conversations
list
[ { "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[{\"42195\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-04-24 05:17:34.000000+00:00\", \"2022-03-01 09:41:12.000000+00:00\"], \"session_ids\": [\"287c2328-0251-4af7-81fb-40481ece5299\", \"0131ca70-6b59-4038-ac03-533fc2099015\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.283}}, {\"8283\": {\"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, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-25 11:08:03.000000+00:00\", \"2020-06-01 11:01:08.000000+00:00\"], \"session_ids\": [\"a60f648c-f806-46a5-8d56-052c2a8a69d6\", \"4235d3d7-6867-4bf6-ae9f-d76d6a42e192\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 23.75}}, {\"94931\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-07 18:12:05.000000+00:00\", \"2020-12-03 05:04:54.000000+00:00\"], \"session_ids\": [\"cc5ac2ae-106f-4101-b993-d91b2bf43799\", \"c6cde20d-5161-4295-aae7-81be388f6d6f\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 3.588}}, {\"84513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-19 09:23:09.000000+00:00\", \"2020-05-29 21:34:41.000000+00:00\"], \"session_ids\": [\"505fff57-c69c-40bf-8311-5ebd5fbdaccb\", \"6cb091ca-9531-4da4-9cc2-d4ac2b59ee79\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 7.476}}, {\"98985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-02-04 06:51:13.000000+00:00\", \"2020-10-01 18:56:17.000000+00:00\"], \"session_ids\": [\"8bb162d2-0339-4b26-b28a-02366d00e532\", \"88bb7262-a39a-4710-b460-e477673ea8bb\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 4.167}}, {\"47637\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-14 01:37:17.000000+00:00\", \"2019-12-20 10:36:03.000000+00:00\"], \"session_ids\": [\"94bee8f0-e1a8-4fc3-a211-3ce7cb267eac\", \"ef1cb8ad-3f08-445a-8753-0a33bb883766\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}}, {\"67494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2022-10-30 02:30:18.000000+00:00\", \"2022-06-19 18:04:06.000000+00:00\"], \"session_ids\": [\"4f2e87e8-f0a3-4b9c-a107-1bce2da3aaf6\", \"33ca01ce-20b3-4dd2-a8ef-e1a58ac87698\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 20.211}}, {\"53280\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-02-26 17:51:55.000000+00:00\", \"2021-08-18 02:05:44.000000+00:00\"], \"session_ids\": [\"7a7209c0-cece-4bbd-9200-6f59d87a3809\", \"788a5a77-e136-4087-b97b-63cfba269f97\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.208}}, {\"62517\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-07-02 01:22:15.000000+00:00\", \"2019-12-28 09:13:30.000000+00:00\", \"2022-08-19 20:53:41.000000+00:00\", \"2019-04-16 01:08:33.000000+00:00\"], \"session_ids\": [\"700f7efe-275e-4cb2-8e7a-3c582be377ac\", \"8686e76f-dec8-4d6c-bb47-18565c3e7374\", \"6396adbb-0dd3-41ca-9a32-01bea3f8352e\", \"4220815d-803c-4107-84d7-cfbd3510373a\"], \"total_duration\": 501.0, \"total_sessions\": 4, \"mean_week_duration\": 2.863}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"42195\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-04-24 05:17:34.000000+00:00\", \"2022-03-01 09:41:12.000000+00:00\"], \"session_ids\": [\"287c2328-0251-4af7-81fb-40481ece5299\", \"0131ca70-6b59-4038-ac03-533fc2099015\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.283}}, {\"8283\": {\"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, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-25 11:08:03.000000+00:00\", \"2020-06-01 11:01:08.000000+00:00\"], \"session_ids\": [\"a60f648c-f806-46a5-8d56-052c2a8a69d6\", \"4235d3d7-6867-4bf6-ae9f-d76d6a42e192\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 23.75}}]\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[{\"42195\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-04-24 05:17:34.000000+00:00\", \"2022-03-01 09:41:12.000000+00:00\"], \"session_ids\": [\"287c2328-0251-4af7-81fb-40481ece5299\", \"0131ca70-6b59-4038-ac03-533fc2099015\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.283}}, {\"8283\": {\"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, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-25 11:08:03.000000+00:00\", \"2020-06-01 11:01:08.000000+00:00\"], \"session_ids\": [\"a60f648c-f806-46a5-8d56-052c2a8a69d6\", \"4235d3d7-6867-4bf6-ae9f-d76d6a42e192\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 23.75}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 4 users whose duration summation bigger than 3133 and smaller than 1652 , moreover carry out sorting by city name in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"17125\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-01 15:37:28.000000+00:00\", \"2021-09-03 22:06:43.000000+00:00\"], \"session_ids\": [\"eab6cbcb-2893-4b44-a138-61dc1a436a47\", \"d94cf266-3899-4658-be2b-1bcbc9708adb\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}, \"77412\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-07 10:42:13.000000+00:00\", \"2021-10-02 05:12:43.000000+00:00\"], \"session_ids\": [\"55018c1f-66f6-400b-b70f-343b5c61dff4\", \"cc40e7a8-76f4-4c7e-8576-5897bb1bcf8b\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}, \"58207\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-09 18:30:55.000000+00:00\", \"2021-09-05 06:22:01.000000+00:00\", \"2023-01-19 00:47:05.000000+00:00\", \"2019-04-09 21:28:13.000000+00:00\", \"2020-09-06 07:12:59.000000+00:00\", \"2022-05-08 10:25:36.000000+00:00\", \"2020-02-10 06:41:51.000000+00:00\", \"2020-03-15 09:00:28.000000+00:00\", \"2020-12-19 19:09:56.000000+00:00\", \"2020-05-12 07:16:57.000000+00:00\"], \"session_ids\": [\"4a3a18bf-7198-40b4-af8d-9640c40b8b97\", \"30432adf-b810-42f5-9243-90b9c3ad65ba\", \"02167be9-2320-4cd8-bd40-823493ed0079\", \"56a76725-dd15-4fc4-b7b5-84da7eb1a488\", \"ee164a50-189e-4348-988e-c9f59368ae2c\", \"a662f41e-aa7c-402d-9b1d-922f0443ca96\", \"72f87681-b22a-44ad-8678-ee667599656f\", \"bb1875e4-a31a-4178-9b6b-72eb31f5c395\", \"b81b518f-124a-48d7-b8a1-439336de5348\", \"803591a9-c92d-4833-bd02-2fd116d48e29\"], \"total_duration\": 1014.0, \"total_sessions\": 10, \"mean_week_duration\": 5.121}, \"79884\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-18 12:34:52.000000+00:00\", \"2020-12-30 13:36:27.000000+00:00\"], \"session_ids\": [\"fdd0b34d-34a4-409f-8ac9-c9c9cf303b8b\", \"6fe4189b-e944-4fb0-9541-15ca94ea6811\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 51.667}, \"18607\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-01-05 09:41:03.000000+00:00\", \"2020-01-03 06:12:41.000000+00:00\", \"2020-12-04 10:18:14.000000+00:00\", \"2019-01-08 10:35:06.000000+00:00\", \"2023-02-08 10:24:49.000000+00:00\", \"2022-06-05 20:52:00.000000+00:00\"], \"session_ids\": [\"6abd9d0c-5e02-4e58-b00a-4da764aaa219\", \"e61fb3fc-fe02-4749-a95b-7fc24f805292\", \"f35fa3b0-9ced-4f19-b8db-3faf745c5641\", \"f0cb6a11-26a9-4035-b13a-cb7fbcc6862c\", \"b5c82531-f776-4278-8820-b2cae146dbf6\", \"1e2a0785-45ad-4e9b-b333-adbc8b855ccc\"], \"total_duration\": 3351.0, \"total_sessions\": 6, \"mean_week_duration\": 15.732}, \"41663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2020-08-22 23:22:29.000000+00:00\", \"2021-11-13 03:29:40.000000+00:00\"], \"session_ids\": [\"951f7ab5-1e05-417d-8043-e3a169247cf5\", \"d4f0c0b5-597e-4667-9360-97d557ab5b80\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.688}, \"57940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-02 09:57:09.000000+00:00\", \"2020-12-09 13:01:49.000000+00:00\", \"2021-03-01 23:41:18.000000+00:00\", \"2022-06-04 07:12:35.000000+00:00\", \"2020-12-17 11:00:53.000000+00:00\"], \"session_ids\": [\"d2eec607-6905-4c33-a7c3-2aae92f4cab5\", \"2ff30bd3-00d5-4129-8b37-bc26d2b1a10d\", \"f55d680f-82fa-4b13-a3d9-d2360bc41e8c\", \"0874b5e4-951c-41d7-a6b1-b9381d808513\", \"39bce4d9-83c7-4edb-96af-71368b314316\"], \"total_duration\": 2457.0, \"total_sessions\": 5, \"mean_week_duration\": 16.601}, \"21666\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-22 07:56:51.000000+00:00\", \"2022-04-12 13:43:38.000000+00:00\", \"2023-02-13 13:31:07.000000+00:00\"], \"session_ids\": [\"9faa7e97-fd52-4d5a-a774-9d634b014771\", \"6f07b135-bafe-41ba-a99c-913b8ba2731a\", \"7b7ebec3-fd9f-4959-a64a-0b480bf62a37\"], \"total_duration\": 625.0, \"total_sessions\": 3, \"mean_week_duration\": 14.205}, \"73729\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-26 12:34:13.000000+00:00\", \"2022-10-04 14:26:01.000000+00:00\"], \"session_ids\": [\"a1ccb41e-2cd1-4ae6-b804-60007264aa36\", \"bf6bb15d-e5d2-4660-b85d-8a6d306c0536\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}, \"39914\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-06-30 08:07:36.000000+00:00\", \"2019-11-25 09:39:11.000000+00:00\", \"2019-03-07 13:25:44.000000+00:00\", \"2019-06-29 19:06:27.000000+00:00\", \"2022-03-08 01:53:45.000000+00:00\", \"2020-12-09 15:37:01.000000+00:00\", \"2021-09-30 00:32:09.000000+00:00\", \"2021-05-16 19:48:17.000000+00:00\", \"2020-09-01 05:36:12.000000+00:00\"], \"session_ids\": [\"5b278c51-869a-41af-a7f2-ac28bb53f135\", \"0a4349af-aebb-44a1-bfce-d303434e2caa\", \"53e29933-f3de-464f-a362-70728074245e\", \"07fbf028-1c67-4b8e-87fc-a4d9d2cc94b1\", \"c458951d-a2e5-4841-a30f-9539b15339fc\", \"c7bd4f0c-ba79-4cd2-ade9-0bd3d41d2440\", \"3497816d-a9c4-4860-b232-ba4e811c7d83\", \"92af3791-1fbe-40c2-95f4-637ec573afc5\", \"42ad2d3f-6b6a-45a7-b3e8-8c78f191b985\"], \"total_duration\": 660.0, \"total_sessions\": 9, \"mean_week_duration\": 3.815}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1652 and are equal or greater than 3133" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1652, 3133]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"17125\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-01 15:37:28.000000+00:00\", \"2021-09-03 22:06:43.000000+00:00\"], \"session_ids\": [\"eab6cbcb-2893-4b44-a138-61dc1a436a47\", \"d94cf266-3899-4658-be2b-1bcbc9708adb\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}, \"77412\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-07 10:42:13.000000+00:00\", \"2021-10-02 05:12:43.000000+00:00\"], \"session_ids\": [\"55018c1f-66f6-400b-b70f-343b5c61dff4\", \"cc40e7a8-76f4-4c7e-8576-5897bb1bcf8b\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}, \"58207\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-09 18:30:55.000000+00:00\", \"2021-09-05 06:22:01.000000+00:00\", \"2023-01-19 00:47:05.000000+00:00\", \"2019-04-09 21:28:13.000000+00:00\", \"2020-09-06 07:12:59.000000+00:00\", \"2022-05-08 10:25:36.000000+00:00\", \"2020-02-10 06:41:51.000000+00:00\", \"2020-03-15 09:00:28.000000+00:00\", \"2020-12-19 19:09:56.000000+00:00\", \"2020-05-12 07:16:57.000000+00:00\"], \"session_ids\": [\"4a3a18bf-7198-40b4-af8d-9640c40b8b97\", \"30432adf-b810-42f5-9243-90b9c3ad65ba\", \"02167be9-2320-4cd8-bd40-823493ed0079\", \"56a76725-dd15-4fc4-b7b5-84da7eb1a488\", \"ee164a50-189e-4348-988e-c9f59368ae2c\", \"a662f41e-aa7c-402d-9b1d-922f0443ca96\", \"72f87681-b22a-44ad-8678-ee667599656f\", \"bb1875e4-a31a-4178-9b6b-72eb31f5c395\", \"b81b518f-124a-48d7-b8a1-439336de5348\", \"803591a9-c92d-4833-bd02-2fd116d48e29\"], \"total_duration\": 1014.0, \"total_sessions\": 10, \"mean_week_duration\": 5.121}, \"79884\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-18 12:34:52.000000+00:00\", \"2020-12-30 13:36:27.000000+00:00\"], \"session_ids\": [\"fdd0b34d-34a4-409f-8ac9-c9c9cf303b8b\", \"6fe4189b-e944-4fb0-9541-15ca94ea6811\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 51.667}, \"41663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2020-08-22 23:22:29.000000+00:00\", \"2021-11-13 03:29:40.000000+00:00\"], \"session_ids\": [\"951f7ab5-1e05-417d-8043-e3a169247cf5\", \"d4f0c0b5-597e-4667-9360-97d557ab5b80\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.688}, \"21666\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-22 07:56:51.000000+00:00\", \"2022-04-12 13:43:38.000000+00:00\", \"2023-02-13 13:31:07.000000+00:00\"], \"session_ids\": [\"9faa7e97-fd52-4d5a-a774-9d634b014771\", \"6f07b135-bafe-41ba-a99c-913b8ba2731a\", \"7b7ebec3-fd9f-4959-a64a-0b480bf62a37\"], \"total_duration\": 625.0, \"total_sessions\": 3, \"mean_week_duration\": 14.205}, \"73729\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-26 12:34:13.000000+00:00\", \"2022-10-04 14:26:01.000000+00:00\"], \"session_ids\": [\"a1ccb41e-2cd1-4ae6-b804-60007264aa36\", \"bf6bb15d-e5d2-4660-b85d-8a6d306c0536\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}, \"39914\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-06-30 08:07:36.000000+00:00\", \"2019-11-25 09:39:11.000000+00:00\", \"2019-03-07 13:25:44.000000+00:00\", \"2019-06-29 19:06:27.000000+00:00\", \"2022-03-08 01:53:45.000000+00:00\", \"2020-12-09 15:37:01.000000+00:00\", \"2021-09-30 00:32:09.000000+00:00\", \"2021-05-16 19:48:17.000000+00:00\", \"2020-09-01 05:36:12.000000+00:00\"], \"session_ids\": [\"5b278c51-869a-41af-a7f2-ac28bb53f135\", \"0a4349af-aebb-44a1-bfce-d303434e2caa\", \"53e29933-f3de-464f-a362-70728074245e\", \"07fbf028-1c67-4b8e-87fc-a4d9d2cc94b1\", \"c458951d-a2e5-4841-a30f-9539b15339fc\", \"c7bd4f0c-ba79-4cd2-ade9-0bd3d41d2440\", \"3497816d-a9c4-4860-b232-ba4e811c7d83\", \"92af3791-1fbe-40c2-95f4-637ec573afc5\", \"42ad2d3f-6b6a-45a7-b3e8-8c78f191b985\"], \"total_duration\": 660.0, \"total_sessions\": 9, \"mean_week_duration\": 3.815}, \"18607\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-01-05 09:41:03.000000+00:00\", \"2020-01-03 06:12:41.000000+00:00\", \"2020-12-04 10:18:14.000000+00:00\", \"2019-01-08 10:35:06.000000+00:00\", \"2023-02-08 10:24:49.000000+00:00\", \"2022-06-05 20:52:00.000000+00:00\"], \"session_ids\": [\"6abd9d0c-5e02-4e58-b00a-4da764aaa219\", \"e61fb3fc-fe02-4749-a95b-7fc24f805292\", \"f35fa3b0-9ced-4f19-b8db-3faf745c5641\", \"f0cb6a11-26a9-4035-b13a-cb7fbcc6862c\", \"b5c82531-f776-4278-8820-b2cae146dbf6\", \"1e2a0785-45ad-4e9b-b333-adbc8b855ccc\"], \"total_duration\": 3351.0, \"total_sessions\": 6, \"mean_week_duration\": 15.732}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "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[{\"21666\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-22 07:56:51.000000+00:00\", \"2022-04-12 13:43:38.000000+00:00\", \"2023-02-13 13:31:07.000000+00:00\"], \"session_ids\": [\"9faa7e97-fd52-4d5a-a774-9d634b014771\", \"6f07b135-bafe-41ba-a99c-913b8ba2731a\", \"7b7ebec3-fd9f-4959-a64a-0b480bf62a37\"], \"total_duration\": 625.0, \"total_sessions\": 3, \"mean_week_duration\": 14.205}}, {\"41663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2020-08-22 23:22:29.000000+00:00\", \"2021-11-13 03:29:40.000000+00:00\"], \"session_ids\": [\"951f7ab5-1e05-417d-8043-e3a169247cf5\", \"d4f0c0b5-597e-4667-9360-97d557ab5b80\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.688}}, {\"17125\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-01 15:37:28.000000+00:00\", \"2021-09-03 22:06:43.000000+00:00\"], \"session_ids\": [\"eab6cbcb-2893-4b44-a138-61dc1a436a47\", \"d94cf266-3899-4658-be2b-1bcbc9708adb\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}}, {\"77412\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-07 10:42:13.000000+00:00\", \"2021-10-02 05:12:43.000000+00:00\"], \"session_ids\": [\"55018c1f-66f6-400b-b70f-343b5c61dff4\", \"cc40e7a8-76f4-4c7e-8576-5897bb1bcf8b\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}}, {\"73729\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-26 12:34:13.000000+00:00\", \"2022-10-04 14:26:01.000000+00:00\"], \"session_ids\": [\"a1ccb41e-2cd1-4ae6-b804-60007264aa36\", \"bf6bb15d-e5d2-4660-b85d-8a6d306c0536\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 8.5}}, {\"79884\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-18 12:34:52.000000+00:00\", \"2020-12-30 13:36:27.000000+00:00\"], \"session_ids\": [\"fdd0b34d-34a4-409f-8ac9-c9c9cf303b8b\", \"6fe4189b-e944-4fb0-9541-15ca94ea6811\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 51.667}}, {\"58207\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-09 18:30:55.000000+00:00\", \"2021-09-05 06:22:01.000000+00:00\", \"2023-01-19 00:47:05.000000+00:00\", \"2019-04-09 21:28:13.000000+00:00\", \"2020-09-06 07:12:59.000000+00:00\", \"2022-05-08 10:25:36.000000+00:00\", \"2020-02-10 06:41:51.000000+00:00\", \"2020-03-15 09:00:28.000000+00:00\", \"2020-12-19 19:09:56.000000+00:00\", \"2020-05-12 07:16:57.000000+00:00\"], \"session_ids\": [\"4a3a18bf-7198-40b4-af8d-9640c40b8b97\", \"30432adf-b810-42f5-9243-90b9c3ad65ba\", \"02167be9-2320-4cd8-bd40-823493ed0079\", \"56a76725-dd15-4fc4-b7b5-84da7eb1a488\", \"ee164a50-189e-4348-988e-c9f59368ae2c\", \"a662f41e-aa7c-402d-9b1d-922f0443ca96\", \"72f87681-b22a-44ad-8678-ee667599656f\", \"bb1875e4-a31a-4178-9b6b-72eb31f5c395\", \"b81b518f-124a-48d7-b8a1-439336de5348\", \"803591a9-c92d-4833-bd02-2fd116d48e29\"], \"total_duration\": 1014.0, \"total_sessions\": 10, \"mean_week_duration\": 5.121}}, {\"18607\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-01-05 09:41:03.000000+00:00\", \"2020-01-03 06:12:41.000000+00:00\", \"2020-12-04 10:18:14.000000+00:00\", \"2019-01-08 10:35:06.000000+00:00\", \"2023-02-08 10:24:49.000000+00:00\", \"2022-06-05 20:52:00.000000+00:00\"], \"session_ids\": [\"6abd9d0c-5e02-4e58-b00a-4da764aaa219\", \"e61fb3fc-fe02-4749-a95b-7fc24f805292\", \"f35fa3b0-9ced-4f19-b8db-3faf745c5641\", \"f0cb6a11-26a9-4035-b13a-cb7fbcc6862c\", \"b5c82531-f776-4278-8820-b2cae146dbf6\", \"1e2a0785-45ad-4e9b-b333-adbc8b855ccc\"], \"total_duration\": 3351.0, \"total_sessions\": 6, \"mean_week_duration\": 15.732}}, {\"39914\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-06-30 08:07:36.000000+00:00\", \"2019-11-25 09:39:11.000000+00:00\", \"2019-03-07 13:25:44.000000+00:00\", \"2019-06-29 19:06:27.000000+00:00\", \"2022-03-08 01:53:45.000000+00:00\", \"2020-12-09 15:37:01.000000+00:00\", \"2021-09-30 00:32:09.000000+00:00\", \"2021-05-16 19:48:17.000000+00:00\", \"2020-09-01 05:36:12.000000+00:00\"], \"session_ids\": [\"5b278c51-869a-41af-a7f2-ac28bb53f135\", \"0a4349af-aebb-44a1-bfce-d303434e2caa\", \"53e29933-f3de-464f-a362-70728074245e\", \"07fbf028-1c67-4b8e-87fc-a4d9d2cc94b1\", \"c458951d-a2e5-4841-a30f-9539b15339fc\", \"c7bd4f0c-ba79-4cd2-ade9-0bd3d41d2440\", \"3497816d-a9c4-4860-b232-ba4e811c7d83\", \"92af3791-1fbe-40c2-95f4-637ec573afc5\", \"42ad2d3f-6b6a-45a7-b3e8-8c78f191b985\"], \"total_duration\": 660.0, \"total_sessions\": 9, \"mean_week_duration\": 3.815}}]\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[{\"21666\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-22 07:56:51.000000+00:00\", \"2022-04-12 13:43:38.000000+00:00\", \"2023-02-13 13:31:07.000000+00:00\"], \"session_ids\": [\"9faa7e97-fd52-4d5a-a774-9d634b014771\", \"6f07b135-bafe-41ba-a99c-913b8ba2731a\", \"7b7ebec3-fd9f-4959-a64a-0b480bf62a37\"], \"total_duration\": 625.0, \"total_sessions\": 3, \"mean_week_duration\": 14.205}}, {\"41663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2020-08-22 23:22:29.000000+00:00\", \"2021-11-13 03:29:40.000000+00:00\"], \"session_ids\": [\"951f7ab5-1e05-417d-8043-e3a169247cf5\", \"d4f0c0b5-597e-4667-9360-97d557ab5b80\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.688}}, {\"17125\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-01 15:37:28.000000+00:00\", \"2021-09-03 22:06:43.000000+00:00\"], \"session_ids\": [\"eab6cbcb-2893-4b44-a138-61dc1a436a47\", \"d94cf266-3899-4658-be2b-1bcbc9708adb\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}}, {\"77412\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-07 10:42:13.000000+00:00\", \"2021-10-02 05:12:43.000000+00:00\"], \"session_ids\": [\"55018c1f-66f6-400b-b70f-343b5c61dff4\", \"cc40e7a8-76f4-4c7e-8576-5897bb1bcf8b\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}}]\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[{\"21666\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-22 07:56:51.000000+00:00\", \"2022-04-12 13:43:38.000000+00:00\", \"2023-02-13 13:31:07.000000+00:00\"], \"session_ids\": [\"9faa7e97-fd52-4d5a-a774-9d634b014771\", \"6f07b135-bafe-41ba-a99c-913b8ba2731a\", \"7b7ebec3-fd9f-4959-a64a-0b480bf62a37\"], \"total_duration\": 625.0, \"total_sessions\": 3, \"mean_week_duration\": 14.205}}, {\"41663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2020-08-22 23:22:29.000000+00:00\", \"2021-11-13 03:29:40.000000+00:00\"], \"session_ids\": [\"951f7ab5-1e05-417d-8043-e3a169247cf5\", \"d4f0c0b5-597e-4667-9360-97d557ab5b80\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.688}}, {\"17125\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-01 15:37:28.000000+00:00\", \"2021-09-03 22:06:43.000000+00:00\"], \"session_ids\": [\"eab6cbcb-2893-4b44-a138-61dc1a436a47\", \"d94cf266-3899-4658-be2b-1bcbc9708adb\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}}, {\"77412\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-07 10:42:13.000000+00:00\", \"2021-10-02 05:12:43.000000+00:00\"], \"session_ids\": [\"55018c1f-66f6-400b-b70f-343b5c61dff4\", \"cc40e7a8-76f4-4c7e-8576-5897bb1bcf8b\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me users pieces of information with a total sessoins count that is above 2 + execute sorting by duration of sessions per week ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-14 02:33:06.000000+00:00\", \"2019-01-31 04:11:00.000000+00:00\", \"2019-11-18 14:04:29.000000+00:00\"], \"session_ids\": [\"acfa5c22-4e64-418e-8b2b-2c12c80ca43b\", \"111ace21-9a0f-4006-9e21-c8fd8636f516\", \"5e77a299-a763-42a2-b694-da678c936734\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 6.734}, \"4286\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-05-31 11:26:56.000000+00:00\", \"2022-11-18 12:46:12.000000+00:00\", \"2023-06-12 15:00:51.000000+00:00\", \"2023-05-29 18:39:22.000000+00:00\", \"2021-05-23 00:12:07.000000+00:00\"], \"session_ids\": [\"e6780234-a63c-4d32-823c-bbc25e49b335\", \"327798f7-6902-46cb-ab30-85bff0db4739\", \"260edfed-4727-412c-9119-a61d1af04d49\", \"d55b870d-bf40-4240-9940-a00b8e59dc8b\", \"03a3e434-a79f-43f6-879c-6fe34f0fc40a\"], \"total_duration\": 810.0, \"total_sessions\": 5, \"mean_week_duration\": 5.094}, \"48185\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-09-05 20:23:07.000000+00:00\", \"2020-04-22 16:03:47.000000+00:00\"], \"session_ids\": [\"b33a022c-e445-4ea7-85cd-67b4804de591\", \"b2412dd8-b1af-4556-9edd-2ef2b8780d7b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.194}, \"62984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-01 01:42:56.000000+00:00\", \"2022-11-17 08:16:10.000000+00:00\"], \"session_ids\": [\"1a6a12c5-1fb4-4295-b73f-c1a98fa01766\", \"8a521296-f9c9-46ef-a3fb-f6a5b1772579\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.233}, \"24927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-21 14:08:32.000000+00:00\", \"2020-05-20 02:39:06.000000+00:00\"], \"session_ids\": [\"f0001122-33e2-4b78-b654-6bb7bceb6732\", \"fcd6ca1a-a78e-468d-a33a-9b88a9d4af6b\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 5.145}, \"52445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-12 10:14:38.000000+00:00\", \"2022-04-06 06:09:56.000000+00:00\", \"2020-10-16 04:48:29.000000+00:00\"], \"session_ids\": [\"6ed4fc4a-a11d-43c1-8f3d-b3754ea9d7ed\", \"7fd9996f-aa10-48a2-921a-8f009eb30b00\", \"4cb611dc-c274-49f6-849c-d94604f2fa64\"], \"total_duration\": 744.0, \"total_sessions\": 3, \"mean_week_duration\": 6.359}, \"74194\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-04 21:36:45.000000+00:00\", \"2021-03-26 21:55:07.000000+00:00\", \"2022-10-23 14:02:30.000000+00:00\"], \"session_ids\": [\"e69e18da-aa87-49cf-814c-ca9f3b7a4e85\", \"73708664-ea8c-4132-ae34-6463b1cbdd36\", \"a5649ef7-34fe-443d-a4ad-26ae928acec3\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.741}, \"31355\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-04-07 21:18:05.000000+00:00\", \"2022-07-15 