conversations
list
[ { "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{\"98637\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-10 21:04:59.000000+00:00\", \"2020-02-28 15:38:02.000000+00:00\", \"2022-09-03 23:53:39.000000+00:00\", \"2019-09-21 17:10:01.000000+00:00\", \"2019-04-13 17:41:56.000000+00:00\", \"2022-03-17 19:30:08.000000+00:00\", \"2022-12-11 18:55:30.000000+00:00\", \"2022-09-26 02:50:59.000000+00:00\", \"2021-02-21 05:52:22.000000+00:00\"], \"session_ids\": [\"f5ad3d3b-4730-496f-8842-4d1fc3929910\", \"d695f900-cd4a-49c6-9f44-dd31bf71ddb4\", \"cfc8ea6a-c31e-4778-8c16-da49bcdc6781\", \"91e5bb2c-dd3f-4341-b892-b6521411113f\", \"ea393ad0-39fc-479a-8798-119657ab7fb1\", \"212454ca-121b-4085-b79c-68443c78f9fa\", \"599c77cb-ecb3-49f6-b1b5-5695e983594a\", \"51ce75c8-c8ee-4c70-9e04-2f6fb3970292\", \"aa3efee6-cf4c-45fa-92df-577212ec1e5e\"], \"total_duration\": 12751.0, \"total_sessions\": 9, \"mean_week_duration\": 66.411}, \"13382\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-06 16:43:36.000000+00:00\", \"2019-10-25 12:34:19.000000+00:00\", \"2022-04-29 21:45:34.000000+00:00\"], \"session_ids\": [\"b906e5e0-4f9b-41ae-b6f0-940d6bb83f3a\", \"c89efbe3-24cb-43e5-b5e3-85695c8dacd3\", \"f745bff7-aee6-4bbb-b9a1-0d779874d626\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.806}, \"26060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-06-11 20:17:45.000000+00:00\", \"2021-06-20 10:17:19.000000+00:00\", \"2019-06-19 03:10:16.000000+00:00\"], \"session_ids\": [\"b8b99caf-ec42-492b-bf2c-57dac2e77e2f\", \"f02fbad4-a4df-4583-8d57-889a1682ed30\", \"6a7ecc76-d919-43c6-bc3c-df5f220c545c\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.857}, \"11568\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-03 16:36:46.000000+00:00\", \"2019-01-21 05:21:54.000000+00:00\", \"2020-02-27 07:55:59.000000+00:00\", \"2020-03-13 13:02:47.000000+00:00\"], \"session_ids\": [\"c1e62dbc-e9b2-46f9-8967-e42dce959663\", \"a9ee89bb-ef96-4094-b533-d7b31d241b32\", \"730b3735-6cae-4312-9b88-ccbfe2e11238\", \"0b4ada24-0d88-4116-8430-a80025340a91\"], \"total_duration\": 420.0, \"total_sessions\": 4, \"mean_week_duration\": 2.386}, \"61298\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-18 17:41:01.000000+00:00\", \"2020-10-27 10:33:22.000000+00:00\", \"2021-08-29 18:02:55.000000+00:00\"], \"session_ids\": [\"1c4b5cad-15b8-47fd-bb78-5063181be8fa\", \"76bf8e0f-c903-4114-95d6-c0b31b6fc171\", \"583001ad-c81b-4881-a5eb-70eeaf78d51c\"], \"total_duration\": 260.0, \"total_sessions\": 3, \"mean_week_duration\": 5.909}, \"75087\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-07 02:43:22.000000+00:00\", \"2022-07-21 20:22:45.000000+00:00\"], \"session_ids\": [\"f31bc398-9634-42cf-a397-690f0f29d5dd\", \"32b30c00-99fa-43ab-b359-78050f24ea2a\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 6.309}, \"10093\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-24 10:07:07.000000+00:00\", \"2022-08-18 03:11:59.000000+00:00\"], \"session_ids\": [\"a9f3414d-d905-4109-84c4-b9795b94ad8b\", \"03517af6-17d0-47d7-a5b3-b13047f39cf3\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 9.079}, \"69506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-29 03:09:26.000000+00:00\", \"2023-04-21 19:41:29.000000+00:00\", \"2020-08-13 06:02:31.000000+00:00\", \"2020-05-31 11:28:05.000000+00:00\", \"2020-02-10 07:48:15.000000+00:00\"], \"session_ids\": [\"c6d6fce3-3769-4a5d-bb2a-9a95fb5248a0\", \"a94b78ad-0b21-4778-8ac1-d26fa602e143\", \"f001240b-c7a2-4a23-98aa-3dc9a9e6196f\", \"d31eb4e0-42f1-48ae-9f40-67a6dafff7bb\", \"230e0394-ef75-47da-998b-e8dedc0f8aa3\"], \"total_duration\": 2897.0, \"total_sessions\": 5, \"mean_week_duration\": 17.347}, \"17461\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-08 22:56:58.000000+00:00\", \"2022-08-09 18:30:38.000000+00:00\", \"2021-04-18 18:59:19.000000+00:00\"], \"session_ids\": [\"4cd850ea-b651-48a3-bc94-d14b552cee5a\", \"13884d2e-cd5c-46f7-ba65-45460af61696\", \"1fe3c012-3144-4c72-93f4-2feccf06dc0d\"], \"total_duration\": 380.0, \"total_sessions\": 3, \"mean_week_duration\": 2.815}, \"74020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-23 09:18:47.000000+00:00\", \"2021-07-09 14:43:20.000000+00:00\", \"2022-12-03 17:53:27.000000+00:00\"], \"session_ids\": [\"f046ac15-5497-41fd-86ca-a890f6c35fb2\", \"50912693-2983-474d-bc09-8ac2df00cc19\", \"eb269aa4-8170-497c-b0f7-b28596b2a9cf\"], \"total_duration\": 1095.0, \"total_sessions\": 3, \"mean_week_duration\": 9.202}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 8 and are less than 33" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[8, 33]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10093\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-24 10:07:07.000000+00:00\", \"2022-08-18 03:11:59.000000+00:00\"], \"session_ids\": [\"a9f3414d-d905-4109-84c4-b9795b94ad8b\", \"03517af6-17d0-47d7-a5b3-b13047f39cf3\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 9.079}, \"69506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-29 03:09:26.000000+00:00\", \"2023-04-21 19:41:29.000000+00:00\", \"2020-08-13 06:02:31.000000+00:00\", \"2020-05-31 11:28:05.000000+00:00\", \"2020-02-10 07:48:15.000000+00:00\"], \"session_ids\": [\"c6d6fce3-3769-4a5d-bb2a-9a95fb5248a0\", \"a94b78ad-0b21-4778-8ac1-d26fa602e143\", \"f001240b-c7a2-4a23-98aa-3dc9a9e6196f\", \"d31eb4e0-42f1-48ae-9f40-67a6dafff7bb\", \"230e0394-ef75-47da-998b-e8dedc0f8aa3\"], \"total_duration\": 2897.0, \"total_sessions\": 5, \"mean_week_duration\": 17.347}, \"74020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-23 09:18:47.000000+00:00\", \"2021-07-09 14:43:20.000000+00:00\", \"2022-12-03 17:53:27.000000+00:00\"], \"session_ids\": [\"f046ac15-5497-41fd-86ca-a890f6c35fb2\", \"50912693-2983-474d-bc09-8ac2df00cc19\", \"eb269aa4-8170-497c-b0f7-b28596b2a9cf\"], \"total_duration\": 1095.0, \"total_sessions\": 3, \"mean_week_duration\": 9.202}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"10093\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-24 10:07:07.000000+00:00\", \"2022-08-18 03:11:59.000000+00:00\"], \"session_ids\": [\"a9f3414d-d905-4109-84c4-b9795b94ad8b\", \"03517af6-17d0-47d7-a5b3-b13047f39cf3\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 9.079}}, {\"74020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-23 09:18:47.000000+00:00\", \"2021-07-09 14:43:20.000000+00:00\", \"2022-12-03 17:53:27.000000+00:00\"], \"session_ids\": [\"f046ac15-5497-41fd-86ca-a890f6c35fb2\", \"50912693-2983-474d-bc09-8ac2df00cc19\", \"eb269aa4-8170-497c-b0f7-b28596b2a9cf\"], \"total_duration\": 1095.0, \"total_sessions\": 3, \"mean_week_duration\": 9.202}}, {\"69506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-29 03:09:26.000000+00:00\", \"2023-04-21 19:41:29.000000+00:00\", \"2020-08-13 06:02:31.000000+00:00\", \"2020-05-31 11:28:05.000000+00:00\", \"2020-02-10 07:48:15.000000+00:00\"], \"session_ids\": [\"c6d6fce3-3769-4a5d-bb2a-9a95fb5248a0\", \"a94b78ad-0b21-4778-8ac1-d26fa602e143\", \"f001240b-c7a2-4a23-98aa-3dc9a9e6196f\", \"d31eb4e0-42f1-48ae-9f40-67a6dafff7bb\", \"230e0394-ef75-47da-998b-e8dedc0f8aa3\"], \"total_duration\": 2897.0, \"total_sessions\": 5, \"mean_week_duration\": 17.347}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude 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[{\"10093\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-24 10:07:07.000000+00:00\", \"2022-08-18 03:11:59.000000+00:00\"], \"session_ids\": [\"a9f3414d-d905-4109-84c4-b9795b94ad8b\", \"03517af6-17d0-47d7-a5b3-b13047f39cf3\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 9.079}}, {\"74020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-23 09:18:47.000000+00:00\", \"2021-07-09 14:43:20.000000+00:00\", \"2022-12-03 17:53:27.000000+00:00\"], \"session_ids\": [\"f046ac15-5497-41fd-86ca-a890f6c35fb2\", \"50912693-2983-474d-bc09-8ac2df00cc19\", \"eb269aa4-8170-497c-b0f7-b28596b2a9cf\"], \"total_duration\": 1095.0, \"total_sessions\": 3, \"mean_week_duration\": 9.202}}, {\"69506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-29 03:09:26.000000+00:00\", \"2023-04-21 19:41:29.000000+00:00\", \"2020-08-13 06:02:31.000000+00:00\", \"2020-05-31 11:28:05.000000+00:00\", \"2020-02-10 07:48:15.000000+00:00\"], \"session_ids\": [\"c6d6fce3-3769-4a5d-bb2a-9a95fb5248a0\", \"a94b78ad-0b21-4778-8ac1-d26fa602e143\", \"f001240b-c7a2-4a23-98aa-3dc9a9e6196f\", \"d31eb4e0-42f1-48ae-9f40-67a6dafff7bb\", \"230e0394-ef75-47da-998b-e8dedc0f8aa3\"], \"total_duration\": 2897.0, \"total_sessions\": 5, \"mean_week_duration\": 17.347}}]\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[{\"10093\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-24 10:07:07.000000+00:00\", \"2022-08-18 03:11:59.000000+00:00\"], \"session_ids\": [\"a9f3414d-d905-4109-84c4-b9795b94ad8b\", \"03517af6-17d0-47d7-a5b3-b13047f39cf3\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 9.079}}, {\"74020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-23 09:18:47.000000+00:00\", \"2021-07-09 14:43:20.000000+00:00\", \"2022-12-03 17:53:27.000000+00:00\"], \"session_ids\": [\"f046ac15-5497-41fd-86ca-a890f6c35fb2\", \"50912693-2983-474d-bc09-8ac2df00cc19\", \"eb269aa4-8170-497c-b0f7-b28596b2a9cf\"], \"total_duration\": 1095.0, \"total_sessions\": 3, \"mean_week_duration\": 9.202}}, {\"69506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-29 03:09:26.000000+00:00\", \"2023-04-21 19:41:29.000000+00:00\", \"2020-08-13 06:02:31.000000+00:00\", \"2020-05-31 11:28:05.000000+00:00\", \"2020-02-10 07:48:15.000000+00:00\"], \"session_ids\": [\"c6d6fce3-3769-4a5d-bb2a-9a95fb5248a0\", \"a94b78ad-0b21-4778-8ac1-d26fa602e143\", \"f001240b-c7a2-4a23-98aa-3dc9a9e6196f\", \"d31eb4e0-42f1-48ae-9f40-67a6dafff7bb\", \"230e0394-ef75-47da-998b-e8dedc0f8aa3\"], \"total_duration\": 2897.0, \"total_sessions\": 5, \"mean_week_duration\": 17.347}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display users pieces of information with a total sessions that is higher than 2, exclusive 2 plus do sorting by quantity of sessions from the smallest to the largest." } ]
[ { "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{\"30940\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-06-07 22:25:45.000000+00:00\", \"2022-01-31 04:00:14.000000+00:00\"], \"session_ids\": [\"c90cf9a9-95ac-4a86-91ca-d820a662d35e\", \"5789ae37-32c3-439f-92f9-ab6ab540825b\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.684}, \"53225\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-09-01 18:18:27.000000+00:00\", \"2019-10-27 16:21:18.000000+00:00\"], \"session_ids\": [\"4f383604-1065-4148-bc9a-03efecaa2965\", \"72b8ae4d-1464-47d7-b2f4-72c2eab2f476\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 8.422}, \"92470\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-11 12:06:01.000000+00:00\", \"2021-10-10 22:01:35.000000+00:00\", \"2021-11-29 10:41:55.000000+00:00\"], \"session_ids\": [\"905f803a-c938-4fc3-8859-9f9ed8749352\", \"6ff42b7b-ad72-4d6a-a29f-b492bb2d1088\", \"24c9de77-4fe5-43c4-b689-477018cfbafa\"], \"total_duration\": 1009.0, \"total_sessions\": 3, \"mean_week_duration\": 72.071}, \"92608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-04 03:42:41.000000+00:00\", \"2021-06-18 23:47:38.000000+00:00\", \"2019-06-27 05:04:32.000000+00:00\", \"2021-07-15 23:54:18.000000+00:00\"], \"session_ids\": [\"aeb08f93-10d8-4071-bfd4-bb2b828b0e93\", \"5bfbb1cb-7fdd-490d-8db1-6927084bce3e\", \"a7725e62-dd60-4ff1-b5fd-16d1aab5f975\", \"4d667fbf-cf47-46b0-be54-8d9765043acc\"], \"total_duration\": 114.0, \"total_sessions\": 4, \"mean_week_duration\": 0.891}, \"6637\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-20 03:53:46.000000+00:00\", \"2023-03-03 20:10:56.000000+00:00\"], \"session_ids\": [\"d7a480f5-5b29-436a-a987-e8cbb3c761ad\", \"b3ffe02d-4452-426c-8ace-ad30e91b8d22\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 6.3}, \"46862\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-07 23:55:57.000000+00:00\", \"2019-09-08 05:12:19.000000+00:00\"], \"session_ids\": [\"9356e6ba-0d47-4ecb-9a9e-6369c0cbd194\", \"21b9d146-10b1-43a1-b402-1a1da206a2bb\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.299}, \"57128\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-02-19 21:13:17.000000+00:00\", \"2020-03-18 20:34:13.000000+00:00\"], \"session_ids\": [\"a2a0f5ff-71a7-4b26-9062-3e3a4de99673\", \"e5c054a2-fe00-4196-b671-c90e34838ec5\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 59.0}, \"9881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-03 17:04:40.000000+00:00\", \"2019-11-14 21:32:19.000000+00:00\", \"2020-01-18 11:11:58.000000+00:00\", \"2019-04-23 20:27:32.000000+00:00\"], \"session_ids\": [\"ce06a54b-e10a-4af7-9920-c1560c492af4\", \"48b16341-d29b-4d90-86b4-3fa745e6f27a\", \"9e22f57c-e154-4c61-a460-0df30107eb9d\", \"45acf681-4707-4d31-b77d-38b41f2f48d4\"], \"total_duration\": 380.0, \"total_sessions\": 4, \"mean_week_duration\": 1.881}, \"89359\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-03-22 03:43:54.000000+00:00\", \"2019-06-09 23:27:51.000000+00:00\"], \"session_ids\": [\"17e49960-e92b-44de-a4eb-6a9be64ee6ac\", \"33091683-a6e8-4e18-ba06-16acf718b625\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 10.732}, \"90839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-05-19 12:05:09.000000+00:00\", \"2020-01-23 17:29:52.000000+00:00\", \"2021-09-16 18:53:53.000000+00:00\", \"2019-04-17 21:44:48.000000+00:00\", \"2020-02-03 18:55:31.000000+00:00\"], \"session_ids\": [\"835067a8-3df8-4886-89c1-8144d888bb0e\", \"b581e2eb-6bbf-4c5d-a3e9-78f177e835a1\", \"779063b6-3200-46c2-9248-9dde34ab7f33\", \"3f402d58-6c27-4fb3-92e7-eb1c8ac73096\", \"0cf39fe3-2dd0-4757-b71f-483cf826fced\"], \"total_duration\": 64.0, \"total_sessions\": 5, \"mean_week_duration\": 0.508}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92470\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-11 12:06:01.000000+00:00\", \"2021-10-10 22:01:35.000000+00:00\", \"2021-11-29 10:41:55.000000+00:00\"], \"session_ids\": [\"905f803a-c938-4fc3-8859-9f9ed8749352\", \"6ff42b7b-ad72-4d6a-a29f-b492bb2d1088\", \"24c9de77-4fe5-43c4-b689-477018cfbafa\"], \"total_duration\": 1009.0, \"total_sessions\": 3, \"mean_week_duration\": 72.071}, \"92608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-04 03:42:41.000000+00:00\", \"2021-06-18 23:47:38.000000+00:00\", \"2019-06-27 05:04:32.000000+00:00\", \"2021-07-15 23:54:18.000000+00:00\"], \"session_ids\": [\"aeb08f93-10d8-4071-bfd4-bb2b828b0e93\", \"5bfbb1cb-7fdd-490d-8db1-6927084bce3e\", \"a7725e62-dd60-4ff1-b5fd-16d1aab5f975\", \"4d667fbf-cf47-46b0-be54-8d9765043acc\"], \"total_duration\": 114.0, \"total_sessions\": 4, \"mean_week_duration\": 0.891}, \"9881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-03 17:04:40.000000+00:00\", \"2019-11-14 21:32:19.000000+00:00\", \"2020-01-18 11:11:58.000000+00:00\", \"2019-04-23 20:27:32.000000+00:00\"], \"session_ids\": [\"ce06a54b-e10a-4af7-9920-c1560c492af4\", \"48b16341-d29b-4d90-86b4-3fa745e6f27a\", \"9e22f57c-e154-4c61-a460-0df30107eb9d\", \"45acf681-4707-4d31-b77d-38b41f2f48d4\"], \"total_duration\": 380.0, \"total_sessions\": 4, \"mean_week_duration\": 1.881}, \"90839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-05-19 12:05:09.000000+00:00\", \"2020-01-23 17:29:52.000000+00:00\", \"2021-09-16 18:53:53.000000+00:00\", \"2019-04-17 21:44:48.000000+00:00\", \"2020-02-03 18:55:31.000000+00:00\"], \"session_ids\": [\"835067a8-3df8-4886-89c1-8144d888bb0e\", \"b581e2eb-6bbf-4c5d-a3e9-78f177e835a1\", \"779063b6-3200-46c2-9248-9dde34ab7f33\", \"3f402d58-6c27-4fb3-92e7-eb1c8ac73096\", \"0cf39fe3-2dd0-4757-b71f-483cf826fced\"], \"total_duration\": 64.0, \"total_sessions\": 5, \"mean_week_duration\": 0.508}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"92470\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-11 12:06:01.000000+00:00\", \"2021-10-10 22:01:35.000000+00:00\", \"2021-11-29 10:41:55.000000+00:00\"], \"session_ids\": [\"905f803a-c938-4fc3-8859-9f9ed8749352\", \"6ff42b7b-ad72-4d6a-a29f-b492bb2d1088\", \"24c9de77-4fe5-43c4-b689-477018cfbafa\"], \"total_duration\": 1009.0, \"total_sessions\": 3, \"mean_week_duration\": 72.071}}, {\"92608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-04 03:42:41.000000+00:00\", \"2021-06-18 23:47:38.000000+00:00\", \"2019-06-27 05:04:32.000000+00:00\", \"2021-07-15 23:54:18.000000+00:00\"], \"session_ids\": [\"aeb08f93-10d8-4071-bfd4-bb2b828b0e93\", \"5bfbb1cb-7fdd-490d-8db1-6927084bce3e\", \"a7725e62-dd60-4ff1-b5fd-16d1aab5f975\", \"4d667fbf-cf47-46b0-be54-8d9765043acc\"], \"total_duration\": 114.0, \"total_sessions\": 4, \"mean_week_duration\": 0.891}}, {\"9881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-03 17:04:40.000000+00:00\", \"2019-11-14 21:32:19.000000+00:00\", \"2020-01-18 11:11:58.000000+00:00\", \"2019-04-23 20:27:32.000000+00:00\"], \"session_ids\": [\"ce06a54b-e10a-4af7-9920-c1560c492af4\", \"48b16341-d29b-4d90-86b4-3fa745e6f27a\", \"9e22f57c-e154-4c61-a460-0df30107eb9d\", \"45acf681-4707-4d31-b77d-38b41f2f48d4\"], \"total_duration\": 380.0, \"total_sessions\": 4, \"mean_week_duration\": 1.881}}, {\"90839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-05-19 12:05:09.000000+00:00\", \"2020-01-23 17:29:52.000000+00:00\", \"2021-09-16 18:53:53.000000+00:00\", \"2019-04-17 21:44:48.000000+00:00\", \"2020-02-03 18:55:31.000000+00:00\"], \"session_ids\": [\"835067a8-3df8-4886-89c1-8144d888bb0e\", \"b581e2eb-6bbf-4c5d-a3e9-78f177e835a1\", \"779063b6-3200-46c2-9248-9dde34ab7f33\", \"3f402d58-6c27-4fb3-92e7-eb1c8ac73096\", \"0cf39fe3-2dd0-4757-b71f-483cf826fced\"], \"total_duration\": 64.0, \"total_sessions\": 5, \"mean_week_duration\": 0.508}}]\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[{\"92470\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-11 12:06:01.000000+00:00\", \"2021-10-10 22:01:35.000000+00:00\", \"2021-11-29 10:41:55.000000+00:00\"], \"session_ids\": [\"905f803a-c938-4fc3-8859-9f9ed8749352\", \"6ff42b7b-ad72-4d6a-a29f-b492bb2d1088\", \"24c9de77-4fe5-43c4-b689-477018cfbafa\"], \"total_duration\": 1009.0, \"total_sessions\": 3, \"mean_week_duration\": 72.071}}, {\"92608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-04 03:42:41.000000+00:00\", \"2021-06-18 23:47:38.000000+00:00\", \"2019-06-27 05:04:32.000000+00:00\", \"2021-07-15 23:54:18.000000+00:00\"], \"session_ids\": [\"aeb08f93-10d8-4071-bfd4-bb2b828b0e93\", \"5bfbb1cb-7fdd-490d-8db1-6927084bce3e\", \"a7725e62-dd60-4ff1-b5fd-16d1aab5f975\", \"4d667fbf-cf47-46b0-be54-8d9765043acc\"], \"total_duration\": 114.0, \"total_sessions\": 4, \"mean_week_duration\": 0.891}}, {\"9881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-03 17:04:40.000000+00:00\", \"2019-11-14 21:32:19.000000+00:00\", \"2020-01-18 11:11:58.000000+00:00\", \"2019-04-23 20:27:32.000000+00:00\"], \"session_ids\": [\"ce06a54b-e10a-4af7-9920-c1560c492af4\", \"48b16341-d29b-4d90-86b4-3fa745e6f27a\", \"9e22f57c-e154-4c61-a460-0df30107eb9d\", \"45acf681-4707-4d31-b77d-38b41f2f48d4\"], \"total_duration\": 380.0, \"total_sessions\": 4, \"mean_week_duration\": 1.881}}, {\"90839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-05-19 12:05:09.000000+00:00\", \"2020-01-23 17:29:52.000000+00:00\", \"2021-09-16 18:53:53.000000+00:00\", \"2019-04-17 21:44:48.000000+00:00\", \"2020-02-03 18:55:31.000000+00:00\"], \"session_ids\": [\"835067a8-3df8-4886-89c1-8144d888bb0e\", \"b581e2eb-6bbf-4c5d-a3e9-78f177e835a1\", \"779063b6-3200-46c2-9248-9dde34ab7f33\", \"3f402d58-6c27-4fb3-92e7-eb1c8ac73096\", \"0cf39fe3-2dd0-4757-b71f-483cf826fced\"], \"total_duration\": 64.0, \"total_sessions\": 5, \"mean_week_duration\": 0.508}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 2 users with a site usage time per week that is higher than 6 and lower than 31, exclusive both nums , put to use sorting by average of total time spent in the app per week descendingly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70477\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-14 02:00:44.000000+00:00\", \"2022-05-23 09:46:45.000000+00:00\", \"2022-09-09 03:57:42.000000+00:00\", \"2020-08-14 21:27:29.000000+00:00\", \"2020-01-18 07:30:16.000000+00:00\"], \"session_ids\": [\"070ba1fe-66a6-4f20-9568-fe71e48fdf0e\", \"93aee4d7-fa29-4d3e-8dc4-c313dce470a0\", \"b36b1fab-12d3-4a54-b1e2-881578cbbb39\", \"41ee9043-621f-46a5-9d8b-6d4476424063\", \"cb62c6ab-0f6c-44ce-aeb7-d2ee87b1a5d5\"], \"total_duration\": 98.0, \"total_sessions\": 5, \"mean_week_duration\": 0.71}, \"66801\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-10 06:15:39.000000+00:00\", \"2020-11-24 08:25:48.000000+00:00\"], \"session_ids\": [\"a2108cc5-9279-453c-ad94-37c23f8f0c31\", \"90d648ed-2e0e-450c-b7a7-6d2372669ad7\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 1.245}, \"3357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-06 02:24:30.000000+00:00\", \"2022-01-20 01:12:58.000000+00:00\"], \"session_ids\": [\"c8b04c05-7224-4fa8-8fb7-9cd21ca93c0d\", \"0b1dec49-c110-4663-875f-a7a8e4b582bc\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 15.562}, \"76021\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-03-06 22:09:49.000000+00:00\", \"2021-12-06 09:36:57.000000+00:00\", \"2021-02-25 00:59:31.000000+00:00\"], \"session_ids\": [\"0d493444-7294-44a9-ac77-79d3582f2d62\", \"5a550918-a4bb-4976-af62-35881e12f4af\", \"7689d84e-f28d-43f2-9b0d-0c2c5f91f77f\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.41}, \"78400\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-06 11:04:27.000000+00:00\", \"2022-06-07 15:34:21.000000+00:00\"], \"session_ids\": [\"09373fd0-531d-45fe-ad45-eaac37e5c685\", \"13cc3e69-f335-4652-9457-ad51ff03d55a\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"99262\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-24 09:07:30.000000+00:00\", \"2020-12-28 12:04:54.000000+00:00\"], \"session_ids\": [\"bd9b3666-4fd5-45ad-8620-3a6428a545a1\", \"2d088b57-2ace-4a4f-b4b3-880c925878e8\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 4.278}, \"14349\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-10-04 09:49:21.000000+00:00\", \"2021-02-08 18:58:49.000000+00:00\", \"2021-08-24 22:05:34.000000+00:00\", \"2022-09-14 17:03:22.000000+00:00\", \"2022-07-03 02:52:34.000000+00:00\", \"2023-05-21 13:01:03.000000+00:00\", \"2019-06-28 23:48:50.000000+00:00\", \"2023-06-07 12:39:04.000000+00:00\", \"2021-10-03 11:31:31.000000+00:00\"], \"session_ids\": [\"0331a3f4-df90-48ca-8815-61ac72a6fb4b\", \"41da52e3-f121-48cf-a3a6-9430bffc83eb\", \"579e7d61-4f76-4f0e-9154-5f8a0807e8d2\", \"78d279fe-2ec1-48aa-af38-f8a5edafe55a\", \"2d3bd50f-a3a6-47d4-b58d-3164fc7bf2c3\", \"3a4fcb4f-7f5d-4feb-8349-d1f1ef31253e\", \"cdde42d4-bbda-4d33-95fd-d265368902f6\", \"b5f8dd77-6be6-42f1-b3aa-3ed6f3188638\", \"46c609c0-72b2-4d3c-abac-b6f02619fced\"], \"total_duration\": 1334.0, \"total_sessions\": 9, \"mean_week_duration\": 6.476}, \"76728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-07 20:44:15.000000+00:00\", \"2020-09-16 17:08:49.000000+00:00\", \"2020-02-17 23:42:17.000000+00:00\", \"2021-03-12 11:34:09.000000+00:00\", \"2023-01-25 08:47:35.000000+00:00\"], \"session_ids\": [\"ff80fe99-8987-4bea-aef8-d8acff353997\", \"1c7fa0b7-6a0c-4e27-be78-c26b64b5c0aa\", \"cdb44724-db18-4a1e-86b1-18b36a5ae3d5\", \"10ff729f-a9e0-4e3f-831a-616b1f8f010c\", \"e75c1c1c-18b3-4df9-afad-ca3a6672e1d3\"], \"total_duration\": 3329.0, \"total_sessions\": 5, \"mean_week_duration\": 21.617}, \"77351\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-29 06:26:36.000000+00:00\", \"2022-08-15 08:43:58.000000+00:00\", \"2020-07-01 19:55:34.000000+00:00\"], \"session_ids\": [\"4c8be11e-858e-4852-8261-1d05cbe5e30f\", \"7ab624e6-86be-4393-9ac3-562a8c1cd221\", \"7a7f9809-5b7b-42b9-a632-b007608efbda\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 1.835}, \"1980\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-17 01:53:13.000000+00:00\", \"2022-11-16 05:48:50.000000+00:00\"], \"session_ids\": [\"c5edb40e-c4a0-4000-a014-2d04959384ce\", \"b49dfe2d-3c31-49e3-939d-8554662ade74\"], \"total_duration\": 