conversations
list
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 5 and are greater than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"8693\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-08 19:55:21.000000+00:00\", \"2021-12-24 15:27:06.000000+00:00\", \"2021-09-09 03:44:01.000000+00:00\"], \"session_ids\": [\"6967d93d-dd3d-42b4-a5d0-99ff373d1a90\", \"66104030-d574-4341-a44a-aa8924665f20\", \"80ea7882-eedf-48ff-a441-691aa7372cc0\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.417}, \"96269\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-16 20:59:40.000000+00:00\", \"2020-08-24 13:57:05.000000+00:00\"], \"session_ids\": [\"a9b57792-e956-452e-a0ae-9e393eeabeec\", \"bc7e2248-cff5-429a-a1c5-d5b84872c07d\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 4.28}, \"75612\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-31 23:06:13.000000+00:00\", \"2022-05-16 03:36:03.000000+00:00\"], \"session_ids\": [\"c0baee5f-1237-4f81-999c-6e77c75459d9\", \"e9109d67-581c-4588-93b6-84ad1e970368\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.507}, \"98244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-24 03:12:47.000000+00:00\", \"2021-01-03 12:24:56.000000+00:00\", \"2020-03-18 12:21:26.000000+00:00\"], \"session_ids\": [\"e30c5062-1587-4403-9600-12fdff27d690\", \"27de9143-8469-4190-a577-c5d942b1d990\", \"54561936-19ed-4f41-b5b2-f69dc763b12d\"], \"total_duration\": 270.0, \"total_sessions\": 3, \"mean_week_duration\": 4.286}, \"67024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-18 18:12:05.000000+00:00\", \"2022-08-26 20:29:32.000000+00:00\"], \"session_ids\": [\"eeb192bb-97aa-49fc-934f-9332ad67e02e\", \"fa42cbd7-879c-4515-9525-499f8f590ce2\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 2.265}, \"16756\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-07 17:40:41.000000+00:00\", \"2019-03-26 18:50:51.000000+00:00\", \"2021-03-04 03:51:20.000000+00:00\"], \"session_ids\": [\"23ed053c-7780-4611-81bb-ad21073d3a74\", \"35b03932-33b6-4044-a063-d1e35b4e6aca\", \"7d1ef6bd-8025-4f3c-940d-642cf4349870\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.5}, \"87364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-24 23:41:19.000000+00:00\", \"2021-08-12 07:04:16.000000+00:00\"], \"session_ids\": [\"2b344406-0831-48d1-983b-2f0662baa0d8\", \"fb86d8f0-d9ba-45ed-8ad6-5158745291cd\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 4.247}, \"6963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-05-03 14:34:58.000000+00:00\", \"2019-11-13 06:43:46.000000+00:00\"], \"session_ids\": [\"53dfac68-6601-4122-aaf6-286ad1e8f70c\", \"8262c03d-3b34-4a8d-82b5-579fa44b2e70\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.403}, \"7546\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-16 23:49:08.000000+00:00\", \"2019-04-09 21:59:24.000000+00:00\"], \"session_ids\": [\"6335252c-18ac-4fa7-9aea-00a19e8cb52c\", \"04db0c2c-cddb-49a6-ae2f-55c8df2f45a2\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.118}, \"81678\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-22 02:46:16.000000+00:00\", \"2019-06-20 04:02:02.000000+00:00\", \"2023-04-30 11:20:15.000000+00:00\", \"2021-02-19 09:24:06.000000+00:00\", \"2021-04-18 19:41:32.000000+00:00\", \"2022-11-03 21:51:30.000000+00:00\", \"2023-04-08 08:30:49.000000+00:00\", \"2021-11-22 04:02:03.000000+00:00\", \"2023-01-02 21:05:52.000000+00:00\"], \"session_ids\": [\"6ecb4500-89a6-48e3-93db-32e0ecf934f0\", \"dbf8520b-d6fd-4612-89d7-05cb2010218e\", \"acf3b824-95dd-462f-ae05-810be806de86\", \"e49105bf-c793-4fca-b47a-c63ff9de724f\", \"c2eb5480-5f33-4031-ac76-3ac4895f43c2\", \"300a05d4-7017-4c4a-b62d-4bf5bf3c41e2\", \"ad65fe51-bce3-4a66-9b18-46bbe8f4a288\", \"05a69663-3b81-4908-bacc-0af2d88e7ead\", \"00d7e762-d85c-4392-bf13-5a9336a956cd\"], \"total_duration\": 