21:09:17.000000+00:00\"], \"session_ids\": [\"40ad80f7-f135-4f1e-a99a-ddad18d3aaaf\", \"e5284d02-9447-4b1d-ab90-a1e43516e0eb\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 1.731}, \"9220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-25 12:54:52.000000+00:00\", \"2020-02-08 01:47:13.000000+00:00\", \"2022-05-02 15:02:20.000000+00:00\", \"2019-08-23 17:17:57.000000+00:00\", \"2019-10-13 21:55:24.000000+00:00\"], \"session_ids\": [\"21440512-4351-40b5-bce0-6fe7d6abb741\", \"ec10db06-6905-4d9e-9419-ec5c43289a62\", \"79d925c6-28cc-41e5-be8f-3a34b1d1fa80\", \"e522bcc6-0299-4320-b82f-9fd06cc806e0\", \"070135e9-18d2-4f38-83b7-a2893ca2e099\"], \"total_duration\": 186.0, \"total_sessions\": 5, \"mean_week_duration\": 1.283}, \"22416\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-12 19:38:32.000000+00:00\", \"2020-09-13 22:54:58.000000+00:00\"], \"session_ids\": [\"4e9def06-f18e-404a-935f-3b00387bea75\", \"04632e59-bdff-444b-ab3e-2377c8d99f93\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 2.706}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-14 02:33:06.000000+00:00\", \"2019-01-31 04:11:00.000000+00:00\", \"2019-11-18 14:04:29.000000+00:00\"], \"session_ids\": [\"acfa5c22-4e64-418e-8b2b-2c12c80ca43b\", \"111ace21-9a0f-4006-9e21-c8fd8636f516\", \"5e77a299-a763-42a2-b694-da678c936734\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 6.734}, \"4286\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-05-31 11:26:56.000000+00:00\", \"2022-11-18 12:46:12.000000+00:00\", \"2023-06-12 15:00:51.000000+00:00\", \"2023-05-29 18:39:22.000000+00:00\", \"2021-05-23 00:12:07.000000+00:00\"], \"session_ids\": [\"e6780234-a63c-4d32-823c-bbc25e49b335\", \"327798f7-6902-46cb-ab30-85bff0db4739\", \"260edfed-4727-412c-9119-a61d1af04d49\", \"d55b870d-bf40-4240-9940-a00b8e59dc8b\", \"03a3e434-a79f-43f6-879c-6fe34f0fc40a\"], \"total_duration\": 810.0, \"total_sessions\": 5, \"mean_week_duration\": 5.094}, \"48185\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-09-05 20:23:07.000000+00:00\", \"2020-04-22 16:03:47.000000+00:00\"], \"session_ids\": [\"b33a022c-e445-4ea7-85cd-67b4804de591\", \"b2412dd8-b1af-4556-9edd-2ef2b8780d7b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.194}, \"62984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-01 01:42:56.000000+00:00\", \"2022-11-17 08:16:10.000000+00:00\"], \"session_ids\": [\"1a6a12c5-1fb4-4295-b73f-c1a98fa01766\", \"8a521296-f9c9-46ef-a3fb-f6a5b1772579\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.233}, \"24927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-21 14:08:32.000000+00:00\", \"2020-05-20 02:39:06.000000+00:00\"], \"session_ids\": [\"f0001122-33e2-4b78-b654-6bb7bceb6732\", \"fcd6ca1a-a78e-468d-a33a-9b88a9d4af6b\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 5.145}, \"52445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-12 10:14:38.000000+00:00\", \"2022-04-06 06:09:56.000000+00:00\", \"2020-10-16 04:48:29.000000+00:00\"], \"session_ids\": [\"6ed4fc4a-a11d-43c1-8f3d-b3754ea9d7ed\", \"7fd9996f-aa10-48a2-921a-8f009eb30b00\", \"4cb611dc-c274-49f6-849c-d94604f2fa64\"], \"total_duration\": 744.0, \"total_sessions\": 3, \"mean_week_duration\": 6.359}, \"74194\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-04 21:36:45.000000+00:00\", \"2021-03-26 21:55:07.000000+00:00\", \"2022-10-23 14:02:30.000000+00:00\"], \"session_ids\": [\"e69e18da-aa87-49cf-814c-ca9f3b7a4e85\", \"73708664-ea8c-4132-ae34-6463b1cbdd36\", \"a5649ef7-34fe-443d-a4ad-26ae928acec3\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.741}, \"31355\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-04-07 21:18:05.000000+00:00\", \"2022-07-15 21:09:17.000000+00:00\"], \"session_ids\": [\"40ad80f7-f135-4f1e-a99a-ddad18d3aaaf\", \"e5284d02-9447-4b1d-ab90-a1e43516e0eb\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 1.731}, \"9220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-25 12:54:52.000000+00:00\", \"2020-02-08 01:47:13.000000+00:00\", \"2022-05-02 15:02:20.000000+00:00\", \"2019-08-23 17:17:57.000000+00:00\", \"2019-10-13 21:55:24.000000+00:00\"], \"session_ids\": [\"21440512-4351-40b5-bce0-6fe7d6abb741\", \"ec10db06-6905-4d9e-9419-ec5c43289a62\", \"79d925c6-28cc-41e5-be8f-3a34b1d1fa80\", \"e522bcc6-0299-4320-b82f-9fd06cc806e0\", \"070135e9-18d2-4f38-83b7-a2893ca2e099\"], \"total_duration\": 186.0, \"total_sessions\": 5, \"mean_week_duration\": 1.283}, \"22416\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-12 19:38:32.000000+00:00\", \"2020-09-13 22:54:58.000000+00:00\"], \"session_ids\": [\"4e9def06-f18e-404a-935f-3b00387bea75\", \"04632e59-bdff-444b-ab3e-2377c8d99f93\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 2.706}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"48185\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-09-05 20:23:07.000000+00:00\", \"2020-04-22 16:03:47.000000+00:00\"], \"session_ids\": [\"b33a022c-e445-4ea7-85cd-67b4804de591\", \"b2412dd8-b1af-4556-9edd-2ef2b8780d7b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.194}}, {\"62984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-01 01:42:56.000000+00:00\", \"2022-11-17 08:16:10.000000+00:00\"], \"session_ids\": [\"1a6a12c5-1fb4-4295-b73f-c1a98fa01766\", \"8a521296-f9c9-46ef-a3fb-f6a5b1772579\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.233}}, {\"9220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-25 12:54:52.000000+00:00\", \"2020-02-08 01:47:13.000000+00:00\", \"2022-05-02 15:02:20.000000+00:00\", \"2019-08-23 17:17:57.000000+00:00\", \"2019-10-13 21:55:24.000000+00:00\"], \"session_ids\": [\"21440512-4351-40b5-bce0-6fe7d6abb741\", \"ec10db06-6905-4d9e-9419-ec5c43289a62\", \"79d925c6-28cc-41e5-be8f-3a34b1d1fa80\", \"e522bcc6-0299-4320-b82f-9fd06cc806e0\", \"070135e9-18d2-4f38-83b7-a2893ca2e099\"], \"total_duration\": 186.0, \"total_sessions\": 5, \"mean_week_duration\": 1.283}}, {\"31355\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-04-07 21:18:05.000000+00:00\", \"2022-07-15 21:09:17.000000+00:00\"], \"session_ids\": [\"40ad80f7-f135-4f1e-a99a-ddad18d3aaaf\", \"e5284d02-9447-4b1d-ab90-a1e43516e0eb\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 1.731}}, {\"74194\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-04 21:36:45.000000+00:00\", \"2021-03-26 21:55:07.000000+00:00\", \"2022-10-23 14:02:30.000000+00:00\"], \"session_ids\": [\"e69e18da-aa87-49cf-814c-ca9f3b7a4e85\", \"73708664-ea8c-4132-ae34-6463b1cbdd36\", \"a5649ef7-34fe-443d-a4ad-26ae928acec3\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.741}}, {\"22416\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-12 19:38:32.000000+00:00\", \"2020-09-13 22:54:58.000000+00:00\"], \"session_ids\": [\"4e9def06-f18e-404a-935f-3b00387bea75\", \"04632e59-bdff-444b-ab3e-2377c8d99f93\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 2.706}}, {\"4286\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-05-31 11:26:56.000000+00:00\", \"2022-11-18 12:46:12.000000+00:00\", \"2023-06-12 15:00:51.000000+00:00\", \"2023-05-29 18:39:22.000000+00:00\", \"2021-05-23 00:12:07.000000+00:00\"], \"session_ids\": [\"e6780234-a63c-4d32-823c-bbc25e49b335\", \"327798f7-6902-46cb-ab30-85bff0db4739\", \"260edfed-4727-412c-9119-a61d1af04d49\", \"d55b870d-bf40-4240-9940-a00b8e59dc8b\", \"03a3e434-a79f-43f6-879c-6fe34f0fc40a\"], \"total_duration\": 810.0, \"total_sessions\": 5, \"mean_week_duration\": 5.094}}, {\"24927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-21 14:08:32.000000+00:00\", \"2020-05-20 02:39:06.000000+00:00\"], \"session_ids\": [\"f0001122-33e2-4b78-b654-6bb7bceb6732\", \"fcd6ca1a-a78e-468d-a33a-9b88a9d4af6b\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 5.145}}, {\"52445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-12 10:14:38.000000+00:00\", \"2022-04-06 06:09:56.000000+00:00\", \"2020-10-16 04:48:29.000000+00:00\"], \"session_ids\": [\"6ed4fc4a-a11d-43c1-8f3d-b3754ea9d7ed\", \"7fd9996f-aa10-48a2-921a-8f009eb30b00\", \"4cb611dc-c274-49f6-849c-d94604f2fa64\"], \"total_duration\": 744.0, \"total_sessions\": 3, \"mean_week_duration\": 6.359}}, {\"34411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-14 02:33:06.000000+00:00\", \"2019-01-31 04:11:00.000000+00:00\", \"2019-11-18 14:04:29.000000+00:00\"], \"session_ids\": [\"acfa5c22-4e64-418e-8b2b-2c12c80ca43b\", \"111ace21-9a0f-4006-9e21-c8fd8636f516\", \"5e77a299-a763-42a2-b694-da678c936734\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 6.734}}]\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[{\"48185\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-09-05 20:23:07.000000+00:00\", \"2020-04-22 16:03:47.000000+00:00\"], \"session_ids\": [\"b33a022c-e445-4ea7-85cd-67b4804de591\", \"b2412dd8-b1af-4556-9edd-2ef2b8780d7b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.194}}, {\"62984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-01 01:42:56.000000+00:00\", \"2022-11-17 08:16:10.000000+00:00\"], \"session_ids\": [\"1a6a12c5-1fb4-4295-b73f-c1a98fa01766\", \"8a521296-f9c9-46ef-a3fb-f6a5b1772579\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.233}}, {\"9220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-25 12:54:52.000000+00:00\", \"2020-02-08 01:47:13.000000+00:00\", \"2022-05-02 15:02:20.000000+00:00\", \"2019-08-23 17:17:57.000000+00:00\", \"2019-10-13 21:55:24.000000+00:00\"], \"session_ids\": [\"21440512-4351-40b5-bce0-6fe7d6abb741\", \"ec10db06-6905-4d9e-9419-ec5c43289a62\", \"79d925c6-28cc-41e5-be8f-3a34b1d1fa80\", \"e522bcc6-0299-4320-b82f-9fd06cc806e0\", \"070135e9-18d2-4f38-83b7-a2893ca2e099\"], \"total_duration\": 186.0, \"total_sessions\": 5, \"mean_week_duration\": 1.283}}, {\"31355\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-04-07 21:18:05.000000+00:00\", \"2022-07-15 21:09:17.000000+00:00\"], \"session_ids\": [\"40ad80f7-f135-4f1e-a99a-ddad18d3aaaf\", \"e5284d02-9447-4b1d-ab90-a1e43516e0eb\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 1.731}}, {\"74194\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-04 21:36:45.000000+00:00\", \"2021-03-26 21:55:07.000000+00:00\", \"2022-10-23 14:02:30.000000+00:00\"], \"session_ids\": [\"e69e18da-aa87-49cf-814c-ca9f3b7a4e85\", \"73708664-ea8c-4132-ae34-6463b1cbdd36\", \"a5649ef7-34fe-443d-a4ad-26ae928acec3\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.741}}, {\"22416\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-12 19:38:32.000000+00:00\", \"2020-09-13 22:54:58.000000+00:00\"], \"session_ids\": [\"4e9def06-f18e-404a-935f-3b00387bea75\", \"04632e59-bdff-444b-ab3e-2377c8d99f93\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 2.706}}, {\"4286\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-05-31 11:26:56.000000+00:00\", \"2022-11-18 12:46:12.000000+00:00\", \"2023-06-12 15:00:51.000000+00:00\", \"2023-05-29 18:39:22.000000+00:00\", \"2021-05-23 00:12:07.000000+00:00\"], \"session_ids\": [\"e6780234-a63c-4d32-823c-bbc25e49b335\", \"327798f7-6902-46cb-ab30-85bff0db4739\", \"260edfed-4727-412c-9119-a61d1af04d49\", \"d55b870d-bf40-4240-9940-a00b8e59dc8b\", \"03a3e434-a79f-43f6-879c-6fe34f0fc40a\"], \"total_duration\": 810.0, \"total_sessions\": 5, \"mean_week_duration\": 5.094}}, {\"24927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-21 14:08:32.000000+00:00\", \"2020-05-20 02:39:06.000000+00:00\"], \"session_ids\": [\"f0001122-33e2-4b78-b654-6bb7bceb6732\", \"fcd6ca1a-a78e-468d-a33a-9b88a9d4af6b\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 5.145}}, {\"52445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-12 10:14:38.000000+00:00\", \"2022-04-06 06:09:56.000000+00:00\", \"2020-10-16 04:48:29.000000+00:00\"], \"session_ids\": [\"6ed4fc4a-a11d-43c1-8f3d-b3754ea9d7ed\", \"7fd9996f-aa10-48a2-921a-8f009eb30b00\", \"4cb611dc-c274-49f6-849c-d94604f2fa64\"], \"total_duration\": 744.0, \"total_sessions\": 3, \"mean_week_duration\": 6.359}}, {\"34411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-14 02:33:06.000000+00:00\", \"2019-01-31 04:11:00.000000+00:00\", \"2019-11-18 14:04:29.000000+00:00\"], \"session_ids\": [\"acfa5c22-4e64-418e-8b2b-2c12c80ca43b\", \"111ace21-9a0f-4006-9e21-c8fd8636f516\", \"5e77a299-a763-42a2-b694-da678c936734\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 6.734}}]\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 users who are at the peak of user rankings based on time using the app per week , and apply sorting by total duration 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{\"54099\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-02 20:27:51.000000+00:00\", \"2021-02-13 11:32:00.000000+00:00\"], \"session_ids\": [\"9fe0f209-788c-48cc-ab88-00c77312f9a7\", \"c14ddded-5e57-4c59-83aa-7b2839434d03\"], \"total_duration\": 334.0, \"total_sessions\": 2, \"mean_week_duration\": 4.985}, \"14232\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-13 08:48:58.000000+00:00\", \"2020-07-29 11:27:52.000000+00:00\", \"2021-04-06 02:29:26.000000+00:00\", \"2019-06-21 19:30:31.000000+00:00\", \"2021-07-07 09:56:50.000000+00:00\", \"2019-03-15 18:24:00.000000+00:00\", \"2022-12-05 02:57:21.000000+00:00\"], \"session_ids\": [\"69542bb5-4aa5-4a0e-a378-e803c6a0b5bb\", \"db477cad-cea0-4b38-ba3e-aed5515e276c\", \"359e3eca-c439-4eab-b14c-80ec5354b167\", \"bdcfd4f3-d08c-4c05-b353-d825441b8690\", \"044abd33-065b-48ba-8f24-b2daf565659f\", \"c3db6a1e-f39e-48f4-bdb4-993fb3ce5a80\", \"15842704-fc5f-47ff-b37c-eb0fbf30314b\"], \"total_duration\": 4755.0, \"total_sessions\": 7, \"mean_week_duration\": 24.385}, \"63156\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-06 18:54:08.000000+00:00\", \"2020-10-22 16:56:44.000000+00:00\", \"2022-03-29 10:49:31.000000+00:00\", \"2019-11-23 18:14:21.000000+00:00\", \"2020-04-05 16:38:09.000000+00:00\", \"2020-08-03 03:40:30.000000+00:00\", \"2021-08-12 23:24:22.000000+00:00\"], \"session_ids\": [\"7a6b4f2a-6dc9-4698-bc50-724d9565fd61\", \"eaf580c0-800e-46e2-ad5b-119b03c46f49\", \"84176fb2-37b0-47ac-b35a-21395bf3f9e3\", \"65f0f9a6-8df4-49e6-8e20-0a751754b860\", \"9f1e112b-31e7-4aab-9655-eb274178f9a6\", \"8008bf96-a0b6-4410-81a7-e06052075354\", \"9338b469-56f8-4b65-9795-c20ca2b90593\"], \"total_duration\": 9642.0, \"total_sessions\": 7, \"mean_week_duration\": 78.39}, \"71250\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-05 20:55:35.000000+00:00\", \"2023-06-29 10:53:50.000000+00:00\", \"2019-04-01 03:26:33.000000+00:00\"], \"session_ids\": [\"2ebc4468-4144-4e0d-9ce5-b375d8bee2a4\", \"55bed511-16b0-41e0-88d4-43c9f2963ded\", \"41124f20-8d23-4fbc-bf32-9e517d248d06\"], \"total_duration\": 66.0, \"total_sessions\": 3, \"mean_week_duration\": 0.297}, \"85798\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-03-05 12:01:11.000000+00:00\", \"2022-09-11 22:15:58.000000+00:00\"], \"session_ids\": [\"0254ba62-a2f7-4362-bbec-d48ff13d7cc9\", \"124b2eec-efec-4d82-8199-958062a199a4\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 16.96}, \"59640\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-06-02 16:24:05.000000+00:00\", \"2019-05-12 03:34:48.000000+00:00\"], \"session_ids\": [\"1b4ab8e8-8c00-4e18-8dcb-57b626970654\", \"325e8fda-c712-4dcf-9918-5bead208d50a\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 1.472}, \"54681\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-19 05:40:11.000000+00:00\", \"2022-04-19 20:36:26.000000+00:00\", \"2021-09-27 01:43:33.000000+00:00\"], \"session_ids\": [\"0386fc45-49cb-475b-a5f5-8c16bcc98055\", \"cd8f8395-37dc-4a29-a827-ca0bbcba6881\", \"b03b0bcc-911c-4848-810d-cb2b5f56b4ed\"], \"total_duration\": 575.0, \"total_sessions\": 3, \"mean_week_duration\": 10.268}, \"71106\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-02-11 18:46:21.000000+00:00\", \"2021-08-07 04:57:23.000000+00:00\", \"2022-12-11 23:25:46.000000+00:00\"], \"session_ids\": [\"377fa262-a206-4f4f-b4c4-fab696936ba7\", \"6a51882d-56a0-4d23-a036-4b219d8587ac\", \"3764f586-5ab4-42f7-a5ed-ee4500cb9866\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 2.115}, \"89445\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-29 09:14:58.000000+00:00\", \"2020-11-27 00:20:33.000000+00:00\", \"2022-10-12 02:59:39.000000+00:00\", \"2019-09-17 15:56:34.000000+00:00\", \"2019-08-24 02:02:14.000000+00:00\", \"2022-05-11 18:48:18.000000+00:00\", \"2022-08-18 02:05:47.000000+00:00\"], \"session_ids\": [\"6eda0e8c-8ba0-4ebc-a323-62352a83b05c\", \"73233641-2295-4cce-80a2-99ffafd546cd\", \"62120b78-4fef-4daa-b2f7-fdef7d1202c5\", \"6550cb9b-852a-49ad-9d88-c6c23b915e88\", \"e53a6d7a-d86e-4b88-a751-8ff2a8a8d2ca\", \"e209b155-0905-4ea9-9c3b-30e138dfd475\", \"7cc4cd2b-34e9-4c43-8a80-9bdfad8f15fc\"], \"total_duration\": 6635.0, \"total_sessions\": 7, \"mean_week_duration\": 34.378}, \"51599\": {\"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}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-22 01:47:24.000000+00:00\", \"2021-09-29 16:50:10.000000+00:00\", \"2021-10-16 07:48:42.000000+00:00\", \"2021-12-06 15:13:49.000000+00:00\", \"2019-11-07 14:45:21.000000+00:00\", \"2022-03-08 22:51:01.000000+00:00\", \"2020-07-26 22:55:49.000000+00:00\", \"2019-04-14 10:37:45.000000+00:00\", \"2020-12-04 19:34:54.000000+00:00\", \"2023-06-14 10:50:39.000000+00:00\", \"2022-05-19 23:23:17.000000+00:00\"], \"session_ids\": [\"7ff49979-3610-471d-8bce-4cf63a9fe07b\", \"7b197030-9727-435e-8f13-1cdad9427322\", \"f15ca879-0580-4590-aa6e-0fff3471e8ec\", \"62712537-d628-4705-aa73-99bdf35f42a8\", \"cd9402f5-514c-40b3-a798-dfe20751657a\", \"8145a781-8b93-44c2-81e7-2e1aa43bba95\", \"141f4e0b-dcc3-46db-9b7f-e492aef81786\", \"bfc81810-4de3-4f66-abcf-152e2dc8cd80\", \"9e87a7b1-243f-4b05-8226-1ad68a46a6e5\", \"098ede96-66ea-4c19-8474-4c576118aba1\", \"f42cead8-698e-457e-a08a-5140ccd50d29\"], \"total_duration\": 45064.0, \"total_sessions\": 11, \"mean_week_duration\": 206.716}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51599\": {\"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}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-22 01:47:24.000000+00:00\", \"2021-09-29 16:50:10.000000+00:00\", \"2021-10-16 07:48:42.000000+00:00\", \"2021-12-06 15:13:49.000000+00:00\", \"2019-11-07 14:45:21.000000+00:00\", \"2022-03-08 22:51:01.000000+00:00\", \"2020-07-26 22:55:49.000000+00:00\", \"2019-04-14 10:37:45.000000+00:00\", \"2020-12-04 19:34:54.000000+00:00\", \"2023-06-14 10:50:39.000000+00:00\", \"2022-05-19 23:23:17.000000+00:00\"], \"session_ids\": [\"7ff49979-3610-471d-8bce-4cf63a9fe07b\", \"7b197030-9727-435e-8f13-1cdad9427322\", \"f15ca879-0580-4590-aa6e-0fff3471e8ec\", \"62712537-d628-4705-aa73-99bdf35f42a8\", \"cd9402f5-514c-40b3-a798-dfe20751657a\", \"8145a781-8b93-44c2-81e7-2e1aa43bba95\", \"141f4e0b-dcc3-46db-9b7f-e492aef81786\", \"bfc81810-4de3-4f66-abcf-152e2dc8cd80\", \"9e87a7b1-243f-4b05-8226-1ad68a46a6e5\", \"098ede96-66ea-4c19-8474-4c576118aba1\", \"f42cead8-698e-457e-a08a-5140ccd50d29\"], \"total_duration\": 45064.0, \"total_sessions\": 11, \"mean_week_duration\": 206.716}}, {\"63156\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-06 18:54:08.000000+00:00\", \"2020-10-22 16:56:44.000000+00:00\", \"2022-03-29 10:49:31.000000+00:00\", \"2019-11-23 18:14:21.000000+00:00\", \"2020-04-05 16:38:09.000000+00:00\", \"2020-08-03 03:40:30.000000+00:00\", \"2021-08-12 23:24:22.000000+00:00\"], \"session_ids\": [\"7a6b4f2a-6dc9-4698-bc50-724d9565fd61\", \"eaf580c0-800e-46e2-ad5b-119b03c46f49\", \"84176fb2-37b0-47ac-b35a-21395bf3f9e3\", \"65f0f9a6-8df4-49e6-8e20-0a751754b860\", \"9f1e112b-31e7-4aab-9655-eb274178f9a6\", \"8008bf96-a0b6-4410-81a7-e06052075354\", \"9338b469-56f8-4b65-9795-c20ca2b90593\"], \"total_duration\": 9642.0, \"total_sessions\": 7, \"mean_week_duration\": 78.39}}, {\"89445\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-29 09:14:58.000000+00:00\", \"2020-11-27 00:20:33.000000+00:00\", \"2022-10-12 02:59:39.000000+00:00\", \"2019-09-17 15:56:34.000000+00:00\", \"2019-08-24 02:02:14.000000+00:00\", \"2022-05-11 18:48:18.000000+00:00\", \"2022-08-18 02:05:47.000000+00:00\"], \"session_ids\": [\"6eda0e8c-8ba0-4ebc-a323-62352a83b05c\", \"73233641-2295-4cce-80a2-99ffafd546cd\", \"62120b78-4fef-4daa-b2f7-fdef7d1202c5\", \"6550cb9b-852a-49ad-9d88-c6c23b915e88\", \"e53a6d7a-d86e-4b88-a751-8ff2a8a8d2ca\", \"e209b155-0905-4ea9-9c3b-30e138dfd475\", \"7cc4cd2b-34e9-4c43-8a80-9bdfad8f15fc\"], \"total_duration\": 6635.0, \"total_sessions\": 7, \"mean_week_duration\": 34.378}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89445\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-29 09:14:58.000000+00:00\", \"2020-11-27 00:20:33.000000+00:00\", \"2022-10-12 02:59:39.000000+00:00\", \"2019-09-17 15:56:34.000000+00:00\", \"2019-08-24 02:02:14.000000+00:00\", \"2022-05-11 18:48:18.000000+00:00\", \"2022-08-18 02:05:47.000000+00:00\"], \"session_ids\": [\"6eda0e8c-8ba0-4ebc-a323-62352a83b05c\", \"73233641-2295-4cce-80a2-99ffafd546cd\", \"62120b78-4fef-4daa-b2f7-fdef7d1202c5\", \"6550cb9b-852a-49ad-9d88-c6c23b915e88\", \"e53a6d7a-d86e-4b88-a751-8ff2a8a8d2ca\", \"e209b155-0905-4ea9-9c3b-30e138dfd475\", \"7cc4cd2b-34e9-4c43-8a80-9bdfad8f15fc\"], \"total_duration\": 6635.0, \"total_sessions\": 7, \"mean_week_duration\": 34.378}}, {\"63156\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-06 18:54:08.000000+00:00\", \"2020-10-22 16:56:44.000000+00:00\", \"2022-03-29 10:49:31.000000+00:00\", \"2019-11-23 18:14:21.000000+00:00\", \"2020-04-05 16:38:09.000000+00:00\", \"2020-08-03 03:40:30.000000+00:00\", \"2021-08-12 23:24:22.000000+00:00\"], \"session_ids\": [\"7a6b4f2a-6dc9-4698-bc50-724d9565fd61\", \"eaf580c0-800e-46e2-ad5b-119b03c46f49\", \"84176fb2-37b0-47ac-b35a-21395bf3f9e3\", \"65f0f9a6-8df4-49e6-8e20-0a751754b860\", \"9f1e112b-31e7-4aab-9655-eb274178f9a6\", \"8008bf96-a0b6-4410-81a7-e06052075354\", \"9338b469-56f8-4b65-9795-c20ca2b90593\"], \"total_duration\": 9642.0, \"total_sessions\": 7, \"mean_week_duration\": 78.39}}, {\"51599\": {\"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}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-22 01:47:24.000000+00:00\", \"2021-09-29 16:50:10.000000+00:00\", \"2021-10-16 07:48:42.000000+00:00\", \"2021-12-06 15:13:49.000000+00:00\", \"2019-11-07 14:45:21.000000+00:00\", \"2022-03-08 22:51:01.000000+00:00\", \"2020-07-26 22:55:49.000000+00:00\", \"2019-04-14 10:37:45.000000+00:00\", \"2020-12-04 19:34:54.000000+00:00\", \"2023-06-14 10:50:39.000000+00:00\", \"2022-05-19 23:23:17.000000+00:00\"], \"session_ids\": [\"7ff49979-3610-471d-8bce-4cf63a9fe07b\", \"7b197030-9727-435e-8f13-1cdad9427322\", \"f15ca879-0580-4590-aa6e-0fff3471e8ec\", \"62712537-d628-4705-aa73-99bdf35f42a8\", \"cd9402f5-514c-40b3-a798-dfe20751657a\", \"8145a781-8b93-44c2-81e7-2e1aa43bba95\", \"141f4e0b-dcc3-46db-9b7f-e492aef81786\", \"bfc81810-4de3-4f66-abcf-152e2dc8cd80\", \"9e87a7b1-243f-4b05-8226-1ad68a46a6e5\", \"098ede96-66ea-4c19-8474-4c576118aba1\", \"f42cead8-698e-457e-a08a-5140ccd50d29\"], \"total_duration\": 45064.0, \"total_sessions\": 11, \"mean_week_duration\": 206.716}}]\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[{\"89445\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-29 09:14:58.000000+00:00\", \"2020-11-27 00:20:33.000000+00:00\", \"2022-10-12 02:59:39.000000+00:00\", \"2019-09-17 15:56:34.000000+00:00\", \"2019-08-24 02:02:14.000000+00:00\", \"2022-05-11 18:48:18.000000+00:00\", \"2022-08-18 02:05:47.000000+00:00\"], \"session_ids\": [\"6eda0e8c-8ba0-4ebc-a323-62352a83b05c\", \"73233641-2295-4cce-80a2-99ffafd546cd\", \"62120b78-4fef-4daa-b2f7-fdef7d1202c5\", \"6550cb9b-852a-49ad-9d88-c6c23b915e88\", \"e53a6d7a-d86e-4b88-a751-8ff2a8a8d2ca\", \"e209b155-0905-4ea9-9c3b-30e138dfd475\", \"7cc4cd2b-34e9-4c43-8a80-9bdfad8f15fc\"], \"total_duration\": 6635.0, \"total_sessions\": 7, \"mean_week_duration\": 34.378}}, {\"63156\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-06 18:54:08.000000+00:00\", \"2020-10-22 16:56:44.000000+00:00\", \"2022-03-29 10:49:31.000000+00:00\", \"2019-11-23 18:14:21.000000+00:00\", \"2020-04-05 