446.0, \"total_sessions\": 2, \"mean_week_duration\": 89.2}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 6 and are less than 31" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 31]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"3357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-06 02:24:30.000000+00:00\", \"2022-01-20 01:12:58.000000+00:00\"], \"session_ids\": [\"c8b04c05-7224-4fa8-8fb7-9cd21ca93c0d\", \"0b1dec49-c110-4663-875f-a7a8e4b582bc\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 15.562}, \"14349\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-10-04 09:49:21.000000+00:00\", \"2021-02-08 18:58:49.000000+00:00\", \"2021-08-24 22:05:34.000000+00:00\", \"2022-09-14 17:03:22.000000+00:00\", \"2022-07-03 02:52:34.000000+00:00\", \"2023-05-21 13:01:03.000000+00:00\", \"2019-06-28 23:48:50.000000+00:00\", \"2023-06-07 12:39:04.000000+00:00\", \"2021-10-03 11:31:31.000000+00:00\"], \"session_ids\": [\"0331a3f4-df90-48ca-8815-61ac72a6fb4b\", \"41da52e3-f121-48cf-a3a6-9430bffc83eb\", \"579e7d61-4f76-4f0e-9154-5f8a0807e8d2\", \"78d279fe-2ec1-48aa-af38-f8a5edafe55a\", \"2d3bd50f-a3a6-47d4-b58d-3164fc7bf2c3\", \"3a4fcb4f-7f5d-4feb-8349-d1f1ef31253e\", \"cdde42d4-bbda-4d33-95fd-d265368902f6\", \"b5f8dd77-6be6-42f1-b3aa-3ed6f3188638\", \"46c609c0-72b2-4d3c-abac-b6f02619fced\"], \"total_duration\": 1334.0, \"total_sessions\": 9, \"mean_week_duration\": 6.476}, \"76728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-07 20:44:15.000000+00:00\", \"2020-09-16 17:08:49.000000+00:00\", \"2020-02-17 23:42:17.000000+00:00\", \"2021-03-12 11:34:09.000000+00:00\", \"2023-01-25 08:47:35.000000+00:00\"], \"session_ids\": [\"ff80fe99-8987-4bea-aef8-d8acff353997\", \"1c7fa0b7-6a0c-4e27-be78-c26b64b5c0aa\", \"cdb44724-db18-4a1e-86b1-18b36a5ae3d5\", \"10ff729f-a9e0-4e3f-831a-616b1f8f010c\", \"e75c1c1c-18b3-4df9-afad-ca3a6672e1d3\"], \"total_duration\": 3329.0, \"total_sessions\": 5, \"mean_week_duration\": 21.617}}\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[{\"76728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-07 20:44:15.000000+00:00\", \"2020-09-16 17:08:49.000000+00:00\", \"2020-02-17 23:42:17.000000+00:00\", \"2021-03-12 11:34:09.000000+00:00\", \"2023-01-25 08:47:35.000000+00:00\"], \"session_ids\": [\"ff80fe99-8987-4bea-aef8-d8acff353997\", \"1c7fa0b7-6a0c-4e27-be78-c26b64b5c0aa\", \"cdb44724-db18-4a1e-86b1-18b36a5ae3d5\", \"10ff729f-a9e0-4e3f-831a-616b1f8f010c\", \"e75c1c1c-18b3-4df9-afad-ca3a6672e1d3\"], \"total_duration\": 3329.0, \"total_sessions\": 5, \"mean_week_duration\": 21.617}}, {\"3357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-06 02:24:30.000000+00:00\", \"2022-01-20 01:12:58.000000+00:00\"], \"session_ids\": [\"c8b04c05-7224-4fa8-8fb7-9cd21ca93c0d\", \"0b1dec49-c110-4663-875f-a7a8e4b582bc\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 15.562}}, {\"14349\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-10-04 09:49:21.000000+00:00\", \"2021-02-08 18:58:49.000000+00:00\", \"2021-08-24 22:05:34.000000+00:00\", \"2022-09-14 17:03:22.000000+00:00\", \"2022-07-03 02:52:34.000000+00:00\", \"2023-05-21 13:01:03.000000+00:00\", \"2019-06-28 23:48:50.000000+00:00\", \"2023-06-07 12:39:04.000000+00:00\", \"2021-10-03 11:31:31.000000+00:00\"], \"session_ids\": [\"0331a3f4-df90-48ca-8815-61ac72a6fb4b\", \"41da52e3-f121-48cf-a3a6-9430bffc83eb\", \"579e7d61-4f76-4f0e-9154-5f8a0807e8d2\", \"78d279fe-2ec1-48aa-af38-f8a5edafe55a\", \"2d3bd50f-a3a6-47d4-b58d-3164fc7bf2c3\", \"3a4fcb4f-7f5d-4feb-8349-d1f1ef31253e\", \"cdde42d4-bbda-4d33-95fd-d265368902f6\", \"b5f8dd77-6be6-42f1-b3aa-3ed6f3188638\", \"46c609c0-72b2-4d3c-abac-b6f02619fced\"], \"total_duration\": 1334.0, \"total_sessions\": 9, \"mean_week_duration\": 6.476}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-07 20:44:15.000000+00:00\", \"2020-09-16 17:08:49.000000+00:00\", \"2020-02-17 23:42:17.000000+00:00\", \"2021-03-12 11:34:09.000000+00:00\", \"2023-01-25 08:47:35.000000+00:00\"], \"session_ids\": [\"ff80fe99-8987-4bea-aef8-d8acff353997\", \"1c7fa0b7-6a0c-4e27-be78-c26b64b5c0aa\", \"cdb44724-db18-4a1e-86b1-18b36a5ae3d5\", \"10ff729f-a9e0-4e3f-831a-616b1f8f010c\", \"e75c1c1c-18b3-4df9-afad-ca3a6672e1d3\"], \"total_duration\": 3329.0, \"total_sessions\": 5, \"mean_week_duration\": 21.617}}, {\"3357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-06 02:24:30.000000+00:00\", \"2022-01-20 01:12:58.000000+00:00\"], \"session_ids\": [\"c8b04c05-7224-4fa8-8fb7-9cd21ca93c0d\", \"0b1dec49-c110-4663-875f-a7a8e4b582bc\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 15.562}}]\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[{\"76728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-07 20:44:15.000000+00:00\", \"2020-09-16 17:08:49.000000+00:00\", \"2020-02-17 23:42:17.000000+00:00\", \"2021-03-12 11:34:09.000000+00:00\", \"2023-01-25 08:47:35.000000+00:00\"], \"session_ids\": [\"ff80fe99-8987-4bea-aef8-d8acff353997\", \"1c7fa0b7-6a0c-4e27-be78-c26b64b5c0aa\", \"cdb44724-db18-4a1e-86b1-18b36a5ae3d5\", \"10ff729f-a9e0-4e3f-831a-616b1f8f010c\", \"e75c1c1c-18b3-4df9-afad-ca3a6672e1d3\"], \"total_duration\": 3329.0, \"total_sessions\": 5, \"mean_week_duration\": 21.617}}, {\"3357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-06 02:24:30.000000+00:00\", \"2022-01-20 01:12:58.000000+00:00\"], \"session_ids\": [\"c8b04c05-7224-4fa8-8fb7-9cd21ca93c0d\", \"0b1dec49-c110-4663-875f-a7a8e4b582bc\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 15.562}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on users who are at the peak of user rankings based on time using the app and in addition implement sorting by sessions count in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"36920\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-12-31 00:42:36.000000+00:00\", \"2021-08-01 02:36:20.000000+00:00\", \"2022-02-14 10:45:30.000000+00:00\"], \"session_ids\": [\"332b6c0f-5796-4c70-8c66-4707170b0113\", \"9f383467-5e26-4d6a-b2fa-baac8900f980\", \"74099843-ac93-4aff-83a2-8e92dd1fe665\"], \"total_duration\": 531.0, \"total_sessions\": 3, \"mean_week_duration\": 18.31}, \"9189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-10-10 20:07:48.000000+00:00\", \"2020-07-19 00:26:27.000000+00:00\", \"2023-05-10 04:30:23.000000+00:00\"], \"session_ids\": [\"9704b41d-5fc8-4398-a10a-83bf884afd5c\", \"9e209413-2589-4377-a9fa-eec5310f149b\", \"068a35d2-f183-4c29-bb04-7274e8f4c5ff\"], \"total_duration\": 461.0, \"total_sessions\": 3, \"mean_week_duration\": 2.465}, \"5781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-05-18 20:46:24.000000+00:00\", \"2020-09-18 05:23:46.000000+00:00\", \"2023-06-09 03:12:09.000000+00:00\"], \"session_ids\": [\"1e26febf-40bd-42d4-8c8a-b0c38a11db2a\", \"ff6124da-0817-48c1-9b60-534aacf9512f\", \"d1ea1ebc-6b5e-4429-b42d-ee69952b7752\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.254}, \"74748\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-19 13:37:22.000000+00:00\", \"2020-04-02 20:36:39.000000+00:00\"], \"session_ids\": [\"3152f27f-06e4-4d28-acde-3d1201067901\", \"7f2c6b9d-3e4c-4525-a7cd-f8ad357bb89e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}, \"9293\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-15 03:09:04.000000+00:00\", \"2019-02-23 04:08:10.000000+00:00\", \"2023-05-05 22:53:13.000000+00:00\", \"2023-01-10 13:30:52.000000+00:00\"], \"session_ids\": [\"8e3c1672-4719-46c7-ab0d-933f311f06d3\", \"53242578-97f5-4d64-be33-1550afdb0170\", \"a9fcea98-9fe2-4900-96da-c72f9444891d\", \"62563f0d-5943-4fff-94dd-0f2a84535517\"], \"total_duration\": 337.0, \"total_sessions\": 4, \"mean_week_duration\": 1.539}, \"24857\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-07-16 12:01:08.000000+00:00\", \"2019-09-30 07:01:47.000000+00:00\", \"2022-02-24 20:11:56.000000+00:00\"], \"session_ids\": [\"ebd32b84-5c73-419f-b636-8b929ed9cf22\", \"b8ca3ea8-f4f3-4718-a06c-0a0f7d3f2327\", \"79d4a57a-664f-4fd1-94fa-5f64b9aef561\"], \"total_duration\": 238.0, \"total_sessions\": 3, \"mean_week_duration\": 1.737}, \"40442\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-14 18:54:05.000000+00:00\", \"2020-03-20 22:26:07.000000+00:00\", \"2022-03-30 18:54:22.000000+00:00\", \"2022-12-05 09:31:04.000000+00:00\", \"2021-05-08 03:13:19.000000+00:00\", \"2022-10-05 02:43:41.000000+00:00\"], \"session_ids\": [\"da24ba4a-a8a2-4efe-be39-4985c53171d3\", \"118464f3-1725-4cf5-bee2-e70920c55e45\", \"d9151e09-300a-472f-93a5-16334aeb66e9\", \"8abafab0-553f-4a5d-b64c-0a20feeda1a2\", \"2eb28028-ed7a-4431-b9ca-0494e53c1d5c\", \"1cf76bac-5e2b-4bdb-9e90-1e3ab29e29f5\"], \"total_duration\": 65.0, \"total_sessions\": 6, \"mean_week_duration\": 0.458}, \"40770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-30 18:37:42.000000+00:00\", \"2021-04-16 12:19:40.000000+00:00\", \"2021-10-10 23:11:12.000000+00:00\"], \"session_ids\": [\"54b20209-d6fe-4b04-9bb3-f2ac1a8d86fc\", \"ceee82ce-d57a-4ad6-8b97-fda01fd97854\", \"38bfdf0c-2b61-42e9-be33-8107bb52bd36\"], \"total_duration\": 671.0, \"total_sessions\": 3, \"mean_week_duration\": 12.2}, \"40848\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-12 12:02:57.000000+00:00\", \"2020-10-31 15:57:29.000000+00:00\", \"2023-01-04 20:40:49.000000+00:00\"], \"session_ids\": [\"e6dcc1a1-9b24-4082-a11e-46c06ece50fa\", \"27ac537b-18fb-4ff2-aae0-63fd5485da6d\", \"8c4543a1-8e1e-4b96-8699-0934b6d133de\"], \"total_duration\": 383.0, \"total_sessions\": 3, \"mean_week_duration\": 2.902}, \"16224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-02 01:35:49.000000+00:00\", \"2020-11-28 09:26:49.000000+00:00\", \"2022-07-12 01:18:30.000000+00:00\"], \"session_ids\": [\"a95f2f77-f631-4851-a907-b73fb7ef3b01\", \"ede2fda7-ee08-4a6d-819e-04958fedc143\", \"a04374b2-0a40-4e30-ada1-5d1b2a0858a8\"], \"total_duration\": 1035.0, \"total_sessions\": 3, \"mean_week_duration\": 11.761}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-02 01:35:49.000000+00:00\", \"2020-11-28 09:26:49.000000+00:00\", \"2022-07-12 01:18:30.000000+00:00\"], \"session_ids\": [\"a95f2f77-f631-4851-a907-b73fb7ef3b01\", \"ede2fda7-ee08-4a6d-819e-04958fedc143\", \"a04374b2-0a40-4e30-ada1-5d1b2a0858a8\"], \"total_duration\": 1035.0, \"total_sessions\": 3, \"mean_week_duration\": 11.761}}, {\"40770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-30 18:37:42.000000+00:00\", \"2021-04-16 12:19:40.000000+00:00\", \"2021-10-10 23:11:12.000000+00:00\"], \"session_ids\": [\"54b20209-d6fe-4b04-9bb3-f2ac1a8d86fc\", \"ceee82ce-d57a-4ad6-8b97-fda01fd97854\", \"38bfdf0c-2b61-42e9-be33-8107bb52bd36\"], \"total_duration\": 671.0, \"total_sessions\": 3, \"mean_week_duration\": 12.2}}, {\"36920\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-12-31 00:42:36.000000+00:00\", \"2021-08-01 02:36:20.000000+00:00\", \"2022-02-14 10:45:30.000000+00:00\"], \"session_ids\": [\"332b6c0f-5796-4c70-8c66-4707170b0113\", \"9f383467-5e26-4d6a-b2fa-baac8900f980\", \"74099843-ac93-4aff-83a2-8e92dd1fe665\"], \"total_duration\": 531.0, \"total_sessions\": 3, \"mean_week_duration\": 18.31}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-02 01:35:49.000000+00:00\", \"2020-11-28 09:26:49.000000+00:00\", \"2022-07-12 01:18:30.000000+00:00\"], \"session_ids\": [\"a95f2f77-f631-4851-a907-b73fb7ef3b01\", \"ede2fda7-ee08-4a6d-819e-04958fedc143\", \"a04374b2-0a40-4e30-ada1-5d1b2a0858a8\"], \"total_duration\": 1035.0, \"total_sessions\": 3, \"mean_week_duration\": 11.761}}, {\"40770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-30 18:37:42.000000+00:00\", \"2021-04-16 12:19:40.000000+00:00\", \"2021-10-10 23:11:12.000000+00:00\"], \"session_ids\": [\"54b20209-d6fe-4b04-9bb3-f2ac1a8d86fc\", \"ceee82ce-d57a-4ad6-8b97-fda01fd97854\", \"38bfdf0c-2b61-42e9-be33-8107bb52bd36\"], \"total_duration\": 671.0, \"total_sessions\": 3, \"mean_week_duration\": 12.2}}, {\"36920\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-12-31 00:42:36.000000+00:00\", \"2021-08-01 02:36:20.000000+00:00\", \"2022-02-14 10:45:30.000000+00:00\"], \"session_ids\": [\"332b6c0f-5796-4c70-8c66-4707170b0113\", \"9f383467-5e26-4d6a-b2fa-baac8900f980\", \"74099843-ac93-4aff-83a2-8e92dd1fe665\"], \"total_duration\": 531.0, \"total_sessions\": 3, \"mean_week_duration\": 18.31}}]\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[{\"16224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-02 01:35:49.000000+00:00\", \"2020-11-28 09:26:49.000000+00:00\", \"2022-07-12 01:18:30.000000+00:00\"], \"session_ids\": [\"a95f2f77-f631-4851-a907-b73fb7ef3b01\", \"ede2fda7-ee08-4a6d-819e-04958fedc143\", \"a04374b2-0a40-4e30-ada1-5d1b2a0858a8\"], \"total_duration\": 1035.0, \"total_sessions\": 3, \"mean_week_duration\": 11.761}}, {\"40770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-30 18:37:42.000000+00:00\", \"2021-04-16 12:19:40.000000+00:00\", \"2021-10-10 23:11:12.000000+00:00\"], \"session_ids\": [\"54b20209-d6fe-4b04-9bb3-f2ac1a8d86fc\", \"ceee82ce-d57a-4ad6-8b97-fda01fd97854\", \"38bfdf0c-2b61-42e9-be33-8107bb52bd36\"], \"total_duration\": 671.0, \"total_sessions\": 3, \"mean_week_duration\": 12.2}}, {\"36920\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-12-31 00:42:36.000000+00:00\", \"2021-08-01 02:36:20.000000+00:00\", \"2022-02-14 10:45:30.000000+00:00\"], \"session_ids\": [\"332b6c0f-5796-4c70-8c66-4707170b0113\", \"9f383467-5e26-4d6a-b2fa-baac8900f980\", \"74099843-ac93-4aff-83a2-8e92dd1fe665\"], \"total_duration\": 531.0, \"total_sessions\": 3, \"mean_week_duration\": 18.31}}]\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 user who has total time using the app strictly less than 964 and greater than 2798 (not including) + execute sorting by urban title in ascending." } ]
[ { "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{\"93433\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-28 06:46:30.000000+00:00\", \"2020-09-28 22:28:09.000000+00:00\"], \"session_ids\": [\"9ee17428-0f86-44a9-8c50-9cf86480fbfa\", \"e229abb2-259c-46c2-b323-d3b8f3518991\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 72.0}, \"73392\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-04 04:39:33.000000+00:00\", \"2022-03-03 04:29:43.000000+00:00\", \"2021-04-05 20:07:14.000000+00:00\", \"2020-08-16 09:25:39.000000+00:00\"], \"session_ids\": [\"637298ad-429c-4f36-afde-89dcfc0a3e2f\", \"2ff7285b-020a-4ead-8aa1-1123a402dc69\", \"eef72844-ff77-4953-8cec-aa0033d4bf16\", \"5f9908e2-4555-4ff5-b0ca-9830d9d5118c\"], \"total_duration\": 242.0, \"total_sessions\": 4, \"mean_week_duration\": 1.635}, \"60546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-05-26 15:56:51.000000+00:00\", \"2023-02-17 01:55:17.000000+00:00\", \"2022-08-28 15:11:21.000000+00:00\", \"2020-04-17 05:17:23.000000+00:00\", \"2021-04-19 02:12:11.000000+00:00\", \"2019-08-06 23:21:04.000000+00:00\", \"2020-07-23 16:51:10.000000+00:00\", \"2022-12-29 12:08:17.000000+00:00\", \"2020-03-12 14:22:02.000000+00:00\", \"2021-02-02 10:51:38.000000+00:00\", \"2021-10-28 09:18:49.000000+00:00\"], \"session_ids\": [\"86688968-ea15-4240-bff1-8d2833abefbc\", \"1e593ce9-aad9-4b60-9d6f-4902d4f3f737\", \"b1556c85-8462-4cdc-9d96-a956099089be\", \"30ec3a5e-dcf3-4fe0-9748-97b08ba97bad\", \"d4ca5448-ea5d-4c70-8310-8263968cb7f5\", \"10fef598-9428-42ce-9a41-e0b7e2d734ec\", \"14486f0f-23f2-43ab-aa47-5f463f4e1aca\", \"6077ef0e-1755-4aef-b954-8f4729602010\", \"98788d0b-8f5c-4380-915a-98ab0b5f14c7\", \"ed7ad6c5-6773-454f-aecc-1ac67e85cff6\", \"1b186fa9-8b7d-4dea-9faa-07c53ab269e7\"], \"total_duration\": 28707.0, \"total_sessions\": 11, \"mean_week_duration\": 155.173}, \"17084\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-16 07:48:43.000000+00:00\", \"2021-07-13 13:38:36.000000+00:00\"], \"session_ids\": [\"78b0c4e8-0baa-4d3a-bc61-df296dbd7b97\", \"acd5256f-689b-40f4-be1f-1156057f8a1c\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 10.556}, \"16898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-03-26 16:06:59.000000+00:00\", \"2019-03-27 21:13:17.000000+00:00\"], \"session_ids\": [\"98d5c2e3-951d-4c61-b717-ffe0c1b851bf\", \"80879d8f-deeb-49f1-b33d-7b2c839c2eab\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 124.0}, \"41194\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-02 07:33:00.000000+00:00\", \"2021-09-08 10:23:35.000000+00:00\"], \"session_ids\": [\"19bb6837-7cb9-40f9-aeb6-6aace69e82fb\", \"37e923bd-ce03-4048-b34d-06c1aebb5b91\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 3.387}, \"84817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-05-16 05:22:31.000000+00:00\", \"2019-07-14 00:55:49.000000+00:00\", \"2019-11-06 09:40:34.000000+00:00\", \"2020-08-06 06:42:53.000000+00:00\", \"2019-09-30 15:00:04.000000+00:00\"], \"session_ids\": [\"351da733-953c-415b-8593-8fbbf2f09962\", \"3c6b1464-3b4d-4439-beab-fb3337dd6216\", \"e6ca3b8b-ea0b-493f-8c9d-6050a1bf1761\", \"aeb616e8-da88-4b63-aca6-4c3ef4a2c8da\", \"c10aba87-642b-4acc-b69f-e33c3414148c\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.51}, \"44861\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-06 02:11:22.000000+00:00\", \"2019-06-19 09:27:28.000000+00:00\"], \"session_ids\": [\"15ebbfc7-f71e-4546-b8e8-a48533c15c35\", \"be4ada6d-53de-45cc-8cdd-df25c9bdadeb\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 49.5}, \"78370\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-10-07 06:18:23.000000+00:00\", \"2021-11-28 21:05:25.000000+00:00\", \"2021-10-04 12:01:56.000000+00:00\", \"2020-10-22 19:24:02.000000+00:00\"], \"session_ids\": [\"cf6549e1-52f5-4ee0-85ca-9a6f6fba6f74\", \"5f8ceeda-2fdb-4cc1-880a-98eadf97ec66\", \"0fb5d4f1-a0ea-480f-85dc-e2b9ce17f40d\", \"c7b618ea-f1db-4104-b3ac-b104b9414e6b\"], \"total_duration\": 1788.0, \"total_sessions\": 4, \"mean_week_duration\": 29.8}, \"5633\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-10 09:44:16.000000+00:00\", \"2020-03-17 19:21:44.000000+00:00\", \"2020-04-29 01:41:30.000000+00:00\", \"2019-12-26 21:29:15.000000+00:00\"], \"session_ids\": [\"c7a0b0bd-e29e-4fc0-b107-06d2bbf22f2b\", \"59e25cae-bbbc-4bb5-a2d9-74f883986408\", \"e6b200e3-054c-4a78-8909-8a2f15f28f64\", \"aacbbdd2-2f08-420c-b9c4-8edcb2a9e341\"], \"total_duration\": 647.0, \"total_sessions\": 4, \"mean_week_duration\": 6.602}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 964 and are greater than 2798" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[964, 2798]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93433\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-28 06:46:30.000000+00:00\", \"2020-09-28 22:28:09.000000+00:00\"], \"session_ids\": [\"9ee17428-0f86-44a9-8c50-9cf86480fbfa\", \"e229abb2-259c-46c2-b323-d3b8f3518991\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 72.0}, \"73392\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-04 04:39:33.000000+00:00\", \"2022-03-03 04:29:43.000000+00:00\", \"2021-04-05 20:07:14.000000+00:00\", \"2020-08-16 09:25:39.000000+00:00\"], \"session_ids\": [\"637298ad-429c-4f36-afde-89dcfc0a3e2f\", \"2ff7285b-020a-4ead-8aa1-1123a402dc69\", \"eef72844-ff77-4953-8cec-aa0033d4bf16\", \"5f9908e2-4555-4ff5-b0ca-9830d9d5118c\"], \"total_duration\": 242.0, \"total_sessions\": 4, \"mean_week_duration\": 1.635}, \"17084\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-16 07:48:43.000000+00:00\", \"2021-07-13 13:38:36.000000+00:00\"], \"session_ids\": [\"78b0c4e8-0baa-4d3a-bc61-df296dbd7b97\", \"acd5256f-689b-40f4-be1f-1156057f8a1c\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 10.556}, \"16898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-03-26 16:06:59.000000+00:00\", \"2019-03-27 21:13:17.000000+00:00\"], \"session_ids\": [\"98d5c2e3-951d-4c61-b717-ffe0c1b851bf\", \"80879d8f-deeb-49f1-b33d-7b2c839c2eab\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 124.0}, \"41194\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-02 07:33:00.000000+00:00\", \"2021-09-08 10:23:35.000000+00:00\"], \"session_ids\": [\"19bb6837-7cb9-40f9-aeb6-6aace69e82fb\", \"37e923bd-ce03-4048-b34d-06c1aebb5b91\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 3.387}, \"84817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-05-16 05:22:31.000000+00:00\", \"2019-07-14 00:55:49.000000+00:00\", \"2019-11-06 09:40:34.000000+00:00\", \"2020-08-06 06:42:53.000000+00:00\", \"2019-09-30 15:00:04.000000+00:00\"], \"session_ids\": [\"351da733-953c-415b-8593-8fbbf2f09962\", \"3c6b1464-3b4d-4439-beab-fb3337dd6216\", \"e6ca3b8b-ea0b-493f-8c9d-6050a1bf1761\", \"aeb616e8-da88-4b63-aca6-4c3ef4a2c8da\", \"c10aba87-642b-4acc-b69f-e33c3414148c\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.51}, \"44861\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-06 02:11:22.000000+00:00\", \"2019-06-19 09:27:28.000000+00:00\"], \"session_ids\": [\"15ebbfc7-f71e-4546-b8e8-a48533c15c35\", \"be4ada6d-53de-45cc-8cdd-df25c9bdadeb\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 49.5}, \"5633\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-10 09:44:16.000000+00:00\", \"2020-03-17 19:21:44.000000+00:00\", \"2020-04-29 01:41:30.000000+00:00\", \"2019-12-26 21:29:15.000000+00:00\"], \"session_ids\": [\"c7a0b0bd-e29e-4fc0-b107-06d2bbf22f2b\", \"59e25cae-bbbc-4bb5-a2d9-74f883986408\", \"e6b200e3-054c-4a78-8909-8a2f15f28f64\", \"aacbbdd2-2f08-420c-b9c4-8edcb2a9e341\"], \"total_duration\": 647.0, \"total_sessions\": 4, \"mean_week_duration\": 6.602}, \"60546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-05-26 15:56:51.000000+00:00\", \"2023-02-17 01:55:17.000000+00:00\", \"2022-08-28 15:11:21.000000+00:00\", \"2020-04-17 05:17:23.000000+00:00\", \"2021-04-19 02:12:11.000000+00:00\", \"2019-08-06 23:21:04.000000+00:00\", \"2020-07-23 16:51:10.000000+00:00\", \"2022-12-29 12:08:17.000000+00:00\", \"2020-03-12 14:22:02.000000+00:00\", \"2021-02-02 10:51:38.000000+00:00\", \"2021-10-28 09:18:49.000000+00:00\"], \"session_ids\": [\"86688968-ea15-4240-bff1-8d2833abefbc\", \"1e593ce9-aad9-4b60-9d6f-4902d4f3f737\", \"b1556c85-8462-4cdc-9d96-a956099089be\", \"30ec3a5e-dcf3-4fe0-9748-97b08ba97bad\", \"d4ca5448-ea5d-4c70-8310-8263968cb7f5\", \"10fef598-9428-42ce-9a41-e0b7e2d734ec\", \"14486f0f-23f2-43ab-aa47-5f463f4e1aca\", \"6077ef0e-1755-4aef-b954-8f4729602010\", \"98788d0b-8f5c-4380-915a-98ab0b5f14c7\", \"ed7ad6c5-6773-454f-aecc-1ac67e85cff6\", \"1b186fa9-8b7d-4dea-9faa-07c53ab269e7\"], \"total_duration\": 28707.0, \"total_sessions\": 11, \"mean_week_duration\": 155.173}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-05-26 15:56:51.000000+00:00\", \"2023-02-17 01:55:17.000000+00:00\", \"2022-08-28 15:11:21.000000+00:00\", \"2020-04-17 05:17:23.000000+00:00\", \"2021-04-19 02:12:11.000000+00:00\", \"2019-08-06 23:21:04.000000+00:00\", \"2020-07-23 16:51:10.000000+00:00\", \"2022-12-29 12:08:17.000000+00:00\", \"2020-03-12 14:22:02.000000+00:00\", \"2021-02-02 10:51:38.000000+00:00\", \"2021-10-28 09:18:49.000000+00:00\"], \"session_ids\": [\"86688968-ea15-4240-bff1-8d2833abefbc\", \"1e593ce9-aad9-4b60-9d6f-4902d4f3f737\", \"b1556c85-8462-4cdc-9d96-a956099089be\", \"30ec3a5e-dcf3-4fe0-9748-97b08ba97bad\", \"d4ca5448-ea5d-4c70-8310-8263968cb7f5\", \"10fef598-9428-42ce-9a41-e0b7e2d734ec\", \"14486f0f-23f2-43ab-aa47-5f463f4e1aca\", \"6077ef0e-1755-4aef-b954-8f4729602010\", \"98788d0b-8f5c-4380-915a-98ab0b5f14c7\", \"ed7ad6c5-6773-454f-aecc-1ac67e85cff6\", \"1b186fa9-8b7d-4dea-9faa-07c53ab269e7\"], \"total_duration\": 28707.0, \"total_sessions\": 11, \"mean_week_duration\": 155.173}}, {\"41194\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-02 07:33:00.000000+00:00\", \"2021-09-08 10:23:35.000000+00:00\"], \"session_ids\": [\"19bb6837-7cb9-40f9-aeb6-6aace69e82fb\", \"37e923bd-ce03-4048-b34d-06c1aebb5b91\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 3.387}}, {\"84817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-05-16 05:22:31.000000+00:00\", \"2019-07-14 00:55:49.000000+00:00\", \"2019-11-06 09:40:34.000000+00:00\", \"2020-08-06 06:42:53.000000+00:00\", \"2019-09-30 