\"], \"session_ids\": [\"d6f86413-01df-447c-b236-be83461c5c4b\", \"b3ae8935-0003-4881-b9c0-242d9b12ed0a\", \"3906a8dc-3df0-4557-9918-ec7afebd9dc2\", \"6b9ae77c-b7ff-4cdb-926c-c5976ed8c081\", \"7a22e5db-90a6-47e5-868b-622ff622cf26\", \"21cde942-3ec1-44c8-b3a8-11b2b2472a61\", \"9fb00ba9-c3b4-4a72-a6d2-1c29fed2cf2c\", \"a46b22bb-eefd-4785-8b73-287d2986b18e\", \"174df74d-b22e-4063-b7a5-adecf0ccaf16\", \"79573e83-6244-40d7-b461-cf728115cefa\", \"23da3ca4-2656-4015-8243-04596f98822b\"], \"total_duration\": 1196.0, \"total_sessions\": 11, \"mean_week_duration\": 5.642}, \"44775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-08-04 18:03:19.000000+00:00\", \"2021-05-01 01:13:46.000000+00:00\"], \"session_ids\": [\"c8d91fea-d53a-46ec-b81b-7c2daa0e9c9a\", \"c72d13bd-3ae6-4365-b476-bac44c66f983\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.303}, \"83651\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-27 15:20:50.000000+00:00\", \"2021-05-12 22:22:35.000000+00:00\", \"2019-08-13 09:28:18.000000+00:00\", \"2022-02-07 12:11:40.000000+00:00\"], \"session_ids\": [\"6bed7960-f090-423a-bf3c-66c993146f5a\", \"798f0dcf-540a-453d-8114-8eeda93df32e\", \"3547cf08-c2b6-4cb3-9fdc-201ead255cb3\", \"80bcbc29-eb49-4a2d-a0ee-8596a667029d\"], \"total_duration\": 93.0, \"total_sessions\": 4, \"mean_week_duration\": 0.655}, \"64152\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-19 01:44:37.000000+00:00\", \"2020-01-08 22:18:44.000000+00:00\"], \"session_ids\": [\"1e769e08-5574-452f-8e94-9d34badffcee\", \"271ef18f-15d5-42dd-ad26-2eadd2737e1c\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 2.6}, \"2722\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-17 05:11:53.000000+00:00\", \"2021-10-27 04:32:40.000000+00:00\"], \"session_ids\": [\"7a899044-7de3-4b7c-9fd9-ffd5c0f8d9cf\", \"c14e5d66-6459-492b-9884-1b85cfea41cf\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 7.755}, \"24227\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-17 21:13:35.000000+00:00\", \"2020-08-08 01:44:56.000000+00:00\", \"2020-04-04 07:36:14.000000+00:00\"], \"session_ids\": [\"12c32b99-40fa-41e7-bd3c-5ccaa0f6487f\", \"67e88047-4ffd-45b8-b14c-cd27a7f15f60\", \"5e17378d-4e79-49d3-b941-ccccad1839b8\"], \"total_duration\": 432.0, \"total_sessions\": 3, \"mean_week_duration\": 8.471}}\n```\n" } ]