16:38:09.000000+00:00\", \"2020-08-03 03:40:30.000000+00:00\", \"2021-08-12 23:24:22.000000+00:00\"], \"session_ids\": [\"7a6b4f2a-6dc9-4698-bc50-724d9565fd61\", \"eaf580c0-800e-46e2-ad5b-119b03c46f49\", \"84176fb2-37b0-47ac-b35a-21395bf3f9e3\", \"65f0f9a6-8df4-49e6-8e20-0a751754b860\", \"9f1e112b-31e7-4aab-9655-eb274178f9a6\", \"8008bf96-a0b6-4410-81a7-e06052075354\", \"9338b469-56f8-4b65-9795-c20ca2b90593\"], \"total_duration\": 9642.0, \"total_sessions\": 7, \"mean_week_duration\": 78.39}}, {\"51599\": {\"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}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-22 01:47:24.000000+00:00\", \"2021-09-29 16:50:10.000000+00:00\", \"2021-10-16 07:48:42.000000+00:00\", \"2021-12-06 15:13:49.000000+00:00\", \"2019-11-07 14:45:21.000000+00:00\", \"2022-03-08 22:51:01.000000+00:00\", \"2020-07-26 22:55:49.000000+00:00\", \"2019-04-14 10:37:45.000000+00:00\", \"2020-12-04 19:34:54.000000+00:00\", \"2023-06-14 10:50:39.000000+00:00\", \"2022-05-19 23:23:17.000000+00:00\"], \"session_ids\": [\"7ff49979-3610-471d-8bce-4cf63a9fe07b\", \"7b197030-9727-435e-8f13-1cdad9427322\", \"f15ca879-0580-4590-aa6e-0fff3471e8ec\", \"62712537-d628-4705-aa73-99bdf35f42a8\", \"cd9402f5-514c-40b3-a798-dfe20751657a\", \"8145a781-8b93-44c2-81e7-2e1aa43bba95\", \"141f4e0b-dcc3-46db-9b7f-e492aef81786\", \"bfc81810-4de3-4f66-abcf-152e2dc8cd80\", \"9e87a7b1-243f-4b05-8226-1ad68a46a6e5\", \"098ede96-66ea-4c19-8474-4c576118aba1\", \"f42cead8-698e-457e-a08a-5140ccd50d29\"], \"total_duration\": 45064.0, \"total_sessions\": 11, \"mean_week_duration\": 206.716}}]\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 total amount of duration is strictly greater than 3876 and less than 127 + execute sorting by town name 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{\"69951\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-27 16:16:42.000000+00:00\", \"2022-03-05 00:11:30.000000+00:00\", \"2022-06-06 23:09:10.000000+00:00\"], \"session_ids\": [\"3c01c412-48a1-4e1d-b9fd-d3c4517f6fd8\", \"ccd8b591-d74d-45fa-a866-b7c83c541358\", \"6d174b49-8cf4-411a-ba7c-5adfd4c7c58e\"], \"total_duration\": 194.0, \"total_sessions\": 3, \"mean_week_duration\": 2.18}, \"39370\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-18 23:10:40.000000+00:00\", \"2021-08-24 12:59:55.000000+00:00\", \"2022-03-17 22:04:27.000000+00:00\", \"2023-06-21 16:09:09.000000+00:00\"], \"session_ids\": [\"5d90602a-8430-4741-8071-52d5bc8e0e61\", \"969d7551-edfa-4d47-b2a5-3ff4ccad5743\", \"4102fc95-bfdb-43fc-b91a-2529516931e3\", \"8f1e37cd-0721-4a47-9053-98194471060b\"], \"total_duration\": 1372.0, \"total_sessions\": 4, \"mean_week_duration\": 14.292}, \"10775\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-13 13:24:40.000000+00:00\", \"2020-01-02 06:39:04.000000+00:00\"], \"session_ids\": [\"5250f2cf-17cf-4b0b-b201-0162f7ad43b6\", \"14f82b55-6ed9-4e15-922f-d27dab719fb6\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.172}, \"63462\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-17 08:19:40.000000+00:00\", \"2021-08-01 10:48:01.000000+00:00\", \"2019-06-09 01:20:30.000000+00:00\", \"2020-07-30 13:28:40.000000+00:00\", \"2023-01-23 13:07:05.000000+00:00\", \"2020-04-27 13:26:28.000000+00:00\", \"2020-05-26 22:18:10.000000+00:00\", \"2021-09-11 22:20:41.000000+00:00\", \"2019-08-10 01:40:47.000000+00:00\"], \"session_ids\": [\"3feb9dd5-8dc8-4e09-90f1-73bc0fa2edbd\", \"86e023f3-6278-44ba-8dee-9056b5be489b\", \"852453a6-9470-4ec4-92ff-e1e90aaa76b9\", \"f5c4a5c6-d9e7-4dbe-b27b-0fbe571276e9\", \"0f126c30-fa4b-4f27-8114-24db89670e98\", \"8bff7e9f-03d1-4fe2-b359-a87494326fe1\", \"4c6e9669-b220-42ab-8e94-7b6915f2ded2\", \"cac5e55e-a7c6-488b-b526-59b261ffcc71\", \"42a6feb1-a68b-40c9-b605-9a1f91da95ef\"], \"total_duration\": 2097.0, \"total_sessions\": 9, \"mean_week_duration\": 10.645}, \"67802\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-06 06:26:14.000000+00:00\", \"2021-03-10 19:55:18.000000+00:00\"], \"session_ids\": [\"aee06934-242f-456d-851e-92347261c642\", \"a9b75f72-bfb9-48ed-8517-892ca34a1670\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 46.111}, \"81457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-13 09:53:19.000000+00:00\", \"2022-07-28 16:14:15.000000+00:00\", \"2020-04-04 13:25:27.000000+00:00\"], \"session_ids\": [\"f1b03f41-277a-48c7-8f12-8dfe63d20f6f\", \"03b745f2-c3de-4332-8734-8fdbde9c5bf6\", \"6b04d0e3-5b54-4a5d-84c3-613bb7f04232\"], \"total_duration\": 740.0, \"total_sessions\": 3, \"mean_week_duration\": 6.116}, \"30820\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-08 05:56:02.000000+00:00\", \"2022-09-08 08:47:20.000000+00:00\"], \"session_ids\": [\"93b6014f-1feb-4acf-9fbb-0f3cc05d513a\", \"d9b20862-ac14-44b4-8b5e-f9bd4ca23899\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 13.778}, \"62387\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-23 02:49:15.000000+00:00\", \"2020-03-12 12:26:48.000000+00:00\"], \"session_ids\": [\"e93f035f-8054-477f-ab32-d24664cc53cf\", \"c05a24de-c721-4c69-81b0-f3da52caf6f1\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}, \"43229\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-06-10 16:43:08.000000+00:00\", \"2021-12-21 19:21:05.000000+00:00\"], \"session_ids\": [\"bea602c9-ca1a-44f5-83b2-beab8e3de82c\", \"0b661365-d9ce-4d35-92d3-e3a099aab7ea\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 3.662}, \"40100\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-01-13 19:01:15.000000+00:00\", \"2019-01-02 05:13:06.000000+00:00\", \"2020-10-25 22:43:19.000000+00:00\", \"2023-05-17 08:02:57.000000+00:00\", \"2022-12-06 00:32:43.000000+00:00\"], \"session_ids\": [\"3824bb4a-b463-45b3-beb6-d7d61b3cb68e\", \"d0b3130c-cf20-409e-adb0-2a8543037c16\", \"16661637-190e-4f7d-9fcf-3b9a9fbcd53f\", \"a946b888-9353-465a-ae02-f8fa27309ea4\", \"95092e51-e57e-4e99-878a-30acb0b973dc\"], \"total_duration\": 90.0, \"total_sessions\": 5, \"mean_week_duration\": 0.395}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 127 and are greater than 3876" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[127, 3876]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10775\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-13 13:24:40.000000+00:00\", \"2020-01-02 06:39:04.000000+00:00\"], \"session_ids\": [\"5250f2cf-17cf-4b0b-b201-0162f7ad43b6\", \"14f82b55-6ed9-4e15-922f-d27dab719fb6\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.172}, \"62387\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-23 02:49:15.000000+00:00\", \"2020-03-12 12:26:48.000000+00:00\"], \"session_ids\": [\"e93f035f-8054-477f-ab32-d24664cc53cf\", \"c05a24de-c721-4c69-81b0-f3da52caf6f1\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}, \"40100\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-01-13 19:01:15.000000+00:00\", \"2019-01-02 05:13:06.000000+00:00\", \"2020-10-25 22:43:19.000000+00:00\", \"2023-05-17 08:02:57.000000+00:00\", \"2022-12-06 00:32:43.000000+00:00\"], \"session_ids\": [\"3824bb4a-b463-45b3-beb6-d7d61b3cb68e\", \"d0b3130c-cf20-409e-adb0-2a8543037c16\", \"16661637-190e-4f7d-9fcf-3b9a9fbcd53f\", \"a946b888-9353-465a-ae02-f8fa27309ea4\", \"95092e51-e57e-4e99-878a-30acb0b973dc\"], \"total_duration\": 90.0, \"total_sessions\": 5, \"mean_week_duration\": 0.395}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "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[{\"40100\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-01-13 19:01:15.000000+00:00\", \"2019-01-02 05:13:06.000000+00:00\", \"2020-10-25 22:43:19.000000+00:00\", \"2023-05-17 08:02:57.000000+00:00\", \"2022-12-06 00:32:43.000000+00:00\"], \"session_ids\": [\"3824bb4a-b463-45b3-beb6-d7d61b3cb68e\", \"d0b3130c-cf20-409e-adb0-2a8543037c16\", \"16661637-190e-4f7d-9fcf-3b9a9fbcd53f\", \"a946b888-9353-465a-ae02-f8fa27309ea4\", \"95092e51-e57e-4e99-878a-30acb0b973dc\"], \"total_duration\": 90.0, \"total_sessions\": 5, \"mean_week_duration\": 0.395}}, {\"62387\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-23 02:49:15.000000+00:00\", \"2020-03-12 12:26:48.000000+00:00\"], \"session_ids\": [\"e93f035f-8054-477f-ab32-d24664cc53cf\", \"c05a24de-c721-4c69-81b0-f3da52caf6f1\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}}, {\"10775\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-13 13:24:40.000000+00:00\", \"2020-01-02 06:39:04.000000+00:00\"], \"session_ids\": [\"5250f2cf-17cf-4b0b-b201-0162f7ad43b6\", \"14f82b55-6ed9-4e15-922f-d27dab719fb6\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.172}}]\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[{\"40100\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-01-13 19:01:15.000000+00:00\", \"2019-01-02 05:13:06.000000+00:00\", \"2020-10-25 22:43:19.000000+00:00\", \"2023-05-17 08:02:57.000000+00:00\", \"2022-12-06 00:32:43.000000+00:00\"], \"session_ids\": [\"3824bb4a-b463-45b3-beb6-d7d61b3cb68e\", \"d0b3130c-cf20-409e-adb0-2a8543037c16\", \"16661637-190e-4f7d-9fcf-3b9a9fbcd53f\", \"a946b888-9353-465a-ae02-f8fa27309ea4\", \"95092e51-e57e-4e99-878a-30acb0b973dc\"], \"total_duration\": 90.0, \"total_sessions\": 5, \"mean_week_duration\": 0.395}}, {\"62387\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-23 02:49:15.000000+00:00\", \"2020-03-12 12:26:48.000000+00:00\"], \"session_ids\": [\"e93f035f-8054-477f-ab32-d24664cc53cf\", \"c05a24de-c721-4c69-81b0-f3da52caf6f1\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}}, {\"10775\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-13 13:24:40.000000+00:00\", \"2020-01-02 06:39:04.000000+00:00\"], \"session_ids\": [\"5250f2cf-17cf-4b0b-b201-0162f7ad43b6\", \"14f82b55-6ed9-4e15-922f-d27dab719fb6\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.172}}]\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 2 users who are users with lowest count of sessions additionaly put to use sorting by total sessions in descending." } ]
[ { "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{\"7084\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-04-30 15:51:40.000000+00:00\", \"2022-06-29 18:30:41.000000+00:00\", \"2022-04-28 23:13:05.000000+00:00\"], \"session_ids\": [\"1d690850-5016-4a7c-9555-ebc63abdf69d\", \"1a58230f-6722-4c96-9d70-a7977eaede6a\", \"8f58160a-716e-45df-8211-89909c27b1c2\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.951}, \"54488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-18 22:30:44.000000+00:00\", \"2021-06-20 10:17:42.000000+00:00\", \"2021-05-09 16:45:53.000000+00:00\", \"2021-04-27 16:05:11.000000+00:00\", \"2022-03-25 13:53:09.000000+00:00\"], \"session_ids\": [\"7f949e22-20b2-4a99-b9cf-c306b4a394c8\", \"9802a824-f327-451b-820a-3edc1a2648f0\", \"2042dd8f-c512-4226-809e-486ccbc9663c\", \"17654abd-1065-414b-8567-9d14b68e3541\", \"7bff5dd0-1dac-4678-94b8-8eb3cb5bbfa1\"], \"total_duration\": 1955.0, \"total_sessions\": 5, \"mean_week_duration\": 23.841}, \"58502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-16 09:27:25.000000+00:00\", \"2021-05-02 18:54:09.000000+00:00\"], \"session_ids\": [\"2335eae0-a0ea-43f2-a3f4-d8366579650b\", \"527fdfaa-c57e-41e5-adac-8b3a3019a360\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.917}, \"92003\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-29 12:33:28.000000+00:00\", \"2019-12-17 17:38:30.000000+00:00\"], \"session_ids\": [\"b6d9e3b5-3b28-47b6-8a55-d754ae4c5261\", \"aff7d906-18ba-4cdf-a311-ca3f507dbb2c\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 2.133}, \"34317\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-06-07 12:37:56.000000+00:00\", \"2020-01-01 03:38:22.000000+00:00\"], \"session_ids\": [\"fd32e6ee-13c4-429e-8c7c-db23f1fed72d\", \"2de6d550-9a1a-49b5-95ad-f92b0bc77d63\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}, \"39954\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-24 00:00:26.000000+00:00\", \"2020-10-20 13:08:04.000000+00:00\", \"2023-06-06 12:30:37.000000+00:00\", \"2020-06-23 09:01:13.000000+00:00\", \"2022-05-28 23:00:05.000000+00:00\", \"2023-06-25 18:45:17.000000+00:00\", \"2020-03-12 02:04:46.000000+00:00\"], \"session_ids\": [\"50e39263-0ebd-404b-a898-28f4659491d8\", \"6ef9b65b-4a93-4a57-860b-20665b0cb8de\", \"30e30a56-6688-4bb5-83ff-260635d51fee\", \"6fc8464a-9ade-4b38-b657-f97cea025d00\", \"f38e14e7-f3a0-433a-a3d8-c77b9773b3dd\", \"1c920e72-901f-488e-8fab-20c7639f7fa4\", \"51be83f8-4720-4d37-a1c8-c35e4d9d54ce\"], \"total_duration\": 109.0, \"total_sessions\": 7, \"mean_week_duration\": 0.634}, \"89732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-02 22:28:09.000000+00:00\", \"2023-04-11 01:57:32.000000+00:00\", \"2019-08-06 19:05:46.000000+00:00\", \"2019-06-08 08:21:17.000000+00:00\", \"2020-04-14 04:01:03.000000+00:00\"], \"session_ids\": [\"c0bdd7e4-82bf-47a8-8bb7-52eff349b003\", \"8be59c23-5765-46ca-9abf-4ae146033e2b\", \"87905187-4a2d-4c02-a8e1-63f36afdbcb0\", \"650de118-c0d8-4843-857e-45af0646a55c\", \"0fc3c624-acc7-47fb-9d74-03e020c2625e\"], \"total_duration\": 326.0, \"total_sessions\": 5, \"mean_week_duration\": 1.622}, \"79703\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-17 02:26:12.000000+00:00\", \"2019-02-09 03:47:16.000000+00:00\"], \"session_ids\": [\"57b80e0b-7d48-4f4c-ba07-7e773311ed0a\", \"a97ee496-03af-47e8-8f6c-e08b34620a60\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.705}, \"45433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-21 01:25:28.000000+00:00\", \"2022-02-23 08:04:59.000000+00:00\", \"2019-06-15 18:47:52.000000+00:00\", \"2023-03-22 21:39:05.000000+00:00\", \"2021-10-10 08:05:26.000000+00:00\", \"2020-12-26 14:11:03.000000+00:00\", \"2019-03-17 18:12:09.000000+00:00\", \"2020-11-23 09:02:02.000000+00:00\"], \"session_ids\": [\"c430928e-ad63-44df-a4a9-df6da4d96ec0\", \"7b29b4d2-718d-4849-a667-7f84ad857351\", \"986faf50-2edd-48a0-937e-a4793009e3cb\", \"a7556393-df7c-4fe9-a158-bebd1a9d613e\", \"f95c21fa-9eab-4ed6-ad64-2273c46841ed\", \"c69fda54-e6a3-48c9-ba12-db33249cc4d6\", \"186de7b3-d258-4c8c-853e-6a33f34bd3ad\", \"d10d4b4b-e7c7-490d-89b6-04203d3f32e5\"], \"total_duration\": 104.0, \"total_sessions\": 8, \"mean_week_duration\": 0.495}, \"95082\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-21 09:54:31.000000+00:00\", \"2021-06-04 18:40:30.000000+00:00\"], \"session_ids\": [\"2fd97fda-6a6a-4467-8d4f-ea3ad4dc6a5a\", \"8a93f47f-ca67-4993-92ba-b2ae945b95e9\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 4.889}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 2 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 2}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-16 09:27:25.000000+00:00\", \"2021-05-02 18:54:09.000000+00:00\"], \"session_ids\": [\"2335eae0-a0ea-43f2-a3f4-d8366579650b\", \"527fdfaa-c57e-41e5-adac-8b3a3019a360\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.917}}, {\"92003\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-29 12:33:28.000000+00:00\", \"2019-12-17 17:38:30.000000+00:00\"], \"session_ids\": [\"b6d9e3b5-3b28-47b6-8a55-d754ae4c5261\", \"aff7d906-18ba-4cdf-a311-ca3f507dbb2c\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 2.133}}, {\"34317\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-06-07 12:37:56.000000+00:00\", \"2020-01-01 03:38:22.000000+00:00\"], \"session_ids\": [\"fd32e6ee-13c4-429e-8c7c-db23f1fed72d\", \"2de6d550-9a1a-49b5-95ad-f92b0bc77d63\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}}]\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[{\"58502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-16 09:27:25.000000+00:00\", \"2021-05-02 18:54:09.000000+00:00\"], \"session_ids\": [\"2335eae0-a0ea-43f2-a3f4-d8366579650b\", \"527fdfaa-c57e-41e5-adac-8b3a3019a360\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.917}}, {\"92003\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-29 12:33:28.000000+00:00\", \"2019-12-17 17:38:30.000000+00:00\"], \"session_ids\": [\"b6d9e3b5-3b28-47b6-8a55-d754ae4c5261\", \"aff7d906-18ba-4cdf-a311-ca3f507dbb2c\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 2.133}}, {\"34317\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-06-07 12:37:56.000000+00:00\", \"2020-01-01 03:38:22.000000+00:00\"], \"session_ids\": [\"fd32e6ee-13c4-429e-8c7c-db23f1fed72d\", \"2de6d550-9a1a-49b5-95ad-f92b0bc77d63\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-16 09:27:25.000000+00:00\", \"2021-05-02 18:54:09.000000+00:00\"], \"session_ids\": [\"2335eae0-a0ea-43f2-a3f4-d8366579650b\", \"527fdfaa-c57e-41e5-adac-8b3a3019a360\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.917}}, {\"92003\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-29 12:33:28.000000+00:00\", \"2019-12-17 17:38:30.000000+00:00\"], \"session_ids\": [\"b6d9e3b5-3b28-47b6-8a55-d754ae4c5261\", \"aff7d906-18ba-4cdf-a311-ca3f507dbb2c\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 2.133}}]\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[{\"58502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-16 09:27:25.000000+00:00\", \"2021-05-02 18:54:09.000000+00:00\"], \"session_ids\": [\"2335eae0-a0ea-43f2-a3f4-d8366579650b\", \"527fdfaa-c57e-41e5-adac-8b3a3019a360\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.917}}, {\"92003\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-29 12:33:28.000000+00:00\", \"2019-12-17 17:38:30.000000+00:00\"], \"session_ids\": [\"b6d9e3b5-3b28-47b6-8a55-d754ae4c5261\", \"aff7d906-18ba-4cdf-a311-ca3f507dbb2c\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 2.133}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the user with a total sessions that is above 8 and below 4 and in addition put to use sorting by town center name from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13783\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-06 07:34:46.000000+00:00\", \"2022-08-04 15:53:39.000000+00:00\"], \"session_ids\": [\"ef09ea64-eb19-40af-9a59-e4bd9c9984ce\", \"7fdbea49-b5c3-48f8-a920-c26ba0ccc726\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 3.816}, \"59724\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-25 21:52:32.000000+00:00\", \"2022-09-30 16:55:34.000000+00:00\"], \"session_ids\": [\"0b9b2e5a-abe9-444f-a7c5-397839be51d8\", \"99014bfd-7d5c-4ceb-bc61-cf4fe9b03556\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 3.706}, \"89180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-04 19:32:10.000000+00:00\", \"2020-07-12 11:05:59.000000+00:00\"], \"session_ids\": [\"fb22e17c-66e4-4ffa-93ea-be57a15a952c\", \"dde5fe43-f6ad-467c-8d22-7ebb5b8f9740\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 2.429}, \"74349\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-04 21:31:12.000000+00:00\", \"2019-12-27 07:54:59.000000+00:00\", \"2019-06-01 03:32:13.000000+00:00\"], \"session_ids\": [\"df9ca61f-b509-474f-bd63-33b9947af84e\", \"b157224e-39bd-447f-a94f-02f171fdb904\", \"fca52020-6b1d-4297-b105-eec6773acf46\"], \"total_duration\": 327.0, \"total_sessions\": 3, \"mean_week_duration\": 10.9}, \"16008\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-29 23:26:39.000000+00:00\", \"2023-05-01 19:09:37.000000+00:00\"], \"session_ids\": [\"889466af-ccf3-47c8-acee-a787c83e428c\", \"c034af39-0070-48d5-9e15-d6c15c253690\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 1.63}, \"37671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-06 19:07:18.000000+00:00\", \"2021-08-14 22:02:03.000000+00:00\"], \"session_ids\": [\"258b5308-223a-4abb-83b8-7ef42ee9d989\", \"154d5438-e048-47eb-9014-b74303fbfb4d\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.553}, \"48303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-13 18:34:10.000000+00:00\", \"2019-09-14 09:59:22.000000+00:00\"], \"session_ids\": [\"d067ca38-8fc1-4bdf-bb56-fbbeb2fea317\", \"87b864d3-7172-4b6f-96a1-e2077b6b4303\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 2.311}, \"8205\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-06 06:21:38.000000+00:00\", \"2020-01-02 10:27:17.000000+00:00\"], \"session_ids\": [\"9413bdaf-9a67-482d-a280-cd3cbbc987bd\", \"8bf2f338-3946-4629-85c9-d3c7f91779a5\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 1.48}, \"71097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-06-04 16:19:38.000000+00:00\", \"2023-06-05 15:38:36.000000+00:00\"], \"session_ids\": [\"af8a335d-3770-48dd-b2c0-d7e7dfff9648\", \"5983addb-0e7b-4974-ae88-b9028638fb4c\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 0.876}, \"94005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-18 14:05:23.000000+00:00\", \"2021-09-09 21:19:29.000000+00:00\"], \"session_ids\": [\"d8c4c54f-cd66-4739-a0d7-af2bbc9179b1\", \"7ff61d16-4031-4546-9908-b8fd84541705\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.593}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 4 and are equal or greater than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13783\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-06 07:34:46.000000+00:00\", \"2022-08-04 15:53:39.000000+00:00\"], \"session_ids\": [\"ef09ea64-eb19-40af-9a59-e4bd9c9984ce\", \"7fdbea49-b5c3-48f8-a920-c26ba0ccc726\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 3.816}, \"59724\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-25 21:52:32.000000+00:00\", \"2022-09-30 16:55:34.000000+00:00\"], \"session_ids\": [\"0b9b2e5a-abe9-444f-a7c5-397839be51d8\", \"99014bfd-7d5c-4ceb-bc61-cf4fe9b03556\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 3.706}, \"89180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-04 19:32:10.000000+00:00\", \"2020-07-12 11:05:59.000000+00:00\"], \"session_ids\": [\"fb22e17c-66e4-4ffa-93ea-be57a15a952c\", \"dde5fe43-f6ad-467c-8d22-7ebb5b8f9740\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 2.429}, \"74349\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-04 21:31:12.000000+00:00\", \"2019-12-27 07:54:59.000000+00:00\", \"2019-06-01 03:32:13.000000+00:00\"], \"session_ids\": [\"df9ca61f-b509-474f-bd63-33b9947af84e\", \"b157224e-39bd-447f-a94f-02f171fdb904\", \"fca52020-6b1d-4297-b105-eec6773acf46\"], \"total_duration\": 327.0, \"total_sessions\": 3, \"mean_week_duration\": 10.9}, \"16008\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-29 23:26:39.000000+00:00\", \"2023-05-01 19:09:37.000000+00:00\"], \"session_ids\": [\"889466af-ccf3-47c8-acee-a787c83e428c\", \"c034af39-0070-48d5-9e15-d6c15c253690\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 1.63}, \"37671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-06 19:07:18.000000+00:00\", \"2021-08-14 22:02:03.000000+00:00\"], \"session_ids\": [\"258b5308-223a-4abb-83b8-7ef42ee9d989\", \"154d5438-e048-47eb-9014-b74303fbfb4d\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.553}, \"48303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-13 18:34:10.000000+00:00\", \"2019-09-14 09:59:22.000000+00:00\"], \"session_ids\": [\"d067ca38-8fc1-4bdf-bb56-fbbeb2fea317\", \"87b864d3-7172-4b6f-96a1-e2077b6b4303\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 2.311}, \"8205\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-06 06:21:38.000000+00:00\", \"2020-01-02 10:27:17.000000+00:00\"], \"session_ids\": [\"9413bdaf-9a67-482d-a280-cd3cbbc987bd\", \"8bf2f338-3946-4629-85c9-d3c7f91779a5\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 1.48}, \"71097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-06-04 16:19:38.000000+00:00\", \"2023-06-05 15:38:36.000000+00:00\"], \"session_ids\": [\"af8a335d-3770-48dd-b2c0-d7e7dfff9648\", \"5983addb-0e7b-4974-ae88-b9028638fb4c\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 0.876}, \"94005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-18 14:05:23.000000+00:00\", \"2021-09-09 21:19:29.000000+00:00\"], \"session_ids\": [\"d8c4c54f-cd66-4739-a0d7-af2bbc9179b1\", \"7ff61d16-4031-4546-9908-b8fd84541705\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.593}}\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[{\"37671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-06 