4666.0, \"total_sessions\": 9, \"mean_week_duration\": 23.099}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"81678\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-22 02:46:16.000000+00:00\", \"2019-06-20 04:02:02.000000+00:00\", \"2023-04-30 11:20:15.000000+00:00\", \"2021-02-19 09:24:06.000000+00:00\", \"2021-04-18 19:41:32.000000+00:00\", \"2022-11-03 21:51:30.000000+00:00\", \"2023-04-08 08:30:49.000000+00:00\", \"2021-11-22 04:02:03.000000+00:00\", \"2023-01-02 21:05:52.000000+00:00\"], \"session_ids\": [\"6ecb4500-89a6-48e3-93db-32e0ecf934f0\", \"dbf8520b-d6fd-4612-89d7-05cb2010218e\", \"acf3b824-95dd-462f-ae05-810be806de86\", \"e49105bf-c793-4fca-b47a-c63ff9de724f\", \"c2eb5480-5f33-4031-ac76-3ac4895f43c2\", \"300a05d4-7017-4c4a-b62d-4bf5bf3c41e2\", \"ad65fe51-bce3-4a66-9b18-46bbe8f4a288\", \"05a69663-3b81-4908-bacc-0af2d88e7ead\", \"00d7e762-d85c-4392-bf13-5a9336a956cd\"], \"total_duration\": 4666.0, \"total_sessions\": 9, \"mean_week_duration\": 23.099}}, {\"8693\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-08 19:55:21.000000+00:00\", \"2021-12-24 15:27:06.000000+00:00\", \"2021-09-09 03:44:01.000000+00:00\"], \"session_ids\": [\"6967d93d-dd3d-42b4-a5d0-99ff373d1a90\", \"66104030-d574-4341-a44a-aa8924665f20\", \"80ea7882-eedf-48ff-a441-691aa7372cc0\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.417}}, {\"98244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-24 03:12:47.000000+00:00\", \"2021-01-03 12:24:56.000000+00:00\", \"2020-03-18 12:21:26.000000+00:00\"], \"session_ids\": [\"e30c5062-1587-4403-9600-12fdff27d690\", \"27de9143-8469-4190-a577-c5d942b1d990\", \"54561936-19ed-4f41-b5b2-f69dc763b12d\"], \"total_duration\": 270.0, \"total_sessions\": 3, \"mean_week_duration\": 4.286}}, {\"96269\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-16 20:59:40.000000+00:00\", \"2020-08-24 13:57:05.000000+00:00\"], \"session_ids\": [\"a9b57792-e956-452e-a0ae-9e393eeabeec\", \"bc7e2248-cff5-429a-a1c5-d5b84872c07d\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 4.28}}, {\"87364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-24 23:41:19.000000+00:00\", \"2021-08-12 07:04:16.000000+00:00\"], \"session_ids\": [\"2b344406-0831-48d1-983b-2f0662baa0d8\", \"fb86d8f0-d9ba-45ed-8ad6-5158745291cd\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 4.247}}, {\"67024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-18 18:12:05.000000+00:00\", \"2022-08-26 20:29:32.000000+00:00\"], \"session_ids\": [\"eeb192bb-97aa-49fc-934f-9332ad67e02e\", \"fa42cbd7-879c-4515-9525-499f8f590ce2\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 2.265}}, {\"75612\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-31 23:06:13.000000+00:00\", \"2022-05-16 03:36:03.000000+00:00\"], \"session_ids\": [\"c0baee5f-1237-4f81-999c-6e77c75459d9\", \"e9109d67-581c-4588-93b6-84ad1e970368\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.507}}, {\"7546\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-16 23:49:08.000000+00:00\", \"2019-04-09 21:59:24.000000+00:00\"], \"session_ids\": [\"6335252c-18ac-4fa7-9aea-00a19e8cb52c\", \"04db0c2c-cddb-49a6-ae2f-55c8df2f45a2\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.118}}, {\"16756\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-07 17:40:41.000000+00:00\", \"2019-03-26 18:50:51.000000+00:00\", \"2021-03-04 03:51:20.000000+00:00\"], \"session_ids\": [\"23ed053c-7780-4611-81bb-ad21073d3a74\", \"35b03932-33b6-4044-a063-d1e35b4e6aca\", \"7d1ef6bd-8025-4f3c-940d-642cf4349870\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.5}}, {\"6963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-05-03 14:34:58.000000+00:00\", \"2019-11-13 