15:00:04.000000+00:00\"], \"session_ids\": [\"351da733-953c-415b-8593-8fbbf2f09962\", \"3c6b1464-3b4d-4439-beab-fb3337dd6216\", \"e6ca3b8b-ea0b-493f-8c9d-6050a1bf1761\", \"aeb616e8-da88-4b63-aca6-4c3ef4a2c8da\", \"c10aba87-642b-4acc-b69f-e33c3414148c\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.51}}, {\"73392\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-04 04:39:33.000000+00:00\", \"2022-03-03 04:29:43.000000+00:00\", \"2021-04-05 20:07:14.000000+00:00\", \"2020-08-16 09:25:39.000000+00:00\"], \"session_ids\": [\"637298ad-429c-4f36-afde-89dcfc0a3e2f\", \"2ff7285b-020a-4ead-8aa1-1123a402dc69\", \"eef72844-ff77-4953-8cec-aa0033d4bf16\", \"5f9908e2-4555-4ff5-b0ca-9830d9d5118c\"], \"total_duration\": 242.0, \"total_sessions\": 4, \"mean_week_duration\": 1.635}}, {\"5633\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-10 09:44:16.000000+00:00\", \"2020-03-17 19:21:44.000000+00:00\", \"2020-04-29 01:41:30.000000+00:00\", \"2019-12-26 21:29:15.000000+00:00\"], \"session_ids\": [\"c7a0b0bd-e29e-4fc0-b107-06d2bbf22f2b\", \"59e25cae-bbbc-4bb5-a2d9-74f883986408\", \"e6b200e3-054c-4a78-8909-8a2f15f28f64\", \"aacbbdd2-2f08-420c-b9c4-8edcb2a9e341\"], \"total_duration\": 647.0, \"total_sessions\": 4, \"mean_week_duration\": 6.602}}, {\"93433\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-28 06:46:30.000000+00:00\", \"2020-09-28 22:28:09.000000+00:00\"], \"session_ids\": [\"9ee17428-0f86-44a9-8c50-9cf86480fbfa\", \"e229abb2-259c-46c2-b323-d3b8f3518991\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 72.0}}, {\"16898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-03-26 16:06:59.000000+00:00\", \"2019-03-27 21:13:17.000000+00:00\"], \"session_ids\": [\"98d5c2e3-951d-4c61-b717-ffe0c1b851bf\", \"80879d8f-deeb-49f1-b33d-7b2c839c2eab\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 124.0}}, {\"44861\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-06 02:11:22.000000+00:00\", \"2019-06-19 09:27:28.000000+00:00\"], \"session_ids\": [\"15ebbfc7-f71e-4546-b8e8-a48533c15c35\", \"be4ada6d-53de-45cc-8cdd-df25c9bdadeb\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 49.5}}, {\"17084\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-16 07:48:43.000000+00:00\", \"2021-07-13 13:38:36.000000+00:00\"], \"session_ids\": [\"78b0c4e8-0baa-4d3a-bc61-df296dbd7b97\", \"acd5256f-689b-40f4-be1f-1156057f8a1c\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 10.556}}]\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[{\"60546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-05-26 15:56:51.000000+00:00\", \"2023-02-17 01:55:17.000000+00:00\", \"2022-08-28 15:11:21.000000+00:00\", \"2020-04-17 05:17:23.000000+00:00\", \"2021-04-19 02:12:11.000000+00:00\", \"2019-08-06 23:21:04.000000+00:00\", \"2020-07-23 16:51:10.000000+00:00\", \"2022-12-29 12:08:17.000000+00:00\", \"2020-03-12 14:22:02.000000+00:00\", \"2021-02-02 10:51:38.000000+00:00\", \"2021-10-28 09:18:49.000000+00:00\"], \"session_ids\": [\"86688968-ea15-4240-bff1-8d2833abefbc\", \"1e593ce9-aad9-4b60-9d6f-4902d4f3f737\", \"b1556c85-8462-4cdc-9d96-a956099089be\", \"30ec3a5e-dcf3-4fe0-9748-97b08ba97bad\", \"d4ca5448-ea5d-4c70-8310-8263968cb7f5\", \"10fef598-9428-42ce-9a41-e0b7e2d734ec\", \"14486f0f-23f2-43ab-aa47-5f463f4e1aca\", \"6077ef0e-1755-4aef-b954-8f4729602010\", \"98788d0b-8f5c-4380-915a-98ab0b5f14c7\", \"ed7ad6c5-6773-454f-aecc-1ac67e85cff6\", \"1b186fa9-8b7d-4dea-9faa-07c53ab269e7\"], \"total_duration\": 28707.0, \"total_sessions\": 11, \"mean_week_duration\": 155.173}}]\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[{\"60546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-05-26 15:56:51.000000+00:00\", \"2023-02-17 01:55:17.000000+00:00\", \"2022-08-28 15:11:21.000000+00:00\", \"2020-04-17 05:17:23.000000+00:00\", \"2021-04-19 02:12:11.000000+00:00\", \"2019-08-06 23:21:04.000000+00:00\", \"2020-07-23 16:51:10.000000+00:00\", \"2022-12-29 12:08:17.000000+00:00\", \"2020-03-12 14:22:02.000000+00:00\", \"2021-02-02 10:51:38.000000+00:00\", \"2021-10-28 09:18:49.000000+00:00\"], \"session_ids\": [\"86688968-ea15-4240-bff1-8d2833abefbc\", \"1e593ce9-aad9-4b60-9d6f-4902d4f3f737\", \"b1556c85-8462-4cdc-9d96-a956099089be\", \"30ec3a5e-dcf3-4fe0-9748-97b08ba97bad\", \"d4ca5448-ea5d-4c70-8310-8263968cb7f5\", \"10fef598-9428-42ce-9a41-e0b7e2d734ec\", \"14486f0f-23f2-43ab-aa47-5f463f4e1aca\", \"6077ef0e-1755-4aef-b954-8f4729602010\", \"98788d0b-8f5c-4380-915a-98ab0b5f14c7\", \"ed7ad6c5-6773-454f-aecc-1ac67e85cff6\", \"1b186fa9-8b7d-4dea-9faa-07c53ab269e7\"], \"total_duration\": 28707.0, \"total_sessions\": 11, \"mean_week_duration\": 155.173}}]\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 user whose total_duration exceeds 1164 while staying below 4513, exclusively 4513 and carry out sorting by city naming in asc order , moreover 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{\"66023\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-10-08 18:59:53.000000+00:00\", \"2020-01-01 19:48:29.000000+00:00\", \"2020-08-23 17:27:43.000000+00:00\"], \"session_ids\": [\"293fbef7-6d81-4f5b-b34a-bc638d9c0c96\", \"02799fbc-8142-42ef-9625-7a6574ec6ce2\", \"4d7df1c0-22a3-4fdf-9264-e6b9e6adc3e3\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 1.29}, \"27170\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-24 08:57:14.000000+00:00\", \"2019-02-13 15:57:56.000000+00:00\"], \"session_ids\": [\"da9037ea-0edf-4e6c-aed9-7353b94f8728\", \"80668533-771c-4edf-a85d-b9675b8c1405\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}, \"37977\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-27 03:15:54.000000+00:00\", \"2022-06-13 03:42:47.000000+00:00\"], \"session_ids\": [\"af1b1f0f-a1f7-4f23-8036-9b01c89cdd82\", \"8bd98627-d77c-4bf6-884b-79ea82ffd773\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.194}, \"60779\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2022-10-29 03:54:23.000000+00:00\", \"2020-03-19 13:02:07.000000+00:00\", \"2020-02-18 20:37:59.000000+00:00\", \"2021-04-22 10:28:02.000000+00:00\", \"2023-05-27 03:29:41.000000+00:00\", \"2021-11-22 11:46:14.000000+00:00\", \"2020-03-02 23:59:59.000000+00:00\", \"2021-11-21 05:24:19.000000+00:00\", \"2021-07-03 08:03:19.000000+00:00\", \"2020-07-08 09:30:45.000000+00:00\", \"2019-01-02 18:10:26.000000+00:00\"], \"session_ids\": [\"df21ac52-39ce-437c-b857-c1b6b39b1668\", \"8bd28ee8-696f-4e52-a293-cee505db94e6\", \"f1f104f2-0816-4917-892c-8149ea742653\", \"6934639f-c48c-4705-8370-6996702d2b7a\", \"6e9dec68-e919-463f-b78d-e26facf91350\", \"9be14a7d-1bcd-44d0-9e86-6b77b6aceac8\", \"ca360a8b-05e1-4eb7-8d5a-91c4b2d0a217\", \"35b00dde-1ce0-425c-94e8-636288f10ba8\", \"fa0544da-3d0b-45e2-baec-8497bcc16d18\", \"de10b542-0fed-445d-a492-f3fd032cde58\", \"73523e54-0171-4416-a851-50d122e62fad\"], \"total_duration\": 29558.0, \"total_sessions\": 11, \"mean_week_duration\": 128.513}, \"90629\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-05 02:03:42.000000+00:00\", \"2022-03-02 14:39:57.000000+00:00\"], \"session_ids\": [\"d5e84688-490e-40cf-81b3-b2f144bbb5e5\", \"287e5d69-db7b-4901-be10-4f198dd6949e\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 5.435}, \"9027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-10-21 22:41:19.000000+00:00\", \"2021-06-13 04:32:14.000000+00:00\"], \"session_ids\": [\"f86c1d94-66ee-4cfd-ad21-5513bc6af525\", \"fd5eb7d8-fc57-4a75-bf81-62c9faaf78da\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 12.059}, \"96531\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-05-21 04:50:25.000000+00:00\", \"2021-11-17 04:13:46.000000+00:00\", \"2022-07-02 22:06:07.000000+00:00\"], \"session_ids\": [\"67b3ece7-8977-4ba8-aa30-da9263625a72\", \"8d83feac-e676-44e2-a127-a2f00fac5846\", \"f5d5bd87-8bf4-4935-9989-e4d80df74871\"], \"total_duration\": 533.0, \"total_sessions\": 3, \"mean_week_duration\": 4.802}, \"25048\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-27 12:04:25.000000+00:00\", \"2022-05-05 04:07:59.000000+00:00\"], \"session_ids\": [\"bc4cc14e-0922-4137-9e4b-1f8e6f3cc0e7\", \"e2aae71a-98b9-4865-acd0-8f0ee286e4d1\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 5.19}, \"36822\": {\"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\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-07 04:00:17.000000+00:00\", \"2023-05-01 14:08:49.000000+00:00\", \"2023-01-16 16:35:06.000000+00:00\"], \"session_ids\": [\"9d84478e-0fa7-452a-97a0-519a4e7f1704\", \"eaed5689-69d6-4764-9a22-8e503f0d4fb5\", \"852381b6-e092-4f24-8d65-31de8a3a1c3e\"], \"total_duration\": 740.0, \"total_sessions\": 3, \"mean_week_duration\": 3.41}, \"65082\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-01-31 07:30:02.000000+00:00\", \"2022-05-10 01:23:40.000000+00:00\"], \"session_ids\": [\"b0fe38ce-a24b-4444-967c-6a0193365077\", \"0c39fd1b-e621-42c6-b909-19af7af84a44\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 2.412}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 1164 and are less than 4513" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1164, 4513]]}}}\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 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": "Inform me about the 4 users who have median of duration of sessions per week strictly greater than 28 and strictly less than 22 + do sorting by total time using the app form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"24476\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-15 04:51:40.000000+00:00\", \"2022-06-24 02:06:07.000000+00:00\"], \"session_ids\": [\"e3eeee1b-25f5-4f61-837d-a93214d90975\", \"361c867c-dd03-4005-87bd-2580f0b6c228\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.081}, \"28731\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-20 08:47:34.000000+00:00\", \"2021-06-15 18:36:42.000000+00:00\"], \"session_ids\": [\"3663a838-854f-4444-9c0d-d2d47859b859\", \"86bb75e5-8584-411f-aad8-12561acc6818\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.77}, \"78948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-12 01:13:23.000000+00:00\", \"2022-10-25 21:29:56.000000+00:00\"], \"session_ids\": [\"e598f963-4e95-4684-8ce1-1d6d35b48385\", \"e8c668de-b57a-42c4-92b7-c65cb8281529\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 2.818}, \"3150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-03 16:11:58.000000+00:00\", \"2022-10-24 08:35:33.000000+00:00\"], \"session_ids\": [\"ac7dd87f-ad9d-49c3-a828-83af0c24c506\", \"aea253ab-905a-41b9-ad61-3a2951e0bb1a\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}, \"33641\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-06-30 12:21:00.000000+00:00\", \"2019-07-14 15:11:13.000000+00:00\", \"2021-02-10 09:22:44.000000+00:00\"], \"session_ids\": [\"ee0d95d5-b83b-43fd-bee4-1fa84f4e5967\", \"22d0d713-435e-41c0-a18b-ce6645d79e08\", \"836947aa-d7e9-40cd-8d98-92d76cf1d76c\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.233}, \"91855\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-22 10:47:09.000000+00:00\", \"2019-02-22 01:25:28.000000+00:00\", \"2022-03-09 13:25:16.000000+00:00\", \"2022-02-19 19:22:10.000000+00:00\"], \"session_ids\": [\"551eb5de-db7f-4894-b94b-fa905a0d9384\", \"7439eb38-975d-40f7-b1ab-53626d1814f1\", \"74d4c01a-101a-4da9-9833-5cf45a71a3de\", \"9aae85d8-f028-4d2c-9f07-44b4e8c36e88\"], \"total_duration\": 365.0, \"total_sessions\": 4, \"mean_week_duration\": 2.296}, \"64227\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-04-02 00:24:18.000000+00:00\", \"2022-08-21 01:55:57.000000+00:00\"], \"session_ids\": [\"9fd43da5-a5ed-44fb-bad4-016abaf559fe\", \"cadde43c-1183-4e1c-b447-fde87788fe25\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.575}, \"93233\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-10 06:06:44.000000+00:00\", \"2022-01-25 14:13:50.000000+00:00\", \"2022-09-11 15:49:24.000000+00:00\"], \"session_ids\": [\"5b7374c2-fe0c-4eda-b993-10bd25e5efb2\", \"1b04df7f-39fd-4400-b1ed-e4c6aefa21de\", \"1f494b3e-cf7c-4461-9ef0-1ce63a1f662b\"], \"total_duration\": 264.0, \"total_sessions\": 3, \"mean_week_duration\": 6.6}, \"53113\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-09-06 20:39:44.000000+00:00\", \"2019-08-15 23:34:41.000000+00:00\"], \"session_ids\": [\"c84c4dd1-f21d-47a5-8a3b-96c07a495459\", \"bc242afc-aa4a-48e7-a2ce-ad7ab1a513c9\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 3.787}, \"71017\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-18 23:50:39.000000+00:00\", \"2022-05-15 12:14:28.000000+00:00\", \"2023-03-08 04:33:19.000000+00:00\", \"2020-07-09 14:04:29.000000+00:00\"], \"session_ids\": [\"556e5a8c-ce57-48ee-a784-37b9dc89945c\", \"f196b08f-f750-4177-b266-c2e1d087e8b9\", \"8510c48a-b7d0-4b22-899d-8597a91f1360\", \"547b53b4-9d25-4aae-89c3-22e58aa90c80\"], \"total_duration\": 100.0, \"total_sessions\": 4, \"mean_week_duration\": 0.719}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 22 and are greater than 28" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[22, 28]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"24476\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-15 04:51:40.000000+00:00\", \"2022-06-24 02:06:07.000000+00:00\"], \"session_ids\": [\"e3eeee1b-25f5-4f61-837d-a93214d90975\", \"361c867c-dd03-4005-87bd-2580f0b6c228\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.081}, \"28731\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-20 08:47:34.000000+00:00\", \"2021-06-15 18:36:42.000000+00:00\"], \"session_ids\": [\"3663a838-854f-4444-9c0d-d2d47859b859\", \"86bb75e5-8584-411f-aad8-12561acc6818\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.77}, \"78948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-12 01:13:23.000000+00:00\", \"2022-10-25 21:29:56.000000+00:00\"], \"session_ids\": [\"e598f963-4e95-4684-8ce1-1d6d35b48385\", \"e8c668de-b57a-42c4-92b7-c65cb8281529\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 2.818}, \"3150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-03 16:11:58.000000+00:00\", \"2022-10-24 08:35:33.000000+00:00\"], \"session_ids\": [\"ac7dd87f-ad9d-49c3-a828-83af0c24c506\", \"aea253ab-905a-41b9-ad61-3a2951e0bb1a\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}, \"33641\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-06-30 12:21:00.000000+00:00\", \"2019-07-14 15:11:13.000000+00:00\", \"2021-02-10 09:22:44.000000+00:00\"], \"session_ids\": [\"ee0d95d5-b83b-43fd-bee4-1fa84f4e5967\", \"22d0d713-435e-41c0-a18b-ce6645d79e08\", \"836947aa-d7e9-40cd-8d98-92d76cf1d76c\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.233}, \"91855\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-22 10:47:09.000000+00:00\", \"2019-02-22 01:25:28.000000+00:00\", \"2022-03-09 13:25:16.000000+00:00\", \"2022-02-19 19:22:10.000000+00:00\"], \"session_ids\": [\"551eb5de-db7f-4894-b94b-fa905a0d9384\", \"7439eb38-975d-40f7-b1ab-53626d1814f1\", \"74d4c01a-101a-4da9-9833-5cf45a71a3de\", \"9aae85d8-f028-4d2c-9f07-44b4e8c36e88\"], \"total_duration\": 365.0, \"total_sessions\": 4, \"mean_week_duration\": 2.296}, \"64227\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-04-02 00:24:18.000000+00:00\", \"2022-08-21 01:55:57.000000+00:00\"], \"session_ids\": [\"9fd43da5-a5ed-44fb-bad4-016abaf559fe\", \"cadde43c-1183-4e1c-b447-fde87788fe25\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.575}, \"93233\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-10 06:06:44.000000+00:00\", \"2022-01-25 14:13:50.000000+00:00\", \"2022-09-11 15:49:24.000000+00:00\"], \"session_ids\": [\"5b7374c2-fe0c-4eda-b993-10bd25e5efb2\", \"1b04df7f-39fd-4400-b1ed-e4c6aefa21de\", \"1f494b3e-cf7c-4461-9ef0-1ce63a1f662b\"], \"total_duration\": 264.0, \"total_sessions\": 3, \"mean_week_duration\": 6.6}, \"53113\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-09-06 20:39:44.000000+00:00\", \"2019-08-15 23:34:41.000000+00:00\"], \"session_ids\": [\"c84c4dd1-f21d-47a5-8a3b-96c07a495459\", \"bc242afc-aa4a-48e7-a2ce-ad7ab1a513c9\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 3.787}, \"71017\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-18 23:50:39.000000+00:00\", \"2022-05-15 12:14:28.000000+00:00\", \"2023-03-08 04:33:19.000000+00:00\", \"2020-07-09 14:04:29.000000+00:00\"], \"session_ids\": [\"556e5a8c-ce57-48ee-a784-37b9dc89945c\", \"f196b08f-f750-4177-b266-c2e1d087e8b9\", \"8510c48a-b7d0-4b22-899d-8597a91f1360\", \"547b53b4-9d25-4aae-89c3-22e58aa90c80\"], \"total_duration\": 100.0, \"total_sessions\": 4, \"mean_week_duration\": 0.719}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"33641\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-06-30 12:21:00.000000+00:00\", \"2019-07-14 15:11:13.000000+00:00\", \"2021-02-10 09:22:44.000000+00:00\"], \"session_ids\": [\"ee0d95d5-b83b-43fd-bee4-1fa84f4e5967\", \"22d0d713-435e-41c0-a18b-ce6645d79e08\", \"836947aa-d7e9-40cd-8d98-92d76cf1d76c\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.233}}, {\"78948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-12 01:13:23.000000+00:00\", \"2022-10-25 21:29:56.000000+00:00\"], \"session_ids\": [\"e598f963-4e95-4684-8ce1-1d6d35b48385\", \"e8c668de-b57a-42c4-92b7-c65cb8281529\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 2.818}}, {\"3150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-03 16:11:58.000000+00:00\", \"2022-10-24 08:35:33.000000+00:00\"], \"session_ids\": [\"ac7dd87f-ad9d-49c3-a828-83af0c24c506\", \"aea253ab-905a-41b9-ad61-3a2951e0bb1a\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}}, {\"71017\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-18 23:50:39.000000+00:00\", \"2022-05-15 12:14:28.000000+00:00\", \"2023-03-08 04:33:19.000000+00:00\", \"2020-07-09 14:04:29.000000+00:00\"], \"session_ids\": [\"556e5a8c-ce57-48ee-a784-37b9dc89945c\", \"f196b08f-f750-4177-b266-c2e1d087e8b9\", \"8510c48a-b7d0-4b22-899d-8597a91f1360\", \"547b53b4-9d25-4aae-89c3-22e58aa90c80\"], \"total_duration\": 100.0, \"total_sessions\": 4, \"mean_week_duration\": 0.719}}, {\"28731\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-20 08:47:34.000000+00:00\", \"2021-06-15 18:36:42.000000+00:00\"], \"session_ids\": [\"3663a838-854f-4444-9c0d-d2d47859b859\", \"86bb75e5-8584-411f-aad8-12561acc6818\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.77}}, {\"24476\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-15 04:51:40.000000+00:00\", \"2022-06-24 02:06:07.000000+00:00\"], \"session_ids\": [\"e3eeee1b-25f5-4f61-837d-a93214d90975\", \"361c867c-dd03-4005-87bd-2580f0b6c228\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.081}}, {\"64227\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-04-02 00:24:18.000000+00:00\", \"2022-08-21 01:55:57.000000+00:00\"], \"session_ids\": [\"9fd43da5-a5ed-44fb-bad4-016abaf559fe\", \"cadde43c-1183-4e1c-b447-fde87788fe25\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.575}}, {\"93233\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-10 06:06:44.000000+00:00\", \"2022-01-25 14:13:50.000000+00:00\", \"2022-09-11 15:49:24.000000+00:00\"], \"session_ids\": [\"5b7374c2-fe0c-4eda-b993-10bd25e5efb2\", \"1b04df7f-39fd-4400-b1ed-e4c6aefa21de\", \"1f494b3e-cf7c-4461-9ef0-1ce63a1f662b\"], \"total_duration\": 264.0, \"total_sessions\": 3, \"mean_week_duration\": 6.6}}, {\"91855\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-22 10:47:09.000000+00:00\", \"2019-02-22 01:25:28.000000+00:00\", \"2022-03-09 13:25:16.000000+00:00\", \"2022-02-19 19:22:10.000000+00:00\"], \"session_ids\": [\"551eb5de-db7f-4894-b94b-fa905a0d9384\", \"7439eb38-975d-40f7-b1ab-53626d1814f1\", \"74d4c01a-101a-4da9-9833-5cf45a71a3de\", \"9aae85d8-f028-4d2c-9f07-44b4e8c36e88\"], \"total_duration\": 365.0, \"total_sessions\": 4, \"mean_week_duration\": 2.296}}, {\"53113\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-09-06 20:39:44.000000+00:00\", \"2019-08-15 23:34:41.000000+00:00\"], \"session_ids\": [\"c84c4dd1-f21d-47a5-8a3b-96c07a495459\", \"bc242afc-aa4a-48e7-a2ce-ad7ab1a513c9\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 3.787}}]\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[{\"33641\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-06-30 12:21:00.000000+00:00\", \"2019-07-14 15:11:13.000000+00:00\", \"2021-02-10 09:22:44.000000+00:00\"], \"session_ids\": [\"ee0d95d5-b83b-43fd-bee4-1fa84f4e5967\", \"22d0d713-435e-41c0-a18b-ce6645d79e08\", \"836947aa-d7e9-40cd-8d98-92d76cf1d76c\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.233}}, {\"78948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-12 01:13:23.000000+00:00\", \"2022-10-25 21:29:56.000000+00:00\"], \"session_ids\": [\"e598f963-4e95-4684-8ce1-1d6d35b48385\", \"e8c668de-b57a-42c4-92b7-c65cb8281529\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 2.818}}, {\"3150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-03 16:11:58.000000+00:00\", \"2022-10-24 08:35:33.000000+00:00\"], \"session_ids\": [\"ac7dd87f-ad9d-49c3-a828-83af0c24c506\", \"aea253ab-905a-41b9-ad61-3a2951e0bb1a\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}}, {\"71017\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-18 23:50:39.000000+00:00\", \"2022-05-15 12:14:28.000000+00:00\", \"2023-03-08 04:33:19.000000+00:00\", \"2020-07-09 14:04:29.000000+00:00\"], \"session_ids\": [\"556e5a8c-ce57-48ee-a784-37b9dc89945c\", \"f196b08f-f750-4177-b266-c2e1d087e8b9\", \"8510c48a-b7d0-4b22-899d-8597a91f1360\", \"547b53b4-9d25-4aae-89c3-22e58aa90c80\"], \"total_duration\": 100.0, \"total_sessions\": 4, \"mean_week_duration\": 0.719}}]\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[{\"33641\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-06-30 12:21:00.000000+00:00\", \"2019-07-14 15:11:13.000000+00:00\", \"2021-02-10 09:22:44.000000+00:00\"], \"session_ids\": [\"ee0d95d5-b83b-43fd-bee4-1fa84f4e5967\", \"22d0d713-435e-41c0-a18b-ce6645d79e08\", \"836947aa-d7e9-40cd-8d98-92d76cf1d76c\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.233}}, {\"78948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-12 01:13:23.000000+00:00\", \"2022-10-25 21:29:56.000000+00:00\"], \"session_ids\": [\"e598f963-4e95-4684-8ce1-1d6d35b48385\", \"e8c668de-b57a-42c4-92b7-c65cb8281529\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 2.818}}, {\"3150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-03 16:11:58.000000+00:00\", \"2022-10-24 08:35:33.000000+00:00\"], \"session_ids\": [\"ac7dd87f-ad9d-49c3-a828-83af0c24c506\", \"aea253ab-905a-41b9-ad61-3a2951e0bb1a\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}}, {\"71017\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-18 23:50:39.000000+00:00\", \"2022-05-15 12:14:28.000000+00:00\", \"2023-03-08 04:33:19.000000+00:00\", \"2020-07-09 14:04:29.000000+00:00\"], \"session_ids\": [\"556e5a8c-ce57-48ee-a784-37b9dc89945c\", \"f196b08f-f750-4177-b266-c2e1d087e8b9\", \"8510c48a-b7d0-4b22-899d-8597a91f1360\", \"547b53b4-9d25-4aae-89c3-22e58aa90c80\"], \"total_duration\": 100.0, \"total_sessions\": 4, \"mean_week_duration\": 0.719}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user who has sessions total less than 5 ( not including) , moreover sort by sessions summation risingly as well as save only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-12 13:12:30.000000+00:00\", \"2019-11-15 00:46:06.000000+00:00\"], \"session_ids\": [\"6c3ceae6-2ee8-455d-96eb-732cc475a977\", \"0b3b367b-63b7-49ea-9eaa-e337760f6b41\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 5.968}, \"73076\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-21 16:05:23.000000+00:00\", \"2019-02-26 16:14:40.000000+00:00\", \"2019-04-04 21:18:57.000000+00:00\", \"2021-07-16 09:04:39.000000+00:00\"], \"session_ids\": [\"193ea80b-c595-4293-902c-7dd1704d649e\", \"3356d11a-21e6-4e9c-891c-a3bbecfa7c3d\", \"589f382a-9512-43d7-9c4b-6815b3201e0c\", \"8df222e9-263b-4771-96e2-c62d7a44de89\"], \"total_duration\": 1136.0, \"total_sessions\": 4, \"mean_week_duration\": 9.088}, \"7661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-01 07:10:17.000000+00:00\", \"2022-07-08 17:40:04.000000+00:00\"], \"session_ids\": [\"0980f83d-d634-4aa5-a465-6c1a35ed9224\", \"ed214436-8332-4638-b81c-5e4b4577eaa1\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 