19:07:18.000000+00:00\", \"2021-08-14 22:02:03.000000+00:00\"], \"session_ids\": [\"258b5308-223a-4abb-83b8-7ef42ee9d989\", \"154d5438-e048-47eb-9014-b74303fbfb4d\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.553}}, {\"48303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-13 18:34:10.000000+00:00\", \"2019-09-14 09:59:22.000000+00:00\"], \"session_ids\": [\"d067ca38-8fc1-4bdf-bb56-fbbeb2fea317\", \"87b864d3-7172-4b6f-96a1-e2077b6b4303\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 2.311}}, {\"8205\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-06 06:21:38.000000+00:00\", \"2020-01-02 10:27:17.000000+00:00\"], \"session_ids\": [\"9413bdaf-9a67-482d-a280-cd3cbbc987bd\", \"8bf2f338-3946-4629-85c9-d3c7f91779a5\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 1.48}}, {\"89180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-04 19:32:10.000000+00:00\", \"2020-07-12 11:05:59.000000+00:00\"], \"session_ids\": [\"fb22e17c-66e4-4ffa-93ea-be57a15a952c\", \"dde5fe43-f6ad-467c-8d22-7ebb5b8f9740\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 2.429}}, {\"71097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-06-04 16:19:38.000000+00:00\", \"2023-06-05 15:38:36.000000+00:00\"], \"session_ids\": [\"af8a335d-3770-48dd-b2c0-d7e7dfff9648\", \"5983addb-0e7b-4974-ae88-b9028638fb4c\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 0.876}}, {\"74349\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-04 21:31:12.000000+00:00\", \"2019-12-27 07:54:59.000000+00:00\", \"2019-06-01 03:32:13.000000+00:00\"], \"session_ids\": [\"df9ca61f-b509-474f-bd63-33b9947af84e\", \"b157224e-39bd-447f-a94f-02f171fdb904\", \"fca52020-6b1d-4297-b105-eec6773acf46\"], \"total_duration\": 327.0, \"total_sessions\": 3, \"mean_week_duration\": 10.9}}, {\"13783\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-06 07:34:46.000000+00:00\", \"2022-08-04 15:53:39.000000+00:00\"], \"session_ids\": [\"ef09ea64-eb19-40af-9a59-e4bd9c9984ce\", \"7fdbea49-b5c3-48f8-a920-c26ba0ccc726\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 3.816}}, {\"59724\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-25 21:52:32.000000+00:00\", \"2022-09-30 16:55:34.000000+00:00\"], \"session_ids\": [\"0b9b2e5a-abe9-444f-a7c5-397839be51d8\", \"99014bfd-7d5c-4ceb-bc61-cf4fe9b03556\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 3.706}}, {\"16008\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-29 23:26:39.000000+00:00\", \"2023-05-01 19:09:37.000000+00:00\"], \"session_ids\": [\"889466af-ccf3-47c8-acee-a787c83e428c\", \"c034af39-0070-48d5-9e15-d6c15c253690\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 1.63}}, {\"94005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-18 14:05:23.000000+00:00\", \"2021-09-09 21:19:29.000000+00:00\"], \"session_ids\": [\"d8c4c54f-cd66-4739-a0d7-af2bbc9179b1\", \"7ff61d16-4031-4546-9908-b8fd84541705\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.593}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"37671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-06 19:07:18.000000+00:00\", \"2021-08-14 22:02:03.000000+00:00\"], \"session_ids\": [\"258b5308-223a-4abb-83b8-7ef42ee9d989\", \"154d5438-e048-47eb-9014-b74303fbfb4d\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.553}}]\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[{\"37671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-06 19:07:18.000000+00:00\", \"2021-08-14 22:02:03.000000+00:00\"], \"session_ids\": [\"258b5308-223a-4abb-83b8-7ef42ee9d989\", \"154d5438-e048-47eb-9014-b74303fbfb4d\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.553}}]\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 user who isn't living in cities Madrid, Athens, Santiago, New York City and in addition do sorting by sessions count form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7314\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-02 06:31:29.000000+00:00\", \"2020-02-09 18:09:44.000000+00:00\", \"2023-02-07 00:59:23.000000+00:00\", \"2022-12-08 06:23:33.000000+00:00\", \"2022-05-23 19:50:40.000000+00:00\", \"2023-03-05 22:19:28.000000+00:00\", \"2019-05-08 23:39:50.000000+00:00\", \"2022-09-13 23:43:29.000000+00:00\", \"2021-06-01 06:55:54.000000+00:00\", \"2023-06-10 06:50:35.000000+00:00\"], \"session_ids\": [\"97310515-6bf7-4941-b410-01c45f0353be\", \"9eacaf17-3f12-4aa1-a77f-cf8d388af388\", \"ff0c811b-c937-46a3-86fd-d0cf599646b1\", \"a64bdd63-47c5-4e7c-ba90-dc1128f9e66c\", \"01bec00b-2959-4d76-ae90-d7d440911d30\", \"d3054c17-bcbf-4d1f-be83-f07f0e6a080d\", \"7d08f774-ccd7-4a7b-baaf-fe81b2b21615\", \"3fb9566b-f496-43cf-b43c-9f2fd28c0f35\", \"eaf694e5-3359-477e-8d8f-0b97eb4fef87\", \"ff698e7d-0ff1-4f48-b334-96196d9384c1\"], \"total_duration\": 14166.0, \"total_sessions\": 10, \"mean_week_duration\": 64.685}, \"75588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-04 09:56:40.000000+00:00\", \"2023-02-04 11:03:20.000000+00:00\"], \"session_ids\": [\"3109d302-1673-43b8-9f9c-496fea129f53\", \"0a6472ee-77ef-4e95-823c-7ea45fc0763e\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 1.294}, \"48551\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-07 12:52:58.000000+00:00\", \"2021-09-08 17:24:35.000000+00:00\", \"2020-01-19 16:55:30.000000+00:00\"], \"session_ids\": [\"0b2e020f-4bb4-47a9-b7dc-46fb40519a3c\", \"975a5e58-5221-4f23-9b32-a5f7e9a18a49\", \"ae7c25f5-63dd-4352-9ff6-96f124da36fe\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 5.371}, \"15334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-03-09 14:11:44.000000+00:00\", \"2021-07-19 08:27:54.000000+00:00\", \"2023-03-28 15:33:13.000000+00:00\", \"2019-08-15 15:00:40.000000+00:00\"], \"session_ids\": [\"1043fc5a-ad7f-4982-85f4-03bc448736e5\", \"d0b9daa2-54f0-47b4-a52f-eab929daa7e3\", \"2a02429c-a282-4c81-9306-f47cf330ae7c\", \"d7cf936e-77b3-421f-add0-24733dbf1729\"], \"total_duration\": 1959.0, \"total_sessions\": 4, \"mean_week_duration\": 10.365}, \"33804\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-28 18:45:43.000000+00:00\", \"2022-04-08 14:14:37.000000+00:00\"], \"session_ids\": [\"5cf52fe1-d79f-4c10-a9e0-0870b72389a2\", \"443e06df-c8e6-4d4e-a428-df2f26def456\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 13.4}, \"56997\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-01-07 18:19:25.000000+00:00\", \"2022-08-06 17:18:05.000000+00:00\"], \"session_ids\": [\"3d47a8fb-3931-4404-8958-2bd6530e955b\", \"d57bd291-127c-4164-9dcc-cb8c62ca0e69\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}, \"16029\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-12 14:12:59.000000+00:00\", \"2020-03-04 11:58:10.000000+00:00\"], \"session_ids\": [\"87243d69-9018-4aa7-a6b9-326341d5325a\", \"53e5b9a9-0f8b-4624-a0c2-7eb4b05231f3\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 6.444}, \"66188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-07 03:04:09.000000+00:00\", \"2022-11-15 09:21:24.000000+00:00\"], \"session_ids\": [\"45cb0148-8b59-43d1-b5ab-844979c0bc29\", \"17bf68c9-588c-4d52-b62f-8900a7a915ed\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 3.68}, \"50403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-22 03:37:18.000000+00:00\", \"2019-07-08 20:31:42.000000+00:00\"], \"session_ids\": [\"a0332c49-53a0-4cf2-8fc5-e70c7bbaab55\", \"9a3238d2-3370-4c28-bb94-49915bf8aa7d\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.479}, \"44415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-28 21:53:30.000000+00:00\", \"2023-01-21 01:06:40.000000+00:00\", \"2022-10-25 14:29:53.000000+00:00\"], \"session_ids\": [\"a01a2368-65ab-4a09-b057-ecfa6fc1c7b5\", \"6e8e7959-d72c-4012-8bfa-ea356c39f4a1\", \"c090a103-41a1-45ef-bd54-d5ba73b6c6cd\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.215}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Madrid, Athens, Santiago, New York City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Madrid\", \"Athens\", \"Santiago\", \"New York City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7314\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-02 06:31:29.000000+00:00\", \"2020-02-09 18:09:44.000000+00:00\", \"2023-02-07 00:59:23.000000+00:00\", \"2022-12-08 06:23:33.000000+00:00\", \"2022-05-23 19:50:40.000000+00:00\", \"2023-03-05 22:19:28.000000+00:00\", \"2019-05-08 23:39:50.000000+00:00\", \"2022-09-13 23:43:29.000000+00:00\", \"2021-06-01 06:55:54.000000+00:00\", \"2023-06-10 06:50:35.000000+00:00\"], \"session_ids\": [\"97310515-6bf7-4941-b410-01c45f0353be\", \"9eacaf17-3f12-4aa1-a77f-cf8d388af388\", \"ff0c811b-c937-46a3-86fd-d0cf599646b1\", \"a64bdd63-47c5-4e7c-ba90-dc1128f9e66c\", \"01bec00b-2959-4d76-ae90-d7d440911d30\", \"d3054c17-bcbf-4d1f-be83-f07f0e6a080d\", \"7d08f774-ccd7-4a7b-baaf-fe81b2b21615\", \"3fb9566b-f496-43cf-b43c-9f2fd28c0f35\", \"eaf694e5-3359-477e-8d8f-0b97eb4fef87\", \"ff698e7d-0ff1-4f48-b334-96196d9384c1\"], \"total_duration\": 14166.0, \"total_sessions\": 10, \"mean_week_duration\": 64.685}, \"75588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-04 09:56:40.000000+00:00\", \"2023-02-04 11:03:20.000000+00:00\"], \"session_ids\": [\"3109d302-1673-43b8-9f9c-496fea129f53\", \"0a6472ee-77ef-4e95-823c-7ea45fc0763e\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 1.294}, \"48551\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-07 12:52:58.000000+00:00\", \"2021-09-08 17:24:35.000000+00:00\", \"2020-01-19 16:55:30.000000+00:00\"], \"session_ids\": [\"0b2e020f-4bb4-47a9-b7dc-46fb40519a3c\", \"975a5e58-5221-4f23-9b32-a5f7e9a18a49\", \"ae7c25f5-63dd-4352-9ff6-96f124da36fe\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 5.371}, \"15334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-03-09 14:11:44.000000+00:00\", \"2021-07-19 08:27:54.000000+00:00\", \"2023-03-28 15:33:13.000000+00:00\", \"2019-08-15 15:00:40.000000+00:00\"], \"session_ids\": [\"1043fc5a-ad7f-4982-85f4-03bc448736e5\", \"d0b9daa2-54f0-47b4-a52f-eab929daa7e3\", \"2a02429c-a282-4c81-9306-f47cf330ae7c\", \"d7cf936e-77b3-421f-add0-24733dbf1729\"], \"total_duration\": 1959.0, \"total_sessions\": 4, \"mean_week_duration\": 10.365}, \"33804\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-28 18:45:43.000000+00:00\", \"2022-04-08 14:14:37.000000+00:00\"], \"session_ids\": [\"5cf52fe1-d79f-4c10-a9e0-0870b72389a2\", \"443e06df-c8e6-4d4e-a428-df2f26def456\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 13.4}, \"56997\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-01-07 18:19:25.000000+00:00\", \"2022-08-06 17:18:05.000000+00:00\"], \"session_ids\": [\"3d47a8fb-3931-4404-8958-2bd6530e955b\", \"d57bd291-127c-4164-9dcc-cb8c62ca0e69\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}, \"16029\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-12 14:12:59.000000+00:00\", \"2020-03-04 11:58:10.000000+00:00\"], \"session_ids\": [\"87243d69-9018-4aa7-a6b9-326341d5325a\", \"53e5b9a9-0f8b-4624-a0c2-7eb4b05231f3\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 6.444}, \"66188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-07 03:04:09.000000+00:00\", \"2022-11-15 09:21:24.000000+00:00\"], \"session_ids\": [\"45cb0148-8b59-43d1-b5ab-844979c0bc29\", \"17bf68c9-588c-4d52-b62f-8900a7a915ed\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 3.68}, \"50403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-22 03:37:18.000000+00:00\", \"2019-07-08 20:31:42.000000+00:00\"], \"session_ids\": [\"a0332c49-53a0-4cf2-8fc5-e70c7bbaab55\", \"9a3238d2-3370-4c28-bb94-49915bf8aa7d\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.479}, \"44415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-28 21:53:30.000000+00:00\", \"2023-01-21 01:06:40.000000+00:00\", \"2022-10-25 14:29:53.000000+00:00\"], \"session_ids\": [\"a01a2368-65ab-4a09-b057-ecfa6fc1c7b5\", \"6e8e7959-d72c-4012-8bfa-ea356c39f4a1\", \"c090a103-41a1-45ef-bd54-d5ba73b6c6cd\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.215}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-04 09:56:40.000000+00:00\", \"2023-02-04 11:03:20.000000+00:00\"], \"session_ids\": [\"3109d302-1673-43b8-9f9c-496fea129f53\", \"0a6472ee-77ef-4e95-823c-7ea45fc0763e\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 1.294}}, {\"33804\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-28 18:45:43.000000+00:00\", \"2022-04-08 14:14:37.000000+00:00\"], \"session_ids\": [\"5cf52fe1-d79f-4c10-a9e0-0870b72389a2\", \"443e06df-c8e6-4d4e-a428-df2f26def456\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 13.4}}, {\"56997\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-01-07 18:19:25.000000+00:00\", \"2022-08-06 17:18:05.000000+00:00\"], \"session_ids\": [\"3d47a8fb-3931-4404-8958-2bd6530e955b\", \"d57bd291-127c-4164-9dcc-cb8c62ca0e69\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.7}}, {\"16029\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-12 14:12:59.000000+00:00\", \"2020-03-04 11:58:10.000000+00:00\"], \"session_ids\": [\"87243d69-9018-4aa7-a6b9-326341d5325a\", \"53e5b9a9-0f8b-4624-a0c2-7eb4b05231f3\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 6.444}}, {\"66188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-07 03:04:09.000000+00:00\", \"2022-11-15 09:21:24.000000+00:00\"], \"session_ids\": [\"45cb0148-8b59-43d1-b5ab-844979c0bc29\", \"17bf68c9-588c-4d52-b62f-8900a7a915ed\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 3.68}}, {\"50403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-22 03:37:18.000000+00:00\", \"2019-07-08 20:31:42.000000+00:00\"], \"session_ids\": [\"a0332c49-53a0-4cf2-8fc5-e70c7bbaab55\", \"9a3238d2-3370-4c28-bb94-49915bf8aa7d\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.479}}, {\"48551\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-07 12:52:58.000000+00:00\", \"2021-09-08 17:24:35.000000+00:00\", \"2020-01-19 16:55:30.000000+00:00\"], \"session_ids\": [\"0b2e020f-4bb4-47a9-b7dc-46fb40519a3c\", \"975a5e58-5221-4f23-9b32-a5f7e9a18a49\", \"ae7c25f5-63dd-4352-9ff6-96f124da36fe\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 5.371}}, {\"44415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-28 21:53:30.000000+00:00\", \"2023-01-21 01:06:40.000000+00:00\", \"2022-10-25 14:29:53.000000+00:00\"], \"session_ids\": [\"a01a2368-65ab-4a09-b057-ecfa6fc1c7b5\", \"6e8e7959-d72c-4012-8bfa-ea356c39f4a1\", \"c090a103-41a1-45ef-bd54-d5ba73b6c6cd\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.215}}, {\"15334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-03-09 14:11:44.000000+00:00\", \"2021-07-19 08:27:54.000000+00:00\", \"2023-03-28 15:33:13.000000+00:00\", \"2019-08-15 15:00:40.000000+00:00\"], \"session_ids\": [\"1043fc5a-ad7f-4982-85f4-03bc448736e5\", \"d0b9daa2-54f0-47b4-a52f-eab929daa7e3\", \"2a02429c-a282-4c81-9306-f47cf330ae7c\", \"d7cf936e-77b3-421f-add0-24733dbf1729\"], \"total_duration\": 1959.0, \"total_sessions\": 4, \"mean_week_duration\": 10.365}}, {\"7314\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-02 06:31:29.000000+00:00\", \"2020-02-09 18:09:44.000000+00:00\", \"2023-02-07 00:59:23.000000+00:00\", \"2022-12-08 06:23:33.000000+00:00\", \"2022-05-23 19:50:40.000000+00:00\", \"2023-03-05 22:19:28.000000+00:00\", \"2019-05-08 23:39:50.000000+00:00\", \"2022-09-13 23:43:29.000000+00:00\", \"2021-06-01 06:55:54.000000+00:00\", \"2023-06-10 06:50:35.000000+00:00\"], \"session_ids\": [\"97310515-6bf7-4941-b410-01c45f0353be\", \"9eacaf17-3f12-4aa1-a77f-cf8d388af388\", \"ff0c811b-c937-46a3-86fd-d0cf599646b1\", \"a64bdd63-47c5-4e7c-ba90-dc1128f9e66c\", \"01bec00b-2959-4d76-ae90-d7d440911d30\", \"d3054c17-bcbf-4d1f-be83-f07f0e6a080d\", \"7d08f774-ccd7-4a7b-baaf-fe81b2b21615\", \"3fb9566b-f496-43cf-b43c-9f2fd28c0f35\", \"eaf694e5-3359-477e-8d8f-0b97eb4fef87\", \"ff698e7d-0ff1-4f48-b334-96196d9384c1\"], \"total_duration\": 14166.0, \"total_sessions\": 10, \"mean_week_duration\": 64.685}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-04 09:56:40.000000+00:00\", \"2023-02-04 11:03:20.000000+00:00\"], \"session_ids\": [\"3109d302-1673-43b8-9f9c-496fea129f53\", \"0a6472ee-77ef-4e95-823c-7ea45fc0763e\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 1.294}}]\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[{\"75588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-04 09:56:40.000000+00:00\", \"2023-02-04 11:03:20.000000+00:00\"], \"session_ids\": [\"3109d302-1673-43b8-9f9c-496fea129f53\", \"0a6472ee-77ef-4e95-823c-7ea45fc0763e\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 1.294}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the user I can't find living in city Cape Town , moreover carry out sorting by all sessions quantity from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-03-07 01:28:03.000000+00:00\", \"2022-07-21 02:05:26.000000+00:00\"], \"session_ids\": [\"b49fde81-765a-4d42-8eaf-f2997a8c8405\", \"41c25754-2c02-4d64-b28b-5da3e3195d0a\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"39978\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-03-15 15:40:27.000000+00:00\", \"2021-03-20 13:25:56.000000+00:00\"], \"session_ids\": [\"7aecd334-f476-4385-8792-d195beb34fa6\", \"423e5da2-9e7e-4630-a73f-520e0b364c80\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.305}, \"82290\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-25 22:59:58.000000+00:00\", \"2020-01-16 11:33:18.000000+00:00\"], \"session_ids\": [\"33090921-3e79-469f-bf90-3eb97d48307b\", \"b39d60a7-ae54-41fb-8f8f-d68fd3088a6e\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.074}, \"16304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-20 04:15:00.000000+00:00\", \"2020-06-20 03:44:32.000000+00:00\", \"2022-07-21 10:13:53.000000+00:00\", \"2022-06-07 02:59:36.000000+00:00\"], \"session_ids\": [\"29c7d8a4-0c9e-45a5-97e9-877e335676f1\", \"ce65194d-8582-4a1b-9000-2cfa063c7591\", \"286fd6f7-2539-43cf-b6fd-a4733526b7c0\", \"40640ea5-db94-4f85-8e8d-2627b9cd8bff\"], \"total_duration\": 1180.0, \"total_sessions\": 4, \"mean_week_duration\": 7.973}, \"21727\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-10-03 10:36:51.000000+00:00\", \"2019-11-18 07:30:41.000000+00:00\"], \"session_ids\": [\"e1b6990e-318a-4bce-b716-2ba6c5309024\", \"187a130b-ffa7-428a-972b-f543115bd3e6\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 6.5}, \"57834\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-18 17:20:26.000000+00:00\", \"2021-09-24 05:02:15.000000+00:00\", \"2021-03-21 14:54:53.000000+00:00\"], \"session_ids\": [\"883c6df9-a5c5-46d4-a922-f9af2592d5e2\", \"13c99a65-60ae-4744-b71b-f1b0e736dbc9\", \"d6c3546d-3116-4bd6-8a89-d8952128bfee\"], \"total_duration\": 386.0, \"total_sessions\": 3, \"mean_week_duration\": 3.244}, \"47880\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-03-10 02:34:31.000000+00:00\", \"2022-01-14 02:34:43.000000+00:00\", \"2021-07-28 13:03:10.000000+00:00\"], \"session_ids\": [\"48e56524-5e64-4b03-906b-50a08f84327f\", \"8cc5119a-d094-4aec-9c05-5d21bdeb0d22\", \"f359c6df-db69-4e92-ba48-6169d71d1212\"], \"total_duration\": 446.0, \"total_sessions\": 3, \"mean_week_duration\": 13.938}, \"81664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-20 20:58:52.000000+00:00\", \"2022-08-23 05:36:49.000000+00:00\"], \"session_ids\": [\"9bf40a70-502f-4518-884a-01ddb1f9b621\", \"6950f9ea-be81-4793-8777-18f86a889f46\"], \"total_duration\": 435.0, \"total_sessions\": 2, \"mean_week_duration\": 7.632}, \"3075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-22 00:55:24.000000+00:00\", \"2022-10-07 11:51:26.000000+00:00\"], \"session_ids\": [\"64cd67e8-e5fc-4259-ad4b-5fd06fd57aa9\", \"e474a807-3507-4333-8b0f-5829ec6ed6f3\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 3.408}, \"90126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-28 11:45:34.000000+00:00\", \"2019-09-14 11:48:26.000000+00:00\"], \"session_ids\": [\"b7c2edf0-21e8-4889-a499-3b6af1123a86\", \"76a4b9c9-7a8b-4402-87a6-c5091f7163e0\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 6.143}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Cape Town" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Cape Town\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-03-07 01:28:03.000000+00:00\", \"2022-07-21 02:05:26.000000+00:00\"], \"session_ids\": [\"b49fde81-765a-4d42-8eaf-f2997a8c8405\", \"41c25754-2c02-4d64-b28b-5da3e3195d0a\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"39978\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-03-15 15:40:27.000000+00:00\", \"2021-03-20 13:25:56.000000+00:00\"], \"session_ids\": [\"7aecd334-f476-4385-8792-d195beb34fa6\", \"423e5da2-9e7e-4630-a73f-520e0b364c80\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.305}, \"82290\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-25 22:59:58.000000+00:00\", \"2020-01-16 11:33:18.000000+00:00\"], \"session_ids\": [\"33090921-3e79-469f-bf90-3eb97d48307b\", \"b39d60a7-ae54-41fb-8f8f-d68fd3088a6e\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.074}, \"16304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-20 04:15:00.000000+00:00\", \"2020-06-20 03:44:32.000000+00:00\", \"2022-07-21 10:13:53.000000+00:00\", \"2022-06-07 02:59:36.000000+00:00\"], \"session_ids\": [\"29c7d8a4-0c9e-45a5-97e9-877e335676f1\", \"ce65194d-8582-4a1b-9000-2cfa063c7591\", \"286fd6f7-2539-43cf-b6fd-a4733526b7c0\", \"40640ea5-db94-4f85-8e8d-2627b9cd8bff\"], \"total_duration\": 1180.0, \"total_sessions\": 4, \"mean_week_duration\": 7.973}, \"21727\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-10-03 10:36:51.000000+00:00\", \"2019-11-18 07:30:41.000000+00:00\"], \"session_ids\": [\"e1b6990e-318a-4bce-b716-2ba6c5309024\", \"187a130b-ffa7-428a-972b-f543115bd3e6\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 6.5}, \"57834\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-18 17:20:26.000000+00:00\", \"2021-09-24 05:02:15.000000+00:00\", \"2021-03-21 14:54:53.000000+00:00\"], \"session_ids\": [\"883c6df9-a5c5-46d4-a922-f9af2592d5e2\", \"13c99a65-60ae-4744-b71b-f1b0e736dbc9\", \"d6c3546d-3116-4bd6-8a89-d8952128bfee\"], \"total_duration\": 386.0, \"total_sessions\": 3, \"mean_week_duration\": 3.244}, \"47880\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-03-10 02:34:31.000000+00:00\", \"2022-01-14 02:34:43.000000+00:00\", \"2021-07-28 13:03:10.000000+00:00\"], \"session_ids\": [\"48e56524-5e64-4b03-906b-50a08f84327f\", \"8cc5119a-d094-4aec-9c05-5d21bdeb0d22\", \"f359c6df-db69-4e92-ba48-6169d71d1212\"], \"total_duration\": 446.0, \"total_sessions\": 3, \"mean_week_duration\": 13.938}, \"81664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-20 20:58:52.000000+00:00\", \"2022-08-23 05:36:49.000000+00:00\"], \"session_ids\": [\"9bf40a70-502f-4518-884a-01ddb1f9b621\", \"6950f9ea-be81-4793-8777-18f86a889f46\"], \"total_duration\": 435.0, \"total_sessions\": 2, \"mean_week_duration\": 7.632}, \"3075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-22 00:55:24.000000+00:00\", \"2022-10-07 11:51:26.000000+00:00\"], \"session_ids\": [\"64cd67e8-e5fc-4259-ad4b-5fd06fd57aa9\", \"e474a807-3507-4333-8b0f-5829ec6ed6f3\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 3.408}, \"90126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-28 11:45:34.000000+00:00\", \"2019-09-14 11:48:26.000000+00:00\"], \"session_ids\": [\"b7c2edf0-21e8-4889-a499-3b6af1123a86\", \"76a4b9c9-7a8b-4402-87a6-c5091f7163e0\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 6.143}}\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[{\"16304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-20 04:15:00.000000+00:00\", \"2020-06-20 03:44:32.000000+00:00\", \"2022-07-21 10:13:53.000000+00:00\", \"2022-06-07 02:59:36.000000+00:00\"], \"session_ids\": [\"29c7d8a4-0c9e-45a5-97e9-877e335676f1\", \"ce65194d-8582-4a1b-9000-2cfa063c7591\", \"286fd6f7-2539-43cf-b6fd-a4733526b7c0\", \"40640ea5-db94-4f85-8e8d-2627b9cd8bff\"], \"total_duration\": 