06:43:46.000000+00:00\"], \"session_ids\": [\"53dfac68-6601-4122-aaf6-286ad1e8f70c\", \"8262c03d-3b34-4a8d-82b5-579fa44b2e70\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.403}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"81678\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-22 02:46:16.000000+00:00\", \"2019-06-20 04:02:02.000000+00:00\", \"2023-04-30 11:20:15.000000+00:00\", \"2021-02-19 09:24:06.000000+00:00\", \"2021-04-18 19:41:32.000000+00:00\", \"2022-11-03 21:51:30.000000+00:00\", \"2023-04-08 08:30:49.000000+00:00\", \"2021-11-22 04:02:03.000000+00:00\", \"2023-01-02 21:05:52.000000+00:00\"], \"session_ids\": [\"6ecb4500-89a6-48e3-93db-32e0ecf934f0\", \"dbf8520b-d6fd-4612-89d7-05cb2010218e\", \"acf3b824-95dd-462f-ae05-810be806de86\", \"e49105bf-c793-4fca-b47a-c63ff9de724f\", \"c2eb5480-5f33-4031-ac76-3ac4895f43c2\", \"300a05d4-7017-4c4a-b62d-4bf5bf3c41e2\", \"ad65fe51-bce3-4a66-9b18-46bbe8f4a288\", \"05a69663-3b81-4908-bacc-0af2d88e7ead\", \"00d7e762-d85c-4392-bf13-5a9336a956cd\"], \"total_duration\": 4666.0, \"total_sessions\": 9, \"mean_week_duration\": 23.099}}, {\"8693\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-08 19:55:21.000000+00:00\", \"2021-12-24 15:27:06.000000+00:00\", \"2021-09-09 03:44:01.000000+00:00\"], \"session_ids\": [\"6967d93d-dd3d-42b4-a5d0-99ff373d1a90\", \"66104030-d574-4341-a44a-aa8924665f20\", \"80ea7882-eedf-48ff-a441-691aa7372cc0\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.417}}, {\"98244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-24 03:12:47.000000+00:00\", \"2021-01-03 12:24:56.000000+00:00\", \"2020-03-18 12:21:26.000000+00:00\"], \"session_ids\": [\"e30c5062-1587-4403-9600-12fdff27d690\", \"27de9143-8469-4190-a577-c5d942b1d990\", \"54561936-19ed-4f41-b5b2-f69dc763b12d\"], \"total_duration\": 270.0, \"total_sessions\": 3, \"mean_week_duration\": 4.286}}, {\"96269\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-16 20:59:40.000000+00:00\", \"2020-08-24 13:57:05.000000+00:00\"], \"session_ids\": [\"a9b57792-e956-452e-a0ae-9e393eeabeec\", \"bc7e2248-cff5-429a-a1c5-d5b84872c07d\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 4.28}}, {\"87364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-24 23:41:19.000000+00:00\", \"2021-08-12 07:04:16.000000+00:00\"], \"session_ids\": [\"2b344406-0831-48d1-983b-2f0662baa0d8\", \"fb86d8f0-d9ba-45ed-8ad6-5158745291cd\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 4.247}}]\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[{\"81678\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-22 02:46:16.000000+00:00\", \"2019-06-20 04:02:02.000000+00:00\", \"2023-04-30 11:20:15.000000+00:00\", \"2021-02-19 09:24:06.000000+00:00\", \"2021-04-18 19:41:32.000000+00:00\", \"2022-11-03 21:51:30.000000+00:00\", \"2023-04-08 08:30:49.000000+00:00\", \"2021-11-22 04:02:03.000000+00:00\", \"2023-01-02 21:05:52.000000+00:00\"], \"session_ids\": [\"6ecb4500-89a6-48e3-93db-32e0ecf934f0\", \"dbf8520b-d6fd-4612-89d7-05cb2010218e\", \"acf3b824-95dd-462f-ae05-810be806de86\", \"e49105bf-c793-4fca-b47a-c63ff9de724f\", \"c2eb5480-5f33-4031-ac76-3ac4895f43c2\", \"300a05d4-7017-4c4a-b62d-4bf5bf3c41e2\", \"ad65fe51-bce3-4a66-9b18-46bbe8f4a288\", \"05a69663-3b81-4908-bacc-0af2d88e7ead\", \"00d7e762-d85c-4392-bf13-5a9336a956cd\"], \"total_duration\": 4666.0, \"total_sessions\": 9, \"mean_week_duration\": 23.099}}, {\"8693\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-08 19:55:21.000000+00:00\", \"2021-12-24 15:27:06.000000+00:00\", \"2021-09-09 03:44:01.000000+00:00\"], \"session_ids\": [\"6967d93d-dd3d-42b4-a5d0-99ff373d1a90\", \"66104030-d574-4341-a44a-aa8924665f20\", \"80ea7882-eedf-48ff-a441-691aa7372cc0\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.417}}, {\"98244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-24 