8.551}, \"13542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-27 08:07:58.000000+00:00\", \"2023-01-29 22:32:17.000000+00:00\", \"2020-07-29 04:02:19.000000+00:00\", \"2023-01-20 22:08:03.000000+00:00\", \"2021-04-06 11:18:20.000000+00:00\", \"2020-04-29 05:46:57.000000+00:00\"], \"session_ids\": [\"57ada332-6eda-49bc-9d27-2fb4caeda7f7\", \"892d3b20-71fb-4a9c-86c3-200ed10ef64c\", \"fe0ee1b3-07db-43c1-9a42-0be6b5bde757\", \"b1decd10-0103-4e6e-a105-eff1d7427865\", \"54e3ca6f-7632-438e-8ceb-5de7e1ce272f\", \"4a60ba10-8dd1-4298-9c45-c921fbcf1a15\"], \"total_duration\": 1335.0, \"total_sessions\": 6, \"mean_week_duration\": 9.271}, \"69192\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-30 13:02:22.000000+00:00\", \"2022-05-19 15:47:54.000000+00:00\"], \"session_ids\": [\"d7551316-fc8f-4463-bc92-f4e0fa3aff3c\", \"9bf6ef3a-1db4-45f2-bc2a-82f916f44cd0\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}, \"49687\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-13 14:23:01.000000+00:00\", \"2022-03-10 14:24:38.000000+00:00\"], \"session_ids\": [\"bd481d42-94cd-430c-9020-fd96a214f810\", \"8f28bf55-3079-4544-97cd-0fdffdcb103e\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.598}, \"16664\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-19 17:31:17.000000+00:00\", \"2019-09-06 01:00:46.000000+00:00\", \"2022-05-28 00:48:51.000000+00:00\"], \"session_ids\": [\"568049bb-e4e5-49c5-889e-3138af51d6b1\", \"8e672c08-778c-4ab6-a986-dbacbc824268\", \"f47006ea-4ce2-4789-85ef-8a28a5d719a0\"], \"total_duration\": 169.0, \"total_sessions\": 3, \"mean_week_duration\": 1.19}, \"88460\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-09 07:23:27.000000+00:00\", \"2019-04-01 00:52:09.000000+00:00\"], \"session_ids\": [\"1b7a246b-fc1f-46af-b9c2-d96e6ad87210\", \"865a5fef-3f3f-45f4-928f-938acd5fab21\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 1.753}, \"38005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-28 10:33:40.000000+00:00\", \"2023-02-14 19:25:36.000000+00:00\"], \"session_ids\": [\"e1232d11-8955-4d29-b0c4-185e6cb20779\", \"593141e0-431e-4b58-88e0-99db6dcdde46\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 17.1}, \"32652\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-04-26 04:52:56.000000+00:00\", \"2022-11-27 05:25:00.000000+00:00\"], \"session_ids\": [\"e0eeab99-cb19-401e-beb3-5bd928585126\", \"91d38278-ee30-42c4-b959-e5c00bbc3526\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.613}}\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, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-12 13:12:30.000000+00:00\", \"2019-11-15 00:46:06.000000+00:00\"], \"session_ids\": [\"6c3ceae6-2ee8-455d-96eb-732cc475a977\", \"0b3b367b-63b7-49ea-9eaa-e337760f6b41\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 5.968}, \"73076\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-21 16:05:23.000000+00:00\", \"2019-02-26 16:14:40.000000+00:00\", \"2019-04-04 21:18:57.000000+00:00\", \"2021-07-16 09:04:39.000000+00:00\"], \"session_ids\": [\"193ea80b-c595-4293-902c-7dd1704d649e\", \"3356d11a-21e6-4e9c-891c-a3bbecfa7c3d\", \"589f382a-9512-43d7-9c4b-6815b3201e0c\", \"8df222e9-263b-4771-96e2-c62d7a44de89\"], \"total_duration\": 1136.0, \"total_sessions\": 4, \"mean_week_duration\": 9.088}, \"7661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-01 07:10:17.000000+00:00\", \"2022-07-08 17:40:04.000000+00:00\"], \"session_ids\": [\"0980f83d-d634-4aa5-a465-6c1a35ed9224\", \"ed214436-8332-4638-b81c-5e4b4577eaa1\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 8.551}, \"69192\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-30 13:02:22.000000+00:00\", \"2022-05-19 15:47:54.000000+00:00\"], \"session_ids\": [\"d7551316-fc8f-4463-bc92-f4e0fa3aff3c\", \"9bf6ef3a-1db4-45f2-bc2a-82f916f44cd0\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}, \"49687\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-13 14:23:01.000000+00:00\", \"2022-03-10 14:24:38.000000+00:00\"], \"session_ids\": [\"bd481d42-94cd-430c-9020-fd96a214f810\", \"8f28bf55-3079-4544-97cd-0fdffdcb103e\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.598}, \"16664\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-19 17:31:17.000000+00:00\", \"2019-09-06 01:00:46.000000+00:00\", \"2022-05-28 00:48:51.000000+00:00\"], \"session_ids\": [\"568049bb-e4e5-49c5-889e-3138af51d6b1\", \"8e672c08-778c-4ab6-a986-dbacbc824268\", \"f47006ea-4ce2-4789-85ef-8a28a5d719a0\"], \"total_duration\": 169.0, \"total_sessions\": 3, \"mean_week_duration\": 1.19}, \"88460\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-09 07:23:27.000000+00:00\", \"2019-04-01 00:52:09.000000+00:00\"], \"session_ids\": [\"1b7a246b-fc1f-46af-b9c2-d96e6ad87210\", \"865a5fef-3f3f-45f4-928f-938acd5fab21\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 1.753}, \"38005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-28 10:33:40.000000+00:00\", \"2023-02-14 19:25:36.000000+00:00\"], \"session_ids\": [\"e1232d11-8955-4d29-b0c4-185e6cb20779\", \"593141e0-431e-4b58-88e0-99db6dcdde46\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 17.1}, \"32652\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-04-26 04:52:56.000000+00:00\", \"2022-11-27 05:25:00.000000+00:00\"], \"session_ids\": [\"e0eeab99-cb19-401e-beb3-5bd928585126\", \"91d38278-ee30-42c4-b959-e5c00bbc3526\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.613}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"59327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-12 13:12:30.000000+00:00\", \"2019-11-15 00:46:06.000000+00:00\"], \"session_ids\": [\"6c3ceae6-2ee8-455d-96eb-732cc475a977\", \"0b3b367b-63b7-49ea-9eaa-e337760f6b41\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 5.968}}, {\"7661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-01 07:10:17.000000+00:00\", \"2022-07-08 17:40:04.000000+00:00\"], \"session_ids\": [\"0980f83d-d634-4aa5-a465-6c1a35ed9224\", \"ed214436-8332-4638-b81c-5e4b4577eaa1\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 8.551}}, {\"69192\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-30 13:02:22.000000+00:00\", \"2022-05-19 15:47:54.000000+00:00\"], \"session_ids\": [\"d7551316-fc8f-4463-bc92-f4e0fa3aff3c\", \"9bf6ef3a-1db4-45f2-bc2a-82f916f44cd0\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}}, {\"49687\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-13 14:23:01.000000+00:00\", \"2022-03-10 14:24:38.000000+00:00\"], \"session_ids\": [\"bd481d42-94cd-430c-9020-fd96a214f810\", \"8f28bf55-3079-4544-97cd-0fdffdcb103e\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.598}}, {\"88460\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-09 07:23:27.000000+00:00\", \"2019-04-01 00:52:09.000000+00:00\"], \"session_ids\": [\"1b7a246b-fc1f-46af-b9c2-d96e6ad87210\", \"865a5fef-3f3f-45f4-928f-938acd5fab21\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 1.753}}, {\"38005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-28 10:33:40.000000+00:00\", \"2023-02-14 19:25:36.000000+00:00\"], \"session_ids\": [\"e1232d11-8955-4d29-b0c4-185e6cb20779\", \"593141e0-431e-4b58-88e0-99db6dcdde46\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 17.1}}, {\"32652\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-04-26 04:52:56.000000+00:00\", \"2022-11-27 05:25:00.000000+00:00\"], \"session_ids\": [\"e0eeab99-cb19-401e-beb3-5bd928585126\", \"91d38278-ee30-42c4-b959-e5c00bbc3526\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.613}}, {\"16664\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-19 17:31:17.000000+00:00\", \"2019-09-06 01:00:46.000000+00:00\", \"2022-05-28 00:48:51.000000+00:00\"], \"session_ids\": [\"568049bb-e4e5-49c5-889e-3138af51d6b1\", \"8e672c08-778c-4ab6-a986-dbacbc824268\", \"f47006ea-4ce2-4789-85ef-8a28a5d719a0\"], \"total_duration\": 169.0, \"total_sessions\": 3, \"mean_week_duration\": 1.19}}, {\"73076\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-21 16:05:23.000000+00:00\", \"2019-02-26 16:14:40.000000+00:00\", \"2019-04-04 21:18:57.000000+00:00\", \"2021-07-16 09:04:39.000000+00:00\"], \"session_ids\": [\"193ea80b-c595-4293-902c-7dd1704d649e\", \"3356d11a-21e6-4e9c-891c-a3bbecfa7c3d\", \"589f382a-9512-43d7-9c4b-6815b3201e0c\", \"8df222e9-263b-4771-96e2-c62d7a44de89\"], \"total_duration\": 1136.0, \"total_sessions\": 4, \"mean_week_duration\": 9.088}}]\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[{\"59327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-12 13:12:30.000000+00:00\", \"2019-11-15 00:46:06.000000+00:00\"], \"session_ids\": [\"6c3ceae6-2ee8-455d-96eb-732cc475a977\", \"0b3b367b-63b7-49ea-9eaa-e337760f6b41\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 5.968}}, {\"7661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-01 07:10:17.000000+00:00\", \"2022-07-08 17:40:04.000000+00:00\"], \"session_ids\": [\"0980f83d-d634-4aa5-a465-6c1a35ed9224\", \"ed214436-8332-4638-b81c-5e4b4577eaa1\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 8.551}}, {\"69192\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-30 13:02:22.000000+00:00\", \"2022-05-19 15:47:54.000000+00:00\"], \"session_ids\": [\"d7551316-fc8f-4463-bc92-f4e0fa3aff3c\", \"9bf6ef3a-1db4-45f2-bc2a-82f916f44cd0\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}}, {\"49687\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-13 14:23:01.000000+00:00\", \"2022-03-10 14:24:38.000000+00:00\"], \"session_ids\": [\"bd481d42-94cd-430c-9020-fd96a214f810\", \"8f28bf55-3079-4544-97cd-0fdffdcb103e\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.598}}]\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[{\"59327\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-12 13:12:30.000000+00:00\", \"2019-11-15 00:46:06.000000+00:00\"], \"session_ids\": [\"6c3ceae6-2ee8-455d-96eb-732cc475a977\", \"0b3b367b-63b7-49ea-9eaa-e337760f6b41\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 5.968}}, {\"7661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-01 07:10:17.000000+00:00\", \"2022-07-08 17:40:04.000000+00:00\"], \"session_ids\": [\"0980f83d-d634-4aa5-a465-6c1a35ed9224\", \"ed214436-8332-4638-b81c-5e4b4577eaa1\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 8.551}}, {\"69192\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-30 13:02:22.000000+00:00\", \"2022-05-19 15:47:54.000000+00:00\"], \"session_ids\": [\"d7551316-fc8f-4463-bc92-f4e0fa3aff3c\", \"9bf6ef3a-1db4-45f2-bc2a-82f916f44cd0\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.437}}, {\"49687\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-13 14:23:01.000000+00:00\", \"2022-03-10 14:24:38.000000+00:00\"], \"session_ids\": [\"bd481d42-94cd-430c-9020-fd96a214f810\", \"8f28bf55-3079-4544-97cd-0fdffdcb103e\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.598}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 3 users whose time in app is less than 4407 and greater than 2091 + implement sorting by name of the city in asc order , save only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-17 01:55:27.000000+00:00\", \"2022-10-30 05:27:37.000000+00:00\", \"2020-11-24 14:09:01.000000+00:00\", \"2023-02-24 04:53:20.000000+00:00\", \"2021-06-11 22:07:25.000000+00:00\", \"2022-04-29 10:48:08.000000+00:00\"], \"session_ids\": [\"32e245a5-f595-4994-887e-73eed1a82627\", \"443ba308-b853-4e0b-b906-79c1ce9a3511\", \"153f22aa-acc8-4d83-b0c7-5e3a4e8573bf\", \"7b274033-8232-42a6-afb2-9ae5dc0a49a2\", \"ba3db02e-c710-49c0-9403-1b3028db6c6f\", \"f776a297-3287-4a9a-b8cc-03ed7e2ac302\"], \"total_duration\": 81.0, \"total_sessions\": 6, \"mean_week_duration\": 0.429}, \"18494\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-12-20 02:56:44.000000+00:00\", \"2022-02-21 03:20:08.000000+00:00\"], \"session_ids\": [\"da7a2a8c-ccad-46e3-936f-4e461f6dc1c2\", \"ccc6595b-46a9-4827-8401-8a2eada99517\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 29.556}, \"87163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-28 06:38:38.000000+00:00\", \"2021-07-29 11:37:54.000000+00:00\"], \"session_ids\": [\"434982e3-40c5-45af-ac4b-c607fdeb595c\", \"6f4788ab-8dfb-4927-848c-f10b46056b12\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}, \"42901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-17 09:38:42.000000+00:00\", \"2019-12-16 03:05:41.000000+00:00\", \"2019-06-26 00:19:44.000000+00:00\"], \"session_ids\": [\"4b0f2b14-9985-4cbf-b8b2-7b87ec0b9b8c\", \"100a9b3a-d578-4d4b-b3bd-04d6992b1b59\", \"4f3d739c-ccae-434c-9230-a02e2e221ef9\"], \"total_duration\": 406.0, \"total_sessions\": 3, \"mean_week_duration\": 2.921}, \"96423\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-23 13:16:35.000000+00:00\", \"2020-08-13 19:58:14.000000+00:00\"], \"session_ids\": [\"ad98b4a9-0c08-445c-a06f-30adf7ac6f07\", \"6bf5a866-0eb4-4856-8336-5145c76b98e9\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}, \"73291\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-07-28 09:51:59.000000+00:00\", \"2019-01-24 00:02:59.000000+00:00\"], \"session_ids\": [\"fa7b11c4-03f3-456b-800f-ddab9951b3ae\", \"4529a3e3-578e-41f7-8f81-e47a4de03b10\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.556}, \"13766\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-06 11:43:14.000000+00:00\", \"2023-01-30 02:50:46.000000+00:00\", \"2022-01-06 19:36:17.000000+00:00\"], \"session_ids\": [\"e683b5d0-f872-409d-b938-0f28706eae49\", \"8b32a637-b6c2-464c-8664-b41c3c7bbc6d\", \"7d374fc1-67a2-4a8f-846d-470c2ded4de0\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 0.65}, \"76745\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-05-19 17:45:20.000000+00:00\", \"2022-03-12 04:37:17.000000+00:00\", \"2023-02-09 21:05:46.000000+00:00\", \"2019-06-23 06:18:32.000000+00:00\", \"2019-12-30 22:53:35.000000+00:00\", \"2020-03-19 12:10:52.000000+00:00\", \"2021-09-05 01:49:09.000000+00:00\", \"2022-10-20 08:23:34.000000+00:00\"], \"session_ids\": [\"baa5aad2-e587-4711-bf32-7452e6db811f\", \"c7ad83ec-15dc-411f-8974-11a9885d161b\", \"458984dc-cfd0-4c70-8278-7f080c0be121\", \"7ac941a0-e5f3-4400-a071-5dd575ee47f5\", \"a1d4aa41-ecff-4c26-90e1-6ee1ca47a3e0\", \"0f174f03-f9f1-472b-9641-1ba574ab4785\", \"fd732c72-b374-4476-a42e-9f66ae15b03a\", \"ccee2824-1ad7-4b3a-a008-9e29f6d4b4ff\"], \"total_duration\": 1739.0, \"total_sessions\": 8, \"mean_week_duration\": 9.153}, \"62123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-09 06:10:41.000000+00:00\", \"2020-09-25 22:43:06.000000+00:00\"], \"session_ids\": [\"056497f8-1894-4b75-9d79-69861917a070\", \"d06c1730-50f5-490d-8035-487719f9e589\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 26.333}, \"86177\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-07 01:41:53.000000+00:00\", \"2020-11-23 00:32:41.000000+00:00\"], \"session_ids\": [\"43e21ade-fb88-41de-a60f-90efe0e808e5\", \"b3bb1cc9-7410-4136-ab5e-a2838f208b70\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 3.639}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 2091 and are equal or less than 4407" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2091, 4407]]}}}\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 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": "Show me 6 users whose sessions summation is same as 5 , and carry out sorting by average_week_duration from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14337\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2021-08-21 09:53:05.000000+00:00\", \"2019-06-27 10:18:04.000000+00:00\"], \"session_ids\": [\"523f8c6c-2f3d-4487-9187-f3ce2af7a26c\", \"4363daa0-0834-4bc3-a52b-36770273ed88\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 3.407}, \"94232\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-05-20 21:00:46.000000+00:00\", \"2021-08-11 02:26:46.000000+00:00\", \"2020-02-26 18:36:41.000000+00:00\"], \"session_ids\": [\"c3275845-46b4-4c89-8b09-9c404da55f8c\", \"a890ee10-2b33-4e5a-a777-2e47271e09d1\", \"c7b2aab0-15e8-4354-9814-b9148759a55a\"], \"total_duration\": 964.0, \"total_sessions\": 3, \"mean_week_duration\": 8.239}, \"88322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-06 08:43:58.000000+00:00\", \"2022-08-01 05:29:21.000000+00:00\", \"2022-05-02 10:57:49.000000+00:00\"], \"session_ids\": [\"7cd38898-d5bf-4340-996e-2d8977b87ea1\", \"6b7096a3-ac80-47b8-8f07-67f062f9741e\", \"eadda7c1-f62c-4f91-a7f4-6a276890c5a5\"], \"total_duration\": 1092.0, \"total_sessions\": 3, \"mean_week_duration\": 43.68}, \"40271\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-11 18:31:14.000000+00:00\", \"2019-08-28 01:10:11.000000+00:00\"], \"session_ids\": [\"03f61e7d-792e-4b71-a336-092b1acd3261\", \"3ac357d2-c9ce-4ff8-af7f-e7fff825ff32\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 0.527}, \"29212\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-09 21:41:24.000000+00:00\", \"2022-06-15 09:42:02.000000+00:00\"], \"session_ids\": [\"53feae68-466a-4463-ba59-369a3a774e51\", \"4755c21b-e711-4377-ba55-2e120894c71a\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.804}, \"12693\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-05-18 20:18:40.000000+00:00\", \"2022-10-10 09:34:24.000000+00:00\", \"2021-06-23 02:44:57.000000+00:00\", \"2021-06-30 15:41:49.000000+00:00\", \"2019-08-12 05:06:31.000000+00:00\", \"2019-12-08 13:55:29.000000+00:00\", \"2022-12-29 21:06:31.000000+00:00\"], \"session_ids\": [\"1aa49548-8ee3-4e52-8ab1-c7fc19f46337\", \"1782b517-c751-4dcb-86af-8aaf56e98d57\", \"951b7d3e-bf38-44ab-a509-3c8d2993bfdb\", \"96344149-9de4-4cb1-99aa-3e44ec0091e4\", \"2900bbaf-5556-401b-94f8-5b9017a3805b\", \"1ba42aae-e960-4e91-bcba-23c85fdf617d\", \"973fc5a3-9ad6-4652-881b-eec4029c659b\"], \"total_duration\": 675.0, \"total_sessions\": 7, \"mean_week_duration\": 3.814}, \"6405\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-20 03:30:15.000000+00:00\", \"2021-07-04 17:09:34.000000+00:00\"], \"session_ids\": [\"f0cba016-acc1-461f-b399-9a69da73fd41\", \"9bf7e9df-7d50-4c34-be39-d89bd9d27eb6\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.382}, \"81889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-05 19:59:36.000000+00:00\", \"2021-05-18 11:56:11.000000+00:00\"], \"session_ids\": [\"d6d2bcbb-becf-4dec-b9a9-f88d580afdd2\", \"817f9ecb-b60c-4e52-9fae-d18728e93672\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.877}, \"96352\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-02 03:18:56.000000+00:00\", \"2019-11-20 02:33:49.000000+00:00\", \"2021-05-13 12:11:22.000000+00:00\", \"2020-04-15 20:35:21.000000+00:00\", \"2019-07-08 03:40:58.000000+00:00\", \"2021-07-11 11:43:10.000000+00:00\", \"2022-09-22 21:29:34.000000+00:00\", \"2020-08-18 11:21:59.000000+00:00\", \"2022-07-06 13:59:22.000000+00:00\"], \"session_ids\": [\"588139ce-b9ff-48cc-9b73-56994c36c913\", \"6bd234b1-1d09-4087-8c45-ad98d9f8e842\", \"ce78dbbc-51e4-4d89-ba02-526c8e404ec6\", \"85af5ab5-559d-4eea-b3f7-0c54fa12a0ad\", \"d633ead1-5f92-48d6-a391-b34ed08b0037\", \"1b87629b-fc71-454c-9140-a1cee33ccfd4\", \"f9ed8341-2998-48b6-ae31-e853ef2a06d3\", \"11c33ea5-5eb7-430e-8316-80f6b8f52da9\", \"51d00777-3928-4a38-9b09-9589d3b255a5\"], \"total_duration\": 180.0, \"total_sessions\": 9, \"mean_week_duration\": 1.071}, \"38159\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-05 13:36:18.000000+00:00\", \"2022-03-15 07:44:04.000000+00:00\", \"2020-01-03 14:59:48.000000+00:00\", \"2021-03-05 15:59:52.000000+00:00\", \"2022-12-26 11:11:03.000000+00:00\", \"2021-08-22 07:37:03.000000+00:00\"], \"session_ids\": [\"b80c0896-3135-4302-9093-f7fd63e17e0f\", \"13191364-832f-48b2-a196-eeaa5ad0b404\", \"1a5ae00a-ac43-43d8-b347-c5d0dc434e92\", \"d5d9a327-172b-472b-8044-71f43f4fce0b\", \"21bf3884-53c9-4589-9bd8-5748f1905b6e\", \"e41a31a4-4757-4470-a90c-a23d8a3183b1\"], \"total_duration\": 1405.0, \"total_sessions\": 6, \"mean_week_duration\": 8.265}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are 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{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about 5 users who are not folks of city Guatemala City and sort by sessions summation decliningly." } ]
[ { "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{\"74702\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-23 08:43:02.000000+00:00\", \"2021-10-29 20:34:55.000000+00:00\"], \"session_ids\": [\"08a7eba9-5583-4cb1-adfd-bd14ec729a23\", \"51cb062c-1c7b-4bc8-93db-05a7b5a55e51\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.262}, \"84280\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-01 02:41:20.000000+00:00\", \"2023-06-17 01:37:48.000000+00:00\", \"2020-07-12 08:19:30.000000+00:00\"], \"session_ids\": [\"58a71962-fa61-4d11-b5fb-becc304e6170\", \"331b8478-0e80-46b0-bfc0-bb78dee924ea\", \"47bfa59b-692c-4ad2-b6d9-a707e49f23c7\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.096}, \"60038\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-04-07 17:06:05.000000+00:00\", \"2020-12-29 18:57:58.000000+00:00\", \"2019-07-01 13:11:56.000000+00:00\", \"2022-02-02 02:00:10.000000+00:00\"], \"session_ids\": [\"f4705f6e-c2a8-4f7c-90dd-ab997525ef7b\", \"ca96d2fc-b67b-4ff9-b985-f1f4c26d08ca\", \"ed47b6b5-b27a-4de0-88fb-109c09af305e\", \"b29a5ed7-c2d9-4936-873d-d5157d499361\"], \"total_duration\": 1035.0, \"total_sessions\": 4, \"mean_week_duration\": 6.993}, \"63060\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-24 11:27:36.000000+00:00\", \"2020-10-02 12:09:04.000000+00:00\"], \"session_ids\": [\"d3155faa-af23-4e0a-b801-7959be471ec7\", \"22d78e3d-8855-40ff-8b78-48935bf6d00c\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}, \"78726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-25 21:22:25.000000+00:00\", \"2019-01-15 00:53:48.000000+00:00\"], \"session_ids\": [\"462260e0-8317-4e8a-a42a-f6e22a2ce051\", \"6aba218b-a998-43b0-8847-8909f90d1b21\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.204}, \"42561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-15 01:27:33.000000+00:00\", \"2019-09-05 16:05:30.000000+00:00\"], \"session_ids\": [\"99cc7848-e238-4815-95f0-d33ecb1a1f83\", \"bfe58ace-87bf-4e46-9209-22ebb63cc1ed\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 1.093}, \"98959\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-02 16:07:44.000000+00:00\", \"2020-02-25 03:12:42.000000+00:00\"], \"session_ids\": [\"a4f79d24-59e6-4b93-a739-71bec61dc7d6\", \"5448c2d0-4f0f-48cc-a2af-04c073e8c010\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 1.969}, \"24659\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-24 16:14:41.000000+00:00\", \"2021-12-20 01:34:22.000000+00:00\"], \"session_ids\": [\"a05dd383-44ff-44a3-be24-eebcdecb074d\", \"5405f648-0f3d-4139-b6e2-5959c22a6994\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 4.149}, \"11206\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-27 02:29:10.000000+00:00\", \"2019-05-02 19:55:00.000000+00:00\", \"2019-12-07 08:35:55.000000+00:00\", \"2020-08-14 23:44:21.000000+00:00\"], \"session_ids\": [\"b34ed31d-4c75-4471-8191-8823bb9a3da1\", \"84726ed4-75d8-4ed3-8bf3-ab441864889b\", \"b863f30e-0eb8-4e09-8c73-34db65222caf\", \"0d83124b-cb93-46b8-bad0-f3a9a8ed205e\"], \"total_duration\": 655.0, \"total_sessions\": 4, \"mean_week_duration\": 3.018}, \"45763\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-08-29 06:02:14.000000+00:00\", \"2019-07-30 12:11:48.000000+00:00\"], \"session_ids\": [\"43a4eb7a-cdc4-48a8-89af-f869e50c3bd1\", \"1a80861c-41b1-46b7-920b-24a320f8a364\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 2.366}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is not Guatemala City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Guatemala City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74702\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-23 08:43:02.000000+00:00\", \"2021-10-29 20:34:55.000000+00:00\"], \"session_ids\": [\"08a7eba9-5583-4cb1-adfd-bd14ec729a23\", \"51cb062c-1c7b-4bc8-93db-05a7b5a55e51\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.262}, \"84280\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-01 