1180.0, \"total_sessions\": 4, \"mean_week_duration\": 7.973}}, {\"57834\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-18 17:20:26.000000+00:00\", \"2021-09-24 05:02:15.000000+00:00\", \"2021-03-21 14:54:53.000000+00:00\"], \"session_ids\": [\"883c6df9-a5c5-46d4-a922-f9af2592d5e2\", \"13c99a65-60ae-4744-b71b-f1b0e736dbc9\", \"d6c3546d-3116-4bd6-8a89-d8952128bfee\"], \"total_duration\": 386.0, \"total_sessions\": 3, \"mean_week_duration\": 3.244}}, {\"47880\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-03-10 02:34:31.000000+00:00\", \"2022-01-14 02:34:43.000000+00:00\", \"2021-07-28 13:03:10.000000+00:00\"], \"session_ids\": [\"48e56524-5e64-4b03-906b-50a08f84327f\", \"8cc5119a-d094-4aec-9c05-5d21bdeb0d22\", \"f359c6df-db69-4e92-ba48-6169d71d1212\"], \"total_duration\": 446.0, \"total_sessions\": 3, \"mean_week_duration\": 13.938}}, {\"34991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-03-07 01:28:03.000000+00:00\", \"2022-07-21 02:05:26.000000+00:00\"], \"session_ids\": [\"b49fde81-765a-4d42-8eaf-f2997a8c8405\", \"41c25754-2c02-4d64-b28b-5da3e3195d0a\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"39978\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-03-15 15:40:27.000000+00:00\", \"2021-03-20 13:25:56.000000+00:00\"], \"session_ids\": [\"7aecd334-f476-4385-8792-d195beb34fa6\", \"423e5da2-9e7e-4630-a73f-520e0b364c80\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.305}}, {\"82290\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-25 22:59:58.000000+00:00\", \"2020-01-16 11:33:18.000000+00:00\"], \"session_ids\": [\"33090921-3e79-469f-bf90-3eb97d48307b\", \"b39d60a7-ae54-41fb-8f8f-d68fd3088a6e\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.074}}, {\"21727\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-10-03 10:36:51.000000+00:00\", \"2019-11-18 07:30:41.000000+00:00\"], \"session_ids\": [\"e1b6990e-318a-4bce-b716-2ba6c5309024\", \"187a130b-ffa7-428a-972b-f543115bd3e6\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 6.5}}, {\"81664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-20 20:58:52.000000+00:00\", \"2022-08-23 05:36:49.000000+00:00\"], \"session_ids\": [\"9bf40a70-502f-4518-884a-01ddb1f9b621\", \"6950f9ea-be81-4793-8777-18f86a889f46\"], \"total_duration\": 435.0, \"total_sessions\": 2, \"mean_week_duration\": 7.632}}, {\"3075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-22 00:55:24.000000+00:00\", \"2022-10-07 11:51:26.000000+00:00\"], \"session_ids\": [\"64cd67e8-e5fc-4259-ad4b-5fd06fd57aa9\", \"e474a807-3507-4333-8b0f-5829ec6ed6f3\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 3.408}}, {\"90126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-28 11:45:34.000000+00:00\", \"2019-09-14 11:48:26.000000+00:00\"], \"session_ids\": [\"b7c2edf0-21e8-4889-a499-3b6af1123a86\", \"76a4b9c9-7a8b-4402-87a6-c5091f7163e0\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 6.143}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-20 04:15:00.000000+00:00\", \"2020-06-20 03:44:32.000000+00:00\", \"2022-07-21 10:13:53.000000+00:00\", \"2022-06-07 02:59:36.000000+00:00\"], \"session_ids\": [\"29c7d8a4-0c9e-45a5-97e9-877e335676f1\", \"ce65194d-8582-4a1b-9000-2cfa063c7591\", \"286fd6f7-2539-43cf-b6fd-a4733526b7c0\", \"40640ea5-db94-4f85-8e8d-2627b9cd8bff\"], \"total_duration\": 1180.0, \"total_sessions\": 4, \"mean_week_duration\": 7.973}}]\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[{\"16304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-20 04:15:00.000000+00:00\", \"2020-06-20 03:44:32.000000+00:00\", \"2022-07-21 10:13:53.000000+00:00\", \"2022-06-07 02:59:36.000000+00:00\"], \"session_ids\": [\"29c7d8a4-0c9e-45a5-97e9-877e335676f1\", \"ce65194d-8582-4a1b-9000-2cfa063c7591\", \"286fd6f7-2539-43cf-b6fd-a4733526b7c0\", \"40640ea5-db94-4f85-8e8d-2627b9cd8bff\"], \"total_duration\": 1180.0, \"total_sessions\": 4, \"mean_week_duration\": 7.973}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 5 users with a overall quantity of sessions that is above 9 and below 3 as well as perform sorting by town center name decliningly." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"82163\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-31 09:28:18.000000+00:00\", \"2022-12-23 00:24:15.000000+00:00\", \"2022-11-11 19:19:58.000000+00:00\", \"2022-05-09 08:54:49.000000+00:00\"], \"session_ids\": [\"74538c66-3b5e-4f50-88a6-8934c486d7c5\", \"56f4c9cf-70f4-49df-be18-2891f27112c3\", \"da0169c5-352d-4483-a06e-7f9f668ff728\", \"c0b66cd3-e428-442e-ac00-513bd2cf21a8\"], \"total_duration\": 2121.0, \"total_sessions\": 4, \"mean_week_duration\": 15.828}, \"94859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-18 08:11:52.000000+00:00\", \"2020-07-02 22:18:31.000000+00:00\", \"2019-11-02 00:48:36.000000+00:00\", \"2020-08-26 06:08:05.000000+00:00\", \"2019-03-01 11:18:23.000000+00:00\", \"2020-01-14 15:47:42.000000+00:00\", \"2022-10-07 23:22:37.000000+00:00\"], \"session_ids\": [\"c162635d-1d13-4207-995e-465333834d47\", \"0d38039d-4604-4e35-9831-a3cae8f386b5\", \"a6804f34-cc1f-4f51-98ca-687d4c8bae5a\", \"efa86a7a-7331-4942-9b54-d64930c5363c\", \"ca796297-45ce-4e39-8166-638a38d2c0fe\", \"439d7c31-65fe-4ca1-8ce4-c95c6f8405a0\", \"3fc6a5cb-445e-43a2-ac97-1736576457cd\"], \"total_duration\": 107.0, \"total_sessions\": 7, \"mean_week_duration\": 0.569}, \"88979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-16 00:30:37.000000+00:00\", \"2021-05-24 10:24:08.000000+00:00\"], \"session_ids\": [\"03acfb0c-26c7-4c9e-b868-977fe4cc51b8\", \"e0d82e3b-8dc2-4287-9d12-546515363691\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}, \"3763\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-22 01:21:00.000000+00:00\", \"2023-03-24 02:54:19.000000+00:00\", \"2021-10-31 13:44:33.000000+00:00\"], \"session_ids\": [\"3c8d8b15-8e9b-4d92-a8bb-14720245c52d\", \"4c30259e-1b66-4f9c-a69e-e1afb40f9755\", \"3f239469-9cb3-40fc-924e-073d1843193b\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.147}, \"5330\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-17 20:09:08.000000+00:00\", \"2022-02-05 00:34:24.000000+00:00\", \"2023-01-05 14:42:14.000000+00:00\", \"2019-01-08 07:28:09.000000+00:00\"], \"session_ids\": [\"422cbbe9-a127-46b7-8226-1a6909a73030\", \"c219f800-10b6-496a-bcc9-d9bf06a62a85\", \"db5ccc76-54e2-439f-a17e-0cce9e758f4c\", \"da97c941-4146-45c6-96cc-1385b59efd26\"], \"total_duration\": 256.0, \"total_sessions\": 4, \"mean_week_duration\": 1.225}, \"47799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-07-04 21:45:17.000000+00:00\", \"2021-07-18 09:16:55.000000+00:00\"], \"session_ids\": [\"d096a92f-358a-476a-9218-305e4d246799\", \"f88bb3fe-dea1-44bd-a4c1-893817235a01\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 3.196}, \"31414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-02 22:46:58.000000+00:00\", \"2022-05-02 14:28:04.000000+00:00\", \"2020-11-15 00:44:13.000000+00:00\"], \"session_ids\": [\"a7227e88-4acc-4bed-8669-09dd6f3766a0\", \"71c6d3a7-0282-4bf3-a586-ff3a2478b589\", \"b6fa6e7e-3007-4711-90e3-67e9587972f2\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 4.33}, \"74121\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-06-25 22:31:09.000000+00:00\", \"2021-02-14 02:29:36.000000+00:00\", \"2021-06-07 19:56:32.000000+00:00\"], \"session_ids\": [\"ad04beca-5bf9-4c37-990d-b8696aef199a\", \"bdf945c3-dc64-486b-96b8-9bd371caebb1\", \"e694d69c-b66c-4da2-8f09-ffea7a918719\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.171}, \"92781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-01-27 05:58:43.000000+00:00\", \"2023-04-02 07:54:12.000000+00:00\", \"2022-01-13 05:27:12.000000+00:00\", \"2020-07-19 14:23:29.000000+00:00\"], \"session_ids\": [\"01102d35-ebb7-4f72-bf7f-06e6a21cd42d\", \"b1a5530f-0fac-4dad-a092-e3f721e4e230\", \"38bc8bd0-a2eb-4a18-8562-c6b9f8a6a563\", \"40510827-f8d0-440c-ae14-717f93da2edd\"], \"total_duration\": 1990.0, \"total_sessions\": 4, \"mean_week_duration\": 14.113}, \"48189\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 05:48:35.000000+00:00\", \"2020-02-13 15:16:54.000000+00:00\", \"2020-08-08 23:45:47.000000+00:00\"], \"session_ids\": [\"8bedbfb0-1b80-4c43-9f45-06ff651a5b7f\", \"3be62586-25de-4f7b-869d-e2e2812e3ad5\", \"8ceafae4-51e4-4fde-8b10-b7d9b7780c32\"], \"total_duration\": 408.0, \"total_sessions\": 3, \"mean_week_duration\": 11.657}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 3 and are equal or greater than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"88979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-16 00:30:37.000000+00:00\", \"2021-05-24 10:24:08.000000+00:00\"], \"session_ids\": [\"03acfb0c-26c7-4c9e-b868-977fe4cc51b8\", \"e0d82e3b-8dc2-4287-9d12-546515363691\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}, \"3763\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-22 01:21:00.000000+00:00\", \"2023-03-24 02:54:19.000000+00:00\", \"2021-10-31 13:44:33.000000+00:00\"], \"session_ids\": [\"3c8d8b15-8e9b-4d92-a8bb-14720245c52d\", \"4c30259e-1b66-4f9c-a69e-e1afb40f9755\", \"3f239469-9cb3-40fc-924e-073d1843193b\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.147}, \"47799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-07-04 21:45:17.000000+00:00\", \"2021-07-18 09:16:55.000000+00:00\"], \"session_ids\": [\"d096a92f-358a-476a-9218-305e4d246799\", \"f88bb3fe-dea1-44bd-a4c1-893817235a01\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 3.196}, \"31414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-02 22:46:58.000000+00:00\", \"2022-05-02 14:28:04.000000+00:00\", \"2020-11-15 00:44:13.000000+00:00\"], \"session_ids\": [\"a7227e88-4acc-4bed-8669-09dd6f3766a0\", \"71c6d3a7-0282-4bf3-a586-ff3a2478b589\", \"b6fa6e7e-3007-4711-90e3-67e9587972f2\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 4.33}, \"74121\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-06-25 22:31:09.000000+00:00\", \"2021-02-14 02:29:36.000000+00:00\", \"2021-06-07 19:56:32.000000+00:00\"], \"session_ids\": [\"ad04beca-5bf9-4c37-990d-b8696aef199a\", \"bdf945c3-dc64-486b-96b8-9bd371caebb1\", \"e694d69c-b66c-4da2-8f09-ffea7a918719\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.171}, \"48189\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 05:48:35.000000+00:00\", \"2020-02-13 15:16:54.000000+00:00\", \"2020-08-08 23:45:47.000000+00:00\"], \"session_ids\": [\"8bedbfb0-1b80-4c43-9f45-06ff651a5b7f\", \"3be62586-25de-4f7b-869d-e2e2812e3ad5\", \"8ceafae4-51e4-4fde-8b10-b7d9b7780c32\"], \"total_duration\": 408.0, \"total_sessions\": 3, \"mean_week_duration\": 11.657}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"48189\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 05:48:35.000000+00:00\", \"2020-02-13 15:16:54.000000+00:00\", \"2020-08-08 23:45:47.000000+00:00\"], \"session_ids\": [\"8bedbfb0-1b80-4c43-9f45-06ff651a5b7f\", \"3be62586-25de-4f7b-869d-e2e2812e3ad5\", \"8ceafae4-51e4-4fde-8b10-b7d9b7780c32\"], \"total_duration\": 408.0, \"total_sessions\": 3, \"mean_week_duration\": 11.657}}, {\"88979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-16 00:30:37.000000+00:00\", \"2021-05-24 10:24:08.000000+00:00\"], \"session_ids\": [\"03acfb0c-26c7-4c9e-b868-977fe4cc51b8\", \"e0d82e3b-8dc2-4287-9d12-546515363691\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}}, {\"31414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-02 22:46:58.000000+00:00\", \"2022-05-02 14:28:04.000000+00:00\", \"2020-11-15 00:44:13.000000+00:00\"], \"session_ids\": [\"a7227e88-4acc-4bed-8669-09dd6f3766a0\", \"71c6d3a7-0282-4bf3-a586-ff3a2478b589\", \"b6fa6e7e-3007-4711-90e3-67e9587972f2\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 4.33}}, {\"3763\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-22 01:21:00.000000+00:00\", \"2023-03-24 02:54:19.000000+00:00\", \"2021-10-31 13:44:33.000000+00:00\"], \"session_ids\": [\"3c8d8b15-8e9b-4d92-a8bb-14720245c52d\", \"4c30259e-1b66-4f9c-a69e-e1afb40f9755\", \"3f239469-9cb3-40fc-924e-073d1843193b\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.147}}, {\"74121\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-06-25 22:31:09.000000+00:00\", \"2021-02-14 02:29:36.000000+00:00\", \"2021-06-07 19:56:32.000000+00:00\"], \"session_ids\": [\"ad04beca-5bf9-4c37-990d-b8696aef199a\", \"bdf945c3-dc64-486b-96b8-9bd371caebb1\", \"e694d69c-b66c-4da2-8f09-ffea7a918719\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.171}}, {\"47799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-07-04 21:45:17.000000+00:00\", \"2021-07-18 09:16:55.000000+00:00\"], \"session_ids\": [\"d096a92f-358a-476a-9218-305e4d246799\", \"f88bb3fe-dea1-44bd-a4c1-893817235a01\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 3.196}}]\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[{\"48189\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 05:48:35.000000+00:00\", \"2020-02-13 15:16:54.000000+00:00\", \"2020-08-08 23:45:47.000000+00:00\"], \"session_ids\": [\"8bedbfb0-1b80-4c43-9f45-06ff651a5b7f\", \"3be62586-25de-4f7b-869d-e2e2812e3ad5\", \"8ceafae4-51e4-4fde-8b10-b7d9b7780c32\"], \"total_duration\": 408.0, \"total_sessions\": 3, \"mean_week_duration\": 11.657}}, {\"88979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-16 00:30:37.000000+00:00\", \"2021-05-24 10:24:08.000000+00:00\"], \"session_ids\": [\"03acfb0c-26c7-4c9e-b868-977fe4cc51b8\", \"e0d82e3b-8dc2-4287-9d12-546515363691\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}}, {\"31414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-02 22:46:58.000000+00:00\", \"2022-05-02 14:28:04.000000+00:00\", \"2020-11-15 00:44:13.000000+00:00\"], \"session_ids\": [\"a7227e88-4acc-4bed-8669-09dd6f3766a0\", \"71c6d3a7-0282-4bf3-a586-ff3a2478b589\", \"b6fa6e7e-3007-4711-90e3-67e9587972f2\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 4.33}}, {\"3763\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-22 01:21:00.000000+00:00\", \"2023-03-24 02:54:19.000000+00:00\", \"2021-10-31 13:44:33.000000+00:00\"], \"session_ids\": [\"3c8d8b15-8e9b-4d92-a8bb-14720245c52d\", \"4c30259e-1b66-4f9c-a69e-e1afb40f9755\", \"3f239469-9cb3-40fc-924e-073d1843193b\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.147}}, {\"74121\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-06-25 22:31:09.000000+00:00\", \"2021-02-14 02:29:36.000000+00:00\", \"2021-06-07 19:56:32.000000+00:00\"], \"session_ids\": [\"ad04beca-5bf9-4c37-990d-b8696aef199a\", \"bdf945c3-dc64-486b-96b8-9bd371caebb1\", \"e694d69c-b66c-4da2-8f09-ffea7a918719\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.171}}]\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[{\"48189\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 05:48:35.000000+00:00\", \"2020-02-13 15:16:54.000000+00:00\", \"2020-08-08 23:45:47.000000+00:00\"], \"session_ids\": [\"8bedbfb0-1b80-4c43-9f45-06ff651a5b7f\", \"3be62586-25de-4f7b-869d-e2e2812e3ad5\", \"8ceafae4-51e4-4fde-8b10-b7d9b7780c32\"], \"total_duration\": 408.0, \"total_sessions\": 3, \"mean_week_duration\": 11.657}}, {\"88979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-16 00:30:37.000000+00:00\", \"2021-05-24 10:24:08.000000+00:00\"], \"session_ids\": [\"03acfb0c-26c7-4c9e-b868-977fe4cc51b8\", \"e0d82e3b-8dc2-4287-9d12-546515363691\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}}, {\"31414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-02 22:46:58.000000+00:00\", \"2022-05-02 14:28:04.000000+00:00\", \"2020-11-15 00:44:13.000000+00:00\"], \"session_ids\": [\"a7227e88-4acc-4bed-8669-09dd6f3766a0\", \"71c6d3a7-0282-4bf3-a586-ff3a2478b589\", \"b6fa6e7e-3007-4711-90e3-67e9587972f2\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 4.33}}, {\"3763\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-22 01:21:00.000000+00:00\", \"2023-03-24 02:54:19.000000+00:00\", \"2021-10-31 13:44:33.000000+00:00\"], \"session_ids\": [\"3c8d8b15-8e9b-4d92-a8bb-14720245c52d\", \"4c30259e-1b66-4f9c-a69e-e1afb40f9755\", \"3f239469-9cb3-40fc-924e-073d1843193b\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.147}}, {\"74121\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-06-25 22:31:09.000000+00:00\", \"2021-02-14 02:29:36.000000+00:00\", \"2021-06-07 19:56:32.000000+00:00\"], \"session_ids\": [\"ad04beca-5bf9-4c37-990d-b8696aef199a\", \"bdf945c3-dc64-486b-96b8-9bd371caebb1\", \"e694d69c-b66c-4da2-8f09-ffea7a918719\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.171}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 5 users whose count of sessions exceeds 4 while staying below 8, exclusively 8 + execute sorting by overall total sessions descending in addition keep only 2 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{\"72857\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-14 12:32:22.000000+00:00\", \"2020-08-13 02:09:21.000000+00:00\", \"2019-06-07 03:32:10.000000+00:00\", \"2020-10-04 00:32:47.000000+00:00\"], \"session_ids\": [\"09ab7713-aead-446a-b2e3-bdb99464d45e\", \"deb7fd08-8604-4589-b270-04c1a4ccd759\", \"63f91148-eca4-4af9-8788-dea0b0ad7204\", \"4918f772-3cf7-476b-9f36-36171dacde18\"], \"total_duration\": 1393.0, \"total_sessions\": 4, \"mean_week_duration\": 19.9}, \"44891\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-05-24 16:49:25.000000+00:00\", \"2022-02-13 17:42:34.000000+00:00\", \"2020-06-25 11:42:01.000000+00:00\", \"2019-04-20 21:49:13.000000+00:00\", \"2021-08-06 01:24:58.000000+00:00\", \"2020-05-03 06:28:27.000000+00:00\", \"2022-02-07 20:57:08.000000+00:00\"], \"session_ids\": [\"087a4905-b34d-4c35-a6af-941b4c1a1ee8\", \"fbfd506e-235e-4d5f-a8c8-32aa0b7e7739\", \"20159c4e-d5c7-448c-8c17-daeee5be83a1\", \"a240467a-718b-43be-8049-43880245d30d\", \"0aae1f06-e779-4894-9d91-6209670df4ba\", \"ed54b0be-1cc4-43dc-b886-be5c8ff01486\", \"c6f8b7fc-c72d-4d12-9e5c-26f00a6d05b5\"], \"total_duration\": 8652.0, \"total_sessions\": 7, \"mean_week_duration\": 40.43}, \"71361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-04 00:40:58.000000+00:00\", \"2021-04-11 04:39:25.000000+00:00\"], \"session_ids\": [\"2bd0f659-df44-463f-950b-13dde18308ae\", \"5d4c7662-ba5c-40dc-84cb-968c67e1d8ac\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.696}, \"25706\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-14 08:08:42.000000+00:00\", \"2021-07-29 09:34:10.000000+00:00\", \"2019-12-13 17:55:03.000000+00:00\", \"2019-10-07 20:13:08.000000+00:00\", \"2023-01-12 05:12:00.000000+00:00\", \"2022-10-03 05:35:23.000000+00:00\", \"2021-11-05 22:01:29.000000+00:00\"], \"session_ids\": [\"4199f7a7-80c8-4a80-a7b4-110c099974e5\", \"aa4e0d07-c573-40cb-a27b-6e0dc03e70b9\", \"5696ae6c-ba56-48e2-a73b-24e84584030a\", \"0ce64664-6989-46d2-89d2-9111f12876f4\", \"27e836ac-d75e-433d-96c8-62059abdff74\", \"eb65ab4b-db71-407b-a77a-50117e1c862a\", \"f7dc6e6f-bb28-4fbf-a0c4-2b33f8f9f5f1\"], \"total_duration\": 4028.0, \"total_sessions\": 7, \"mean_week_duration\": 23.556}, \"74139\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-05 11:07:00.000000+00:00\", \"2022-10-28 07:12:38.000000+00:00\"], \"session_ids\": [\"f98debdc-1429-468d-bfca-5ae3f3ae2236\", \"1991d7e1-8fb6-4b5b-86a1-346add72ae1e\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.754}, \"97852\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-03 12:27:47.000000+00:00\", \"2019-03-04 10:27:49.000000+00:00\"], \"session_ids\": [\"173c8991-b428-4283-826a-df978929e14c\", \"9229eadc-25c5-4421-8146-f12682531ffd\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 2.138}, \"16761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-28 11:22:13.000000+00:00\", \"2023-06-11 13:06:22.000000+00:00\", \"2022-08-20 15:12:32.000000+00:00\", \"2021-05-29 22:11:59.000000+00:00\", \"2022-04-29 13:02:12.000000+00:00\", \"2022-10-21 13:28:05.000000+00:00\", \"2020-07-01 15:25:02.000000+00:00\", \"2020-08-04 18:07:49.000000+00:00\", \"2022-11-29 05:15:20.000000+00:00\", \"2022-12-13 23:55:24.000000+00:00\"], \"session_ids\": [\"31286383-82cf-4957-833c-d410bac2818a\", \"d4eecc71-90ef-4c49-8ece-dbd1f935841d\", \"715ddc77-4eb5-48d7-98c0-2dc4373421f4\", \"e16f3327-d927-4ca4-9851-0ab4ab911903\", \"41554def-8286-4891-8e61-2d79d4981ac2\", \"5c675d4b-17b9-42f2-8de3-658151390e5c\", \"4059627d-28f2-4294-b243-fed88ba9819c\", \"80c9d575-18e4-4169-a0f4-13323d31cc8c\", \"c8b31a9c-835c-4cb4-ad10-9f902d676bb1\", \"c87258ee-04fd-4c60-9771-3bd7da51fd78\"], \"total_duration\": 204.0, \"total_sessions\": 10, \"mean_week_duration\": 1.325}, \"55552\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-01-06 22:50:54.000000+00:00\", \"2022-07-09 17:25:54.000000+00:00\"], \"session_ids\": [\"bd4834d5-9be0-48aa-aec8-177384d13f44\", \"12a590d5-e1cd-43b9-ad6f-4d3e574e37f0\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 11.296}, \"81278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-03 03:46:46.000000+00:00\", \"2021-05-12 15:42:48.000000+00:00\"], \"session_ids\": [\"3deff994-5a11-471f-8fee-04751e75261f\", \"7e2b4e8d-5d0a-45d9-a4b8-11aa38cb630f\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 17.75}, \"94898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-16 21:47:36.000000+00:00\", \"2019-09-14 10:48:34.000000+00:00\"], \"session_ids\": [\"4db5a59b-2046-4f71-a1ff-4eb310dde0a5\", \"8ea4ee2c-8143-4b93-b208-2b93a5469653\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.286}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 4 and are less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"72857\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-14 12:32:22.000000+00:00\", \"2020-08-13 02:09:21.000000+00:00\", \"2019-06-07 03:32:10.000000+00:00\", \"2020-10-04 00:32:47.000000+00:00\"], \"session_ids\": [\"09ab7713-aead-446a-b2e3-bdb99464d45e\", \"deb7fd08-8604-4589-b270-04c1a4ccd759\", \"63f91148-eca4-4af9-8788-dea0b0ad7204\", \"4918f772-3cf7-476b-9f36-36171dacde18\"], \"total_duration\": 1393.0, \"total_sessions\": 4, \"mean_week_duration\": 19.9}, \"44891\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-05-24 16:49:25.000000+00:00\", \"2022-02-13 17:42:34.000000+00:00\", \"2020-06-25 11:42:01.000000+00:00\", \"2019-04-20 21:49:13.000000+00:00\", \"2021-08-06 01:24:58.000000+00:00\", \"2020-05-03 06:28:27.000000+00:00\", \"2022-02-07 20:57:08.000000+00:00\"], \"session_ids\": [\"087a4905-b34d-4c35-a6af-941b4c1a1ee8\", \"fbfd506e-235e-4d5f-a8c8-32aa0b7e7739\", \"20159c4e-d5c7-448c-8c17-daeee5be83a1\", \"a240467a-718b-43be-8049-43880245d30d\", \"0aae1f06-e779-4894-9d91-6209670df4ba\", \"ed54b0be-1cc4-43dc-b886-be5c8ff01486\", \"c6f8b7fc-c72d-4d12-9e5c-26f00a6d05b5\"], \"total_duration\": 8652.0, \"total_sessions\": 7, \"mean_week_duration\": 40.43}, \"25706\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-14 08:08:42.000000+00:00\", \"2021-07-29 09:34:10.000000+00:00\", \"2019-12-13 17:55:03.000000+00:00\", \"2019-10-07 20:13:08.000000+00:00\", \"2023-01-12 05:12:00.000000+00:00\", \"2022-10-03 05:35:23.000000+00:00\", \"2021-11-05 22:01:29.000000+00:00\"], \"session_ids\": [\"4199f7a7-80c8-4a80-a7b4-110c099974e5\", \"aa4e0d07-c573-40cb-a27b-6e0dc03e70b9\", \"5696ae6c-ba56-48e2-a73b-24e84584030a\", \"0ce64664-6989-46d2-89d2-9111f12876f4\", \"27e836ac-d75e-433d-96c8-62059abdff74\", \"eb65ab4b-db71-407b-a77a-50117e1c862a\", \"f7dc6e6f-bb28-4fbf-a0c4-2b33f8f9f5f1\"], \"total_duration\": 4028.0, \"total_sessions\": 7, \"mean_week_duration\": 23.556}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"44891\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-05-24 16:49:25.000000+00:00\", \"2022-02-13 17:42:34.000000+00:00\", \"2020-06-25 11:42:01.000000+00:00\", \"2019-04-20 21:49:13.000000+00:00\", \"2021-08-06 01:24:58.000000+00:00\", \"2020-05-03 06:28:27.000000+00:00\", \"2022-02-07 20:57:08.000000+00:00\"], \"session_ids\": [\"087a4905-b34d-4c35-a6af-941b4c1a1ee8\", \"fbfd506e-235e-4d5f-a8c8-32aa0b7e7739\", \"20159c4e-d5c7-448c-8c17-daeee5be83a1\", \"a240467a-718b-43be-8049-43880245d30d\", \"0aae1f06-e779-4894-9d91-6209670df4ba\", \"ed54b0be-1cc4-43dc-b886-be5c8ff01486\", \"c6f8b7fc-c72d-4d12-9e5c-26f00a6d05b5\"], \"total_duration\": 