03:12:47.000000+00:00\", \"2021-01-03 12:24:56.000000+00:00\", \"2020-03-18 12:21:26.000000+00:00\"], \"session_ids\": [\"e30c5062-1587-4403-9600-12fdff27d690\", \"27de9143-8469-4190-a577-c5d942b1d990\", \"54561936-19ed-4f41-b5b2-f69dc763b12d\"], \"total_duration\": 270.0, \"total_sessions\": 3, \"mean_week_duration\": 4.286}}, {\"96269\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-16 20:59:40.000000+00:00\", \"2020-08-24 13:57:05.000000+00:00\"], \"session_ids\": [\"a9b57792-e956-452e-a0ae-9e393eeabeec\", \"bc7e2248-cff5-429a-a1c5-d5b84872c07d\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 4.28}}, {\"87364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-24 23:41:19.000000+00:00\", \"2021-08-12 07:04:16.000000+00:00\"], \"session_ids\": [\"2b344406-0831-48d1-983b-2f0662baa0d8\", \"fb86d8f0-d9ba-45ed-8ad6-5158745291cd\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 4.247}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 4 users whose duration of sessions per week is bigger than 13 (not including) and smaller than 45 + execute sorting by average_week_duration descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31396\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-19 19:34:06.000000+00:00\", \"2019-04-13 12:01:13.000000+00:00\"], \"session_ids\": [\"1636432f-ad26-4f22-a7db-2cdf61102bd8\", \"d5f73f7d-bd65-41e3-a648-7f66f586ba62\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 2.367}, \"68696\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-30 06:43:29.000000+00:00\", \"2021-01-09 21:31:00.000000+00:00\"], \"session_ids\": [\"73c34107-7532-4a0a-8415-0d0dd36d5f0c\", \"fc7b80ff-ae08-416d-ac85-dba362d95e5e\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 4.069}, \"27090\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-05 17:18:40.000000+00:00\", \"2019-04-18 16:56:12.000000+00:00\", \"2020-10-28 17:40:25.000000+00:00\", \"2019-07-25 19:35:04.000000+00:00\"], \"session_ids\": [\"c2d5d7df-709c-4924-806d-b8044bec9788\", \"a4116b03-58eb-4763-b2e8-f5fff90b522f\", \"706c9e40-25f5-476a-a2da-1dcd7f81727f\", \"3e82187b-19e5-4f58-9e63-3b1eb1ea4f00\"], \"total_duration\": 1992.0, \"total_sessions\": 4, \"mean_week_duration\": 11.254}, \"1417\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-30 15:36:37.000000+00:00\", \"2022-08-30 15:01:26.000000+00:00\"], \"session_ids\": [\"43c2d4c4-b720-4a64-8cb6-b20efed4f0d0\", \"f8c6f077-49f9-46a0-8e4c-01b9beccca1d\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 1.843}, \"67304\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-28 05:09:42.000000+00:00\", \"2021-12-20 00:25:42.000000+00:00\", \"2019-01-29 23:25:30.000000+00:00\"], \"session_ids\": [\"86bb9989-8899-45cc-9df6-3f80132ca645\", \"6c2d1d20-f118-4949-884b-a9610f8c317d\", \"0b545e17-e8e3-4adf-a4a6-2476aa93abff\"], \"total_duration\": 1004.0, \"total_sessions\": 3, \"mean_week_duration\": 6.649}, \"76360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-24 09:12:46.000000+00:00\", \"2021-07-02 08:55:28.000000+00:00\"], \"session_ids\": [\"e73007a9-d14b-4b4b-998c-bcb50b6843d1\", \"d1fa68eb-4211-42ac-977e-fe0bf71fdbfd\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 2.727}, \"53749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-07-09 21:52:35.000000+00:00\", \"2019-07-11 05:00:00.000000+00:00\", \"2019-12-27 03:31:42.000000+00:00\"], \"session_ids\": [\"dd0da99d-2c31-4097-91c8-bd522272bc54\", \"afc4c088-a91a-4a22-bf65-b1d9fc7081cd\", \"2314c88c-5ae5-4ff7-8b30-55c864766136\"], \"total_duration\": 988.0, \"total_sessions\": 3, \"mean_week_duration\": 19.0}, \"88531\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-21 11:08:24.000000+00:00\", \"2020-07-30 