02:41:20.000000+00:00\", \"2023-06-17 01:37:48.000000+00:00\", \"2020-07-12 08:19:30.000000+00:00\"], \"session_ids\": [\"58a71962-fa61-4d11-b5fb-becc304e6170\", \"331b8478-0e80-46b0-bfc0-bb78dee924ea\", \"47bfa59b-692c-4ad2-b6d9-a707e49f23c7\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.096}, \"60038\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-04-07 17:06:05.000000+00:00\", \"2020-12-29 18:57:58.000000+00:00\", \"2019-07-01 13:11:56.000000+00:00\", \"2022-02-02 02:00:10.000000+00:00\"], \"session_ids\": [\"f4705f6e-c2a8-4f7c-90dd-ab997525ef7b\", \"ca96d2fc-b67b-4ff9-b985-f1f4c26d08ca\", \"ed47b6b5-b27a-4de0-88fb-109c09af305e\", \"b29a5ed7-c2d9-4936-873d-d5157d499361\"], \"total_duration\": 1035.0, \"total_sessions\": 4, \"mean_week_duration\": 6.993}, \"63060\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-24 11:27:36.000000+00:00\", \"2020-10-02 12:09:04.000000+00:00\"], \"session_ids\": [\"d3155faa-af23-4e0a-b801-7959be471ec7\", \"22d78e3d-8855-40ff-8b78-48935bf6d00c\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}, \"78726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-25 21:22:25.000000+00:00\", \"2019-01-15 00:53:48.000000+00:00\"], \"session_ids\": [\"462260e0-8317-4e8a-a42a-f6e22a2ce051\", \"6aba218b-a998-43b0-8847-8909f90d1b21\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.204}, \"42561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-15 01:27:33.000000+00:00\", \"2019-09-05 16:05:30.000000+00:00\"], \"session_ids\": [\"99cc7848-e238-4815-95f0-d33ecb1a1f83\", \"bfe58ace-87bf-4e46-9209-22ebb63cc1ed\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 1.093}, \"98959\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-02 16:07:44.000000+00:00\", \"2020-02-25 03:12:42.000000+00:00\"], \"session_ids\": [\"a4f79d24-59e6-4b93-a739-71bec61dc7d6\", \"5448c2d0-4f0f-48cc-a2af-04c073e8c010\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 1.969}, \"24659\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-24 16:14:41.000000+00:00\", \"2021-12-20 01:34:22.000000+00:00\"], \"session_ids\": [\"a05dd383-44ff-44a3-be24-eebcdecb074d\", \"5405f648-0f3d-4139-b6e2-5959c22a6994\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 4.149}, \"11206\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-27 02:29:10.000000+00:00\", \"2019-05-02 19:55:00.000000+00:00\", \"2019-12-07 08:35:55.000000+00:00\", \"2020-08-14 23:44:21.000000+00:00\"], \"session_ids\": [\"b34ed31d-4c75-4471-8191-8823bb9a3da1\", \"84726ed4-75d8-4ed3-8bf3-ab441864889b\", \"b863f30e-0eb8-4e09-8c73-34db65222caf\", \"0d83124b-cb93-46b8-bad0-f3a9a8ed205e\"], \"total_duration\": 655.0, \"total_sessions\": 4, \"mean_week_duration\": 3.018}, \"45763\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-08-29 06:02:14.000000+00:00\", \"2019-07-30 12:11:48.000000+00:00\"], \"session_ids\": [\"43a4eb7a-cdc4-48a8-89af-f869e50c3bd1\", \"1a80861c-41b1-46b7-920b-24a320f8a364\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 2.366}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60038\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-04-07 17:06:05.000000+00:00\", \"2020-12-29 18:57:58.000000+00:00\", \"2019-07-01 13:11:56.000000+00:00\", \"2022-02-02 02:00:10.000000+00:00\"], \"session_ids\": [\"f4705f6e-c2a8-4f7c-90dd-ab997525ef7b\", \"ca96d2fc-b67b-4ff9-b985-f1f4c26d08ca\", \"ed47b6b5-b27a-4de0-88fb-109c09af305e\", \"b29a5ed7-c2d9-4936-873d-d5157d499361\"], \"total_duration\": 1035.0, \"total_sessions\": 4, \"mean_week_duration\": 6.993}}, {\"11206\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-27 02:29:10.000000+00:00\", \"2019-05-02 19:55:00.000000+00:00\", \"2019-12-07 08:35:55.000000+00:00\", \"2020-08-14 23:44:21.000000+00:00\"], \"session_ids\": [\"b34ed31d-4c75-4471-8191-8823bb9a3da1\", \"84726ed4-75d8-4ed3-8bf3-ab441864889b\", \"b863f30e-0eb8-4e09-8c73-34db65222caf\", \"0d83124b-cb93-46b8-bad0-f3a9a8ed205e\"], \"total_duration\": 655.0, \"total_sessions\": 4, \"mean_week_duration\": 3.018}}, {\"84280\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-01 02:41:20.000000+00:00\", \"2023-06-17 01:37:48.000000+00:00\", \"2020-07-12 08:19:30.000000+00:00\"], \"session_ids\": [\"58a71962-fa61-4d11-b5fb-becc304e6170\", \"331b8478-0e80-46b0-bfc0-bb78dee924ea\", \"47bfa59b-692c-4ad2-b6d9-a707e49f23c7\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.096}}, {\"74702\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-23 08:43:02.000000+00:00\", \"2021-10-29 20:34:55.000000+00:00\"], \"session_ids\": [\"08a7eba9-5583-4cb1-adfd-bd14ec729a23\", \"51cb062c-1c7b-4bc8-93db-05a7b5a55e51\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.262}}, {\"63060\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-24 11:27:36.000000+00:00\", \"2020-10-02 12:09:04.000000+00:00\"], \"session_ids\": [\"d3155faa-af23-4e0a-b801-7959be471ec7\", \"22d78e3d-8855-40ff-8b78-48935bf6d00c\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}}, {\"78726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-25 21:22:25.000000+00:00\", \"2019-01-15 00:53:48.000000+00:00\"], \"session_ids\": [\"462260e0-8317-4e8a-a42a-f6e22a2ce051\", \"6aba218b-a998-43b0-8847-8909f90d1b21\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.204}}, {\"42561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-15 01:27:33.000000+00:00\", \"2019-09-05 16:05:30.000000+00:00\"], \"session_ids\": [\"99cc7848-e238-4815-95f0-d33ecb1a1f83\", \"bfe58ace-87bf-4e46-9209-22ebb63cc1ed\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 1.093}}, {\"98959\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-02 16:07:44.000000+00:00\", \"2020-02-25 03:12:42.000000+00:00\"], \"session_ids\": [\"a4f79d24-59e6-4b93-a739-71bec61dc7d6\", \"5448c2d0-4f0f-48cc-a2af-04c073e8c010\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 1.969}}, {\"24659\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-24 16:14:41.000000+00:00\", \"2021-12-20 01:34:22.000000+00:00\"], \"session_ids\": [\"a05dd383-44ff-44a3-be24-eebcdecb074d\", \"5405f648-0f3d-4139-b6e2-5959c22a6994\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 4.149}}, {\"45763\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-08-29 06:02:14.000000+00:00\", \"2019-07-30 12:11:48.000000+00:00\"], \"session_ids\": [\"43a4eb7a-cdc4-48a8-89af-f869e50c3bd1\", \"1a80861c-41b1-46b7-920b-24a320f8a364\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 2.366}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60038\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-04-07 17:06:05.000000+00:00\", \"2020-12-29 18:57:58.000000+00:00\", \"2019-07-01 13:11:56.000000+00:00\", \"2022-02-02 02:00:10.000000+00:00\"], \"session_ids\": [\"f4705f6e-c2a8-4f7c-90dd-ab997525ef7b\", \"ca96d2fc-b67b-4ff9-b985-f1f4c26d08ca\", \"ed47b6b5-b27a-4de0-88fb-109c09af305e\", \"b29a5ed7-c2d9-4936-873d-d5157d499361\"], \"total_duration\": 1035.0, \"total_sessions\": 4, \"mean_week_duration\": 6.993}}, {\"11206\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-27 02:29:10.000000+00:00\", \"2019-05-02 19:55:00.000000+00:00\", \"2019-12-07 08:35:55.000000+00:00\", \"2020-08-14 23:44:21.000000+00:00\"], \"session_ids\": [\"b34ed31d-4c75-4471-8191-8823bb9a3da1\", \"84726ed4-75d8-4ed3-8bf3-ab441864889b\", \"b863f30e-0eb8-4e09-8c73-34db65222caf\", \"0d83124b-cb93-46b8-bad0-f3a9a8ed205e\"], \"total_duration\": 655.0, \"total_sessions\": 4, \"mean_week_duration\": 3.018}}, {\"84280\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-01 02:41:20.000000+00:00\", \"2023-06-17 01:37:48.000000+00:00\", \"2020-07-12 08:19:30.000000+00:00\"], \"session_ids\": [\"58a71962-fa61-4d11-b5fb-becc304e6170\", \"331b8478-0e80-46b0-bfc0-bb78dee924ea\", \"47bfa59b-692c-4ad2-b6d9-a707e49f23c7\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.096}}, {\"74702\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-23 08:43:02.000000+00:00\", \"2021-10-29 20:34:55.000000+00:00\"], \"session_ids\": [\"08a7eba9-5583-4cb1-adfd-bd14ec729a23\", \"51cb062c-1c7b-4bc8-93db-05a7b5a55e51\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.262}}, {\"63060\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-24 11:27:36.000000+00:00\", \"2020-10-02 12:09:04.000000+00:00\"], \"session_ids\": [\"d3155faa-af23-4e0a-b801-7959be471ec7\", \"22d78e3d-8855-40ff-8b78-48935bf6d00c\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}}]\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[{\"60038\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-04-07 17:06:05.000000+00:00\", \"2020-12-29 18:57:58.000000+00:00\", \"2019-07-01 13:11:56.000000+00:00\", \"2022-02-02 02:00:10.000000+00:00\"], \"session_ids\": [\"f4705f6e-c2a8-4f7c-90dd-ab997525ef7b\", \"ca96d2fc-b67b-4ff9-b985-f1f4c26d08ca\", \"ed47b6b5-b27a-4de0-88fb-109c09af305e\", \"b29a5ed7-c2d9-4936-873d-d5157d499361\"], \"total_duration\": 1035.0, \"total_sessions\": 4, \"mean_week_duration\": 6.993}}, {\"11206\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-27 02:29:10.000000+00:00\", \"2019-05-02 19:55:00.000000+00:00\", \"2019-12-07 08:35:55.000000+00:00\", \"2020-08-14 23:44:21.000000+00:00\"], \"session_ids\": [\"b34ed31d-4c75-4471-8191-8823bb9a3da1\", \"84726ed4-75d8-4ed3-8bf3-ab441864889b\", \"b863f30e-0eb8-4e09-8c73-34db65222caf\", \"0d83124b-cb93-46b8-bad0-f3a9a8ed205e\"], \"total_duration\": 655.0, \"total_sessions\": 4, \"mean_week_duration\": 3.018}}, {\"84280\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-01 02:41:20.000000+00:00\", \"2023-06-17 01:37:48.000000+00:00\", \"2020-07-12 08:19:30.000000+00:00\"], \"session_ids\": [\"58a71962-fa61-4d11-b5fb-becc304e6170\", \"331b8478-0e80-46b0-bfc0-bb78dee924ea\", \"47bfa59b-692c-4ad2-b6d9-a707e49f23c7\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.096}}, {\"74702\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-23 08:43:02.000000+00:00\", \"2021-10-29 20:34:55.000000+00:00\"], \"session_ids\": [\"08a7eba9-5583-4cb1-adfd-bd14ec729a23\", \"51cb062c-1c7b-4bc8-93db-05a7b5a55e51\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.262}}, {\"63060\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-24 11:27:36.000000+00:00\", \"2020-10-02 12:09:04.000000+00:00\"], \"session_ids\": [\"d3155faa-af23-4e0a-b801-7959be471ec7\", \"22d78e3d-8855-40ff-8b78-48935bf6d00c\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.854}}]\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 5 users who are inhabitants of city Belize City and apply sorting by site usage time per week risingly." } ]
[ { "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{\"43538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-30 10:41:42.000000+00:00\", \"2020-10-16 23:28:09.000000+00:00\"], \"session_ids\": [\"8e35af69-133c-4b22-bac3-e9f5f6d18c9d\", \"8a843ed0-1019-4a7c-9acc-631bf402c955\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 3.815}, \"93283\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-17 18:38:46.000000+00:00\", \"2022-09-30 05:15:25.000000+00:00\"], \"session_ids\": [\"6722b4a7-df56-4e32-82c1-5aaa2b16a195\", \"245499ee-a075-45bc-b7ee-b5ce3ce0812f\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.289}, \"88207\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-08 07:50:49.000000+00:00\", \"2020-04-18 15:51:34.000000+00:00\"], \"session_ids\": [\"357da2dc-c7df-4c65-97a3-ed203cbfac10\", \"900db3cd-bb4a-4aa5-9895-320e17172e7a\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 3.493}, \"32947\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-01 17:46:49.000000+00:00\", \"2023-03-17 12:14:33.000000+00:00\"], \"session_ids\": [\"5e26be96-a4ad-4ada-8143-28686d2cceb0\", \"2c6eb343-561f-4691-90f7-294bb90b5218\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 1.83}, \"5405\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-05-10 02:06:33.000000+00:00\", \"2019-06-11 19:25:20.000000+00:00\", \"2021-11-26 02:27:35.000000+00:00\", \"2020-10-03 18:07:16.000000+00:00\", \"2020-10-12 10:19:58.000000+00:00\"], \"session_ids\": [\"1a4f45fa-8c1f-450f-affc-48a4f697fff2\", \"6471f7da-bf40-46f3-93a4-dc9ab6257e72\", \"38b73889-8e1a-48a9-b962-1da5f6f6c57e\", \"d678cd23-0872-47bf-beab-2a9c8e778c76\", \"433f361d-78a2-4a9d-94c4-5ab34674d8c4\"], \"total_duration\": 527.0, \"total_sessions\": 5, \"mean_week_duration\": 3.467}, \"65323\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-25 12:03:53.000000+00:00\", \"2021-10-06 05:12:35.000000+00:00\", \"2020-03-10 14:27:52.000000+00:00\", \"2020-05-19 11:52:08.000000+00:00\", \"2022-07-07 18:25:28.000000+00:00\", \"2021-02-13 15:40:55.000000+00:00\", \"2022-09-24 05:40:04.000000+00:00\", \"2020-03-31 12:38:28.000000+00:00\", \"2022-07-15 16:57:51.000000+00:00\", \"2019-11-27 20:23:32.000000+00:00\"], \"session_ids\": [\"4937c423-293b-49e9-9b74-896c3dbdf2ad\", \"ab75a16b-adc9-4937-a59c-282b3aa1d29a\", \"7e022893-3c07-45f2-b015-5f1be0ff9876\", \"8b1dd97f-bdc3-4705-a9ea-faec244b3612\", \"e6a2db65-382b-4fd8-bee1-68935af3e6e9\", \"796a9e6e-ec3e-4a12-a62f-af0966d63f3c\", \"58d68a0c-15c1-4374-8649-f550924878cf\", \"f5ee1baa-d437-492c-b1d9-685ebcbb707f\", \"c7c6aee8-e329-4e32-a894-98e33c0fbd24\", \"f270b482-229f-44d3-8776-7f31e5222b55\"], \"total_duration\": 6796.0, \"total_sessions\": 10, \"mean_week_duration\": 45.919}, \"3479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-30 18:20:53.000000+00:00\", \"2019-04-13 21:01:10.000000+00:00\", \"2020-09-11 19:48:21.000000+00:00\"], \"session_ids\": [\"ea280911-d27c-4a1e-812f-afdd1ea627f9\", \"b009a625-9f66-40bd-893f-e0564d3300ed\", \"d9807bbe-0f48-4d3a-b14c-4ba7cdfc4b5c\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}, \"92009\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-12-29 11:16:27.000000+00:00\", \"2019-01-05 01:55:59.000000+00:00\"], \"session_ids\": [\"9f48150f-d241-4ea9-bcf4-db2c9425d4fb\", \"cb0fdd5b-ce96-49eb-95d9-1592400c2481\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"18719\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-09 18:02:20.000000+00:00\", \"2022-08-24 00:25:06.000000+00:00\"], \"session_ids\": [\"d5baef75-5870-4639-9895-6d02c9b2a81b\", \"c7f54ea9-e93f-421f-a849-f7efc2eda45e\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 10.8}, \"7171\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-30 09:41:45.000000+00:00\", \"2019-02-01 12:52:49.000000+00:00\"], \"session_ids\": [\"d7331e8e-8468-4a5d-8618-86a600f2a611\", \"a636107d-e204-46e5-bed4-3d6aebb5e9ea\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 11.045}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Belize City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Belize City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"3479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-30 18:20:53.000000+00:00\", \"2019-04-13 21:01:10.000000+00:00\", \"2020-09-11 19:48:21.000000+00:00\"], \"session_ids\": [\"ea280911-d27c-4a1e-812f-afdd1ea627f9\", \"b009a625-9f66-40bd-893f-e0564d3300ed\", \"d9807bbe-0f48-4d3a-b14c-4ba7cdfc4b5c\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}}\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[{\"3479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-30 18:20:53.000000+00:00\", \"2019-04-13 21:01:10.000000+00:00\", \"2020-09-11 19:48:21.000000+00:00\"], \"session_ids\": [\"ea280911-d27c-4a1e-812f-afdd1ea627f9\", \"b009a625-9f66-40bd-893f-e0564d3300ed\", \"d9807bbe-0f48-4d3a-b14c-4ba7cdfc4b5c\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 5 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"3479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-30 18:20:53.000000+00:00\", \"2019-04-13 21:01:10.000000+00:00\", \"2020-09-11 19:48:21.000000+00:00\"], \"session_ids\": [\"ea280911-d27c-4a1e-812f-afdd1ea627f9\", \"b009a625-9f66-40bd-893f-e0564d3300ed\", \"d9807bbe-0f48-4d3a-b14c-4ba7cdfc4b5c\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}}]\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[{\"3479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-30 18:20:53.000000+00:00\", \"2019-04-13 21:01:10.000000+00:00\", \"2020-09-11 19:48:21.000000+00:00\"], \"session_ids\": [\"ea280911-d27c-4a1e-812f-afdd1ea627f9\", \"b009a625-9f66-40bd-893f-e0564d3300ed\", \"d9807bbe-0f48-4d3a-b14c-4ba7cdfc4b5c\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 5 users I can find living in city Mexico City and in addition do sorting by city name in desc." } ]
[ { "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{\"59041\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-20 23:33:51.000000+00:00\", \"2020-07-02 05:02:57.000000+00:00\"], \"session_ids\": [\"e846a429-ed72-4196-b32c-2d93570d66e2\", \"5eaba90b-e84f-4310-9114-68b31840d43a\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 12.8}, \"95042\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-15 12:41:44.000000+00:00\", \"2019-09-01 15:26:42.000000+00:00\"], \"session_ids\": [\"fc69be35-a806-4bc3-aae3-360f0a7a945f\", \"48bda43d-44b9-436b-8fa2-f754e45bbd7f\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.266}, \"66337\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-05 22:46:02.000000+00:00\", \"2022-04-01 11:06:12.000000+00:00\"], \"session_ids\": [\"27c4ddc3-1471-403c-be44-1b0904103906\", \"13417303-2255-45b5-8b8e-f4966d092519\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.103}, \"81381\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-02 18:22:51.000000+00:00\", \"2020-07-09 09:49:19.000000+00:00\"], \"session_ids\": [\"828d7f9a-61dd-4b8a-8b7e-fddfb9727fd1\", \"1cf832ac-f92a-42c8-85a1-a62e6ceb9a4d\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.323}, \"95310\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-11 21:11:33.000000+00:00\", \"2021-07-14 18:07:06.000000+00:00\", \"2020-05-07 23:18:32.000000+00:00\"], \"session_ids\": [\"5faf50af-5adc-4988-86da-790c4c1d8c7b\", \"74cea67c-bd81-486e-95f3-024508e86d0b\", \"52e11361-499d-4d40-af17-24973c057ee7\"], \"total_duration\": 100.0, \"total_sessions\": 3, \"mean_week_duration\": 0.763}, \"97861\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-07-25 19:48:09.000000+00:00\", \"2019-11-09 09:32:20.000000+00:00\"], \"session_ids\": [\"b0f4689e-927e-40e7-bbde-b86f7219b7dd\", \"ae30af25-5658-42d1-838a-c17154a582bd\"], \"total_duration\": 439.0, \"total_sessions\": 2, \"mean_week_duration\": 11.865}, \"62001\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-28 19:38:05.000000+00:00\", \"2022-05-20 06:37:04.000000+00:00\", \"2019-10-25 06:09:24.000000+00:00\", \"2021-12-19 19:35:21.000000+00:00\", \"2021-01-26 07:40:42.000000+00:00\", \"2023-03-11 21:29:45.000000+00:00\", \"2022-06-27 23:26:27.000000+00:00\", \"2022-06-06 10:45:48.000000+00:00\"], \"session_ids\": [\"ac0eddbd-fef0-4819-bfa4-3101a3d7d327\", \"13d798e2-7249-45f6-9a17-bad45fbbd4ea\", \"3b8b3cff-2443-481a-93a7-80587ea6670b\", \"2d44702f-496b-40d7-baac-2c0a10dabf28\", \"ab3b0fea-bd34-4d67-bce2-01cee6ac73e2\", \"1c4babbc-b464-467e-a17b-7f0baed3f7e4\", \"6e8bf01e-5325-412c-8969-cc053276d53c\", \"2aee1bf0-72c3-47b9-b321-77bf350fe2c9\"], \"total_duration\": 4035.0, \"total_sessions\": 8, \"mean_week_duration\": 22.797}, \"38545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-19 13:25:06.000000+00:00\", \"2020-12-01 18:59:30.000000+00:00\"], \"session_ids\": [\"bd476b8e-c743-4f9b-98ce-d96b2a38fabd\", \"5e24ffe6-4537-4abf-87b1-ff440e36e11d\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 10.643}, \"62110\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-11 20:55:23.000000+00:00\", \"2023-02-15 08:52:37.000000+00:00\"], \"session_ids\": [\"22369491-92f9-4d75-b9e2-7a200ba16784\", \"60664a11-bd88-4da4-a599-7bb9f8a9a0f6\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.377}, \"70673\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-06-18 22:24:08.000000+00:00\", \"2022-01-17 05:33:43.000000+00:00\"], \"session_ids\": [\"8ebf3998-25fe-4158-b2b1-27b16823772b\", \"dd320924-116c-4fa6-ac81-c6248a6b525f\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 2.489}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Mexico City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Mexico City\"]]}}}\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 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'm interested in learning about 3 users who don't live in city Prague and put to use sorting by duration summation of sessions per week in desc also provide me only with 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"46944\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-03 05:44:34.000000+00:00\", \"2023-01-23 17:11:20.000000+00:00\", \"2019-01-03 10:10:11.000000+00:00\"], \"session_ids\": [\"2d85aa92-63bb-402e-9221-65b40f6d84d2\", \"060d6947-31fb-4f7c-8a62-5e9e2126131b\", \"6bf7127d-c6fa-415b-873d-67c3f9632025\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.151}, \"51088\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-03-14 02:16:52.000000+00:00\", \"2021-09-29 01:46:23.000000+00:00\"], \"session_ids\": [\"d26fd05f-7a47-4a6a-97ad-dcc66cdae46f\", \"a40a2e4d-c430-418f-9d34-f47887964256\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 4.586}, \"83154\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-06-05 13:46:31.000000+00:00\", \"2022-02-24 11:33:59.000000+00:00\", \"2019-05-08 23:30:24.000000+00:00\", \"2021-12-12 19:49:11.000000+00:00\", \"2020-03-15 06:56:20.000000+00:00\"], \"session_ids\": [\"2ae53c19-b7b5-4e19-afeb-bd94dbacb8bf\", \"a89fd69d-f740-4752-95f5-2a8e0432eefc\", \"222c3382-019b-416f-b369-2d0d778da90a\", \"2071047e-9d8a-4a58-a502-f7b91cac29ef\", \"fda2d479-f307-4237-b700-3daf6061cdbf\"], \"total_duration\": 3802.0, \"total_sessions\": 5, \"mean_week_duration\": 26.041}, \"69135\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-05-29 09:30:34.000000+00:00\", \"2022-02-02 06:18:03.000000+00:00\"], \"session_ids\": [\"e5f3ab40-9419-4c1c-b249-faf58faf16cc\", \"0643b1e9-a3f7-4dff-9767-e0d044fcd8c5\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.293}, \"66754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-20 02:30:02.000000+00:00\", \"2023-05-10 04:02:13.000000+00:00\", \"2021-07-28 17:39:10.000000+00:00\", \"2019-09-22 22:14:36.000000+00:00\", \"2019-08-20 10:59:52.000000+00:00\", \"2022-04-02 23:59:23.000000+00:00\", \"2020-06-23 18:20:25.000000+00:00\", \"2020-10-04 12:50:17.000000+00:00\", \"2019-01-02 02:56:52.000000+00:00\", \"2020-06-09 17:21:38.000000+00:00\", \"2020-05-28 08:26:43.000000+00:00\"], \"session_ids\": [\"d712612a-d453-4e2d-a163-4841148b2861\", \"be729ba1-1e08-4fcd-987a-8f20fcdfacd5\", \"2cf624d0-a094-4aba-9ed2-1909622d7491\", \"5b89006b-b138-4c33-9859-cf20e6482a87\", \"49eb2359-89cc-42d0-842f-6a944011e5d9\", \"01eb5402-0997-4702-83a1-47752b7a2fa1\", \"be689269-b864-4b5b-8c78-85630cabbcd8\", \"49f8f246-a4a8-4d85-b26e-17427d23f00c\", \"330ea2a6-f024-4dc3-bea5-df85ca1e7deb\", \"5415ef11-e21e-4c12-a3d8-78f7ba9003cb\", \"44d09f76-e404-4d65-8196-9cc2496cae02\"], \"total_duration\": 20137.0, \"total_sessions\": 11, \"mean_week_duration\": 88.709}, \"72075\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-29 17:22:37.000000+00:00\", \"2023-05-13 02:05:07.000000+00:00\", \"2020-03-16 08:42:26.000000+00:00\", \"2022-03-03 05:16:42.000000+00:00\"], \"session_ids\": [\"ad65a111-b35d-43e3-8f61-7493cb2f3953\", \"ca9ecfd3-1262-48c3-a5d8-6860b2f5d914\", \"98e2930d-0816-491b-a360-399eb70559f6\", \"754917b7-7644-4497-9dd7-9178ed63b8d3\"], \"total_duration\": 324.0, \"total_sessions\": 4, \"mean_week_duration\": 1.964}, \"54795\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-15 19:46:53.000000+00:00\", \"2019-10-01 20:00:12.000000+00:00\", \"2019-10-30 17:45:49.000000+00:00\"], \"session_ids\": [\"0ea54493-4ef3-4297-a970-c3a1699d65e6\", \"e41a7b3b-3d5e-4197-87a9-48659084352c\", \"703b3a71-831f-47c4-9cff-bffd6a447e40\"], \"total_duration\": 207.0, \"total_sessions\": 3, \"mean_week_duration\": 1.27}, \"54200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-30 21:21:54.000000+00:00\", \"2021-05-06 