8652.0, \"total_sessions\": 7, \"mean_week_duration\": 40.43}}, {\"25706\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-14 08:08:42.000000+00:00\", \"2021-07-29 09:34:10.000000+00:00\", \"2019-12-13 17:55:03.000000+00:00\", \"2019-10-07 20:13:08.000000+00:00\", \"2023-01-12 05:12:00.000000+00:00\", \"2022-10-03 05:35:23.000000+00:00\", \"2021-11-05 22:01:29.000000+00:00\"], \"session_ids\": [\"4199f7a7-80c8-4a80-a7b4-110c099974e5\", \"aa4e0d07-c573-40cb-a27b-6e0dc03e70b9\", \"5696ae6c-ba56-48e2-a73b-24e84584030a\", \"0ce64664-6989-46d2-89d2-9111f12876f4\", \"27e836ac-d75e-433d-96c8-62059abdff74\", \"eb65ab4b-db71-407b-a77a-50117e1c862a\", \"f7dc6e6f-bb28-4fbf-a0c4-2b33f8f9f5f1\"], \"total_duration\": 4028.0, \"total_sessions\": 7, \"mean_week_duration\": 23.556}}, {\"72857\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-14 12:32:22.000000+00:00\", \"2020-08-13 02:09:21.000000+00:00\", \"2019-06-07 03:32:10.000000+00:00\", \"2020-10-04 00:32:47.000000+00:00\"], \"session_ids\": [\"09ab7713-aead-446a-b2e3-bdb99464d45e\", \"deb7fd08-8604-4589-b270-04c1a4ccd759\", \"63f91148-eca4-4af9-8788-dea0b0ad7204\", \"4918f772-3cf7-476b-9f36-36171dacde18\"], \"total_duration\": 1393.0, \"total_sessions\": 4, \"mean_week_duration\": 19.9}}]\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[{\"44891\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-05-24 16:49:25.000000+00:00\", \"2022-02-13 17:42:34.000000+00:00\", \"2020-06-25 11:42:01.000000+00:00\", \"2019-04-20 21:49:13.000000+00:00\", \"2021-08-06 01:24:58.000000+00:00\", \"2020-05-03 06:28:27.000000+00:00\", \"2022-02-07 20:57:08.000000+00:00\"], \"session_ids\": [\"087a4905-b34d-4c35-a6af-941b4c1a1ee8\", \"fbfd506e-235e-4d5f-a8c8-32aa0b7e7739\", \"20159c4e-d5c7-448c-8c17-daeee5be83a1\", \"a240467a-718b-43be-8049-43880245d30d\", \"0aae1f06-e779-4894-9d91-6209670df4ba\", \"ed54b0be-1cc4-43dc-b886-be5c8ff01486\", \"c6f8b7fc-c72d-4d12-9e5c-26f00a6d05b5\"], \"total_duration\": 8652.0, \"total_sessions\": 7, \"mean_week_duration\": 40.43}}, {\"25706\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-14 08:08:42.000000+00:00\", \"2021-07-29 09:34:10.000000+00:00\", \"2019-12-13 17:55:03.000000+00:00\", \"2019-10-07 20:13:08.000000+00:00\", \"2023-01-12 05:12:00.000000+00:00\", \"2022-10-03 05:35:23.000000+00:00\", \"2021-11-05 22:01:29.000000+00:00\"], \"session_ids\": [\"4199f7a7-80c8-4a80-a7b4-110c099974e5\", \"aa4e0d07-c573-40cb-a27b-6e0dc03e70b9\", \"5696ae6c-ba56-48e2-a73b-24e84584030a\", \"0ce64664-6989-46d2-89d2-9111f12876f4\", \"27e836ac-d75e-433d-96c8-62059abdff74\", \"eb65ab4b-db71-407b-a77a-50117e1c862a\", \"f7dc6e6f-bb28-4fbf-a0c4-2b33f8f9f5f1\"], \"total_duration\": 4028.0, \"total_sessions\": 7, \"mean_week_duration\": 23.556}}]\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[{\"44891\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-05-24 16:49:25.000000+00:00\", \"2022-02-13 17:42:34.000000+00:00\", \"2020-06-25 11:42:01.000000+00:00\", \"2019-04-20 21:49:13.000000+00:00\", \"2021-08-06 01:24:58.000000+00:00\", \"2020-05-03 06:28:27.000000+00:00\", \"2022-02-07 20:57:08.000000+00:00\"], \"session_ids\": [\"087a4905-b34d-4c35-a6af-941b4c1a1ee8\", \"fbfd506e-235e-4d5f-a8c8-32aa0b7e7739\", \"20159c4e-d5c7-448c-8c17-daeee5be83a1\", \"a240467a-718b-43be-8049-43880245d30d\", \"0aae1f06-e779-4894-9d91-6209670df4ba\", \"ed54b0be-1cc4-43dc-b886-be5c8ff01486\", \"c6f8b7fc-c72d-4d12-9e5c-26f00a6d05b5\"], \"total_duration\": 8652.0, \"total_sessions\": 7, \"mean_week_duration\": 40.43}}, {\"25706\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-14 08:08:42.000000+00:00\", \"2021-07-29 09:34:10.000000+00:00\", \"2019-12-13 17:55:03.000000+00:00\", \"2019-10-07 20:13:08.000000+00:00\", \"2023-01-12 05:12:00.000000+00:00\", \"2022-10-03 05:35:23.000000+00:00\", \"2021-11-05 22:01:29.000000+00:00\"], \"session_ids\": [\"4199f7a7-80c8-4a80-a7b4-110c099974e5\", \"aa4e0d07-c573-40cb-a27b-6e0dc03e70b9\", \"5696ae6c-ba56-48e2-a73b-24e84584030a\", \"0ce64664-6989-46d2-89d2-9111f12876f4\", \"27e836ac-d75e-433d-96c8-62059abdff74\", \"eb65ab4b-db71-407b-a77a-50117e1c862a\", \"f7dc6e6f-bb28-4fbf-a0c4-2b33f8f9f5f1\"], \"total_duration\": 4028.0, \"total_sessions\": 7, \"mean_week_duration\": 23.556}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 6 users who are users with lowest overall quantity of sessions , put to use sorting by time spent on the site in asc as well as remain only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96987\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-12 19:45:42.000000+00:00\", \"2020-02-22 02:38:07.000000+00:00\"], \"session_ids\": [\"fb223f28-3413-4f35-81ce-18c144704fd3\", \"fbfdf4aa-f333-4900-886d-367be8a51919\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 5.403}, \"85006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-17 23:33:21.000000+00:00\", \"2021-07-16 11:22:24.000000+00:00\"], \"session_ids\": [\"712f9274-76d5-4ed1-a981-861c79a9a078\", \"62f5cfec-3ab4-4f24-8da3-c72ae47a76d6\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 1.786}, \"25171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-06 23:52:57.000000+00:00\", \"2023-02-22 05:55:38.000000+00:00\"], \"session_ids\": [\"b94c4119-bf1e-4ab1-b36c-54b6e6fe323f\", \"8938ceec-9816-4da4-b2f7-3e8694f3d7b2\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 20.636}, \"84354\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-02 17:18:00.000000+00:00\", \"2023-06-26 08:58:58.000000+00:00\", \"2021-02-17 08:00:31.000000+00:00\", \"2019-06-02 06:32:20.000000+00:00\"], \"session_ids\": [\"7c390320-f75c-4484-a7e8-8d4b91aa3861\", \"901eead5-fcae-4888-b37d-75cfc2570e84\", \"5624077e-0721-44b9-8729-b621f6804b82\", \"d46c2226-6ef4-4640-a6f0-6df4ace94ed1\"], \"total_duration\": 1224.0, \"total_sessions\": 4, \"mean_week_duration\": 5.746}, \"9529\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-05 01:21:43.000000+00:00\", \"2021-12-03 20:09:45.000000+00:00\", \"2019-04-26 18:09:04.000000+00:00\"], \"session_ids\": [\"91697e7a-5530-4d33-a944-c6929e3be647\", \"273b5d76-6e77-40bc-94f6-4a44318015dc\", \"649a68cd-d3ba-41cb-a7b6-0adea59b56f0\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.751}, \"28317\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-15 06:50:58.000000+00:00\", \"2021-05-19 20:05:56.000000+00:00\", \"2021-11-27 20:20:01.000000+00:00\", \"2021-05-27 11:24:03.000000+00:00\", \"2020-02-02 02:24:44.000000+00:00\", \"2019-11-05 20:39:28.000000+00:00\", \"2020-10-06 06:34:52.000000+00:00\"], \"session_ids\": [\"a8c61cfe-cbf6-4f83-b321-ff698207fcca\", \"8f2013de-6377-4066-a490-e691773bea38\", \"bfba09ba-95f4-4357-94e5-e0f945fe897d\", \"2946ee02-d737-4bc5-a7cd-2129740a48a5\", \"4a5da91e-3140-4a48-bf60-0e6cc73feed5\", \"3eeccd37-5041-4b70-b0d2-b48c556841b8\", \"2442c95f-36bb-4cdf-a957-356f5e35fae1\"], \"total_duration\": 1528.0, \"total_sessions\": 7, \"mean_week_duration\": 9.922}, \"29270\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-25 15:30:04.000000+00:00\", \"2019-05-02 13:38:03.000000+00:00\", \"2021-07-17 21:44:11.000000+00:00\", \"2023-03-31 11:45:05.000000+00:00\", \"2021-05-17 23:19:55.000000+00:00\", \"2023-04-13 11:16:51.000000+00:00\", \"2020-11-26 03:25:22.000000+00:00\"], \"session_ids\": [\"9a997b04-0e98-4003-80a7-d0ca57210a10\", \"2c3638c5-b26d-4df3-b876-4174ae7801db\", \"0b2e8f95-565b-4c0e-86d0-7b2a324b4334\", \"66424113-0976-4799-baf9-51061011ff9c\", \"4cfd2ada-a45a-410e-a44c-ee38621b8545\", \"3a77785e-0488-49ed-9288-515be4ce4369\", \"e63f478b-6410-4b6f-a7ba-4af020e90963\"], \"total_duration\": 453.0, \"total_sessions\": 7, \"mean_week_duration\": 2.199}, \"58986\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-17 17:02:42.000000+00:00\", \"2023-06-04 11:05:33.000000+00:00\"], \"session_ids\": [\"b7644a5a-4e94-4ee9-84b9-4f08f9930efe\", \"d6c7b6d9-e742-40a4-bbb4-9f01a667ae11\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.102}, \"70644\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-05-09 02:25:49.000000+00:00\", \"2020-07-05 11:47:21.000000+00:00\", \"2020-03-07 14:28:43.000000+00:00\", \"2020-06-07 22:26:32.000000+00:00\", \"2022-08-13 23:16:21.000000+00:00\"], \"session_ids\": [\"d3ba952d-08ae-4a4e-a728-c4c4c4a12e38\", \"da8b8afc-eddf-4ab9-a347-a8b2f51864a4\", \"6d74f606-e380-4606-9087-27b2078a01b7\", \"dbcba7e8-2479-4104-a241-f5f3f8464daa\", \"b6f8c9eb-101a-4f2e-bb93-c3ba45032fed\"], \"total_duration\": 85.0, \"total_sessions\": 5, \"mean_week_duration\": 0.669}, \"67560\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-20 21:14:46.000000+00:00\", \"2023-03-04 13:56:30.000000+00:00\", \"2022-01-30 11:22:30.000000+00:00\", \"2022-10-29 20:23:19.000000+00:00\"], \"session_ids\": [\"c94c29a8-be13-4d05-911d-2ee5fbadec9f\", \"a12f2924-9469-40af-98f8-9706731206f6\", \"dbd238ec-ce22-4db4-9baa-8ad86282d37a\", \"8fc51cf0-7f2b-4ac0-9c69-958d739f7f40\"], \"total_duration\": 956.0, \"total_sessions\": 4, \"mean_week_duration\": 15.175}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 6 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 6}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"96987\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-12 19:45:42.000000+00:00\", \"2020-02-22 02:38:07.000000+00:00\"], \"session_ids\": [\"fb223f28-3413-4f35-81ce-18c144704fd3\", \"fbfdf4aa-f333-4900-886d-367be8a51919\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 5.403}}, {\"85006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-17 23:33:21.000000+00:00\", \"2021-07-16 11:22:24.000000+00:00\"], \"session_ids\": [\"712f9274-76d5-4ed1-a981-861c79a9a078\", \"62f5cfec-3ab4-4f24-8da3-c72ae47a76d6\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 1.786}}, {\"25171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-06 23:52:57.000000+00:00\", \"2023-02-22 05:55:38.000000+00:00\"], \"session_ids\": [\"b94c4119-bf1e-4ab1-b36c-54b6e6fe323f\", \"8938ceec-9816-4da4-b2f7-3e8694f3d7b2\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 20.636}}, {\"58986\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-17 17:02:42.000000+00:00\", \"2023-06-04 11:05:33.000000+00:00\"], \"session_ids\": [\"b7644a5a-4e94-4ee9-84b9-4f08f9930efe\", \"d6c7b6d9-e742-40a4-bbb4-9f01a667ae11\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.102}}, {\"9529\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-05 01:21:43.000000+00:00\", \"2021-12-03 20:09:45.000000+00:00\", \"2019-04-26 18:09:04.000000+00:00\"], \"session_ids\": [\"91697e7a-5530-4d33-a944-c6929e3be647\", \"273b5d76-6e77-40bc-94f6-4a44318015dc\", \"649a68cd-d3ba-41cb-a7b6-0adea59b56f0\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.751}}, {\"84354\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-02 17:18:00.000000+00:00\", \"2023-06-26 08:58:58.000000+00:00\", \"2021-02-17 08:00:31.000000+00:00\", \"2019-06-02 06:32:20.000000+00:00\"], \"session_ids\": [\"7c390320-f75c-4484-a7e8-8d4b91aa3861\", \"901eead5-fcae-4888-b37d-75cfc2570e84\", \"5624077e-0721-44b9-8729-b621f6804b82\", \"d46c2226-6ef4-4640-a6f0-6df4ace94ed1\"], \"total_duration\": 1224.0, \"total_sessions\": 4, \"mean_week_duration\": 5.746}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"85006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-17 23:33:21.000000+00:00\", \"2021-07-16 11:22:24.000000+00:00\"], \"session_ids\": [\"712f9274-76d5-4ed1-a981-861c79a9a078\", \"62f5cfec-3ab4-4f24-8da3-c72ae47a76d6\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 1.786}}, {\"58986\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-17 17:02:42.000000+00:00\", \"2023-06-04 11:05:33.000000+00:00\"], \"session_ids\": [\"b7644a5a-4e94-4ee9-84b9-4f08f9930efe\", \"d6c7b6d9-e742-40a4-bbb4-9f01a667ae11\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.102}}, {\"9529\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-05 01:21:43.000000+00:00\", \"2021-12-03 20:09:45.000000+00:00\", \"2019-04-26 18:09:04.000000+00:00\"], \"session_ids\": [\"91697e7a-5530-4d33-a944-c6929e3be647\", \"273b5d76-6e77-40bc-94f6-4a44318015dc\", \"649a68cd-d3ba-41cb-a7b6-0adea59b56f0\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.751}}, {\"25171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-06 23:52:57.000000+00:00\", \"2023-02-22 05:55:38.000000+00:00\"], \"session_ids\": [\"b94c4119-bf1e-4ab1-b36c-54b6e6fe323f\", \"8938ceec-9816-4da4-b2f7-3e8694f3d7b2\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 20.636}}, {\"96987\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-12 19:45:42.000000+00:00\", \"2020-02-22 02:38:07.000000+00:00\"], \"session_ids\": [\"fb223f28-3413-4f35-81ce-18c144704fd3\", \"fbfdf4aa-f333-4900-886d-367be8a51919\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 5.403}}, {\"84354\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-02 17:18:00.000000+00:00\", \"2023-06-26 08:58:58.000000+00:00\", \"2021-02-17 08:00:31.000000+00:00\", \"2019-06-02 06:32:20.000000+00:00\"], \"session_ids\": [\"7c390320-f75c-4484-a7e8-8d4b91aa3861\", \"901eead5-fcae-4888-b37d-75cfc2570e84\", \"5624077e-0721-44b9-8729-b621f6804b82\", \"d46c2226-6ef4-4640-a6f0-6df4ace94ed1\"], \"total_duration\": 1224.0, \"total_sessions\": 4, \"mean_week_duration\": 5.746}}]\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[{\"85006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-17 23:33:21.000000+00:00\", \"2021-07-16 11:22:24.000000+00:00\"], \"session_ids\": [\"712f9274-76d5-4ed1-a981-861c79a9a078\", \"62f5cfec-3ab4-4f24-8da3-c72ae47a76d6\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 1.786}}, {\"58986\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-17 17:02:42.000000+00:00\", \"2023-06-04 11:05:33.000000+00:00\"], \"session_ids\": [\"b7644a5a-4e94-4ee9-84b9-4f08f9930efe\", \"d6c7b6d9-e742-40a4-bbb4-9f01a667ae11\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.102}}, {\"9529\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-05 01:21:43.000000+00:00\", \"2021-12-03 20:09:45.000000+00:00\", \"2019-04-26 18:09:04.000000+00:00\"], \"session_ids\": [\"91697e7a-5530-4d33-a944-c6929e3be647\", \"273b5d76-6e77-40bc-94f6-4a44318015dc\", \"649a68cd-d3ba-41cb-a7b6-0adea59b56f0\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.751}}, {\"25171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-06 23:52:57.000000+00:00\", \"2023-02-22 05:55:38.000000+00:00\"], \"session_ids\": [\"b94c4119-bf1e-4ab1-b36c-54b6e6fe323f\", \"8938ceec-9816-4da4-b2f7-3e8694f3d7b2\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 20.636}}]\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[{\"85006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-17 23:33:21.000000+00:00\", \"2021-07-16 11:22:24.000000+00:00\"], \"session_ids\": [\"712f9274-76d5-4ed1-a981-861c79a9a078\", \"62f5cfec-3ab4-4f24-8da3-c72ae47a76d6\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 1.786}}, {\"58986\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-17 17:02:42.000000+00:00\", \"2023-06-04 11:05:33.000000+00:00\"], \"session_ids\": [\"b7644a5a-4e94-4ee9-84b9-4f08f9930efe\", \"d6c7b6d9-e742-40a4-bbb4-9f01a667ae11\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.102}}, {\"9529\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-05 01:21:43.000000+00:00\", \"2021-12-03 20:09:45.000000+00:00\", \"2019-04-26 18:09:04.000000+00:00\"], \"session_ids\": [\"91697e7a-5530-4d33-a944-c6929e3be647\", \"273b5d76-6e77-40bc-94f6-4a44318015dc\", \"649a68cd-d3ba-41cb-a7b6-0adea59b56f0\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.751}}, {\"25171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-06 23:52:57.000000+00:00\", \"2023-02-22 05:55:38.000000+00:00\"], \"session_ids\": [\"b94c4119-bf1e-4ab1-b36c-54b6e6fe323f\", \"8938ceec-9816-4da4-b2f7-3e8694f3d7b2\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 20.636}}]\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 6 users who are residing in city San Pedro in addition implement sorting by overall sessions count 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{\"18168\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-05 05:44:17.000000+00:00\", \"2020-09-28 07:42:38.000000+00:00\", \"2019-08-27 17:11:14.000000+00:00\", \"2020-10-08 18:39:24.000000+00:00\", \"2022-06-23 07:19:57.000000+00:00\", \"2019-02-07 14:10:51.000000+00:00\"], \"session_ids\": [\"1ef18987-8d7c-45a5-b198-08266c563d74\", \"271d80c7-cb28-49bd-8768-54dbef7f65ed\", \"d62ec74d-e78e-4797-9a91-3f60951d3ed0\", \"e3a4fc8e-b7c1-4402-8486-88c35d69dfad\", \"0016d88e-e852-4b51-8cd5-8f8692fdeb02\", \"ae41b1d9-de7c-4102-be74-3d983d334e2d\"], \"total_duration\": 2689.0, \"total_sessions\": 6, \"mean_week_duration\": 12.866}, \"37453\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-29 10:01:09.000000+00:00\", \"2019-05-29 04:01:29.000000+00:00\"], \"session_ids\": [\"798c69c7-2c18-4fed-8991-2932656b9b2a\", \"e707e9cd-7646-4a28-9065-919a12b09a4c\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 10.4}, \"91361\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-26 17:45:19.000000+00:00\", \"2019-01-07 00:20:17.000000+00:00\"], \"session_ids\": [\"f2e5dd4d-2b65-4010-8b07-303c1c8baabe\", \"f2861267-67d6-4b14-9d55-be5db1a4bcfe\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 1.204}, \"83629\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-04 00:24:29.000000+00:00\", \"2021-06-14 18:42:40.000000+00:00\", \"2023-02-15 18:04:23.000000+00:00\"], \"session_ids\": [\"86e4658c-10c5-459f-acc2-411980a7bed3\", \"a3b31438-429c-4f2d-990e-b0bb58813741\", \"c3e3bca6-d2a1-4bd8-900e-d00530f3f3c4\"], \"total_duration\": 921.0, \"total_sessions\": 3, \"mean_week_duration\": 10.466}, \"35845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-19 16:41:36.000000+00:00\", \"2022-06-03 02:11:54.000000+00:00\"], \"session_ids\": [\"9ad966c0-4659-49d9-9f94-b98e4b75f687\", \"680300ba-47ba-4eb9-95e6-14e14e2ba390\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.208}, \"81427\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-09 23:46:35.000000+00:00\", \"2020-01-03 21:35:34.000000+00:00\"], \"session_ids\": [\"a6c46801-fea3-4dc9-b07c-fef4f1fb1c7e\", \"47fd070e-bc51-4786-9f68-2d5cdd3ce237\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}, \"76285\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-22 03:21:29.000000+00:00\", \"2020-08-25 19:30:03.000000+00:00\", \"2019-06-27 05:31:18.000000+00:00\", \"2022-08-17 10:52:56.000000+00:00\", \"2019-03-01 05:27:58.000000+00:00\", \"2022-05-04 01:43:58.000000+00:00\"], \"session_ids\": [\"d8803fa9-e52b-460c-9ffa-e52aaea77966\", \"766cdf7f-c18d-4967-9f2a-307e8edab0cf\", \"044e0550-7714-4c38-909d-1c9f052fab09\", \"24f42815-779f-4d6c-adfd-e48224816331\", \"32e73362-cfc7-464b-be51-13086047c04e\", \"92004de6-05f5-4dc1-8f27-089693e25430\"], \"total_duration\": 2494.0, \"total_sessions\": 6, \"mean_week_duration\": 11.285}, \"16341\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-01 14:58:43.000000+00:00\", \"2020-03-04 01:06:53.000000+00:00\"], \"session_ids\": [\"bdc2ded6-e076-4b4a-a615-05ec642099ff\", \"0dd9dac9-98dd-4ddb-b12f-7cd75a297683\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 3.417}, \"6786\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-28 12:16:54.000000+00:00\", \"2020-03-16 05:53:57.000000+00:00\", \"2023-02-20 05:00:50.000000+00:00\"], \"session_ids\": [\"9c63f33b-7e93-491d-bd60-938daba4bf56\", \"80dea0bf-f533-4702-aa9c-2f6d6c8a89fa\", \"57248a99-1664-4eda-86c0-18197260397b\"], \"total_duration\": 893.0, \"total_sessions\": 3, \"mean_week_duration\": 4.212}, \"12916\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-28 21:03:05.000000+00:00\", \"2022-10-07 18:40:21.000000+00:00\", \"2023-05-16 19:33:38.000000+00:00\"], \"session_ids\": [\"20d39dd5-739c-47fa-8f63-8e4a20ddbdf1\", \"40c7345a-ac8e-4c00-a92b-32be4911f210\", \"56d13705-dfae-472f-918a-fdf4aae793a4\"], \"total_duration\": 1039.0, \"total_sessions\": 3, \"mean_week_duration\": 12.827}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is San Pedro" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"San Pedro\"]]}}}\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": "Tell me what you know about 2 users whose total duration exceed 177, exclusively 177 + sort by app usage time ascendingly." } ]