07:55:07.000000+00:00\", \"2019-07-14 09:08:46.000000+00:00\", \"2022-04-08 19:44:07.000000+00:00\"], \"session_ids\": [\"de9cf42f-7580-4ba3-a5bc-8cb9f28a02cf\", \"d6e2b268-7c99-4a1e-8278-e36d057b2b73\", \"e6aaa7a5-6dd0-442c-9470-eadf604fefe7\", \"2ab229b8-9835-41e4-b1a1-3a5d6f470108\"], \"total_duration\": 221.0, \"total_sessions\": 4, \"mean_week_duration\": 1.228}, \"3001\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-05 12:05:48.000000+00:00\", \"2020-03-02 13:27:43.000000+00:00\", \"2019-05-15 20:08:37.000000+00:00\"], \"session_ids\": [\"948b8678-0da9-4aea-9dce-a53666a09d83\", \"9dea3bcb-ead9-4b63-b099-a80de310d9f0\", \"f23517e9-9a2a-4251-b4b7-78942a0133ee\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 1.786}, \"79265\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-02-11 10:00:47.000000+00:00\", \"2020-10-26 03:56:07.000000+00:00\", \"2019-11-10 22:15:26.000000+00:00\", \"2021-02-17 01:37:33.000000+00:00\", \"2019-11-07 16:15:04.000000+00:00\", \"2019-11-30 17:29:10.000000+00:00\", \"2021-03-20 07:03:24.000000+00:00\", \"2019-12-18 03:14:12.000000+00:00\", \"2021-09-25 16:40:03.000000+00:00\"], \"session_ids\": [\"26bc4ee7-e45c-431d-a05b-f49b1f084bf2\", \"d97853ae-c51a-44da-9679-73ebe431e490\", \"eb1ea6d6-9a96-4073-98ec-a8d8f4b43328\", \"c372ae75-e33b-4739-ae1e-790b13299bcb\", \"53c50f0a-e46c-4767-864f-21380cda8aff\", \"e656fe1b-243f-428b-a4c3-bacc40b38710\", \"6d677cc0-dbe4-4741-a60a-eea1530de332\", \"dfa5d0b6-8f96-4f60-a3fe-2844c02d910b\", \"3e655122-f2f3-4631-84ff-013b2ac97890\"], \"total_duration\": 6335.0, \"total_sessions\": 9, \"mean_week_duration\": 63.99}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 13 and are equal or less than 45" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[13, 45]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"53749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-07-09 21:52:35.000000+00:00\", \"2019-07-11 05:00:00.000000+00:00\", \"2019-12-27 03:31:42.000000+00:00\"], \"session_ids\": [\"dd0da99d-2c31-4097-91c8-bd522272bc54\", \"afc4c088-a91a-4a22-bf65-b1d9fc7081cd\", \"2314c88c-5ae5-4ff7-8b30-55c864766136\"], \"total_duration\": 988.0, \"total_sessions\": 3, \"mean_week_duration\": 19.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-07-09 21:52:35.000000+00:00\", \"2019-07-11 05:00:00.000000+00:00\", \"2019-12-27 03:31:42.000000+00:00\"], \"session_ids\": [\"dd0da99d-2c31-4097-91c8-bd522272bc54\", \"afc4c088-a91a-4a22-bf65-b1d9fc7081cd\", \"2314c88c-5ae5-4ff7-8b30-55c864766136\"], \"total_duration\": 988.0, \"total_sessions\": 3, \"mean_week_duration\": 19.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-07-09 21:52:35.000000+00:00\", \"2019-07-11 05:00:00.000000+00:00\", \"2019-12-27 03:31:42.000000+00:00\"], \"session_ids\": [\"dd0da99d-2c31-4097-91c8-bd522272bc54\", \"afc4c088-a91a-4a22-bf65-b1d9fc7081cd\", \"2314c88c-5ae5-4ff7-8b30-55c864766136\"], \"total_duration\": 988.0, \"total_sessions\": 3, \"mean_week_duration\": 19.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-07-09 21:52:35.000000+00:00\", \"2019-07-11 05:00:00.000000+00:00\", \"2019-12-27 03:31:42.000000+00:00\"], \"session_ids\": [\"dd0da99d-2c31-4097-91c8-bd522272bc54\", \"afc4c088-a91a-4a22-bf65-b1d9fc7081cd\", \"2314c88c-5ae5-4ff7-8b30-55c864766136\"], \"total_duration\": 988.0, \"total_sessions\": 3, \"mean_week_duration\": 19.