04:30:45.000000+00:00\"], \"session_ids\": [\"5ea0871b-9cfe-4eb9-b8cb-83b0bd0a2f4b\", \"605c7c42-ad6a-4e79-aab5-b09f598b2979\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 1.207}, \"90093\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-09 08:49:04.000000+00:00\", \"2020-01-20 12:49:27.000000+00:00\", \"2023-04-16 17:20:10.000000+00:00\", \"2019-06-02 05:10:32.000000+00:00\", \"2021-04-05 12:28:07.000000+00:00\", \"2020-02-12 14:34:24.000000+00:00\"], \"session_ids\": [\"ef976c26-cf73-4bf9-a4c9-565e23624aca\", \"d86bb4a3-b1dc-4d36-8fe2-c4e4da9332ac\", \"d753a243-49e1-47f0-9991-73fe00e2b728\", \"7e1e61ba-9014-4812-9bf8-70251924e418\", \"c2d0d06e-0d50-4fff-9196-5c47318e295a\", \"bf3ec758-4b20-4e7a-be33-3648c38316dc\"], \"total_duration\": 48.0, \"total_sessions\": 6, \"mean_week_duration\": 0.238}, \"88577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-05 17:47:46.000000+00:00\", \"2023-03-12 04:27:15.000000+00:00\"], \"session_ids\": [\"d256bbb5-9f44-48a3-93e8-f5a36e93a22b\", \"c726f0a0-669e-49a8-932c-2e4be2acc3c2\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 1.016}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Prague" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Prague\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"46944\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-03 05:44:34.000000+00:00\", \"2023-01-23 17:11:20.000000+00:00\", \"2019-01-03 10:10:11.000000+00:00\"], \"session_ids\": [\"2d85aa92-63bb-402e-9221-65b40f6d84d2\", \"060d6947-31fb-4f7c-8a62-5e9e2126131b\", \"6bf7127d-c6fa-415b-873d-67c3f9632025\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.151}, \"51088\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-03-14 02:16:52.000000+00:00\", \"2021-09-29 01:46:23.000000+00:00\"], \"session_ids\": [\"d26fd05f-7a47-4a6a-97ad-dcc66cdae46f\", \"a40a2e4d-c430-418f-9d34-f47887964256\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 4.586}, \"83154\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-06-05 13:46:31.000000+00:00\", \"2022-02-24 11:33:59.000000+00:00\", \"2019-05-08 23:30:24.000000+00:00\", \"2021-12-12 19:49:11.000000+00:00\", \"2020-03-15 06:56:20.000000+00:00\"], \"session_ids\": [\"2ae53c19-b7b5-4e19-afeb-bd94dbacb8bf\", \"a89fd69d-f740-4752-95f5-2a8e0432eefc\", \"222c3382-019b-416f-b369-2d0d778da90a\", \"2071047e-9d8a-4a58-a502-f7b91cac29ef\", \"fda2d479-f307-4237-b700-3daf6061cdbf\"], \"total_duration\": 3802.0, \"total_sessions\": 5, \"mean_week_duration\": 26.041}, \"66754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-20 02:30:02.000000+00:00\", \"2023-05-10 04:02:13.000000+00:00\", \"2021-07-28 17:39:10.000000+00:00\", \"2019-09-22 22:14:36.000000+00:00\", \"2019-08-20 10:59:52.000000+00:00\", \"2022-04-02 23:59:23.000000+00:00\", \"2020-06-23 18:20:25.000000+00:00\", \"2020-10-04 12:50:17.000000+00:00\", \"2019-01-02 02:56:52.000000+00:00\", \"2020-06-09 17:21:38.000000+00:00\", \"2020-05-28 08:26:43.000000+00:00\"], \"session_ids\": [\"d712612a-d453-4e2d-a163-4841148b2861\", \"be729ba1-1e08-4fcd-987a-8f20fcdfacd5\", \"2cf624d0-a094-4aba-9ed2-1909622d7491\", \"5b89006b-b138-4c33-9859-cf20e6482a87\", \"49eb2359-89cc-42d0-842f-6a944011e5d9\", \"01eb5402-0997-4702-83a1-47752b7a2fa1\", \"be689269-b864-4b5b-8c78-85630cabbcd8\", \"49f8f246-a4a8-4d85-b26e-17427d23f00c\", \"330ea2a6-f024-4dc3-bea5-df85ca1e7deb\", \"5415ef11-e21e-4c12-a3d8-78f7ba9003cb\", \"44d09f76-e404-4d65-8196-9cc2496cae02\"], \"total_duration\": 20137.0, \"total_sessions\": 11, \"mean_week_duration\": 88.709}, \"72075\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-29 17:22:37.000000+00:00\", \"2023-05-13 02:05:07.000000+00:00\", \"2020-03-16 08:42:26.000000+00:00\", \"2022-03-03 05:16:42.000000+00:00\"], \"session_ids\": [\"ad65a111-b35d-43e3-8f61-7493cb2f3953\", \"ca9ecfd3-1262-48c3-a5d8-6860b2f5d914\", \"98e2930d-0816-491b-a360-399eb70559f6\", \"754917b7-7644-4497-9dd7-9178ed63b8d3\"], \"total_duration\": 324.0, \"total_sessions\": 4, \"mean_week_duration\": 1.964}, \"54795\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-15 19:46:53.000000+00:00\", \"2019-10-01 20:00:12.000000+00:00\", \"2019-10-30 17:45:49.000000+00:00\"], \"session_ids\": [\"0ea54493-4ef3-4297-a970-c3a1699d65e6\", \"e41a7b3b-3d5e-4197-87a9-48659084352c\", \"703b3a71-831f-47c4-9cff-bffd6a447e40\"], \"total_duration\": 207.0, \"total_sessions\": 3, \"mean_week_duration\": 1.27}, \"54200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-30 21:21:54.000000+00:00\", \"2021-05-06 04:30:45.000000+00:00\"], \"session_ids\": [\"5ea0871b-9cfe-4eb9-b8cb-83b0bd0a2f4b\", \"605c7c42-ad6a-4e79-aab5-b09f598b2979\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 1.207}, \"90093\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-09 08:49:04.000000+00:00\", \"2020-01-20 12:49:27.000000+00:00\", \"2023-04-16 17:20:10.000000+00:00\", \"2019-06-02 05:10:32.000000+00:00\", \"2021-04-05 12:28:07.000000+00:00\", \"2020-02-12 14:34:24.000000+00:00\"], \"session_ids\": [\"ef976c26-cf73-4bf9-a4c9-565e23624aca\", \"d86bb4a3-b1dc-4d36-8fe2-c4e4da9332ac\", \"d753a243-49e1-47f0-9991-73fe00e2b728\", \"7e1e61ba-9014-4812-9bf8-70251924e418\", \"c2d0d06e-0d50-4fff-9196-5c47318e295a\", \"bf3ec758-4b20-4e7a-be33-3648c38316dc\"], \"total_duration\": 48.0, \"total_sessions\": 6, \"mean_week_duration\": 0.238}, \"88577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-05 17:47:46.000000+00:00\", \"2023-03-12 04:27:15.000000+00:00\"], \"session_ids\": [\"d256bbb5-9f44-48a3-93e8-f5a36e93a22b\", \"c726f0a0-669e-49a8-932c-2e4be2acc3c2\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 1.016}}\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[{\"66754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-20 02:30:02.000000+00:00\", \"2023-05-10 04:02:13.000000+00:00\", \"2021-07-28 17:39:10.000000+00:00\", \"2019-09-22 22:14:36.000000+00:00\", \"2019-08-20 10:59:52.000000+00:00\", \"2022-04-02 23:59:23.000000+00:00\", \"2020-06-23 18:20:25.000000+00:00\", \"2020-10-04 12:50:17.000000+00:00\", \"2019-01-02 02:56:52.000000+00:00\", \"2020-06-09 17:21:38.000000+00:00\", \"2020-05-28 08:26:43.000000+00:00\"], \"session_ids\": [\"d712612a-d453-4e2d-a163-4841148b2861\", \"be729ba1-1e08-4fcd-987a-8f20fcdfacd5\", \"2cf624d0-a094-4aba-9ed2-1909622d7491\", \"5b89006b-b138-4c33-9859-cf20e6482a87\", \"49eb2359-89cc-42d0-842f-6a944011e5d9\", \"01eb5402-0997-4702-83a1-47752b7a2fa1\", \"be689269-b864-4b5b-8c78-85630cabbcd8\", \"49f8f246-a4a8-4d85-b26e-17427d23f00c\", \"330ea2a6-f024-4dc3-bea5-df85ca1e7deb\", \"5415ef11-e21e-4c12-a3d8-78f7ba9003cb\", \"44d09f76-e404-4d65-8196-9cc2496cae02\"], \"total_duration\": 20137.0, \"total_sessions\": 11, \"mean_week_duration\": 88.709}}, {\"83154\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-06-05 13:46:31.000000+00:00\", \"2022-02-24 11:33:59.000000+00:00\", \"2019-05-08 23:30:24.000000+00:00\", \"2021-12-12 19:49:11.000000+00:00\", \"2020-03-15 06:56:20.000000+00:00\"], \"session_ids\": [\"2ae53c19-b7b5-4e19-afeb-bd94dbacb8bf\", \"a89fd69d-f740-4752-95f5-2a8e0432eefc\", \"222c3382-019b-416f-b369-2d0d778da90a\", \"2071047e-9d8a-4a58-a502-f7b91cac29ef\", \"fda2d479-f307-4237-b700-3daf6061cdbf\"], \"total_duration\": 3802.0, \"total_sessions\": 5, \"mean_week_duration\": 26.041}}, {\"51088\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-03-14 02:16:52.000000+00:00\", \"2021-09-29 01:46:23.000000+00:00\"], \"session_ids\": [\"d26fd05f-7a47-4a6a-97ad-dcc66cdae46f\", \"a40a2e4d-c430-418f-9d34-f47887964256\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 4.586}}, {\"72075\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-29 17:22:37.000000+00:00\", \"2023-05-13 02:05:07.000000+00:00\", \"2020-03-16 08:42:26.000000+00:00\", \"2022-03-03 05:16:42.000000+00:00\"], \"session_ids\": [\"ad65a111-b35d-43e3-8f61-7493cb2f3953\", \"ca9ecfd3-1262-48c3-a5d8-6860b2f5d914\", \"98e2930d-0816-491b-a360-399eb70559f6\", \"754917b7-7644-4497-9dd7-9178ed63b8d3\"], \"total_duration\": 324.0, \"total_sessions\": 4, \"mean_week_duration\": 1.964}}, {\"54795\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-15 19:46:53.000000+00:00\", \"2019-10-01 20:00:12.000000+00:00\", \"2019-10-30 17:45:49.000000+00:00\"], \"session_ids\": [\"0ea54493-4ef3-4297-a970-c3a1699d65e6\", \"e41a7b3b-3d5e-4197-87a9-48659084352c\", \"703b3a71-831f-47c4-9cff-bffd6a447e40\"], \"total_duration\": 207.0, \"total_sessions\": 3, \"mean_week_duration\": 1.27}}, {\"54200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-30 21:21:54.000000+00:00\", \"2021-05-06 04:30:45.000000+00:00\"], \"session_ids\": [\"5ea0871b-9cfe-4eb9-b8cb-83b0bd0a2f4b\", \"605c7c42-ad6a-4e79-aab5-b09f598b2979\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 1.207}}, {\"88577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-05 17:47:46.000000+00:00\", \"2023-03-12 04:27:15.000000+00:00\"], \"session_ids\": [\"d256bbb5-9f44-48a3-93e8-f5a36e93a22b\", \"c726f0a0-669e-49a8-932c-2e4be2acc3c2\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 1.016}}, {\"90093\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-09 08:49:04.000000+00:00\", \"2020-01-20 12:49:27.000000+00:00\", \"2023-04-16 17:20:10.000000+00:00\", \"2019-06-02 05:10:32.000000+00:00\", \"2021-04-05 12:28:07.000000+00:00\", \"2020-02-12 14:34:24.000000+00:00\"], \"session_ids\": [\"ef976c26-cf73-4bf9-a4c9-565e23624aca\", \"d86bb4a3-b1dc-4d36-8fe2-c4e4da9332ac\", \"d753a243-49e1-47f0-9991-73fe00e2b728\", \"7e1e61ba-9014-4812-9bf8-70251924e418\", \"c2d0d06e-0d50-4fff-9196-5c47318e295a\", \"bf3ec758-4b20-4e7a-be33-3648c38316dc\"], \"total_duration\": 48.0, \"total_sessions\": 6, \"mean_week_duration\": 0.238}}, {\"46944\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-03 05:44:34.000000+00:00\", \"2023-01-23 17:11:20.000000+00:00\", \"2019-01-03 10:10:11.000000+00:00\"], \"session_ids\": [\"2d85aa92-63bb-402e-9221-65b40f6d84d2\", \"060d6947-31fb-4f7c-8a62-5e9e2126131b\", \"6bf7127d-c6fa-415b-873d-67c3f9632025\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.151}}]\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[{\"66754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-20 02:30:02.000000+00:00\", \"2023-05-10 04:02:13.000000+00:00\", \"2021-07-28 17:39:10.000000+00:00\", \"2019-09-22 22:14:36.000000+00:00\", \"2019-08-20 10:59:52.000000+00:00\", \"2022-04-02 23:59:23.000000+00:00\", \"2020-06-23 18:20:25.000000+00:00\", \"2020-10-04 12:50:17.000000+00:00\", \"2019-01-02 02:56:52.000000+00:00\", \"2020-06-09 17:21:38.000000+00:00\", \"2020-05-28 08:26:43.000000+00:00\"], \"session_ids\": [\"d712612a-d453-4e2d-a163-4841148b2861\", \"be729ba1-1e08-4fcd-987a-8f20fcdfacd5\", \"2cf624d0-a094-4aba-9ed2-1909622d7491\", \"5b89006b-b138-4c33-9859-cf20e6482a87\", \"49eb2359-89cc-42d0-842f-6a944011e5d9\", \"01eb5402-0997-4702-83a1-47752b7a2fa1\", \"be689269-b864-4b5b-8c78-85630cabbcd8\", \"49f8f246-a4a8-4d85-b26e-17427d23f00c\", \"330ea2a6-f024-4dc3-bea5-df85ca1e7deb\", \"5415ef11-e21e-4c12-a3d8-78f7ba9003cb\", \"44d09f76-e404-4d65-8196-9cc2496cae02\"], \"total_duration\": 20137.0, \"total_sessions\": 11, \"mean_week_duration\": 88.709}}, {\"83154\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-06-05 13:46:31.000000+00:00\", \"2022-02-24 11:33:59.000000+00:00\", \"2019-05-08 23:30:24.000000+00:00\", \"2021-12-12 19:49:11.000000+00:00\", \"2020-03-15 06:56:20.000000+00:00\"], \"session_ids\": [\"2ae53c19-b7b5-4e19-afeb-bd94dbacb8bf\", \"a89fd69d-f740-4752-95f5-2a8e0432eefc\", \"222c3382-019b-416f-b369-2d0d778da90a\", \"2071047e-9d8a-4a58-a502-f7b91cac29ef\", \"fda2d479-f307-4237-b700-3daf6061cdbf\"], \"total_duration\": 3802.0, \"total_sessions\": 5, \"mean_week_duration\": 26.041}}]\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[{\"66754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-20 02:30:02.000000+00:00\", \"2023-05-10 04:02:13.000000+00:00\", \"2021-07-28 17:39:10.000000+00:00\", \"2019-09-22 22:14:36.000000+00:00\", \"2019-08-20 10:59:52.000000+00:00\", \"2022-04-02 23:59:23.000000+00:00\", \"2020-06-23 18:20:25.000000+00:00\", \"2020-10-04 12:50:17.000000+00:00\", \"2019-01-02 02:56:52.000000+00:00\", \"2020-06-09 17:21:38.000000+00:00\", \"2020-05-28 08:26:43.000000+00:00\"], \"session_ids\": [\"d712612a-d453-4e2d-a163-4841148b2861\", \"be729ba1-1e08-4fcd-987a-8f20fcdfacd5\", \"2cf624d0-a094-4aba-9ed2-1909622d7491\", \"5b89006b-b138-4c33-9859-cf20e6482a87\", \"49eb2359-89cc-42d0-842f-6a944011e5d9\", \"01eb5402-0997-4702-83a1-47752b7a2fa1\", \"be689269-b864-4b5b-8c78-85630cabbcd8\", \"49f8f246-a4a8-4d85-b26e-17427d23f00c\", \"330ea2a6-f024-4dc3-bea5-df85ca1e7deb\", \"5415ef11-e21e-4c12-a3d8-78f7ba9003cb\", \"44d09f76-e404-4d65-8196-9cc2496cae02\"], \"total_duration\": 20137.0, \"total_sessions\": 11, \"mean_week_duration\": 88.709}}, {\"83154\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-06-05 13:46:31.000000+00:00\", \"2022-02-24 11:33:59.000000+00:00\", \"2019-05-08 23:30:24.000000+00:00\", \"2021-12-12 19:49:11.000000+00:00\", \"2020-03-15 06:56:20.000000+00:00\"], \"session_ids\": [\"2ae53c19-b7b5-4e19-afeb-bd94dbacb8bf\", \"a89fd69d-f740-4752-95f5-2a8e0432eefc\", \"222c3382-019b-416f-b369-2d0d778da90a\", \"2071047e-9d8a-4a58-a502-f7b91cac29ef\", \"fda2d479-f307-4237-b700-3daf6061cdbf\"], \"total_duration\": 3802.0, \"total_sessions\": 5, \"mean_week_duration\": 26.041}}]\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 user who lives in city San Juan + put to use sorting by total sessoins count in descending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"77091\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-07 15:54:18.000000+00:00\", \"2021-12-15 15:27:19.000000+00:00\", \"2021-08-10 11:02:31.000000+00:00\", \"2022-04-03 04:34:48.000000+00:00\"], \"session_ids\": [\"c4a742aa-8912-40e5-832c-be90f128ad1a\", \"2d53aff9-44be-4160-a1da-2e151d340632\", \"c9c8f008-c64c-4734-988d-c122849c8ea1\", \"f9d61cc4-27d3-4fda-a5f0-0a0d1542c506\"], \"total_duration\": 2044.0, \"total_sessions\": 4, \"mean_week_duration\": 60.118}, \"38927\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-12-29 05:41:10.000000+00:00\", \"2019-11-14 02:44:19.000000+00:00\"], \"session_ids\": [\"60bcfc9f-e257-4289-aa2a-1da34dc26cb0\", \"72a8f0b5-c3ff-4882-bae3-8b0ec0987ebb\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 44.0}, \"88691\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-08 14:38:48.000000+00:00\", \"2022-05-31 22:48:27.000000+00:00\"], \"session_ids\": [\"e0ff1410-7d54-4864-ba98-02a6ac0a90b6\", \"45d9927d-5125-4885-afd3-66fb6bbf5d65\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 2.484}, \"66442\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-10-18 03:31:55.000000+00:00\", \"2020-11-08 00:13:29.000000+00:00\"], \"session_ids\": [\"a360a1c1-8ae1-4f72-8666-7718afdab17b\", \"2e194967-95f5-4f59-97d4-295e4f0e99f7\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.982}, \"16791\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-16 14:59:18.000000+00:00\", \"2021-01-31 15:09:03.000000+00:00\", \"2019-10-13 14:11:08.000000+00:00\", \"2020-11-21 15:11:38.000000+00:00\"], \"session_ids\": [\"619a4e05-78b7-4a39-9893-62f4c6019822\", \"67b688e6-5127-467f-950e-a8c49b702d54\", \"d53c8c7e-9ae8-4709-afc2-acb527974c0e\", \"85a9a746-e454-45ed-8c37-dd678454cd7b\"], \"total_duration\": 629.0, \"total_sessions\": 4, \"mean_week_duration\": 7.962}, \"81449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 11, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-02-26 02:30:01.000000+00:00\", \"2019-07-24 06:11:00.000000+00:00\"], \"session_ids\": [\"afa11b2b-4a92-4bbe-85e2-8d366d5bc557\", \"19e8c67d-cf0d-42e6-b6b0-9a9ecd02e96f\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 7.682}, \"52547\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-07-26 22:43:38.000000+00:00\", \"2020-06-09 16:01:34.000000+00:00\"], \"session_ids\": [\"a6be7870-1bb3-4240-80f3-98a79a3a64e9\", \"58d85859-c3d5-4315-80be-9327996d91ce\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 12.571}, \"61998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-09 17:02:15.000000+00:00\", \"2023-05-05 13:19:00.000000+00:00\", \"2022-01-01 21:56:10.000000+00:00\", \"2019-06-29 12:47:38.000000+00:00\"], \"session_ids\": [\"80a52bc0-0c6f-43c4-911f-957d65a6273d\", \"54841106-f214-4f06-aaec-40cae1166ad0\", \"fe43a742-74f6-4a07-97d1-1dcde9d9ae1d\", \"595043fd-3a94-444b-a7fc-2758988c2075\"], \"total_duration\": 224.0, \"total_sessions\": 4, \"mean_week_duration\": 1.114}, \"30846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-21 05:33:05.000000+00:00\", \"2022-12-13 20:50:13.000000+00:00\"], \"session_ids\": [\"4f7bf3f6-c2c3-4b9c-92d7-b28ad6e8767d\", \"95108209-6594-40d3-87c4-2300d0b6c99a\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}, \"74120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-31 08:55:49.000000+00:00\", \"2021-12-06 02:10:25.000000+00:00\"], \"session_ids\": [\"73ceb510-39fe-49b4-93df-a4153e84ee86\", \"9ab26e91-846c-4b12-ab00-9aaebed180eb\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 2.19}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is San Juan" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"San Juan\"]]}}}\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": "Please offer data on users whose count of sessions is greater than 4 and less than 5 , moreover sort by average of total time spent in the app per week from the largest to the smallest." } ]
[ { "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{\"55726\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-09-15 14:22:30.000000+00:00\", \"2022-05-04 14:59:52.000000+00:00\", \"2021-03-11 01:51:53.000000+00:00\", \"2021-12-10 08:45:08.000000+00:00\"], \"session_ids\": [\"83f3413c-a278-4832-854b-6d690d6a48aa\", \"06de1122-cd53-4e45-88e1-8d889c1773ce\", \"91cf6558-ff1b-4a05-8b69-a8e560b551a5\", \"c84c7756-9452-4412-aa8a-12a1c50496ed\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.304}, \"23469\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-30 07:55:46.000000+00:00\", \"2021-08-18 11:18:37.000000+00:00\", \"2020-10-02 18:45:36.000000+00:00\"], \"session_ids\": [\"a2c103c5-962c-4fdb-b959-d5462c3c9e35\", \"74359eea-d9e0-4907-b51f-85649dcbc1f4\", \"0e09fb8e-32f2-48ba-88e8-d18d619464f5\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 3.147}, \"78881\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 7, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-14 07:19:39.000000+00:00\", \"2022-11-19 00:39:43.000000+00:00\"], \"session_ids\": [\"1cbf3e75-55be-4ef6-b964-79d25702aa99\", \"eb10b643-2e6e-490a-9185-bba55983f70f\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 3.024}, \"34267\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-05-20 07:51:34.000000+00:00\", \"2020-08-05 01:12:53.000000+00:00\", \"2019-10-12 11:55:04.000000+00:00\", \"2022-09-07 22:16:24.000000+00:00\", \"2022-09-15 04:38:31.000000+00:00\", \"2020-01-15 02:55:20.000000+00:00\", \"2019-04-08 04:02:21.000000+00:00\", \"2022-06-12 01:20:13.000000+00:00\"], \"session_ids\": [\"2f5a0000-61a4-4219-836b-ff157e8b92f1\", \"fa685fc6-4d14-4c6d-92de-8c19dfe97d55\", \"95cbeaa9-9093-41d9-91d8-1c9b6675c0d4\", \"247069a2-90ad-445f-a643-3899f18279e9\", \"fdf9dde8-c50c-4cef-9f57-1ce85df9b7ee\", \"48c0eccb-1850-4161-a9ca-829b45b4f4f1\", \"7332e39d-7ac5-4ca6-90af-15a763175cf6\", \"a6f4364c-c30c-4341-a683-3b93cd27599f\"], \"total_duration\": 4360.0, \"total_sessions\": 8, \"mean_week_duration\": 24.222}, \"5755\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-04-27 21:58:11.000000+00:00\", \"2019-04-16 13:34:54.000000+00:00\"], \"session_ids\": [\"75733ad6-8d10-4d30-8324-447b2bd83295\", \"6cdf189c-1974-44a0-8d2b-a806e714f51e\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 6.778}, \"6368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-07 04:00:43.000000+00:00\", \"2020-02-26 10:23:32.000000+00:00\", \"2023-01-20 01:19:09.000000+00:00\", \"2020-10-20 02:27:22.000000+00:00\", \"2020-09-13 08:28:05.000000+00:00\"], \"session_ids\": [\"2a773c25-b389-4457-93f5-54bbc23071a1\", \"6ec237c9-19dd-4f68-9248-4dca809a5388\", \"9f673fbb-5be0-4ae8-a067-bfaee86da428\", \"2a913872-5ba5-4606-86a9-997e9b3490b0\", \"f4cccaa8-2e50-4da9-a82c-35d14832c788\"], \"total_duration\": 1305.0, \"total_sessions\": 5, \"mean_week_duration\": 7.054}, \"33017\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-03 00:13:12.000000+00:00\", \"2022-02-03 02:27:59.000000+00:00\", \"2022-11-01 20:58:06.000000+00:00\", \"2019-09-25 20:56:38.000000+00:00\", \"2022-12-01 13:34:06.000000+00:00\"], \"session_ids\": [\"8bb7fb11-41e8-4c15-acbc-d084dde183a8\", \"18b2e2a4-ec02-44bc-b0fb-e9c93c1871c4\", \"7d752ba6-4423-492c-b87e-eb299e6d1054\", \"19dbebe2-1d6e-47f1-ba46-e4ee17f08421\", \"e749aee8-65d8-4946-9df9-10dc5f13fbf0\"], \"total_duration\": 1358.0, \"total_sessions\": 5, \"mean_week_duration\": 8.181}, \"44134\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-01 04:46:45.000000+00:00\", \"2022-12-08 08:40:37.000000+00:00\"], \"session_ids\": [\"8e8b0211-e430-4ce0-b968-06bbed5a33f3\", \"59b592de-b750-425f-a701-3742c57dc167\"], \"total_duration\": 334.0, \"total_sessions\": 2, \"mean_week_duration\": 4.453}, \"12878\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-02 19:22:18.000000+00:00\", \"2023-02-28 11:24:20.000000+00:00\"], \"session_ids\": [\"4caf3a6c-d2bb-48e6-b6a6-668f3f1d7d53\", \"4718448a-c3d8-4f32-9747-dd7f329ddf3b\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 1.805}, \"22211\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-19 03:56:17.000000+00:00\", \"2020-03-20 12:51:06.000000+00:00\"], \"session_ids\": [\"3149f53f-90e8-4b58-8201-122e01ef6cfe\", \"df70efdc-6023-4333-b918-4edc4664e4a1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.477}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 4 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\": [[4, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55726\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-09-15 14:22:30.000000+00:00\", \"2022-05-04 14:59:52.000000+00:00\", \"2021-03-11 01:51:53.000000+00:00\", \"2021-12-10 08:45:08.000000+00:00\"], \"session_ids\": [\"83f3413c-a278-4832-854b-6d690d6a48aa\", \"06de1122-cd53-4e45-88e1-8d889c1773ce\", \"91cf6558-ff1b-4a05-8b69-a8e560b551a5\", \"c84c7756-9452-4412-aa8a-12a1c50496ed\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.304}, \"6368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-07 04:00:43.000000+00:00\", \"2020-02-26 10:23:32.000000+00:00\", \"2023-01-20 01:19:09.000000+00:00\", \"2020-10-20 02:27:22.000000+00:00\", \"2020-09-13 08:28:05.000000+00:00\"], \"session_ids\": [\"2a773c25-b389-4457-93f5-54bbc23071a1\", \"6ec237c9-19dd-4f68-9248-4dca809a5388\", \"9f673fbb-5be0-4ae8-a067-bfaee86da428\", \"2a913872-5ba5-4606-86a9-997e9b3490b0\", \"f4cccaa8-2e50-4da9-a82c-35d14832c788\"], \"total_duration\": 1305.0, \"total_sessions\": 5, \"mean_week_duration\": 7.054}, \"33017\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-03 00:13:12.000000+00:00\", \"2022-02-03 02:27:59.000000+00:00\", \"2022-11-01 20:58:06.000000+00:00\", \"2019-09-25 20:56:38.000000+00:00\", \"2022-12-01 13:34:06.000000+00:00\"], \"session_ids\": [\"8bb7fb11-41e8-4c15-acbc-d084dde183a8\", \"18b2e2a4-ec02-44bc-b0fb-e9c93c1871c4\", \"7d752ba6-4423-492c-b87e-eb299e6d1054\", \"19dbebe2-1d6e-47f1-ba46-e4ee17f08421\", \"e749aee8-65d8-4946-9df9-10dc5f13fbf0\"], \"total_duration\": 1358.0, \"total_sessions\": 5, \"mean_week_duration\": 8.181}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"33017\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-03 00:13:12.000000+00:00\", \"2022-02-03 02:27:59.000000+00:00\", \"2022-11-01 20:58:06.000000+00:00\", \"2019-09-25 20:56:38.000000+00:00\", \"2022-12-01 13:34:06.000000+00:00\"], \"session_ids\": [\"8bb7fb11-41e8-4c15-acbc-d084dde183a8\", \"18b2e2a4-ec02-44bc-b0fb-e9c93c1871c4\", \"7d752ba6-4423-492c-b87e-eb299e6d1054\", \"19dbebe2-1d6e-47f1-ba46-e4ee17f08421\", \"e749aee8-65d8-4946-9df9-10dc5f13fbf0\"], \"total_duration\": 1358.0, \"total_sessions\": 5, \"mean_week_duration\": 8.181}}, {\"6368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-07 04:00:43.000000+00:00\", \"2020-02-26 10:23:32.000000+00:00\", \"2023-01-20 01:19:09.000000+00:00\", \"2020-10-20 02:27:22.000000+00:00\", \"2020-09-13 08:28:05.000000+00:00\"], \"session_ids\": [\"2a773c25-b389-4457-93f5-54bbc23071a1\", \"6ec237c9-19dd-4f68-9248-4dca809a5388\", \"9f673fbb-5be0-4ae8-a067-bfaee86da428\", \"2a913872-5ba5-4606-86a9-997e9b3490b0\", \"f4cccaa8-2e50-4da9-a82c-35d14832c788\"], \"total_duration\": 1305.0, \"total_sessions\": 5, \"mean_week_duration\": 7.054}}, {\"55726\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-09-15 14:22:30.000000+00:00\", \"2022-05-04 14:59:52.000000+00:00\", \"2021-03-11 01:51:53.000000+00:00\", \"2021-12-10 08:45:08.000000+00:00\"], \"session_ids\": [\"83f3413c-a278-4832-854b-6d690d6a48aa\", \"06de1122-cd53-4e45-88e1-8d889c1773ce\", \"91cf6558-ff1b-4a05-8b69-a8e560b551a5\", \"c84c7756-9452-4412-aa8a-12a1c50496ed\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.304}}]\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[{\"33017\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-03 00:13:12.000000+00:00\", \"2022-02-03 02:27:59.000000+00:00\", \"2022-11-01 20:58:06.000000+00:00\", \"2019-09-25 20:56:38.000000+00:00\", \"2022-12-01 13:34:06.000000+00:00\"], \"session_ids\": [\"8bb7fb11-41e8-4c15-acbc-d084dde183a8\", \"18b2e2a4-ec02-44bc-b0fb-e9c93c1871c4\", \"7d752ba6-4423-492c-b87e-eb299e6d1054\", \"19dbebe2-1d6e-47f1-ba46-e4ee17f08421\", \"e749aee8-65d8-4946-9df9-10dc5f13fbf0\"], \"total_duration\": 1358.0, \"total_sessions\": 5, \"mean_week_duration\": 8.181}}, {\"6368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-07 04:00:43.000000+00:00\", \"2020-02-26 10:23:32.000000+00:00\", \"2023-01-20 01:19:09.000000+00:00\", \"2020-10-20 02:27:22.000000+00:00\", \"2020-09-13 08:28:05.000000+00:00\"], \"session_ids\": [\"2a773c25-b389-4457-93f5-54bbc23071a1\", \"6ec237c9-19dd-4f68-9248-4dca809a5388\", \"9f673fbb-5be0-4ae8-a067-bfaee86da428\", \"2a913872-5ba5-4606-86a9-997e9b3490b0\", \"f4cccaa8-2e50-4da9-a82c-35d14832c788\"], \"total_duration\": 1305.0, \"total_sessions\": 5, \"mean_week_duration\": 7.054}}, {\"55726\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-09-15 14:22:30.000000+00:00\", \"2022-05-04 14:59:52.000000+00:00\", \"2021-03-11 01:51:53.000000+00:00\", \"2021-12-10 08:45:08.000000+00:00\"], \"session_ids\": [\"83f3413c-a278-4832-854b-6d690d6a48aa\", \"06de1122-cd53-4e45-88e1-8d889c1773ce\", \"91cf6558-ff1b-4a05-8b69-a8e560b551a5\", \"c84c7756-9452-4412-aa8a-12a1c50496ed\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.304}}]\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 users to me who have time in app per week bigger than 7 + implement sorting by overall sessions count form the highest to the lowest." } ]