[ { "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{\"93002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-25 09:43:02.000000+00:00\", \"2019-03-23 09:16:52.000000+00:00\", \"2023-02-02 19:25:03.000000+00:00\", \"2019-10-30 10:45:52.000000+00:00\"], \"session_ids\": [\"1c76f5dd-c2cc-48b5-a3ca-493104098f5d\", \"5dd25ce8-2722-49b8-b3d2-43ced984d664\", \"b17774d9-d1f2-435d-9f3a-5c2075ee3dee\", \"8931b7cf-d90c-4a1b-a6e0-b83913db20fe\"], \"total_duration\": 1046.0, \"total_sessions\": 4, \"mean_week_duration\": 5.178}, \"27557\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-05-27 09:03:07.000000+00:00\", \"2021-09-11 14:06:57.000000+00:00\", \"2019-01-16 15:27:28.000000+00:00\", \"2023-02-27 02:04:09.000000+00:00\", \"2020-04-04 23:32:22.000000+00:00\", \"2020-01-11 14:17:53.000000+00:00\", \"2021-06-04 15:38:57.000000+00:00\"], \"session_ids\": [\"9e23842c-0dee-450a-8faf-133ec8bc212a\", \"3b3af3d3-1652-42e1-914c-e32c56c0a842\", \"45ad13f8-d4c1-4ea7-93d0-c53fae33c385\", \"0f744158-72c2-4f05-8beb-4dcaadd18859\", \"e72eec7f-296e-4735-8587-0fcac853d4c5\", \"388b092f-19de-48a8-9327-734ce43ec5c7\", \"060a956e-c857-418d-b05c-1df0829695d6\"], \"total_duration\": 9327.0, \"total_sessions\": 7, \"mean_week_duration\": 43.381}, \"36750\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-29 06:41:42.000000+00:00\", \"2023-06-01 10:58:37.000000+00:00\", \"2021-04-07 06:06:46.000000+00:00\", \"2022-04-24 09:49:58.000000+00:00\", \"2022-11-02 20:18:57.000000+00:00\"], \"session_ids\": [\"ce378e7e-7a29-47a5-b61c-5c55490833a1\", \"4373d47f-0335-45af-bf46-13e4f0c8424f\", \"a1380bd3-072f-4859-a143-d34dfc40acf1\", \"55fbbe46-a5eb-4542-8e72-aeb8d053946c\", \"3d956b22-8c2b-4d57-ad2d-4e54e877bc42\"], \"total_duration\": 276.0, \"total_sessions\": 5, \"mean_week_duration\": 1.971}, \"42918\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-06-20 03:19:17.000000+00:00\", \"2019-11-11 07:20:58.000000+00:00\", \"2020-04-21 12:04:31.000000+00:00\", \"2021-10-08 02:43:12.000000+00:00\"], \"session_ids\": [\"bde0975b-1184-4e53-bdfd-b50468dd5ea8\", \"da9bd83f-38f5-423a-ba25-3e3dc60bc19a\", \"94377001-9e2c-4e54-af04-29b66cdea854\", \"d01cf47f-96d3-41ef-9a66-b662031846af\"], \"total_duration\": 382.0, \"total_sessions\": 4, \"mean_week_duration\": 3.183}, \"10969\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-08-17 13:39:03.000000+00:00\", \"2023-01-26 18:52:06.000000+00:00\", \"2020-11-04 12:40:18.000000+00:00\", \"2023-06-12 04:10:32.000000+00:00\", \"2020-06-16 21:29:55.000000+00:00\", \"2020-11-01 10:01:25.000000+00:00\", \"2022-03-17 16:40:01.000000+00:00\"], \"session_ids\": [\"de5aab93-b6c5-4bae-b4b7-60214c76049c\", \"b65bafcf-98e2-4f63-a4fe-6cd9155a9e9e\", \"b612e6cd-def7-42b2-a534-a8537ec81be5\", \"e9cb520a-08fd-49a9-9af5-85653dcb6fb7\", \"55540f9f-c782-4b73-82f1-0b6bcb1e7c89\", \"7ee6b288-7d23-4963-9490-e1a39030e1ff\", \"02d23e58-28d1-4113-93ef-7dbb6cf0d429\"], \"total_duration\": 5210.0, \"total_sessions\": 7, \"mean_week_duration\": 26.05}, \"78123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-01-17 08:04:51.000000+00:00\", \"2019-06-22 09:33:42.000000+00:00\", \"2022-11-04 01:55:44.000000+00:00\"], \"session_ids\": [\"70125a41-2062-4217-91cc-e88c7de16d14\", \"e509bf0c-00c6-47a7-a783-cab9a8581f60\", \"9134feb1-98fc-4cf1-b25e-a9edfcdd4697\"], \"total_duration\": 141.0, \"total_sessions\": 3, \"mean_week_duration\": 0.754}, \"83421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-01 15:29:26.000000+00:00\", \"2019-09-02 04:24:22.000000+00:00\", \"2019-04-06 17:44:45.000000+00:00\"], \"session_ids\": [\"30faa595-47e3-467d-9a80-172a21458f55\", \"83a1722e-762f-4e59-99fd-d70ecddb1fd9\", \"24dd8eca-2e66-4c78-8738-0094f54c4c7e\"], \"total_duration\": 205.0, \"total_sessions\": 3, \"mean_week_duration\": 1.213}, \"2597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-09 03:13:19.000000+00:00\", \"2022-09-23 16:48:33.000000+00:00\", \"2019-11-10 17:43:24.000000+00:00\", \"2021-03-16 18:34:12.000000+00:00\", \"2020-11-15 17:41:30.000000+00:00\", \"2021-12-09 22:47:35.000000+00:00\"], \"session_ids\": [\"e662027f-098f-470c-b37a-5842389856fa\", \"cc7b0b93-2710-413e-8f8b-182e13ac6dc9\", \"2ce22738-1101-408a-ae59-224243b47a10\", \"bdf966c7-4396-4233-9aa6-03cdec1f860b\", \"3f8f3357-da26-41a7-8676-64311ea85dba\", \"4f78880c-a483-40c4-87bf-6e7a57ed672d\"], \"total_duration\": 3165.0, \"total_sessions\": 6, \"mean_week_duration\": 21.1}, \"36151\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-18 14:44:14.000000+00:00\", \"2022-05-14 08:46:37.000000+00:00\"], \"session_ids\": [\"e3a772f0-00cf-4e96-a5e2-5510bbf92c0f\", \"0e7cbcf8-6772-4396-8836-801c5db8f7b5\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 2.154}, \"73983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-09-19 01:46:47.000000+00:00\", \"2020-04-24 15:49:24.000000+00:00\"], \"session_ids\": [\"e8b99671-4a2d-433e-8417-fede16ea4532\", \"54e9ee7e-d823-4054-87ab-d0139e5b2635\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 1.841}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 177" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[177, 3322]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-25 09:43:02.000000+00:00\", \"2019-03-23 09:16:52.000000+00:00\", \"2023-02-02 19:25:03.000000+00:00\", \"2019-10-30 10:45:52.000000+00:00\"], \"session_ids\": [\"1c76f5dd-c2cc-48b5-a3ca-493104098f5d\", \"5dd25ce8-2722-49b8-b3d2-43ced984d664\", \"b17774d9-d1f2-435d-9f3a-5c2075ee3dee\", \"8931b7cf-d90c-4a1b-a6e0-b83913db20fe\"], \"total_duration\": 1046.0, \"total_sessions\": 4, \"mean_week_duration\": 5.178}, \"27557\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-05-27 09:03:07.000000+00:00\", \"2021-09-11 14:06:57.000000+00:00\", \"2019-01-16 15:27:28.000000+00:00\", \"2023-02-27 02:04:09.000000+00:00\", \"2020-04-04 23:32:22.000000+00:00\", \"2020-01-11 14:17:53.000000+00:00\", \"2021-06-04 15:38:57.000000+00:00\"], \"session_ids\": [\"9e23842c-0dee-450a-8faf-133ec8bc212a\", \"3b3af3d3-1652-42e1-914c-e32c56c0a842\", \"45ad13f8-d4c1-4ea7-93d0-c53fae33c385\", \"0f744158-72c2-4f05-8beb-4dcaadd18859\", \"e72eec7f-296e-4735-8587-0fcac853d4c5\", \"388b092f-19de-48a8-9327-734ce43ec5c7\", \"060a956e-c857-418d-b05c-1df0829695d6\"], \"total_duration\": 9327.0, \"total_sessions\": 7, \"mean_week_duration\": 43.381}, \"36750\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-29 06:41:42.000000+00:00\", \"2023-06-01 10:58:37.000000+00:00\", \"2021-04-07 06:06:46.000000+00:00\", \"2022-04-24 09:49:58.000000+00:00\", \"2022-11-02 20:18:57.000000+00:00\"], \"session_ids\": [\"ce378e7e-7a29-47a5-b61c-5c55490833a1\", \"4373d47f-0335-45af-bf46-13e4f0c8424f\", \"a1380bd3-072f-4859-a143-d34dfc40acf1\", \"55fbbe46-a5eb-4542-8e72-aeb8d053946c\", \"3d956b22-8c2b-4d57-ad2d-4e54e877bc42\"], \"total_duration\": 276.0, \"total_sessions\": 5, \"mean_week_duration\": 1.971}, \"42918\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-06-20 03:19:17.000000+00:00\", \"2019-11-11 07:20:58.000000+00:00\", \"2020-04-21 12:04:31.000000+00:00\", \"2021-10-08 02:43:12.000000+00:00\"], \"session_ids\": [\"bde0975b-1184-4e53-bdfd-b50468dd5ea8\", \"da9bd83f-38f5-423a-ba25-3e3dc60bc19a\", \"94377001-9e2c-4e54-af04-29b66cdea854\", \"d01cf47f-96d3-41ef-9a66-b662031846af\"], \"total_duration\": 382.0, \"total_sessions\": 4, \"mean_week_duration\": 3.183}, \"10969\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-08-17 13:39:03.000000+00:00\", \"2023-01-26 18:52:06.000000+00:00\", \"2020-11-04 12:40:18.000000+00:00\", \"2023-06-12 04:10:32.000000+00:00\", \"2020-06-16 21:29:55.000000+00:00\", \"2020-11-01 10:01:25.000000+00:00\", \"2022-03-17 16:40:01.000000+00:00\"], \"session_ids\": [\"de5aab93-b6c5-4bae-b4b7-60214c76049c\", \"b65bafcf-98e2-4f63-a4fe-6cd9155a9e9e\", \"b612e6cd-def7-42b2-a534-a8537ec81be5\", \"e9cb520a-08fd-49a9-9af5-85653dcb6fb7\", \"55540f9f-c782-4b73-82f1-0b6bcb1e7c89\", \"7ee6b288-7d23-4963-9490-e1a39030e1ff\", \"02d23e58-28d1-4113-93ef-7dbb6cf0d429\"], \"total_duration\": 5210.0, \"total_sessions\": 7, \"mean_week_duration\": 26.05}, \"83421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-01 15:29:26.000000+00:00\", \"2019-09-02 04:24:22.000000+00:00\", \"2019-04-06 17:44:45.000000+00:00\"], \"session_ids\": [\"30faa595-47e3-467d-9a80-172a21458f55\", \"83a1722e-762f-4e59-99fd-d70ecddb1fd9\", \"24dd8eca-2e66-4c78-8738-0094f54c4c7e\"], \"total_duration\": 205.0, \"total_sessions\": 3, \"mean_week_duration\": 1.213}, \"2597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-09 03:13:19.000000+00:00\", \"2022-09-23 16:48:33.000000+00:00\", \"2019-11-10 17:43:24.000000+00:00\", \"2021-03-16 18:34:12.000000+00:00\", \"2020-11-15 17:41:30.000000+00:00\", \"2021-12-09 22:47:35.000000+00:00\"], \"session_ids\": [\"e662027f-098f-470c-b37a-5842389856fa\", \"cc7b0b93-2710-413e-8f8b-182e13ac6dc9\", \"2ce22738-1101-408a-ae59-224243b47a10\", \"bdf966c7-4396-4233-9aa6-03cdec1f860b\", \"3f8f3357-da26-41a7-8676-64311ea85dba\", \"4f78880c-a483-40c4-87bf-6e7a57ed672d\"], \"total_duration\": 3165.0, \"total_sessions\": 6, \"mean_week_duration\": 21.1}, \"36151\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-18 14:44:14.000000+00:00\", \"2022-05-14 08:46:37.000000+00:00\"], \"session_ids\": [\"e3a772f0-00cf-4e96-a5e2-5510bbf92c0f\", \"0e7cbcf8-6772-4396-8836-801c5db8f7b5\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 2.154}, \"73983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-09-19 01:46:47.000000+00:00\", \"2020-04-24 15:49:24.000000+00:00\"], \"session_ids\": [\"e8b99671-4a2d-433e-8417-fede16ea4532\", \"54e9ee7e-d823-4054-87ab-d0139e5b2635\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 1.841}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"83421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-01 15:29:26.000000+00:00\", \"2019-09-02 04:24:22.000000+00:00\", \"2019-04-06 17:44:45.000000+00:00\"], \"session_ids\": [\"30faa595-47e3-467d-9a80-172a21458f55\", \"83a1722e-762f-4e59-99fd-d70ecddb1fd9\", \"24dd8eca-2e66-4c78-8738-0094f54c4c7e\"], \"total_duration\": 205.0, \"total_sessions\": 3, \"mean_week_duration\": 1.213}}, {\"36151\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-18 14:44:14.000000+00:00\", \"2022-05-14 08:46:37.000000+00:00\"], \"session_ids\": [\"e3a772f0-00cf-4e96-a5e2-5510bbf92c0f\", \"0e7cbcf8-6772-4396-8836-801c5db8f7b5\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 2.154}}, {\"73983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-09-19 01:46:47.000000+00:00\", \"2020-04-24 15:49:24.000000+00:00\"], \"session_ids\": [\"e8b99671-4a2d-433e-8417-fede16ea4532\", \"54e9ee7e-d823-4054-87ab-d0139e5b2635\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 1.841}}, {\"36750\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-29 06:41:42.000000+00:00\", \"2023-06-01 10:58:37.000000+00:00\", \"2021-04-07 06:06:46.000000+00:00\", \"2022-04-24 09:49:58.000000+00:00\", \"2022-11-02 20:18:57.000000+00:00\"], \"session_ids\": [\"ce378e7e-7a29-47a5-b61c-5c55490833a1\", \"4373d47f-0335-45af-bf46-13e4f0c8424f\", \"a1380bd3-072f-4859-a143-d34dfc40acf1\", \"55fbbe46-a5eb-4542-8e72-aeb8d053946c\", \"3d956b22-8c2b-4d57-ad2d-4e54e877bc42\"], \"total_duration\": 276.0, \"total_sessions\": 5, \"mean_week_duration\": 1.971}}, {\"42918\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-06-20 03:19:17.000000+00:00\", \"2019-11-11 07:20:58.000000+00:00\", \"2020-04-21 12:04:31.000000+00:00\", \"2021-10-08 02:43:12.000000+00:00\"], \"session_ids\": [\"bde0975b-1184-4e53-bdfd-b50468dd5ea8\", \"da9bd83f-38f5-423a-ba25-3e3dc60bc19a\", \"94377001-9e2c-4e54-af04-29b66cdea854\", \"d01cf47f-96d3-41ef-9a66-b662031846af\"], \"total_duration\": 382.0, \"total_sessions\": 4, \"mean_week_duration\": 3.183}}, {\"93002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-25 09:43:02.000000+00:00\", \"2019-03-23 09:16:52.000000+00:00\", \"2023-02-02 19:25:03.000000+00:00\", \"2019-10-30 10:45:52.000000+00:00\"], \"session_ids\": [\"1c76f5dd-c2cc-48b5-a3ca-493104098f5d\", \"5dd25ce8-2722-49b8-b3d2-43ced984d664\", \"b17774d9-d1f2-435d-9f3a-5c2075ee3dee\", \"8931b7cf-d90c-4a1b-a6e0-b83913db20fe\"], \"total_duration\": 1046.0, \"total_sessions\": 4, \"mean_week_duration\": 5.178}}, {\"2597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-09 03:13:19.000000+00:00\", \"2022-09-23 16:48:33.000000+00:00\", \"2019-11-10 17:43:24.000000+00:00\", \"2021-03-16 18:34:12.000000+00:00\", \"2020-11-15 17:41:30.000000+00:00\", \"2021-12-09 22:47:35.000000+00:00\"], \"session_ids\": [\"e662027f-098f-470c-b37a-5842389856fa\", \"cc7b0b93-2710-413e-8f8b-182e13ac6dc9\", \"2ce22738-1101-408a-ae59-224243b47a10\", \"bdf966c7-4396-4233-9aa6-03cdec1f860b\", \"3f8f3357-da26-41a7-8676-64311ea85dba\", \"4f78880c-a483-40c4-87bf-6e7a57ed672d\"], \"total_duration\": 3165.0, \"total_sessions\": 6, \"mean_week_duration\": 21.1}}, {\"10969\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-08-17 13:39:03.000000+00:00\", \"2023-01-26 18:52:06.000000+00:00\", \"2020-11-04 12:40:18.000000+00:00\", \"2023-06-12 04:10:32.000000+00:00\", \"2020-06-16 21:29:55.000000+00:00\", \"2020-11-01 10:01:25.000000+00:00\", \"2022-03-17 16:40:01.000000+00:00\"], \"session_ids\": [\"de5aab93-b6c5-4bae-b4b7-60214c76049c\", \"b65bafcf-98e2-4f63-a4fe-6cd9155a9e9e\", \"b612e6cd-def7-42b2-a534-a8537ec81be5\", \"e9cb520a-08fd-49a9-9af5-85653dcb6fb7\", \"55540f9f-c782-4b73-82f1-0b6bcb1e7c89\", \"7ee6b288-7d23-4963-9490-e1a39030e1ff\", \"02d23e58-28d1-4113-93ef-7dbb6cf0d429\"], \"total_duration\": 5210.0, \"total_sessions\": 7, \"mean_week_duration\": 26.05}}, {\"27557\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-05-27 09:03:07.000000+00:00\", \"2021-09-11 14:06:57.000000+00:00\", \"2019-01-16 15:27:28.000000+00:00\", \"2023-02-27 02:04:09.000000+00:00\", \"2020-04-04 23:32:22.000000+00:00\", \"2020-01-11 14:17:53.000000+00:00\", \"2021-06-04 15:38:57.000000+00:00\"], \"session_ids\": [\"9e23842c-0dee-450a-8faf-133ec8bc212a\", \"3b3af3d3-1652-42e1-914c-e32c56c0a842\", \"45ad13f8-d4c1-4ea7-93d0-c53fae33c385\", \"0f744158-72c2-4f05-8beb-4dcaadd18859\", \"e72eec7f-296e-4735-8587-0fcac853d4c5\", \"388b092f-19de-48a8-9327-734ce43ec5c7\", \"060a956e-c857-418d-b05c-1df0829695d6\"], \"total_duration\": 9327.0, \"total_sessions\": 7, \"mean_week_duration\": 43.381}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"83421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-01 15:29:26.000000+00:00\", \"2019-09-02 04:24:22.000000+00:00\", \"2019-04-06 17:44:45.000000+00:00\"], \"session_ids\": [\"30faa595-47e3-467d-9a80-172a21458f55\", \"83a1722e-762f-4e59-99fd-d70ecddb1fd9\", \"24dd8eca-2e66-4c78-8738-0094f54c4c7e\"], \"total_duration\": 205.0, \"total_sessions\": 3, \"mean_week_duration\": 1.213}}, {\"36151\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-18 14:44:14.000000+00:00\", \"2022-05-14 08:46:37.000000+00:00\"], \"session_ids\": [\"e3a772f0-00cf-4e96-a5e2-5510bbf92c0f\", \"0e7cbcf8-6772-4396-8836-801c5db8f7b5\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 2.154}}]\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[{\"83421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-01 15:29:26.000000+00:00\", \"2019-09-02 04:24:22.000000+00:00\", \"2019-04-06 17:44:45.000000+00:00\"], \"session_ids\": [\"30faa595-47e3-467d-9a80-172a21458f55\", \"83a1722e-762f-4e59-99fd-d70ecddb1fd9\", \"24dd8eca-2e66-4c78-8738-0094f54c4c7e\"], \"total_duration\": 205.0, \"total_sessions\": 3, \"mean_week_duration\": 1.213}}, {\"36151\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-18 14:44:14.000000+00:00\", \"2022-05-14 08:46:37.000000+00:00\"], \"session_ids\": [\"e3a772f0-00cf-4e96-a5e2-5510bbf92c0f\", \"0e7cbcf8-6772-4396-8836-801c5db8f7b5\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 2.154}}]\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 users whose average week duration is strictly bigger than 14 in addition perform sorting by mean week duration form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"41554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-18 12:21:42.000000+00:00\", \"2019-05-03 12:15:47.000000+00:00\"], \"session_ids\": [\"aef52fcc-686e-4d6f-a6c7-c7f3bcd65e76\", \"1ae69ce6-8b96-4cbe-90a4-621a671a4a3b\"], \"total_duration\": 277.0, \"total_sessions\": 2, \"mean_week_duration\": 1.282}, \"56389\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-13 03:47:20.000000+00:00\", \"2020-03-23 02:47:13.000000+00:00\"], \"session_ids\": [\"f1dddfec-ca5f-4876-be31-829d234c5feb\", \"04ada649-6b70-4064-a516-e50b1f867b21\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 10.633}, \"48060\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-31 10:19:54.000000+00:00\", \"2022-10-19 06:32:31.000000+00:00\", \"2019-06-22 20:04:46.000000+00:00\"], \"session_ids\": [\"42d53150-cf57-4314-a88e-a968a69df43d\", \"13d5f7ac-9da3-4409-97dc-bceabe63808b\", \"76ce68ac-98f0-41e1-8d9d-e042e1d16e2f\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.305}, \"7928\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-18 04:47:22.000000+00:00\", \"2021-09-23 01:46:09.000000+00:00\"], \"session_ids\": [\"c50e62f1-821b-47ce-8c41-399e19d16dcf\", \"f09b9b69-6579-4edb-849b-e87763a12f46\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 1.9}, \"65750\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-02 17:13:51.000000+00:00\", \"2020-11-25 09:42:23.000000+00:00\"], \"session_ids\": [\"963b0eed-5164-499f-bf79-4fbbf8f0a98e\", \"d3c56354-00e7-41c4-a39c-7c52aebc12c5\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 4.25}, \"34036\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-14 08:33:07.000000+00:00\", \"2022-09-18 00:27:44.000000+00:00\", \"2019-09-30 00:40:30.000000+00:00\", \"2021-02-18 15:47:12.000000+00:00\", \"2019-10-26 20:07:57.000000+00:00\", \"2022-02-09 08:23:02.000000+00:00\", \"2019-01-31 00:51:51.000000+00:00\"], \"session_ids\": [\"ced3f9f1-a8ad-4621-abc3-ba99b0d24df8\", \"f3a076dc-4c82-4c98-88a8-20c4fe1a1b37\", \"d7ac251e-8c29-42dc-898b-3d33b33d02b4\", \"c88a1682-8da3-4431-b687-008ca3e06c54\", \"7d8caee6-8b83-4017-bc34-4e7da3745d4e\", \"c8aa170f-a234-48ea-86a5-3e532eac3b6a\", \"04a55d19-c0c3-42a7-82e5-186d65c4e0f9\"], \"total_duration\": 2862.0, \"total_sessions\": 7, \"mean_week_duration\": 15.063}, \"7774\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-27 00:35:51.000000+00:00\", \"2023-06-15 08:00:50.000000+00:00\", \"2020-08-21 23:18:44.000000+00:00\", \"2019-06-29 17:49:00.000000+00:00\"], \"session_ids\": [\"cc0ce37a-7829-43c7-9508-b16df079ee57\", \"d3dddc41-3718-4651-b4cf-0b9cc76d0a8c\", \"2b48eb11-4067-4d99-bfaf-357e5976fc98\", \"71073712-2e45-41cd-b2b2-08096c62410b\"], \"total_duration\": 360.0, \"total_sessions\": 4, \"mean_week_duration\": 1.739}, \"89862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-17 07:16:33.000000+00:00\", \"2020-09-11 17:34:26.000000+00:00\", \"2021-12-09 14:11:17.000000+00:00\", \"2023-02-18 00:20:12.000000+00:00\", \"2021-12-29 02:31:21.000000+00:00\", \"2022-07-21 23:56:07.000000+00:00\"], \"session_ids\": [\"fc68b49b-a574-4592-b7f8-bdda5284213d\", \"cb747dac-0037-4e47-874c-1f9411303ba3\", \"c327eaac-af9c-4b1d-9228-e5706680cb7d\", \"dac74f31-3656-4ca5-8614-817af9bb884c\", \"10b1f4e4-e552-4856-9cfe-77a387554c94\", \"ff5b4f65-10c5-4c2b-81c2-a3104c13b781\"], \"total_duration\": 72.0, \"total_sessions\": 6, \"mean_week_duration\": 0.567}, \"26511\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-07-27 02:54:35.000000+00:00\", \"2019-10-04 09:26:35.000000+00:00\"], \"session_ids\": [\"83b9901b-501e-49a1-926e-9cd4ed5128ef\", \"31206351-ecc5-4af1-960e-0e079d14fdef\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.432}, \"50746\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-01-16 16:48:40.000000+00:00\", \"2022-11-15 19:28:05.000000+00:00\"], \"session_ids\": [\"9d010526-76ed-42b6-98cb-6cbb3a0b460f\", \"db0a82d2-41ed-4cbc-a0a1-a3c6fb524ac4\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.169}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 14" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[14, 28]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34036\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-14 08:33:07.000000+00:00\", \"2022-09-18 00:27:44.000000+00:00\", \"2019-09-30 00:40:30.000000+00:00\", \"2021-02-18 15:47:12.000000+00:00\", \"2019-10-26 20:07:57.000000+00:00\", \"2022-02-09 08:23:02.000000+00:00\", \"2019-01-31 00:51:51.000000+00:00\"], \"session_ids\": [\"ced3f9f1-a8ad-4621-abc3-ba99b0d24df8\", \"f3a076dc-4c82-4c98-88a8-20c4fe1a1b37\", \"d7ac251e-8c29-42dc-898b-3d33b33d02b4\", \"c88a1682-8da3-4431-b687-008ca3e06c54\", \"7d8caee6-8b83-4017-bc34-4e7da3745d4e\", \"c8aa170f-a234-48ea-86a5-3e532eac3b6a\", \"04a55d19-c0c3-42a7-82e5-186d65c4e0f9\"], \"total_duration\": 2862.0, \"total_sessions\": 7, \"mean_week_duration\": 15.063}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"34036\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-14 08:33:07.000000+00:00\", \"2022-09-18 00:27:44.000000+00:00\", \"2019-09-30 00:40:30.000000+00:00\", \"2021-02-18 15:47:12.000000+00:00\", \"2019-10-26 20:07:57.000000+00:00\", \"2022-02-09 08:23:02.000000+00:00\", \"2019-01-31 00:51:51.000000+00:00\"], \"session_ids\": [\"ced3f9f1-a8ad-4621-abc3-ba99b0d24df8\", \"f3a076dc-4c82-4c98-88a8-20c4fe1a1b37\", \"d7ac251e-8c29-42dc-898b-3d33b33d02b4\", \"c88a1682-8da3-4431-b687-008ca3e06c54\", \"7d8caee6-8b83-4017-bc34-4e7da3745d4e\", \"c8aa170f-a234-48ea-86a5-3e532eac3b6a\", \"04a55d19-c0c3-42a7-82e5-186d65c4e0f9\"], \"total_duration\": 2862.0, \"total_sessions\": 7, \"mean_week_duration\": 15.063}}]\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[{\"34036\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-14 08:33:07.000000+00:00\", \"2022-09-18 00:27:44.000000+00:00\", \"2019-09-30 00:40:30.000000+00:00\", \"2021-02-18 15:47:12.000000+00:00\", \"2019-10-26 20:07:57.000000+00:00\", \"2022-02-09 08:23:02.000000+00:00\", \"2019-01-31 00:51:51.000000+00:00\"], \"session_ids\": [\"ced3f9f1-a8ad-4621-abc3-ba99b0d24df8\", \"f3a076dc-4c82-4c98-88a8-20c4fe1a1b37\", \"d7ac251e-8c29-42dc-898b-3d33b33d02b4\", \"c88a1682-8da3-4431-b687-008ca3e06c54\", \"7d8caee6-8b83-4017-bc34-4e7da3745d4e\", \"c8aa170f-a234-48ea-86a5-3e532eac3b6a\", \"04a55d19-c0c3-42a7-82e5-186d65c4e0f9\"], \"total_duration\": 2862.0, \"total_sessions\": 7, \"mean_week_duration\": 15.063}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about 6 users who are living in cities Guatemala City, Copenhagen, Zurich, Warsaw , and do sorting by total duration amount 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{\"12137\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-10-18 03:41:43.000000+00:00\", \"2021-08-08 08:09:33.000000+00:00\", \"2022-09-05 17:44:07.000000+00:00\", \"2019-05-27 21:13:40.000000+00:00\", \"2020-09-20 07:04:58.000000+00:00\"], \"session_ids\": [\"4097ac01-3412-4924-a881-9dd373937c49\", \"a54cac8c-9cbd-4fa7-9590-90ac15216ab9\", \"3e047412-1ec4-41a9-a004-5b83f71cb2c7\", \"a1f19b96-8cc2-4686-8297-897ec1605223\", \"2156802b-ab58-484a-bf0f-7abc0013392d\"], \"total_duration\": 1193.0, \"total_sessions\": 5, \"mean_week_duration\": 6.74}, \"58635\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-20 16:48:48.000000+00:00\", \"2023-06-10 11:27:06.000000+00:00\", \"2021-03-27 12:37:22.000000+00:00\"], \"session_ids\": [\"89cb12e1-7089-4168-b0c6-be7bb0b35191\", \"761bb1ea-dfba-414a-bc41-f97f6b1883c6\", \"65d24496-cf32-4cca-836e-852255c20d8c\"], \"total_duration\": 622.0, \"total_sessions\": 3, \"mean_week_duration\": 5.409}, \"80445\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-07 09:24:58.000000+00:00\", \"2023-02-13 05:38:27.000000+00:00\"], \"session_ids\": [\"01ba55fc-1883-4e6d-abb2-0532acbe5d39\", \"82580755-abc5-42ff-9071-62054445a360\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}, \"28056\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-25 18:37:09.000000+00:00\", \"2019-05-21 10:58:51.000000+00:00\"], \"session_ids\": [\"4eb75719-d514-462f-ba82-cb135b02c0fc\", \"ef17be33-d25f-41bd-9a9b-b83ee37a64df\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.657}, \"82453\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-11-09 02:06:20.000000+00:00\", \"2022-04-21 00:17:57.000000+00:00\", \"2022-06-07 05:21:50.000000+00:00\", \"2023-03-30 21:40:40.000000+00:00\", \"2022-02-17 08:42:57.000000+00:00\", \"2022-06-09 22:07:19.000000+00:00\", \"2023-04-24 03:08:12.000000+00:00\", \"2021-05-20 21:36:21.000000+00:00\", \"2023-04-08 09:27:53.000000+00:00\"], \"session_ids\": [\"7100e3d6-34a6-40fb-929c-a225526aba08\", \"87e424fa-e402-4829-afeb-44fb70f2780a\", \"43e503b3-c48a-4b31-b07a-02c75ed770db\", \"c97c8127-578f-487d-9a46-adac1ef295d6\", \"cd6e5c85-198a-424f-9ba3-6039028ab9b1\", \"71296472-5a8f-4b6b-8c68-b7febdf5ef06\", \"47c09519-44ea-492c-b4df-1be54d2bc415\", \"57985616-83dd-4e7b-8f8b-100a5c676171\", \"d4fd3cd5-b6b4-4f44-ac05-2a6c04840303\"], \"total_duration\": 21578.0, \"total_sessions\": 9, \"mean_week_duration\": 168.578}, \"72888\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-16 18:32:00.000000+00:00\", \"2020-01-06 19:40:26.000000+00:00\", \"2021-09-15 08:14:49.000000+00:00\", \"2020-08-20 00:39:34.000000+00:00\", \"2019-04-29 17:45:52.000000+00:00\", \"2019-07-13 20:02:35.000000+00:00\", \"2021-11-16 23:36:14.000000+00:00\", \"2019-04-26 02:46:36.000000+00:00\", \"2022-12-18 20:07:07.000000+00:00\", \"2021-11-01 01:43:34.000000+00:00\", \"2021-01-22 18:06:42.000000+00:00\"], \"session_ids\": [\"fc93856a-429f-4aa5-b0b7-dadeb6115376\", \"180ee61f-45f1-468d-98ae-ce10166b2879\", \"0b2a53a4-3c62-434a-b648-51ccfa721fd7\", \"7643c12d-a9d2-4889-bea1-1335f1666aaf\", \"901570a7-29a6-416d-8837-12673cd8ef23\", \"4c316126-8203-4389-ba74-ea0e660fa02d\", \"3ca8f699-84b9-412b-9ab9-4323549fb46c\", \"2f49aeb6-b256-4953-a17d-49cc90896f3c\", \"216f021f-2ed4-4fc2-a29d-1244fa4c5492\", \"17162ff6-152f-49c3-b96b-97ab572c5ad4\", \"6f5e1857-dfca-457a-8da6-f8f7c7d12561\"], \"total_duration\": 583.0, \"total_sessions\": 11, \"mean_week_duration\": 3.052}, \"84703\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-24 22:47:36.000000+00:00\", \"2020-12-24 00:57:51.000000+00:00\", \"2021-07-25 00:09:18.000000+00:00\", \"2022-09-04 18:53:37.000000+00:00\", \"2023-03-16 07:06:17.000000+00:00\", \"2022-01-24 21:31:02.000000+00:00\", \"2022-08-17 15:15:34.000000+00:00\", \"2020-11-12 04:43:17.000000+00:00\"], \"session_ids\": [\"ba45a831-b7a2-44d5-b109-ea317957a105\", \"eb9a326b-3218-4b8f-a177-0361438ab38a\", \"1d261505-64fd-4b22-8e26-b8d53fd34464\", \"5146b6d8-c411-4b9b-aebd-0c6a559e6b16\", \"94a8833d-1a1b-4078-9d34-c4efb8c6d45b\", \"f1d48963-32c3-47d4-9527-66c9b8e3537c\", \"46bd03b7-85e0-4c78-99f7-db1c6f3a53ba\", \"0a4e9f5e-d900-46b1-93da-15ae8b65cd42\"], \"total_duration\": 14742.0, \"total_sessions\": 8, \"mean_week_duration\": 68.25}, \"36582\": {\"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\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-11 05:50:38.000000+00:00\", \"2022-11-30 04:21:27.000000+00:00\", \"2020-05-16 06:28:01.000000+00:00\"], \"session_ids\": [\"25136563-aeb8-47ee-ac12-d689dfee094d\", \"0791eac8-956f-46ab-82f0-374fcd6ff0ec\", \"21dd0bf5-8a9b-4939-ba7c-6dfe26f0b9b4\"], \"total_duration\": 338.0, \"total_sessions\": 3, \"mean_week_duration\": 2.541}, \"30317\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-11-28 05:08:58.000000+00:00\", \"2019-10-27 