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 8 users with a total amount of duration that is strictly higher than 3243 and lower than 1349 and in addition implement sorting by sessions total in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-04 16:57:46.000000+00:00\", \"2019-03-29 07:14:28.000000+00:00\"], \"session_ids\": [\"4579b357-6948-41cc-9889-697ebb28be8e\", \"abe2330e-c55b-4e51-aba4-83fedfa568a7\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"13057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-04 22:44:58.000000+00:00\", \"2022-02-24 11:50:12.000000+00:00\", \"2021-01-03 15:49:41.000000+00:00\", \"2019-07-15 08:45:59.000000+00:00\", \"2019-06-25 20:33:39.000000+00:00\"], \"session_ids\": [\"2bc6a4e2-2072-449d-800f-3ad4bba7acf3\", \"61b8d986-4b51-4453-82ed-4435ff0290e9\", \"1e114508-b843-4ec6-b209-f38c29fae81b\", \"e516f842-6d12-44d2-82da-dedd7b97099d\", \"d27c473c-4cf7-4669-8198-1a15d8631b74\"], \"total_duration\": 374.0, \"total_sessions\": 5, \"mean_week_duration\": 2.187}, \"47884\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-10 00:03:40.000000+00:00\", \"2019-10-30 10:02:25.000000+00:00\"], \"session_ids\": [\"f3c29437-1615-466c-8f82-8fd30c2f1a8c\", \"d6b65b06-6f3a-4a64-a243-6b1713506944\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}, \"59419\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-18 05:02:34.000000+00:00\", \"2023-03-07 21:51:32.000000+00:00\"], \"session_ids\": [\"0b71bc35-3aee-409a-a607-0bb86a06c40b\", \"07cd1e96-100c-48b6-a6eb-baeadb66bfc4\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 1.093}, \"65528\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-02 12:40:05.000000+00:00\", \"2019-08-10 11:05:37.000000+00:00\"], \"session_ids\": [\"d36feab0-a810-4262-88d3-9cd948a58d0f\", \"1647296a-9d5a-4d1f-b339-f8ef92b886b5\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.202}, \"83248\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 14:19:58.000000+00:00\", \"2020-02-20 09:37:04.000000+00:00\"], \"session_ids\": [\"067cfbba-eabb-443d-ac45-c2f46112523a\", \"39a5b533-50a6-4559-92e3-a89d597dad2c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 14.286}, \"9557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-01-20 18:06:26.000000+00:00\", \"2020-04-20 11:54:56.000000+00:00\"], \"session_ids\": [\"65c09bad-39db-49b0-a6ee-9f6fc3b941d8\", \"80b0f964-5cda-4fc0-a1c8-12efc61917fc\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 12.538}, \"94388\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-23 20:57:47.000000+00:00\", \"2019-07-24 01:21:28.000000+00:00\"], \"session_ids\": [\"2edc6273-cc32-4425-8646-0f515a8f40fd\", \"1e55bb03-a60f-4af7-a0a8-1e20d110c280\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.082}, \"61882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-06 07:17:51.000000+00:00\", \"2021-11-05 07:36:37.000000+00:00\", \"2022-01-23 02:21:58.000000+00:00\", \"2020-07-18 04:09:05.000000+00:00\", \"2021-11-05 22:03:19.000000+00:00\", \"2020-07-11 08:02:22.000000+00:00\", \"2023-03-29 07:23:41.000000+00:00\", \"2019-05-24 19:06:18.000000+00:00\", \"2019-09-19 09:32:31.000000+00:00\"], \"session_ids\": [\"158525ef-6e8e-4dfd-b107-3196ae0d845f\", \"f869bfe7-b24a-47be-87ea-a0eb118d262e\", \"cccd15c3-d1c6-4889-a15d-992978ccb639\", \"8c299d11-15bb-4c3d-9bcf-a062279b9abd\", \"e6c68bd7-3772-4f32-b824-820469427e81\", \"60800f6d-2ff7-44a0-be59-453cec62f78d\", \"137119f3-fc82-4bb1-ba98-8b47fab1b67a\", \"5f96f77e-a143-4d55-893b-361578cc74f2\", \"6bf93cb6-e550-4b8b-a759-765f6c06529b\"], \"total_duration\": 1179.0, \"total_sessions\": 9, \"mean_week_duration\": 5.335}, \"74972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-08 12:18:45.000000+00:00\", \"2020-11-16 12:41:16.000000+00:00\", \"2022-03-05 10:29:32.000000+00:00\", \"2023-01-25 08:14:47.000000+00:00\"], \"session_ids\": [\"2b811ef7-4062-4302-b465-1213a8b951ca\", \"2ec58f82-b468-4451-810e-dab9dacf6b32\", \"aa6b6c69-531e-494c-979d-1e62d027db61\", \"ee3e8a2f-5b2a-408e-a09a-8afad9f552a5\"], \"total_duration\": 315.0, \"total_sessions\": 4, \"mean_week_duration\": 2.368}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1349 