[ { "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{\"72801\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-16 06:52:37.000000+00:00\", \"2020-10-29 03:36:05.000000+00:00\", \"2020-09-13 17:11:07.000000+00:00\", \"2020-09-16 08:57:09.000000+00:00\", \"2022-05-02 14:56:49.000000+00:00\"], \"session_ids\": [\"7d6c621c-d420-4161-909a-4e5206aa8905\", \"f2a08a7c-858d-4d24-93ce-1086fe445cda\", \"0891bb00-1938-4921-bdf9-3360fed49f50\", \"00a0a4a5-e049-4436-96a5-1080febe1539\", \"62aac004-afbc-4248-8c23-fdd351d1ce47\"], \"total_duration\": 3870.0, \"total_sessions\": 5, \"mean_week_duration\": 45.529}, \"7827\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-16 19:01:33.000000+00:00\", \"2020-07-17 02:05:55.000000+00:00\"], \"session_ids\": [\"d78e73f7-9531-4250-ad80-ed9450db4ea8\", \"bf3da2d5-9497-4352-b292-00502b89a30c\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.257}, \"21383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-02-24 11:36:02.000000+00:00\", \"2023-06-01 10:37:24.000000+00:00\"], \"session_ids\": [\"12466fd2-8e84-4341-9f4e-784f930db356\", \"c6ff8b81-3205-4451-8dc1-5d8abcc9b2b9\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.72}, \"36855\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 12:48:03.000000+00:00\", \"2022-01-11 16:36:44.000000+00:00\"], \"session_ids\": [\"3c84ad49-40aa-415f-842a-1203b236f439\", \"6ccfca91-3301-4ec1-93c3-81953fa6aae5\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 23.25}, \"82418\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-11-10 10:08:32.000000+00:00\", \"2019-01-25 19:39:07.000000+00:00\"], \"session_ids\": [\"59cc4152-8f01-43ca-814a-bef3eb69a934\", \"510b8f55-a3aa-4787-a3c1-c3fff7e037e8\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.131}, \"66303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-03 10:38:20.000000+00:00\", \"2020-09-01 12:28:15.000000+00:00\"], \"session_ids\": [\"d8129b0e-8694-421d-a20b-87a21559153e\", \"b2b36891-fe30-470a-8687-a4624bedab1c\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 13.167}, \"25020\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-16 11:49:31.000000+00:00\", \"2023-02-27 22:41:33.000000+00:00\"], \"session_ids\": [\"de8ea868-2ead-4c77-b5a6-a92f6857ab51\", \"bcab36d6-d604-40ca-8a76-ef08c8ccf133\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 20.438}, \"68839\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-21 19:55:42.000000+00:00\", \"2023-04-24 22:19:40.000000+00:00\"], \"session_ids\": [\"8a260cbf-9e14-4cad-8568-2c0c15f9effe\", \"74c03bb2-8fac-44fd-985b-94d179ec6312\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 77.0}, \"51716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-03-07 15:47:22.000000+00:00\", \"2023-04-21 02:02:46.000000+00:00\"], \"session_ids\": [\"11a2e0b8-69f3-4e92-8e53-22ea72c5afd1\", \"1f94e424-2ffe-42bc-9714-6245362f687a\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 0.898}, \"47489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-05-01 06:27:52.000000+00:00\", \"2021-05-20 23:28:38.000000+00:00\"], \"session_ids\": [\"06e3ead6-7a8e-4e77-8d42-e808e3a41ad9\", \"9fcdc7be-621a-40c9-b24d-cc4d9db75e11\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.42}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[7, 35]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"72801\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-16 06:52:37.000000+00:00\", \"2020-10-29 03:36:05.000000+00:00\", \"2020-09-13 17:11:07.000000+00:00\", \"2020-09-16 08:57:09.000000+00:00\", \"2022-05-02 14:56:49.000000+00:00\"], \"session_ids\": [\"7d6c621c-d420-4161-909a-4e5206aa8905\", \"f2a08a7c-858d-4d24-93ce-1086fe445cda\", \"0891bb00-1938-4921-bdf9-3360fed49f50\", \"00a0a4a5-e049-4436-96a5-1080febe1539\", \"62aac004-afbc-4248-8c23-fdd351d1ce47\"], \"total_duration\": 3870.0, \"total_sessions\": 5, \"mean_week_duration\": 45.529}, \"36855\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 12:48:03.000000+00:00\", \"2022-01-11 16:36:44.000000+00:00\"], \"session_ids\": [\"3c84ad49-40aa-415f-842a-1203b236f439\", \"6ccfca91-3301-4ec1-93c3-81953fa6aae5\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 23.25}, \"66303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-03 10:38:20.000000+00:00\", \"2020-09-01 12:28:15.000000+00:00\"], \"session_ids\": [\"d8129b0e-8694-421d-a20b-87a21559153e\", \"b2b36891-fe30-470a-8687-a4624bedab1c\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 13.167}, \"25020\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-16 11:49:31.000000+00:00\", \"2023-02-27 22:41:33.000000+00:00\"], \"session_ids\": [\"de8ea868-2ead-4c77-b5a6-a92f6857ab51\", \"bcab36d6-d604-40ca-8a76-ef08c8ccf133\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 20.438}, \"68839\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-21 19:55:42.000000+00:00\", \"2023-04-24 22:19:40.000000+00:00\"], \"session_ids\": [\"8a260cbf-9e14-4cad-8568-2c0c15f9effe\", \"74c03bb2-8fac-44fd-985b-94d179ec6312\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 77.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"72801\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-16 06:52:37.000000+00:00\", \"2020-10-29 03:36:05.000000+00:00\", \"2020-09-13 17:11:07.000000+00:00\", \"2020-09-16 08:57:09.000000+00:00\", \"2022-05-02 14:56:49.000000+00:00\"], \"session_ids\": [\"7d6c621c-d420-4161-909a-4e5206aa8905\", \"f2a08a7c-858d-4d24-93ce-1086fe445cda\", \"0891bb00-1938-4921-bdf9-3360fed49f50\", \"00a0a4a5-e049-4436-96a5-1080febe1539\", \"62aac004-afbc-4248-8c23-fdd351d1ce47\"], \"total_duration\": 3870.0, \"total_sessions\": 5, \"mean_week_duration\": 45.529}}, {\"36855\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 12:48:03.000000+00:00\", \"2022-01-11 16:36:44.000000+00:00\"], \"session_ids\": [\"3c84ad49-40aa-415f-842a-1203b236f439\", \"6ccfca91-3301-4ec1-93c3-81953fa6aae5\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 23.25}}, {\"66303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-03 10:38:20.000000+00:00\", \"2020-09-01 12:28:15.000000+00:00\"], \"session_ids\": [\"d8129b0e-8694-421d-a20b-87a21559153e\", \"b2b36891-fe30-470a-8687-a4624bedab1c\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 13.167}}, {\"25020\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-16 11:49:31.000000+00:00\", \"2023-02-27 22:41:33.000000+00:00\"], \"session_ids\": [\"de8ea868-2ead-4c77-b5a6-a92f6857ab51\", \"bcab36d6-d604-40ca-8a76-ef08c8ccf133\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 20.438}}, {\"68839\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-21 19:55:42.000000+00:00\", \"2023-04-24 22:19:40.000000+00:00\"], \"session_ids\": [\"8a260cbf-9e14-4cad-8568-2c0c15f9effe\", \"74c03bb2-8fac-44fd-985b-94d179ec6312\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 77.0}}]\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[{\"72801\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-16 06:52:37.000000+00:00\", \"2020-10-29 03:36:05.000000+00:00\", \"2020-09-13 17:11:07.000000+00:00\", \"2020-09-16 08:57:09.000000+00:00\", \"2022-05-02 14:56:49.000000+00:00\"], \"session_ids\": [\"7d6c621c-d420-4161-909a-4e5206aa8905\", \"f2a08a7c-858d-4d24-93ce-1086fe445cda\", \"0891bb00-1938-4921-bdf9-3360fed49f50\", \"00a0a4a5-e049-4436-96a5-1080febe1539\", \"62aac004-afbc-4248-8c23-fdd351d1ce47\"], \"total_duration\": 3870.0, \"total_sessions\": 5, \"mean_week_duration\": 45.529}}, {\"36855\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 12:48:03.000000+00:00\", \"2022-01-11 16:36:44.000000+00:00\"], \"session_ids\": [\"3c84ad49-40aa-415f-842a-1203b236f439\", \"6ccfca91-3301-4ec1-93c3-81953fa6aae5\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 23.25}}, {\"66303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-03 10:38:20.000000+00:00\", \"2020-09-01 12:28:15.000000+00:00\"], \"session_ids\": [\"d8129b0e-8694-421d-a20b-87a21559153e\", \"b2b36891-fe30-470a-8687-a4624bedab1c\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 13.167}}, {\"25020\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-16 11:49:31.000000+00:00\", \"2023-02-27 22:41:33.000000+00:00\"], \"session_ids\": [\"de8ea868-2ead-4c77-b5a6-a92f6857ab51\", \"bcab36d6-d604-40ca-8a76-ef08c8ccf133\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 20.438}}, {\"68839\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-21 19:55:42.000000+00:00\", \"2023-04-24 22:19:40.000000+00:00\"], \"session_ids\": [\"8a260cbf-9e14-4cad-8568-2c0c15f9effe\", \"74c03bb2-8fac-44fd-985b-94d179ec6312\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 77.0}}]\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 users whose total duration amount is smaller than 1201 inclusively additionaly sort by time spent on the site 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{\"2312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-16 10:19:00.000000+00:00\", \"2020-11-17 12:58:29.000000+00:00\"], \"session_ids\": [\"e89d2280-5478-4609-b3b1-fc05566a498d\", \"ebf36945-f657-4036-8943-254f0da58266\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.263}, \"22949\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-10 04:34:23.000000+00:00\", \"2022-11-22 12:24:24.000000+00:00\", \"2020-11-06 16:18:42.000000+00:00\", \"2023-03-05 16:14:35.000000+00:00\", \"2020-11-06 02:37:41.000000+00:00\"], \"session_ids\": [\"8a8f510d-1afc-4ae9-b194-1758f23c573b\", \"58c3cdea-2a08-48bf-a752-79d85c465ad2\", \"db2e5f5e-dd99-4659-8a9f-ce90a5924baf\", \"9ae55093-af33-4448-b9d4-beab9a6451cf\", \"a9074cbe-62a9-48c5-92a6-2a24a8b9d0a4\"], \"total_duration\": 2658.0, \"total_sessions\": 5, \"mean_week_duration\": 21.787}, \"43926\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-02 04:06:01.000000+00:00\", \"2023-02-14 11:50:59.000000+00:00\", \"2022-02-25 23:59:30.000000+00:00\"], \"session_ids\": [\"ad5fec54-9aee-4ca0-a170-6df588b40fcc\", \"33330d82-edd4-43ce-acaf-050d8540e02d\", \"7a5e3fc8-2292-4d88-a4cb-6ef356f5af9f\"], \"total_duration\": 784.0, \"total_sessions\": 3, \"mean_week_duration\": 15.373}, \"70565\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-01 22:19:54.000000+00:00\", \"2021-09-02 00:25:59.000000+00:00\", \"2022-01-02 06:57:09.000000+00:00\", \"2021-05-21 11:07:30.000000+00:00\"], \"session_ids\": [\"b8ac9286-6236-4f51-8f7c-4fc2250af7b2\", \"26aed1e3-8a76-4f8f-9a75-bee6f431e2fd\", \"e6cba3fd-2c94-4a5b-b585-87407e313a99\", \"c89dcffa-39c7-423d-9037-8dc42fb1b6c4\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.389}, \"32357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-05-29 21:28:32.000000+00:00\", \"2023-06-13 11:55:03.000000+00:00\", \"2020-04-06 20:42:28.000000+00:00\"], \"session_ids\": [\"dcef433a-9312-46c0-ad5a-86756daaaf53\", \"12bca54f-c59b-4aba-87f5-228e72d943e3\", \"ac3f0296-7057-4cad-9adf-033b5a697ae1\"], \"total_duration\": 905.0, \"total_sessions\": 3, \"mean_week_duration\": 5.452}, \"23324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-10 01:21:28.000000+00:00\", \"2023-01-15 13:13:54.000000+00:00\"], \"session_ids\": [\"961b330f-42fb-4f4c-8878-d5d32c6c6970\", \"3926c68e-09ff-43c9-af2b-d08330a7cf6d\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 3.592}, \"76107\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-05 14:06:41.000000+00:00\", \"2021-04-13 06:32:56.000000+00:00\"], \"session_ids\": [\"60227893-2b98-4d83-9433-c7856e819679\", \"346e8fc1-3d65-4590-ad0c-1596a51c7d14\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}, \"85690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-06-24 15:24:05.000000+00:00\", \"2020-02-03 08:16:23.000000+00:00\"], \"session_ids\": [\"52d25ba7-8d89-41ac-a3af-a48266b675f5\", \"d7bbab2b-a9dc-407b-b2fa-14f08dc2465c\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 3.28}, \"88799\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-02 02:16:43.000000+00:00\", \"2019-02-11 01:55:50.000000+00:00\", \"2019-10-24 23:53:02.000000+00:00\"], \"session_ids\": [\"d4ec054b-aa70-4b49-8c22-8fdbdef22edc\", \"f6d37d51-71ab-4364-8bfb-533e4afe3bf4\", \"aeb4c4f3-a6c0-4e54-aa4a-678e1efa4140\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.296}, \"74136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-23 11:20:09.000000+00:00\", \"2019-11-12 18:12:33.000000+00:00\"], \"session_ids\": [\"a8d283ca-d0aa-44c9-aa46-2bc6b2b7d346\", \"8eac4886-4552-4a05-83c7-6164b83399de\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 3.553}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1201" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[1201, 2990]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"2312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-16 10:19:00.000000+00:00\", \"2020-11-17 12:58:29.000000+00:00\"], \"session_ids\": [\"e89d2280-5478-4609-b3b1-fc05566a498d\", \"ebf36945-f657-4036-8943-254f0da58266\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.263}, \"43926\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-02 04:06:01.000000+00:00\", \"2023-02-14 11:50:59.000000+00:00\", \"2022-02-25 23:59:30.000000+00:00\"], \"session_ids\": [\"ad5fec54-9aee-4ca0-a170-6df588b40fcc\", \"33330d82-edd4-43ce-acaf-050d8540e02d\", \"7a5e3fc8-2292-4d88-a4cb-6ef356f5af9f\"], \"total_duration\": 784.0, \"total_sessions\": 3, \"mean_week_duration\": 15.373}, \"70565\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-01 22:19:54.000000+00:00\", \"2021-09-02 00:25:59.000000+00:00\", \"2022-01-02 06:57:09.000000+00:00\", \"2021-05-21 11:07:30.000000+00:00\"], \"session_ids\": [\"b8ac9286-6236-4f51-8f7c-4fc2250af7b2\", \"26aed1e3-8a76-4f8f-9a75-bee6f431e2fd\", \"e6cba3fd-2c94-4a5b-b585-87407e313a99\", \"c89dcffa-39c7-423d-9037-8dc42fb1b6c4\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.389}, \"32357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-05-29 21:28:32.000000+00:00\", \"2023-06-13 11:55:03.000000+00:00\", \"2020-04-06 20:42:28.000000+00:00\"], \"session_ids\": [\"dcef433a-9312-46c0-ad5a-86756daaaf53\", \"12bca54f-c59b-4aba-87f5-228e72d943e3\", \"ac3f0296-7057-4cad-9adf-033b5a697ae1\"], \"total_duration\": 905.0, \"total_sessions\": 3, \"mean_week_duration\": 5.452}, \"23324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-10 01:21:28.000000+00:00\", \"2023-01-15 13:13:54.000000+00:00\"], \"session_ids\": [\"961b330f-42fb-4f4c-8878-d5d32c6c6970\", \"3926c68e-09ff-43c9-af2b-d08330a7cf6d\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 3.592}, \"76107\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-05 14:06:41.000000+00:00\", \"2021-04-13 06:32:56.000000+00:00\"], \"session_ids\": [\"60227893-2b98-4d83-9433-c7856e819679\", \"346e8fc1-3d65-4590-ad0c-1596a51c7d14\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}, \"85690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-06-24 15:24:05.000000+00:00\", \"2020-02-03 08:16:23.000000+00:00\"], \"session_ids\": [\"52d25ba7-8d89-41ac-a3af-a48266b675f5\", \"d7bbab2b-a9dc-407b-b2fa-14f08dc2465c\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 3.28}, \"88799\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-02 02:16:43.000000+00:00\", \"2019-02-11 01:55:50.000000+00:00\", \"2019-10-24 23:53:02.000000+00:00\"], \"session_ids\": [\"d4ec054b-aa70-4b49-8c22-8fdbdef22edc\", \"f6d37d51-71ab-4364-8bfb-533e4afe3bf4\", \"aeb4c4f3-a6c0-4e54-aa4a-678e1efa4140\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.296}, \"74136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-23 11:20:09.000000+00:00\", \"2019-11-12 18:12:33.000000+00:00\"], \"session_ids\": [\"a8d283ca-d0aa-44c9-aa46-2bc6b2b7d346\", \"8eac4886-4552-4a05-83c7-6164b83399de\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 3.553}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"43926\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-02 04:06:01.000000+00:00\", \"2023-02-14 11:50:59.000000+00:00\", \"2022-02-25 23:59:30.000000+00:00\"], \"session_ids\": [\"ad5fec54-9aee-4ca0-a170-6df588b40fcc\", \"33330d82-edd4-43ce-acaf-050d8540e02d\", \"7a5e3fc8-2292-4d88-a4cb-6ef356f5af9f\"], \"total_duration\": 784.0, \"total_sessions\": 3, \"mean_week_duration\": 15.373}}, {\"76107\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-05 14:06:41.000000+00:00\", \"2021-04-13 06:32:56.000000+00:00\"], \"session_ids\": [\"60227893-2b98-4d83-9433-c7856e819679\", \"346e8fc1-3d65-4590-ad0c-1596a51c7d14\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}}, {\"32357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-05-29 21:28:32.000000+00:00\", \"2023-06-13 11:55:03.000000+00:00\", \"2020-04-06 20:42:28.000000+00:00\"], \"session_ids\": [\"dcef433a-9312-46c0-ad5a-86756daaaf53\", \"12bca54f-c59b-4aba-87f5-228e72d943e3\", \"ac3f0296-7057-4cad-9adf-033b5a697ae1\"], \"total_duration\": 905.0, \"total_sessions\": 3, \"mean_week_duration\": 5.452}}, {\"23324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-10 01:21:28.000000+00:00\", \"2023-01-15 13:13:54.000000+00:00\"], \"session_ids\": [\"961b330f-42fb-4f4c-8878-d5d32c6c6970\", \"3926c68e-09ff-43c9-af2b-d08330a7cf6d\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 3.592}}, {\"74136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-23 11:20:09.000000+00:00\", \"2019-11-12 18:12:33.000000+00:00\"], \"session_ids\": [\"a8d283ca-d0aa-44c9-aa46-2bc6b2b7d346\", \"8eac4886-4552-4a05-83c7-6164b83399de\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 3.553}}, {\"85690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-06-24 15:24:05.000000+00:00\", \"2020-02-03 08:16:23.000000+00:00\"], \"session_ids\": [\"52d25ba7-8d89-41ac-a3af-a48266b675f5\", \"d7bbab2b-a9dc-407b-b2fa-14f08dc2465c\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 3.28}}, {\"70565\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-01 22:19:54.000000+00:00\", \"2021-09-02 00:25:59.000000+00:00\", \"2022-01-02 06:57:09.000000+00:00\", \"2021-05-21 11:07:30.000000+00:00\"], \"session_ids\": [\"b8ac9286-6236-4f51-8f7c-4fc2250af7b2\", \"26aed1e3-8a76-4f8f-9a75-bee6f431e2fd\", \"e6cba3fd-2c94-4a5b-b585-87407e313a99\", \"c89dcffa-39c7-423d-9037-8dc42fb1b6c4\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.389}}, {\"88799\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-02 02:16:43.000000+00:00\", \"2019-02-11 01:55:50.000000+00:00\", \"2019-10-24 23:53:02.000000+00:00\"], \"session_ids\": [\"d4ec054b-aa70-4b49-8c22-8fdbdef22edc\", \"f6d37d51-71ab-4364-8bfb-533e4afe3bf4\", \"aeb4c4f3-a6c0-4e54-aa4a-678e1efa4140\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.296}}, {\"2312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-16 10:19:00.000000+00:00\", \"2020-11-17 12:58:29.000000+00:00\"], \"session_ids\": [\"e89d2280-5478-4609-b3b1-fc05566a498d\", \"ebf36945-f657-4036-8943-254f0da58266\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.263}}]\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[{\"43926\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-02 04:06:01.000000+00:00\", \"2023-02-14 11:50:59.000000+00:00\", \"2022-02-25 23:59:30.000000+00:00\"], \"session_ids\": [\"ad5fec54-9aee-4ca0-a170-6df588b40fcc\", \"33330d82-edd4-43ce-acaf-050d8540e02d\", \"7a5e3fc8-2292-4d88-a4cb-6ef356f5af9f\"], \"total_duration\": 784.0, \"total_sessions\": 3, \"mean_week_duration\": 15.373}}, {\"76107\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-05 14:06:41.000000+00:00\", \"2021-04-13 06:32:56.000000+00:00\"], \"session_ids\": [\"60227893-2b98-4d83-9433-c7856e819679\", \"346e8fc1-3d65-4590-ad0c-1596a51c7d14\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}}, {\"32357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-05-29 21:28:32.000000+00:00\", \"2023-06-13 11:55:03.000000+00:00\", \"2020-04-06 20:42:28.000000+00:00\"], \"session_ids\": [\"dcef433a-9312-46c0-ad5a-86756daaaf53\", \"12bca54f-c59b-4aba-87f5-228e72d943e3\", \"ac3f0296-7057-4cad-9adf-033b5a697ae1\"], \"total_duration\": 905.0, \"total_sessions\": 3, \"mean_week_duration\": 5.452}}, {\"23324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-10 01:21:28.000000+00:00\", \"2023-01-15 13:13:54.000000+00:00\"], \"session_ids\": [\"961b330f-42fb-4f4c-8878-d5d32c6c6970\", \"3926c68e-09ff-43c9-af2b-d08330a7cf6d\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 3.592}}, {\"74136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-23 11:20:09.000000+00:00\", \"2019-11-12 18:12:33.000000+00:00\"], \"session_ids\": [\"a8d283ca-d0aa-44c9-aa46-2bc6b2b7d346\", \"8eac4886-4552-4a05-83c7-6164b83399de\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 3.553}}, {\"85690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-06-24 15:24:05.000000+00:00\", \"2020-02-03 08:16:23.000000+00:00\"], \"session_ids\": [\"52d25ba7-8d89-41ac-a3af-a48266b675f5\", \"d7bbab2b-a9dc-407b-b2fa-14f08dc2465c\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 3.28}}, {\"70565\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-01 22:19:54.000000+00:00\", \"2021-09-02 00:25:59.000000+00:00\", \"2022-01-02 06:57:09.000000+00:00\", \"2021-05-21 11:07:30.000000+00:00\"], \"session_ids\": [\"b8ac9286-6236-4f51-8f7c-4fc2250af7b2\", \"26aed1e3-8a76-4f8f-9a75-bee6f431e2fd\", \"e6cba3fd-2c94-4a5b-b585-87407e313a99\", \"c89dcffa-39c7-423d-9037-8dc42fb1b6c4\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.389}}, {\"88799\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-02 