20:14:10.000000+00:00\", \"2019-11-03 23:53:16.000000+00:00\", \"2021-05-16 09:22:01.000000+00:00\", \"2020-06-07 23:36:05.000000+00:00\"], \"session_ids\": [\"cbea95f3-5e46-4e26-a673-8d804bf69e2f\", \"cbfb1a66-e539-4ea0-877c-2718c1456173\", \"e8ac7a08-6042-4cb4-95dd-b7eb9a9ac74f\", \"3b455f2c-2ee8-4b6d-a754-103de74dd828\", \"d4e8b0e9-9c3e-45a3-a562-f7a1873bbd13\"], \"total_duration\": 1049.0, \"total_sessions\": 5, \"mean_week_duration\": 6.516}, \"62943\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-07-19 08:11:11.000000+00:00\", \"2020-02-06 07:28:15.000000+00:00\", \"2022-07-03 12:15:52.000000+00:00\"], \"session_ids\": [\"27a36af0-9bad-42b7-9a03-f6805e1e0e47\", \"1945dad2-9c67-4162-a403-29e0e087f3ca\", \"4dc2a465-0e19-4ba1-a1ec-f5ecbf896476\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 1.246}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Guatemala City, Copenhagen, Zurich, Warsaw" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Guatemala City\", \"Copenhagen\", \"Zurich\", \"Warsaw\"]]}}}\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 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": "I need to get information about 8 users who are residents of cities Copenhagen, Belize City, Tegucigalpa, Madrid also do sorting by overall duration of sessions per week in desc order additionaly keep only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"60230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-17 12:43:02.000000+00:00\", \"2019-04-06 02:15:08.000000+00:00\"], \"session_ids\": [\"1de9fc75-728c-48a0-8f1f-9553653c6105\", \"886d70cd-c926-4444-8408-8b2a409ab9f4\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 47.0}, \"27567\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-24 17:52:03.000000+00:00\", \"2021-06-13 12:00:11.000000+00:00\"], \"session_ids\": [\"2234e73e-03eb-48f4-887a-98cc9c3682ab\", \"76547fb1-0597-4802-bdb0-5604f0783f2b\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 4.299}, \"61831\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-08 10:57:57.000000+00:00\", \"2022-03-18 00:01:02.000000+00:00\"], \"session_ids\": [\"1436fbca-3b8a-4104-93b1-d22514043438\", \"689249ed-2d60-48b4-86f3-c061cf0a1d13\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.398}, \"81380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-05-09 01:32:03.000000+00:00\", \"2022-12-25 22:11:21.000000+00:00\", \"2023-01-24 14:48:28.000000+00:00\", \"2022-07-17 07:56:20.000000+00:00\"], \"session_ids\": [\"e85d4af5-303c-4f1c-9664-13eafac57114\", \"74525dd8-06bc-412e-abfe-5d6bcaa86d48\", \"51844cb6-4b76-422d-8ff8-cdc6c7ff5d41\", \"dcb8cab3-b7f1-4928-a005-fdb367d894eb\"], \"total_duration\": 72.0, \"total_sessions\": 4, \"mean_week_duration\": 0.507}, \"67308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-03-22 06:07:27.000000+00:00\", \"2019-11-14 23:09:28.000000+00:00\", \"2022-08-26 03:29:09.000000+00:00\", \"2020-01-23 18:57:41.000000+00:00\", \"2021-09-11 02:14:15.000000+00:00\", \"2019-06-02 18:41:55.000000+00:00\", \"2021-01-08 21:20:22.000000+00:00\", \"2020-07-15 18:22:16.000000+00:00\"], \"session_ids\": [\"3754c0df-976c-480f-ad1b-5d983d0e9cd0\", \"386509a9-26b1-40a6-b62e-2b4e70c53e12\", \"447b62aa-4ced-4bdf-ba9d-88b7c892d92e\", \"7636eca5-94b9-48e9-8947-a0d218c0d470\", \"9ee42b10-fec6-4a77-8976-763ef003aa80\", \"98f88e35-8711-4d7a-bbe9-a68a919986c9\", \"abf63d6f-a6a6-4e94-a48e-d591391d9b44\", \"6cf1d186-3c6b-4c62-ad8f-8a792bad1a65\"], \"total_duration\": 503.0, \"total_sessions\": 8, \"mean_week_duration\": 2.528}, \"24800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-01 08:11:21.000000+00:00\", \"2022-08-12 19:48:06.000000+00:00\"], \"session_ids\": [\"ba8c0172-73d9-4911-b0f4-fc74b7d4ca3b\", \"15e044a5-2e08-41fd-a5b4-83f7ce05cbb9\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}, \"47264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-14 03:14:49.000000+00:00\", \"2020-12-06 18:54:57.000000+00:00\"], \"session_ids\": [\"40fb7b79-60ba-40e2-af0f-56bde5627cad\", \"5805bbb2-1734-4a69-b6b8-21668843a6db\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}, \"7032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-01-08 04:21:28.000000+00:00\", \"2020-08-15 02:55:01.000000+00:00\", \"2019-01-31 11:23:43.000000+00:00\"], \"session_ids\": [\"2043f173-1e2d-465e-9ba3-3d53bdc39c9b\", \"de0480e9-05c2-46e4-9745-64eb99577e6a\", \"ed049fd2-55d4-4c25-8ead-bd646077653c\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.673}, \"70890\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-19 08:50:09.000000+00:00\", \"2021-10-06 11:40:25.000000+00:00\"], \"session_ids\": [\"a5a2f376-677d-419d-bfb1-4f96c6aa0679\", \"e94f192a-e3c4-43bb-8b92-0ab55555ad27\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 54.286}, \"82393\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-10 10:15:35.000000+00:00\", \"2020-07-26 21:53:45.000000+00:00\"], \"session_ids\": [\"19536adc-1ff0-4099-baf3-a1696dfc0390\", \"ee616841-aabf-48c1-af4d-1a432d181512\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Copenhagen, Belize City, Tegucigalpa, Madrid" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Copenhagen\", \"Belize City\", \"Tegucigalpa\", \"Madrid\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27567\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-24 17:52:03.000000+00:00\", \"2021-06-13 12:00:11.000000+00:00\"], \"session_ids\": [\"2234e73e-03eb-48f4-887a-98cc9c3682ab\", \"76547fb1-0597-4802-bdb0-5604f0783f2b\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 4.299}, \"61831\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-08 10:57:57.000000+00:00\", \"2022-03-18 00:01:02.000000+00:00\"], \"session_ids\": [\"1436fbca-3b8a-4104-93b1-d22514043438\", \"689249ed-2d60-48b4-86f3-c061cf0a1d13\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.398}, \"67308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-03-22 06:07:27.000000+00:00\", \"2019-11-14 23:09:28.000000+00:00\", \"2022-08-26 03:29:09.000000+00:00\", \"2020-01-23 18:57:41.000000+00:00\", \"2021-09-11 02:14:15.000000+00:00\", \"2019-06-02 18:41:55.000000+00:00\", \"2021-01-08 21:20:22.000000+00:00\", \"2020-07-15 18:22:16.000000+00:00\"], \"session_ids\": [\"3754c0df-976c-480f-ad1b-5d983d0e9cd0\", \"386509a9-26b1-40a6-b62e-2b4e70c53e12\", \"447b62aa-4ced-4bdf-ba9d-88b7c892d92e\", \"7636eca5-94b9-48e9-8947-a0d218c0d470\", \"9ee42b10-fec6-4a77-8976-763ef003aa80\", \"98f88e35-8711-4d7a-bbe9-a68a919986c9\", \"abf63d6f-a6a6-4e94-a48e-d591391d9b44\", \"6cf1d186-3c6b-4c62-ad8f-8a792bad1a65\"], \"total_duration\": 503.0, \"total_sessions\": 8, \"mean_week_duration\": 2.528}, \"24800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-01 08:11:21.000000+00:00\", \"2022-08-12 19:48:06.000000+00:00\"], \"session_ids\": [\"ba8c0172-73d9-4911-b0f4-fc74b7d4ca3b\", \"15e044a5-2e08-41fd-a5b4-83f7ce05cbb9\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}, \"47264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-14 03:14:49.000000+00:00\", \"2020-12-06 18:54:57.000000+00:00\"], \"session_ids\": [\"40fb7b79-60ba-40e2-af0f-56bde5627cad\", \"5805bbb2-1734-4a69-b6b8-21668843a6db\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}, \"82393\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-10 10:15:35.000000+00:00\", \"2020-07-26 21:53:45.000000+00:00\"], \"session_ids\": [\"19536adc-1ff0-4099-baf3-a1696dfc0390\", \"ee616841-aabf-48c1-af4d-1a432d181512\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}\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[{\"27567\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-24 17:52:03.000000+00:00\", \"2021-06-13 12:00:11.000000+00:00\"], \"session_ids\": [\"2234e73e-03eb-48f4-887a-98cc9c3682ab\", \"76547fb1-0597-4802-bdb0-5604f0783f2b\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 4.299}}, {\"47264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-14 03:14:49.000000+00:00\", \"2020-12-06 18:54:57.000000+00:00\"], \"session_ids\": [\"40fb7b79-60ba-40e2-af0f-56bde5627cad\", \"5805bbb2-1734-4a69-b6b8-21668843a6db\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}}, {\"24800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-01 08:11:21.000000+00:00\", \"2022-08-12 19:48:06.000000+00:00\"], \"session_ids\": [\"ba8c0172-73d9-4911-b0f4-fc74b7d4ca3b\", \"15e044a5-2e08-41fd-a5b4-83f7ce05cbb9\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}}, {\"67308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-03-22 06:07:27.000000+00:00\", \"2019-11-14 23:09:28.000000+00:00\", \"2022-08-26 03:29:09.000000+00:00\", \"2020-01-23 18:57:41.000000+00:00\", \"2021-09-11 02:14:15.000000+00:00\", \"2019-06-02 18:41:55.000000+00:00\", \"2021-01-08 21:20:22.000000+00:00\", \"2020-07-15 18:22:16.000000+00:00\"], \"session_ids\": [\"3754c0df-976c-480f-ad1b-5d983d0e9cd0\", \"386509a9-26b1-40a6-b62e-2b4e70c53e12\", \"447b62aa-4ced-4bdf-ba9d-88b7c892d92e\", \"7636eca5-94b9-48e9-8947-a0d218c0d470\", \"9ee42b10-fec6-4a77-8976-763ef003aa80\", \"98f88e35-8711-4d7a-bbe9-a68a919986c9\", \"abf63d6f-a6a6-4e94-a48e-d591391d9b44\", \"6cf1d186-3c6b-4c62-ad8f-8a792bad1a65\"], \"total_duration\": 503.0, \"total_sessions\": 8, \"mean_week_duration\": 2.528}}, {\"61831\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-08 10:57:57.000000+00:00\", \"2022-03-18 00:01:02.000000+00:00\"], \"session_ids\": [\"1436fbca-3b8a-4104-93b1-d22514043438\", \"689249ed-2d60-48b4-86f3-c061cf0a1d13\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.398}}, {\"82393\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-10 10:15:35.000000+00:00\", \"2020-07-26 21:53:45.000000+00:00\"], \"session_ids\": [\"19536adc-1ff0-4099-baf3-a1696dfc0390\", \"ee616841-aabf-48c1-af4d-1a432d181512\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}]\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[{\"27567\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-24 17:52:03.000000+00:00\", \"2021-06-13 12:00:11.000000+00:00\"], \"session_ids\": [\"2234e73e-03eb-48f4-887a-98cc9c3682ab\", \"76547fb1-0597-4802-bdb0-5604f0783f2b\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 4.299}}, {\"47264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-14 03:14:49.000000+00:00\", \"2020-12-06 18:54:57.000000+00:00\"], \"session_ids\": [\"40fb7b79-60ba-40e2-af0f-56bde5627cad\", \"5805bbb2-1734-4a69-b6b8-21668843a6db\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}}, {\"24800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-01 08:11:21.000000+00:00\", \"2022-08-12 19:48:06.000000+00:00\"], \"session_ids\": [\"ba8c0172-73d9-4911-b0f4-fc74b7d4ca3b\", \"15e044a5-2e08-41fd-a5b4-83f7ce05cbb9\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}}, {\"67308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-03-22 06:07:27.000000+00:00\", \"2019-11-14 23:09:28.000000+00:00\", \"2022-08-26 03:29:09.000000+00:00\", \"2020-01-23 18:57:41.000000+00:00\", \"2021-09-11 02:14:15.000000+00:00\", \"2019-06-02 18:41:55.000000+00:00\", \"2021-01-08 21:20:22.000000+00:00\", \"2020-07-15 18:22:16.000000+00:00\"], \"session_ids\": [\"3754c0df-976c-480f-ad1b-5d983d0e9cd0\", \"386509a9-26b1-40a6-b62e-2b4e70c53e12\", \"447b62aa-4ced-4bdf-ba9d-88b7c892d92e\", \"7636eca5-94b9-48e9-8947-a0d218c0d470\", \"9ee42b10-fec6-4a77-8976-763ef003aa80\", \"98f88e35-8711-4d7a-bbe9-a68a919986c9\", \"abf63d6f-a6a6-4e94-a48e-d591391d9b44\", \"6cf1d186-3c6b-4c62-ad8f-8a792bad1a65\"], \"total_duration\": 503.0, \"total_sessions\": 8, \"mean_week_duration\": 2.528}}]\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[{\"27567\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-24 17:52:03.000000+00:00\", \"2021-06-13 12:00:11.000000+00:00\"], \"session_ids\": [\"2234e73e-03eb-48f4-887a-98cc9c3682ab\", \"76547fb1-0597-4802-bdb0-5604f0783f2b\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 4.299}}, {\"47264\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-14 03:14:49.000000+00:00\", \"2020-12-06 18:54:57.000000+00:00\"], \"session_ids\": [\"40fb7b79-60ba-40e2-af0f-56bde5627cad\", \"5805bbb2-1734-4a69-b6b8-21668843a6db\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}}, {\"24800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-01 08:11:21.000000+00:00\", \"2022-08-12 19:48:06.000000+00:00\"], \"session_ids\": [\"ba8c0172-73d9-4911-b0f4-fc74b7d4ca3b\", \"15e044a5-2e08-41fd-a5b4-83f7ce05cbb9\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}}, {\"67308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-03-22 06:07:27.000000+00:00\", \"2019-11-14 23:09:28.000000+00:00\", \"2022-08-26 03:29:09.000000+00:00\", \"2020-01-23 18:57:41.000000+00:00\", \"2021-09-11 02:14:15.000000+00:00\", \"2019-06-02 18:41:55.000000+00:00\", \"2021-01-08 21:20:22.000000+00:00\", \"2020-07-15 18:22:16.000000+00:00\"], \"session_ids\": [\"3754c0df-976c-480f-ad1b-5d983d0e9cd0\", \"386509a9-26b1-40a6-b62e-2b4e70c53e12\", \"447b62aa-4ced-4bdf-ba9d-88b7c892d92e\", \"7636eca5-94b9-48e9-8947-a0d218c0d470\", \"9ee42b10-fec6-4a77-8976-763ef003aa80\", \"98f88e35-8711-4d7a-bbe9-a68a919986c9\", \"abf63d6f-a6a6-4e94-a48e-d591391d9b44\", \"6cf1d186-3c6b-4c62-ad8f-8a792bad1a65\"], \"total_duration\": 503.0, \"total_sessions\": 8, \"mean_week_duration\": 2.528}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 4 users pieces of information who are residents of city Caracas + carry out sorting by quantity of sessions from the largest value to the smallest value and show me only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"62762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-05 23:05:41.000000+00:00\", \"2019-02-23 13:10:14.000000+00:00\", \"2022-09-03 04:46:41.000000+00:00\", \"2020-09-11 02:34:06.000000+00:00\", \"2021-04-10 14:07:19.000000+00:00\", \"2021-08-06 11:01:12.000000+00:00\", \"2021-06-23 08:03:19.000000+00:00\", \"2022-07-20 07:05:24.000000+00:00\", \"2023-01-01 05:02:20.000000+00:00\", \"2019-09-27 21:17:33.000000+00:00\", \"2021-11-10 23:53:03.000000+00:00\"], \"session_ids\": [\"302f0a43-5e98-42f6-8a37-adf24d27c9d9\", \"33650de0-2d7f-416f-a136-f25672f17ef5\", \"98490700-dd00-4b27-9959-38d607a19f78\", \"aaa6b5c1-c44b-4192-8ed5-f929c0cd44ed\", \"2f977d21-b734-4cf5-88dd-e8a46b0c722b\", \"24fe3fcb-a6c1-42b0-8fd6-1f51d4ae683c\", \"2aca854f-d9c0-4dd6-9704-1eeed34dc496\", \"f8dd53ec-d598-411a-ae96-da1da2f379fb\", \"ad979e1a-a8ed-48db-82aa-12d3ab9180a9\", \"9796952e-56d8-4b01-85bd-3686fd0aebbf\", \"9e3c8f4a-e896-4167-ae72-9d08345f8ba0\"], \"total_duration\": 178.0, \"total_sessions\": 11, \"mean_week_duration\": 0.886}, \"67281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-21 10:49:43.000000+00:00\", \"2023-04-10 07:02:32.000000+00:00\"], \"session_ids\": [\"81fd19b7-9af8-47c5-ac45-d2ada35046e5\", \"623ddad0-4f37-4091-a901-47a586138cb0\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 23.688}, \"56342\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-03 23:53:11.000000+00:00\", \"2020-02-26 23:19:06.000000+00:00\", \"2021-03-20 15:57:34.000000+00:00\"], \"session_ids\": [\"659dd80c-eaa9-4363-b097-7ab50557dc7c\", \"5e9e6205-a53c-4083-9b63-e2fc97c9ec44\", \"f926e6ac-5c24-45a9-b562-0865edf40651\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.135}, \"74537\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-20 03:19:55.000000+00:00\", \"2022-03-15 19:49:01.000000+00:00\", \"2023-01-07 12:36:57.000000+00:00\", \"2020-12-16 18:50:15.000000+00:00\"], \"session_ids\": [\"fe3318a9-e7b2-46c8-a82f-0aca7a3514d0\", \"a99ab25b-29c7-46a2-bf37-d983229ef250\", \"dcaf5c37-79d8-4ca9-856c-1055baa9ac4c\", \"81e74b82-8c52-4724-b9c7-08b46e01a195\"], \"total_duration\": 502.0, \"total_sessions\": 4, \"mean_week_duration\": 4.648}, \"39875\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-21 03:13:50.000000+00:00\", \"2023-06-02 07:11:14.000000+00:00\", \"2019-08-02 06:02:51.000000+00:00\", \"2019-01-15 03:57:28.000000+00:00\"], \"session_ids\": [\"33940a07-52ae-4ae8-a6dc-949b72d4d200\", \"731eb413-8854-4527-b450-cccab2410145\", \"5ef27abc-4f8a-4300-90ea-3774ef15ea59\", \"f07c35ba-d278-423f-8637-4ccc380063fc\"], \"total_duration\": 63.0, \"total_sessions\": 4, \"mean_week_duration\": 0.273}, \"80705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-25 14:14:22.000000+00:00\", \"2019-10-14 10:22:13.000000+00:00\", \"2019-08-08 20:24:38.000000+00:00\"], \"session_ids\": [\"d6c060e8-43b7-40e2-adcd-775f466a38ae\", \"05ac9978-2da3-445f-8dd2-a602ac25aef2\", \"91710cb1-3dfb-4c92-9d82-77991e85926f\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 2.455}, \"65591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-08 16:28:31.000000+00:00\", \"2023-06-03 02:54:15.000000+00:00\", \"2021-02-11 17:22:51.000000+00:00\", \"2023-02-26 14:13:14.000000+00:00\", \"2021-07-27 03:56:55.000000+00:00\", \"2022-01-22 22:13:02.000000+00:00\", \"2023-05-01 23:08:59.000000+00:00\", \"2022-06-13 17:22:25.000000+00:00\"], \"session_ids\": [\"6caa4d01-dd1b-4076-a390-e8c46ae4a389\", \"899ba3d4-ab75-4b68-9a71-b908fe7d3075\", \"5e734fe3-b1f5-4d8e-a4b0-9f33a17030f3\", \"f2870adf-83d0-4b5a-8c45-019fe4424bdd\", \"0b39cd5a-322f-47a5-992e-a1198bf3cf2d\", \"afada2a1-4763-4270-9d64-102023ce27d5\", \"8326f28f-b392-40f6-9082-025bb156dabd\", \"b9641e56-4863-4f0a-b0ca-981837a2f496\"], \"total_duration\": 2021.0, \"total_sessions\": 8, \"mean_week_duration\": 14.54}, \"60521\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2020-01-14 05:27:29.000000+00:00\", \"2021-12-23 13:57:26.000000+00:00\"], \"session_ids\": [\"291dfe21-ea57-4f95-b4a7-42dec2a648f6\", \"353ef1e2-c9e1-495a-9267-fb041cd5160e\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 4.48}, \"87346\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-13 17:14:10.000000+00:00\", \"2020-02-01 06:22:37.000000+00:00\", \"2019-11-07 15:38:09.000000+00:00\", \"2022-11-15 03:02:58.000000+00:00\"], \"session_ids\": [\"31b3fba9-41de-4ea6-893a-18817da9af3a\", \"5b183eaa-1bc7-4cbd-a206-bc2535ceeb75\", \"2525ecab-b114-4e78-a91c-a07e0860c658\", \"990bd00b-c4ba-4627-aa6d-3dbd10fa5cfd\"], \"total_duration\": 57.0, \"total_sessions\": 4, \"mean_week_duration\": 0.361}, \"99541\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-03-30 21:12:39.000000+00:00\", \"2021-09-09 21:14:36.000000+00:00\", \"2021-08-15 14:33:53.000000+00:00\", \"2020-07-11 03:05:18.000000+00:00\", \"2020-08-30 12:10:19.000000+00:00\"], \"session_ids\": [\"3274f753-498f-4f28-a2b5-45ac7b56fd53\", \"b1552ce4-6c01-4411-b7b5-4d591262250f\", \"0df7f57e-49a5-4c63-85a2-76068c9c6b50\", \"d4fd887d-8eda-4d09-898a-87a7676ecf7d\", \"59622bee-c9e0-494a-9dcb-cb2c297a157c\"], \"total_duration\": 187.0, \"total_sessions\": 5, \"mean_week_duration\": 2.461}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Caracas" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Caracas\"]]}}}\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 finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about users I can find living in city Panama City , and put to use sorting by number of sessions risingly , and get rid of all records, except 3." } ]
[ { "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{\"58046\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-06-17 21:39:16.000000+00:00\", \"2022-10-26 04:44:05.000000+00:00\"], \"session_ids\": [\"639b9fb4-5b3d-4538-8f46-5ce9015ced34\", \"2506b960-a118-48e2-b596-9860d30995b7\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.374}, \"2646\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-06 21:02:53.000000+00:00\", \"2022-03-23 23:43:46.000000+00:00\"], \"session_ids\": [\"a7c4658e-7889-45ad-812b-6d364a3d4a69\", \"27ef1eb9-f05f-41fb-b94b-9347780d0473\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 8.239}, \"88839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-26 23:52:05.000000+00:00\", \"2020-08-19 19:54:21.000000+00:00\"], \"session_ids\": [\"f7bf2712-051e-474b-bdd6-5960373e44ad\", \"e99f739a-cf15-446f-a867-87f2c6a0f680\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 3.446}, \"12520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-18 10:51:15.000000+00:00\", \"2023-02-01 03:40:21.000000+00:00\"], \"session_ids\": [\"fb8a3ade-235a-45b3-b4e0-2b788f950f81\", \"dbb70a45-a2a8-4c7f-979e-c3641248d9cc\"], \"total_duration\": 417.0, \"total_sessions\": 2, \"mean_week_duration\": 12.636}, \"88000\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-12-28 21:29:03.000000+00:00\", \"2022-02-10 19:48:07.000000+00:00\"], \"session_ids\": [\"ca8a40f3-776d-4ce6-a6ba-87b36eaaae00\", \"4d3b2065-2a52-4a55-bba9-7213b788628f\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 57.714}, \"48347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-01-11 16:06:54.000000+00:00\", \"2021-02-25 21:09:40.000000+00:00\", \"2021-12-06 05:40:35.000000+00:00\", \"2020-06-09 01:11:46.000000+00:00\", \"2019-04-16 01:57:06.000000+00:00\", \"2022-10-08 13:39:21.000000+00:00\", \"2020-04-03 21:22:06.000000+00:00\", \"2021-06-27 00:30:05.000000+00:00\", \"2021-11-11 09:20:54.000000+00:00\"], \"session_ids\": [\"70aee4fc-c2f3-4e67-9638-d0c4ced0faff\", \"45be859b-9103-40d5-a67b-7a18d9dc7667\", \"2f3e4255-fdf2-4882-987c-a758280b7e0e\", \"d8e08af4-dafd-49bc-aee5-7c3718a1139a\", \"05c1cdf1-e9c0-47a6-bbfd-e08f79e80fe3\", \"5dbaa547-0915-4452-8f3c-1929ee73343d\", \"02f3448a-184a-4109-b16f-9b0df425dc00\", \"805beb6e-b498-4a77-bde8-e9267fa942e4\", \"6b27645a-736d-46ff-9009-413d13ba2188\"], \"total_duration\": 15530.0, \"total_sessions\": 9, \"mean_week_duration\": 85.33}, \"49931\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-11 08:02:02.000000+00:00\", \"2021-12-03 21:40:36.000000+00:00\", \"2022-10-28 09:31:02.000000+00:00\", \"2019-03-12 09:26:55.000000+00:00\", \"2020-09-15 00:13:56.000000+00:00\", \"2022-02-17 12:42:48.000000+00:00\", \"2021-08-12 14:39:39.000000+00:00\", \"2021-12-10 21:52:46.000000+00:00\", \"2022-11-06 03:57:16.000000+00:00\"], \"session_ids\": [\"29fe1738-346a-4140-9839-a7a34aba90e8\", \"0ec2ecde-d47b-45c4-8a53-5c88f053c3e9\", \"1118f24e-eb31-43ed-a142-a4fa8324638c\", \"ffebd352-e773-473d-b21c-925789232d20\", \"db1ae84d-d51e-447d-ace2-091ae246f535\", \"3fc196bc-df6b-4170-ba12-40d19f0019b4\", \"81a3e0eb-444a-405f-a965-b1dc2a827576\", \"19ab518e-fdd0-4bd7-a529-41c7f65b9aa8\", \"1e66f38a-8a2b-4d87-a831-0a03f947090f\"], \"total_duration\": 2722.0, \"total_sessions\": 9, \"mean_week_duration\": 14.251}, \"59665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-06 18:58:20.000000+00:00\", \"2019-04-12 02:04:05.000000+00:00\", \"2020-12-02 02:56:01.000000+00:00\"], \"session_ids\": [\"edc2490f-e106-45f0-b091-129aebaadc03\", \"5dd90592-6e14-4d7a-8340-b201c27c02d0\", \"efa08dc2-aa97-4555-9e7a-068375a195c2\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.188}, \"46732\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-12 16:17:01.000000+00:00\", \"2022-03-12 00:47:22.000000+00:00\"], \"session_ids\": [\"0439e5d9-f0d1-45cb-b343-9863190bedb4\", \"c18b5834-d13a-40e7-bd96-3df669e7eaa6\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 3.385}, \"69297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-29 20:09:54.000000+00:00\", \"2021-01-02 07:54:21.000000+00:00\", \"2021-01-27 17:40:06.000000+00:00\", \"2023-01-31 19:32:31.000000+00:00\", \"2019-11-26 09:10:16.000000+00:00\"], \"session_ids\": [\"96bd6ee7-acf0-4cb6-b7ad-58fa936ef9c4\", \"c4f53f5f-61d3-482f-b4f6-996a641bd98f\", \"8598533e-60b9-459d-a4de-61c1d39d2c13\", \"3b1664af-746c-4c4b-a133-ced247be39db\", \"fe94b008-e36f-47fc-a93a-085c92515eb0\"], \"total_duration\": 217.0, \"total_sessions\": 5, \"mean_week_duration\": 1.307}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Panama City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Panama City\"]]}}}\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": "Please provide insights on 5 users who are folks of city Singapore City and put to use sorting by duration summation form the lowest value to the highest value." } ]