and are greater than 3243" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[1349, 3243]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-04 16:57:46.000000+00:00\", \"2019-03-29 07:14:28.000000+00:00\"], \"session_ids\": [\"4579b357-6948-41cc-9889-697ebb28be8e\", \"abe2330e-c55b-4e51-aba4-83fedfa568a7\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"13057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-04 22:44:58.000000+00:00\", \"2022-02-24 11:50:12.000000+00:00\", \"2021-01-03 15:49:41.000000+00:00\", \"2019-07-15 08:45:59.000000+00:00\", \"2019-06-25 20:33:39.000000+00:00\"], \"session_ids\": [\"2bc6a4e2-2072-449d-800f-3ad4bba7acf3\", \"61b8d986-4b51-4453-82ed-4435ff0290e9\", \"1e114508-b843-4ec6-b209-f38c29fae81b\", \"e516f842-6d12-44d2-82da-dedd7b97099d\", \"d27c473c-4cf7-4669-8198-1a15d8631b74\"], \"total_duration\": 374.0, \"total_sessions\": 5, \"mean_week_duration\": 2.187}, \"47884\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-10 00:03:40.000000+00:00\", \"2019-10-30 10:02:25.000000+00:00\"], \"session_ids\": [\"f3c29437-1615-466c-8f82-8fd30c2f1a8c\", \"d6b65b06-6f3a-4a64-a243-6b1713506944\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}, \"59419\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-18 05:02:34.000000+00:00\", \"2023-03-07 21:51:32.000000+00:00\"], \"session_ids\": [\"0b71bc35-3aee-409a-a607-0bb86a06c40b\", \"07cd1e96-100c-48b6-a6eb-baeadb66bfc4\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 1.093}, \"65528\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-02 12:40:05.000000+00:00\", \"2019-08-10 11:05:37.000000+00:00\"], \"session_ids\": [\"d36feab0-a810-4262-88d3-9cd948a58d0f\", \"1647296a-9d5a-4d1f-b339-f8ef92b886b5\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.202}, \"83248\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 14:19:58.000000+00:00\", \"2020-02-20 09:37:04.000000+00:00\"], \"session_ids\": [\"067cfbba-eabb-443d-ac45-c2f46112523a\", \"39a5b533-50a6-4559-92e3-a89d597dad2c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 14.286}, \"9557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-01-20 18:06:26.000000+00:00\", \"2020-04-20 11:54:56.000000+00:00\"], \"session_ids\": [\"65c09bad-39db-49b0-a6ee-9f6fc3b941d8\", \"80b0f964-5cda-4fc0-a1c8-12efc61917fc\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 12.538}, \"94388\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-23 20:57:47.000000+00:00\", \"2019-07-24 01:21:28.000000+00:00\"], \"session_ids\": [\"2edc6273-cc32-4425-8646-0f515a8f40fd\", \"1e55bb03-a60f-4af7-a0a8-1e20d110c280\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.082}, \"61882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-06 07:17:51.000000+00:00\", \"2021-11-05 07:36:37.000000+00:00\", \"2022-01-23 02:21:58.000000+00:00\", \"2020-07-18 04:09:05.000000+00:00\", \"2021-11-05 22:03:19.000000+00:00\", \"2020-07-11 08:02:22.000000+00:00\", \"2023-03-29 07:23:41.000000+00:00\", \"2019-05-24 19:06:18.000000+00:00\", \"2019-09-19 09:32:31.000000+00:00\"], \"session_ids\": [\"158525ef-6e8e-4dfd-b107-3196ae0d845f\", \"f869bfe7-b24a-47be-87ea-a0eb118d262e\", \"cccd15c3-d1c6-4889-a15d-992978ccb639\", \"8c299d11-15bb-4c3d-9bcf-a062279b9abd\", \"e6c68bd7-3772-4f32-b824-820469427e81\", \"60800f6d-2ff7-44a0-be59-453cec62f78d\", \"137119f3-fc82-4bb1-ba98-8b47fab1b67a\", \"5f96f77e-a143-4d55-893b-361578cc74f2\", \"6bf93cb6-e550-4b8b-a759-765f6c06529b\"], \"total_duration\": 1179.0, \"total_sessions\": 9, \"mean_week_duration\": 5.335}, \"74972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-08 12:18:45.000000+00:00\", \"2020-11-16 12:41:16.000000+00:00\", \"2022-03-05 10:29:32.000000+00:00\", \"2023-01-25 