02:16:43.000000+00:00\", \"2019-02-11 01:55:50.000000+00:00\", \"2019-10-24 23:53:02.000000+00:00\"], \"session_ids\": [\"d4ec054b-aa70-4b49-8c22-8fdbdef22edc\", \"f6d37d51-71ab-4364-8bfb-533e4afe3bf4\", \"aeb4c4f3-a6c0-4e54-aa4a-678e1efa4140\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.296}}, {\"2312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-16 10:19:00.000000+00:00\", \"2020-11-17 12:58:29.000000+00:00\"], \"session_ids\": [\"e89d2280-5478-4609-b3b1-fc05566a498d\", \"ebf36945-f657-4036-8943-254f0da58266\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.263}}]\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": "Tell me what you know about 7 users with a total_duration that is below 1945, exclusive 1945 also carry out sorting by city title in descending 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{\"53802\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-08 00:09:19.000000+00:00\", \"2021-07-03 03:16:57.000000+00:00\"], \"session_ids\": [\"b7f7a1a7-100c-4b98-8a20-d75e6a465e45\", \"f58da041-1566-47ef-8ef5-e2bac6dc7658\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 465.0}, \"43902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-04-13 14:22:05.000000+00:00\", \"2023-04-07 01:35:16.000000+00:00\", \"2023-03-22 07:03:29.000000+00:00\", \"2020-07-05 18:32:30.000000+00:00\", \"2019-08-12 22:32:35.000000+00:00\", \"2023-04-29 13:10:05.000000+00:00\", \"2021-02-07 18:46:25.000000+00:00\", \"2020-02-12 18:25:28.000000+00:00\", \"2023-04-14 01:05:57.000000+00:00\", \"2020-02-23 14:44:07.000000+00:00\"], \"session_ids\": [\"9035e5a2-cf59-477d-a8e0-e0d0ba4d63cf\", \"fc621c63-35e7-4b62-b112-556d8ca28fd1\", \"e8bfb181-a3a3-4b69-9868-dc39cc732509\", \"e2dca0dc-35d1-4a16-855b-a7c2b0d8a9ae\", \"b2d6b039-ee57-4b7d-9654-16affbfade27\", \"2ed1ec2e-bdd6-491a-881a-d9b8af0547be\", \"4dee62d6-508e-452f-9dee-8d79c9e3feaf\", \"6d78a261-ae9b-4295-9a5b-49ac9e1b43bf\", \"a32ab6f1-333a-4b02-a4e0-5e029693f56f\", \"441a245e-555f-438e-a514-7ef7e10609e7\"], \"total_duration\": 1686.0, \"total_sessions\": 10, \"mean_week_duration\": 8.691}, \"90083\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-15 00:19:55.000000+00:00\", \"2022-08-30 23:33:41.000000+00:00\"], \"session_ids\": [\"f7c696cc-fbb0-425a-8d2c-61b4d02177f0\", \"19309f94-3bb8-4533-bd43-7363fc192073\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.713}, \"18518\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-11-22 11:07:27.000000+00:00\", \"2023-02-15 14:13:27.000000+00:00\", \"2022-02-05 20:13:34.000000+00:00\"], \"session_ids\": [\"1c106a15-272e-445a-bc29-e7a8f46cb247\", \"fb33d77c-68ba-468a-9d55-0e02aaee9852\", \"426ae5ce-6492-488e-a474-aa15eb32bc9f\"], \"total_duration\": 801.0, \"total_sessions\": 3, \"mean_week_duration\": 4.74}, \"16165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-09 23:12:29.000000+00:00\", \"2023-05-11 18:10:56.000000+00:00\"], \"session_ids\": [\"7aff6e3d-30a9-4b0a-a6f8-fb89b3a260ba\", \"ab4767e7-bb23-410c-a8ca-2e28618f3893\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}, \"23360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-18 21:58:12.000000+00:00\", \"2021-10-12 15:54:09.000000+00:00\"], \"session_ids\": [\"771a8d82-2741-4ed2-9dc5-ac9af2450e0e\", \"c6f382cc-a950-4e98-a52a-1b21d5d64400\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 2.562}, \"29206\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-22 15:23:44.000000+00:00\", \"2020-03-10 00:17:59.000000+00:00\"], \"session_ids\": [\"f803d235-3dea-4ada-852e-c14a74413370\", \"c508ddef-935b-465c-96cf-a98f2dd497da\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}, \"57778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-16 04:25:26.000000+00:00\", \"2021-06-12 15:35:28.000000+00:00\"], \"session_ids\": [\"f1c6bd9d-8313-4f45-bfc8-aa3f1c2a57f8\", \"fd9f300c-3f85-4faf-9a38-0187c4ec9fc1\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.905}, \"13313\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-23 01:01:17.000000+00:00\", \"2021-09-08 03:56:36.000000+00:00\", \"2021-03-18 15:56:28.000000+00:00\", \"2019-11-24 06:01:05.000000+00:00\"], \"session_ids\": [\"20772067-6c82-451b-873b-063b92ca80ff\", \"53a0c575-5587-40f2-a95c-c720ef4af333\", \"2ea4b196-7aba-42d4-b8b4-b434129cc938\", \"d9ded42f-225e-4401-bdb5-b000744ce8ba\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.372}, \"1551\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-12 22:11:45.000000+00:00\", \"2022-11-13 14:19:52.000000+00:00\", \"2021-04-21 23:52:26.000000+00:00\", \"2019-05-16 00:21:31.000000+00:00\", \"2020-01-28 11:47:58.000000+00:00\"], \"session_ids\": [\"0201ceb1-2391-4bf2-8fd9-84857fcbe114\", \"ae88fc99-eda9-4fe2-af1c-c9c998d540bb\", \"279afe6f-8092-4047-9434-b45c1151e257\", \"25e134a3-2a4c-4622-af0c-770ee6df0357\", \"63d91826-93d3-4039-a0b8-c528d654fbe5\"], \"total_duration\": 1299.0, \"total_sessions\": 5, \"mean_week_duration\": 7.098}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 1945" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1945, 4760]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"53802\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-08 00:09:19.000000+00:00\", \"2021-07-03 03:16:57.000000+00:00\"], \"session_ids\": [\"b7f7a1a7-100c-4b98-8a20-d75e6a465e45\", \"f58da041-1566-47ef-8ef5-e2bac6dc7658\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 465.0}, \"43902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-04-13 14:22:05.000000+00:00\", \"2023-04-07 01:35:16.000000+00:00\", \"2023-03-22 07:03:29.000000+00:00\", \"2020-07-05 18:32:30.000000+00:00\", \"2019-08-12 22:32:35.000000+00:00\", \"2023-04-29 13:10:05.000000+00:00\", \"2021-02-07 18:46:25.000000+00:00\", \"2020-02-12 18:25:28.000000+00:00\", \"2023-04-14 01:05:57.000000+00:00\", \"2020-02-23 14:44:07.000000+00:00\"], \"session_ids\": [\"9035e5a2-cf59-477d-a8e0-e0d0ba4d63cf\", \"fc621c63-35e7-4b62-b112-556d8ca28fd1\", \"e8bfb181-a3a3-4b69-9868-dc39cc732509\", \"e2dca0dc-35d1-4a16-855b-a7c2b0d8a9ae\", \"b2d6b039-ee57-4b7d-9654-16affbfade27\", \"2ed1ec2e-bdd6-491a-881a-d9b8af0547be\", \"4dee62d6-508e-452f-9dee-8d79c9e3feaf\", \"6d78a261-ae9b-4295-9a5b-49ac9e1b43bf\", \"a32ab6f1-333a-4b02-a4e0-5e029693f56f\", \"441a245e-555f-438e-a514-7ef7e10609e7\"], \"total_duration\": 1686.0, \"total_sessions\": 10, \"mean_week_duration\": 8.691}, \"90083\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-15 00:19:55.000000+00:00\", \"2022-08-30 23:33:41.000000+00:00\"], \"session_ids\": [\"f7c696cc-fbb0-425a-8d2c-61b4d02177f0\", \"19309f94-3bb8-4533-bd43-7363fc192073\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.713}, \"18518\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-11-22 11:07:27.000000+00:00\", \"2023-02-15 14:13:27.000000+00:00\", \"2022-02-05 20:13:34.000000+00:00\"], \"session_ids\": [\"1c106a15-272e-445a-bc29-e7a8f46cb247\", \"fb33d77c-68ba-468a-9d55-0e02aaee9852\", \"426ae5ce-6492-488e-a474-aa15eb32bc9f\"], \"total_duration\": 801.0, \"total_sessions\": 3, \"mean_week_duration\": 4.74}, \"16165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-09 23:12:29.000000+00:00\", \"2023-05-11 18:10:56.000000+00:00\"], \"session_ids\": [\"7aff6e3d-30a9-4b0a-a6f8-fb89b3a260ba\", \"ab4767e7-bb23-410c-a8ca-2e28618f3893\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}, \"23360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-18 21:58:12.000000+00:00\", \"2021-10-12 15:54:09.000000+00:00\"], \"session_ids\": [\"771a8d82-2741-4ed2-9dc5-ac9af2450e0e\", \"c6f382cc-a950-4e98-a52a-1b21d5d64400\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 2.562}, \"29206\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-22 15:23:44.000000+00:00\", \"2020-03-10 00:17:59.000000+00:00\"], \"session_ids\": [\"f803d235-3dea-4ada-852e-c14a74413370\", \"c508ddef-935b-465c-96cf-a98f2dd497da\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}, \"57778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-16 04:25:26.000000+00:00\", \"2021-06-12 15:35:28.000000+00:00\"], \"session_ids\": [\"f1c6bd9d-8313-4f45-bfc8-aa3f1c2a57f8\", \"fd9f300c-3f85-4faf-9a38-0187c4ec9fc1\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.905}, \"13313\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-23 01:01:17.000000+00:00\", \"2021-09-08 03:56:36.000000+00:00\", \"2021-03-18 15:56:28.000000+00:00\", \"2019-11-24 06:01:05.000000+00:00\"], \"session_ids\": [\"20772067-6c82-451b-873b-063b92ca80ff\", \"53a0c575-5587-40f2-a95c-c720ef4af333\", \"2ea4b196-7aba-42d4-b8b4-b434129cc938\", \"d9ded42f-225e-4401-bdb5-b000744ce8ba\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.372}, \"1551\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-12 22:11:45.000000+00:00\", \"2022-11-13 14:19:52.000000+00:00\", \"2021-04-21 23:52:26.000000+00:00\", \"2019-05-16 00:21:31.000000+00:00\", \"2020-01-28 11:47:58.000000+00:00\"], \"session_ids\": [\"0201ceb1-2391-4bf2-8fd9-84857fcbe114\", \"ae88fc99-eda9-4fe2-af1c-c9c998d540bb\", \"279afe6f-8092-4047-9434-b45c1151e257\", \"25e134a3-2a4c-4622-af0c-770ee6df0357\", \"63d91826-93d3-4039-a0b8-c528d654fbe5\"], \"total_duration\": 1299.0, \"total_sessions\": 5, \"mean_week_duration\": 7.098}}\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[{\"53802\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-08 00:09:19.000000+00:00\", \"2021-07-03 03:16:57.000000+00:00\"], \"session_ids\": [\"b7f7a1a7-100c-4b98-8a20-d75e6a465e45\", \"f58da041-1566-47ef-8ef5-e2bac6dc7658\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 465.0}}, {\"29206\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-22 15:23:44.000000+00:00\", \"2020-03-10 00:17:59.000000+00:00\"], \"session_ids\": [\"f803d235-3dea-4ada-852e-c14a74413370\", \"c508ddef-935b-465c-96cf-a98f2dd497da\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}}, {\"90083\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-15 00:19:55.000000+00:00\", \"2022-08-30 23:33:41.000000+00:00\"], \"session_ids\": [\"f7c696cc-fbb0-425a-8d2c-61b4d02177f0\", \"19309f94-3bb8-4533-bd43-7363fc192073\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.713}}, {\"16165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-09 23:12:29.000000+00:00\", \"2023-05-11 18:10:56.000000+00:00\"], \"session_ids\": [\"7aff6e3d-30a9-4b0a-a6f8-fb89b3a260ba\", \"ab4767e7-bb23-410c-a8ca-2e28618f3893\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}}, {\"1551\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-12 22:11:45.000000+00:00\", \"2022-11-13 14:19:52.000000+00:00\", \"2021-04-21 23:52:26.000000+00:00\", \"2019-05-16 00:21:31.000000+00:00\", \"2020-01-28 11:47:58.000000+00:00\"], \"session_ids\": [\"0201ceb1-2391-4bf2-8fd9-84857fcbe114\", \"ae88fc99-eda9-4fe2-af1c-c9c998d540bb\", \"279afe6f-8092-4047-9434-b45c1151e257\", \"25e134a3-2a4c-4622-af0c-770ee6df0357\", \"63d91826-93d3-4039-a0b8-c528d654fbe5\"], \"total_duration\": 1299.0, \"total_sessions\": 5, \"mean_week_duration\": 7.098}}, {\"23360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-18 21:58:12.000000+00:00\", \"2021-10-12 15:54:09.000000+00:00\"], \"session_ids\": [\"771a8d82-2741-4ed2-9dc5-ac9af2450e0e\", \"c6f382cc-a950-4e98-a52a-1b21d5d64400\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 2.562}}, {\"13313\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-23 01:01:17.000000+00:00\", \"2021-09-08 03:56:36.000000+00:00\", \"2021-03-18 15:56:28.000000+00:00\", \"2019-11-24 06:01:05.000000+00:00\"], \"session_ids\": [\"20772067-6c82-451b-873b-063b92ca80ff\", \"53a0c575-5587-40f2-a95c-c720ef4af333\", \"2ea4b196-7aba-42d4-b8b4-b434129cc938\", \"d9ded42f-225e-4401-bdb5-b000744ce8ba\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.372}}, {\"57778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-16 04:25:26.000000+00:00\", \"2021-06-12 15:35:28.000000+00:00\"], \"session_ids\": [\"f1c6bd9d-8313-4f45-bfc8-aa3f1c2a57f8\", \"fd9f300c-3f85-4faf-9a38-0187c4ec9fc1\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.905}}, {\"43902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-04-13 14:22:05.000000+00:00\", \"2023-04-07 01:35:16.000000+00:00\", \"2023-03-22 07:03:29.000000+00:00\", \"2020-07-05 18:32:30.000000+00:00\", \"2019-08-12 22:32:35.000000+00:00\", \"2023-04-29 13:10:05.000000+00:00\", \"2021-02-07 18:46:25.000000+00:00\", \"2020-02-12 18:25:28.000000+00:00\", \"2023-04-14 01:05:57.000000+00:00\", \"2020-02-23 14:44:07.000000+00:00\"], \"session_ids\": [\"9035e5a2-cf59-477d-a8e0-e0d0ba4d63cf\", \"fc621c63-35e7-4b62-b112-556d8ca28fd1\", \"e8bfb181-a3a3-4b69-9868-dc39cc732509\", \"e2dca0dc-35d1-4a16-855b-a7c2b0d8a9ae\", \"b2d6b039-ee57-4b7d-9654-16affbfade27\", \"2ed1ec2e-bdd6-491a-881a-d9b8af0547be\", \"4dee62d6-508e-452f-9dee-8d79c9e3feaf\", \"6d78a261-ae9b-4295-9a5b-49ac9e1b43bf\", \"a32ab6f1-333a-4b02-a4e0-5e029693f56f\", \"441a245e-555f-438e-a514-7ef7e10609e7\"], \"total_duration\": 1686.0, \"total_sessions\": 10, \"mean_week_duration\": 8.691}}, {\"18518\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-11-22 11:07:27.000000+00:00\", \"2023-02-15 14:13:27.000000+00:00\", \"2022-02-05 20:13:34.000000+00:00\"], \"session_ids\": [\"1c106a15-272e-445a-bc29-e7a8f46cb247\", \"fb33d77c-68ba-468a-9d55-0e02aaee9852\", \"426ae5ce-6492-488e-a474-aa15eb32bc9f\"], \"total_duration\": 801.0, \"total_sessions\": 3, \"mean_week_duration\": 4.74}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53802\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-08 00:09:19.000000+00:00\", \"2021-07-03 03:16:57.000000+00:00\"], \"session_ids\": [\"b7f7a1a7-100c-4b98-8a20-d75e6a465e45\", \"f58da041-1566-47ef-8ef5-e2bac6dc7658\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 465.0}}, {\"29206\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-22 15:23:44.000000+00:00\", \"2020-03-10 00:17:59.000000+00:00\"], \"session_ids\": [\"f803d235-3dea-4ada-852e-c14a74413370\", \"c508ddef-935b-465c-96cf-a98f2dd497da\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}}, {\"90083\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-15 00:19:55.000000+00:00\", \"2022-08-30 23:33:41.000000+00:00\"], \"session_ids\": [\"f7c696cc-fbb0-425a-8d2c-61b4d02177f0\", \"19309f94-3bb8-4533-bd43-7363fc192073\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.713}}, {\"16165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-09 23:12:29.000000+00:00\", \"2023-05-11 18:10:56.000000+00:00\"], \"session_ids\": [\"7aff6e3d-30a9-4b0a-a6f8-fb89b3a260ba\", \"ab4767e7-bb23-410c-a8ca-2e28618f3893\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}}, {\"1551\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-12 22:11:45.000000+00:00\", \"2022-11-13 14:19:52.000000+00:00\", \"2021-04-21 23:52:26.000000+00:00\", \"2019-05-16 00:21:31.000000+00:00\", \"2020-01-28 11:47:58.000000+00:00\"], \"session_ids\": [\"0201ceb1-2391-4bf2-8fd9-84857fcbe114\", \"ae88fc99-eda9-4fe2-af1c-c9c998d540bb\", \"279afe6f-8092-4047-9434-b45c1151e257\", \"25e134a3-2a4c-4622-af0c-770ee6df0357\", \"63d91826-93d3-4039-a0b8-c528d654fbe5\"], \"total_duration\": 1299.0, \"total_sessions\": 5, \"mean_week_duration\": 7.098}}, {\"23360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-18 21:58:12.000000+00:00\", \"2021-10-12 15:54:09.000000+00:00\"], \"session_ids\": [\"771a8d82-2741-4ed2-9dc5-ac9af2450e0e\", \"c6f382cc-a950-4e98-a52a-1b21d5d64400\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 2.562}}, {\"13313\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-23 01:01:17.000000+00:00\", \"2021-09-08 03:56:36.000000+00:00\", \"2021-03-18 15:56:28.000000+00:00\", \"2019-11-24 06:01:05.000000+00:00\"], \"session_ids\": [\"20772067-6c82-451b-873b-063b92ca80ff\", \"53a0c575-5587-40f2-a95c-c720ef4af333\", \"2ea4b196-7aba-42d4-b8b4-b434129cc938\", \"d9ded42f-225e-4401-bdb5-b000744ce8ba\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.372}}]\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[{\"53802\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-08 00:09:19.000000+00:00\", \"2021-07-03 03:16:57.000000+00:00\"], \"session_ids\": [\"b7f7a1a7-100c-4b98-8a20-d75e6a465e45\", \"f58da041-1566-47ef-8ef5-e2bac6dc7658\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 465.0}}, {\"29206\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-22 15:23:44.000000+00:00\", \"2020-03-10 00:17:59.000000+00:00\"], \"session_ids\": [\"f803d235-3dea-4ada-852e-c14a74413370\", \"c508ddef-935b-465c-96cf-a98f2dd497da\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}}, {\"90083\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-15 00:19:55.000000+00:00\", \"2022-08-30 23:33:41.000000+00:00\"], \"session_ids\": [\"f7c696cc-fbb0-425a-8d2c-61b4d02177f0\", \"19309f94-3bb8-4533-bd43-7363fc192073\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.713}}, {\"16165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-09 23:12:29.000000+00:00\", \"2023-05-11 18:10:56.000000+00:00\"], \"session_ids\": [\"7aff6e3d-30a9-4b0a-a6f8-fb89b3a260ba\", \"ab4767e7-bb23-410c-a8ca-2e28618f3893\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}}, {\"1551\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-12 22:11:45.000000+00:00\", \"2022-11-13 14:19:52.000000+00:00\", \"2021-04-21 23:52:26.000000+00:00\", \"2019-05-16 00:21:31.000000+00:00\", \"2020-01-28 11:47:58.000000+00:00\"], \"session_ids\": [\"0201ceb1-2391-4bf2-8fd9-84857fcbe114\", \"ae88fc99-eda9-4fe2-af1c-c9c998d540bb\", \"279afe6f-8092-4047-9434-b45c1151e257\", \"25e134a3-2a4c-4622-af0c-770ee6df0357\", \"63d91826-93d3-4039-a0b8-c528d654fbe5\"], \"total_duration\": 1299.0, \"total_sessions\": 5, \"mean_week_duration\": 7.098}}, {\"23360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-18 21:58:12.000000+00:00\", \"2021-10-12 15:54:09.000000+00:00\"], \"session_ids\": [\"771a8d82-2741-4ed2-9dc5-ac9af2450e0e\", \"c6f382cc-a950-4e98-a52a-1b21d5d64400\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 2.562}}, {\"13313\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-23 01:01:17.000000+00:00\", \"2021-09-08 03:56:36.000000+00:00\", \"2021-03-18 15:56:28.000000+00:00\", \"2019-11-24 06:01:05.000000+00:00\"], \"session_ids\": [\"20772067-6c82-451b-873b-063b92ca80ff\", \"53a0c575-5587-40f2-a95c-c720ef4af333\", \"2ea4b196-7aba-42d4-b8b4-b434129cc938\", \"d9ded42f-225e-4401-bdb5-b000744ce8ba\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.372}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding 7 users who are folks of city Istanbul in addition put to use sorting by city name descendingly and in addition get rid of all entries, 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{\"83648\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-03-25 04:13:10.000000+00:00\", \"2019-04-06 10:31:43.000000+00:00\", \"2022-03-13 06:20:51.000000+00:00\", \"2020-05-30 07:29:56.000000+00:00\", \"2019-05-22 02:48:08.000000+00:00\", \"2021-08-29 09:37:37.000000+00:00\", \"2019-07-01 23:28:13.000000+00:00\", \"2019-10-01 00:49:10.000000+00:00\"], \"session_ids\": [\"768e54c7-f2b1-45a5-8cc0-45695c7c934f\", \"f5051711-8a94-4b34-820a-c28aa073fb61\", \"151a70a8-01e4-42fa-962a-3d479a9d43b4\", \"4d3b9a1a-5e84-42ac-8f14-4163c32d5a08\", \"5a594945-e2b1-425a-98e3-b9e947244f9a\", \"3691636e-3a51-46a9-9aa8-cc3c0e87c725\", \"5402753e-543b-4fd6-b6d5-f35eafa57889\", \"aa78f035-5022-4ecc-af95-5d0469764fd2\"], \"total_duration\": 544.0, \"total_sessions\": 8, \"mean_week_duration\": 3.556}, \"69572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-16 09:03:02.000000+00:00\", \"2021-11-08 02:22:07.000000+00:00\"], \"session_ids\": [\"1ae96179-d419-4a0f-8df3-6151705658aa\", \"58a422dc-b99a-4629-8d8d-96bfd4a09105\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 1.119}, \"48572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-10 20:37:24.000000+00:00\", \"2021-11-20 10:18:12.000000+00:00\"], \"session_ids\": [\"80ac5160-5b6b-4ea6-882d-495da44e98d6\", \"328080a4-cfa5-4cef-b001-1e795efd9df2\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 2.026}, \"90024\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-18 11:23:15.000000+00:00\", \"2020-11-02 01:27:44.000000+00:00\", \"2021-01-06 07:22:08.000000+00:00\", \"2022-11-06 01:08:05.000000+00:00\"], \"session_ids\": [\"71ada37b-927c-46d4-8053-8f7114c22048\", \"14c9135b-7ea6-4217-9c83-39cb5b7b17f1\", \"20d188bb-98b2-4bca-863a-6c4383d64536\", \"b7b859e6-d025-4cb0-8afa-2dac77f7deaf\"], \"total_duration\": 436.0, \"total_sessions\": 4, \"mean_week_duration\": 3.38}, \"57386\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-06 04:35:36.000000+00:00\", \"2020-02-27 05:20:31.000000+00:00\"], \"session_ids\": [\"65c8b087-ae89-4376-8459-fb468a5c144a\", \"0ac7b617-551d-4bb4-b4e5-4c841d00fd78\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 8.353}, \"4952\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-05-26 00:33:39.000000+00:00\", \"2021-06-06 21:25:56.000000+00:00\", \"2020-02-24 23:07:43.000000+00:00\", \"2020-01-03 07:09:16.000000+00:00\", \"2020-09-05 02:09:43.000000+00:00\", \"2022-10-22 07:27:12.000000+00:00\", \"2021-11-09 16:20:45.000000+00:00\", \"2022-08-08 15:29:56.000000+00:00\", \"2020-04-22 13:43:38.000000+00:00\", \"2021-11-03 05:55:43.000000+00:00\"], \"session_ids\": [\"18a6eb5e-3a77-4106-8db3-ac6933d54187\", \"add2e002-ac43-4bcd-a2b6-cf28e43ba319\", \"3e848247-535a-45e3-97c1-b00ab183f64b\", \"3f0123a1-4566-4d61-999d-673b15fb0e0c\", \"17c37970-4f55-430f-ab2d-af5de838eae4\", \"4ba5975a-27d0-496f-8219-ec9f92054235\", \"9c51a53f-2387-4f44-8488-8be8afb10a83\", \"5a5121f4-7964-48ba-8a97-a601dbe054bc\", \"c1b8e422-7265-4308-ad2a-c67b9d199fbc\", \"aeee4373-a6d5-4d02-ba9b-2b27dac0b4a1\"], \"total_duration\": 11303.0, \"total_sessions\": 10, \"mean_week_duration\": 76.891}, \"70058\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-04 14:06:37.000000+00:00\", \"2022-04-30 11:56:04.000000+00:00\"], \"session_ids\": [\"8bc0e141-9335-4da0-ab2f-15b0cb8736ac\", \"4aac1950-cae9-463b-a4d9-b1f4453822ea\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"81999\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-01 09:28:55.000000+00:00\", \"2021-07-02 08:23:49.000000+00:00\", \"2022-02-22 05:06:23.000000+00:00\", \"2020-03-15 09:11:17.000000+00:00\", \"2023-02-19 00:06:06.000000+00:00\"], \"session_ids\": [\"3ec2378e-316e-421d-9df6-cf6f439f9c50\", \"d40bbc72-af18-4291-8336-5649c2e7a957\", \"1b978e17-5338-4c59-be60-e9bc7d92b560\", \"2630246e-7292-4152-9dad-1c579523bb5f\", \"cb4f2bae-906a-4241-aa09-8412418a3916\"], \"total_duration\": 3631.0, \"total_sessions\": 5, \"mean_week_duration\": 23.732}, \"80395\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-07 02:52:42.000000+00:00\", \"2020-09-11 06:07:55.000000+00:00\"], \"session_ids\": [\"92d5b69b-a9f3-4aae-8565-6e014925417d\", \"8c6b95ed-70a8-4ed4-b751-10b3785ba096\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 1.311}, \"26928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-12-13 09:10:14.000000+00:00\", \"2020-12-02 20:10:19.000000+00:00\", \"2021-10-07 06:17:27.000000+00:00\", \"2019-05-07 01:57:13.000000+00:00\", \"2022-12-20 11:25:45.000000+00:00\", \"2021-12-20 08:55:57.000000+00:00\", \"2020-09-26 04:23:36.000000+00:00\", \"2021-10-25 11:47:26.000000+00:00\", \"2019-06-10 01:52:08.000000+00:00\", \"2019-11-14 01:08:09.000000+00:00\", \"2021-05-09 11:41:43.000000+00:00\"], \"session_ids\": [\"25d1133e-2e6d-4c45-a9ca-1fb6e983c81e\", \"73519e14-f15d-4314-ac58-28b16e76e4fb\", \"afff5ddd-78df-47ee-b65f-e28ac6fb5d4a\", \"cd9665c4-7714-41c5-b573-67e3fcead415\", \"37008592-d347-4e6f-89db-fafee4b96a80\", \"e2410b5b-03ce-484f-8de6-edd9a3039f05\", \"d1a7d26d-ac29-41a7-8760-f79d1fd40e7e\", \"b9f1dcd7-6be9-45e2-b71f-16a3b6580ba8\", \"c44113f1-a8e5-429e-81bc-60cdfb99ff05\", \"80f96ff0-40d3-4092-8856-60582df7ebcf\", \"67ba89df-db02-4903-b1e2-81c25334ecfe\"], \"total_duration\": 35226.0, \"total_sessions\": 11, \"mean_week_duration\": 186.381}}\n```\n" } ]