08:14:47.000000+00:00\"], \"session_ids\": [\"2b811ef7-4062-4302-b465-1213a8b951ca\", \"2ec58f82-b468-4451-810e-dab9dacf6b32\", \"aa6b6c69-531e-494c-979d-1e62d027db61\", \"ee3e8a2f-5b2a-408e-a09a-8afad9f552a5\"], \"total_duration\": 315.0, \"total_sessions\": 4, \"mean_week_duration\": 2.368}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"14780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-04 16:57:46.000000+00:00\", \"2019-03-29 07:14:28.000000+00:00\"], \"session_ids\": [\"4579b357-6948-41cc-9889-697ebb28be8e\", \"abe2330e-c55b-4e51-aba4-83fedfa568a7\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"47884\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-10 00:03:40.000000+00:00\", \"2019-10-30 10:02:25.000000+00:00\"], \"session_ids\": [\"f3c29437-1615-466c-8f82-8fd30c2f1a8c\", \"d6b65b06-6f3a-4a64-a243-6b1713506944\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}}, {\"59419\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-18 05:02:34.000000+00:00\", \"2023-03-07 21:51:32.000000+00:00\"], \"session_ids\": [\"0b71bc35-3aee-409a-a607-0bb86a06c40b\", \"07cd1e96-100c-48b6-a6eb-baeadb66bfc4\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 1.093}}, {\"65528\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-02 12:40:05.000000+00:00\", \"2019-08-10 11:05:37.000000+00:00\"], \"session_ids\": [\"d36feab0-a810-4262-88d3-9cd948a58d0f\", \"1647296a-9d5a-4d1f-b339-f8ef92b886b5\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.202}}, {\"83248\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 14:19:58.000000+00:00\", \"2020-02-20 09:37:04.000000+00:00\"], \"session_ids\": [\"067cfbba-eabb-443d-ac45-c2f46112523a\", \"39a5b533-50a6-4559-92e3-a89d597dad2c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 14.286}}, {\"9557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-01-20 18:06:26.000000+00:00\", \"2020-04-20 11:54:56.000000+00:00\"], \"session_ids\": [\"65c09bad-39db-49b0-a6ee-9f6fc3b941d8\", \"80b0f964-5cda-4fc0-a1c8-12efc61917fc\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 12.538}}, {\"94388\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-23 20:57:47.000000+00:00\", \"2019-07-24 01:21:28.000000+00:00\"], \"session_ids\": [\"2edc6273-cc32-4425-8646-0f515a8f40fd\", \"1e55bb03-a60f-4af7-a0a8-1e20d110c280\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.082}}, {\"74972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-08 12:18:45.000000+00:00\", \"2020-11-16 12:41:16.000000+00:00\", \"2022-03-05 10:29:32.000000+00:00\", \"2023-01-25 08:14:47.000000+00:00\"], \"session_ids\": [\"2b811ef7-4062-4302-b465-1213a8b951ca\", \"2ec58f82-b468-4451-810e-dab9dacf6b32\", \"aa6b6c69-531e-494c-979d-1e62d027db61\", \"ee3e8a2f-5b2a-408e-a09a-8afad9f552a5\"], \"total_duration\": 315.0, \"total_sessions\": 4, \"mean_week_duration\": 2.368}}, {\"13057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-04 22:44:58.000000+00:00\", \"2022-02-24 11:50:12.000000+00:00\", \"2021-01-03 15:49:41.000000+00:00\", \"2019-07-15 08:45:59.000000+00:00\", \"2019-06-25 20:33:39.000000+00:00\"], \"session_ids\": [\"2bc6a4e2-2072-449d-800f-3ad4bba7acf3\", \"61b8d986-4b51-4453-82ed-4435ff0290e9\", \"1e114508-b843-4ec6-b209-f38c29fae81b\", \"e516f842-6d12-44d2-82da-dedd7b97099d\", \"d27c473c-4cf7-4669-8198-1a15d8631b74\"], \"total_duration\": 374.0, \"total_sessions\": 5, \"mean_week_duration\": 2.187}}, {\"61882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-06 07:17:51.000000+00:00\", \"2021-11-05 07:36:37.000000+00:00\", \"2022-01-23 02:21:58.000000+00:00\", \"2020-07-18 04:09:05.000000+00:00\", \"2021-11-05 22:03:19.000000+00:00\", \"2020-07-11 08:02:22.000000+00:00\", \"2023-03-29 07:23:41.000000+00:00\", \"2019-05-24 19:06:18.000000+00:00\", \"2019-09-19 09:32:31.000000+00:00\"], \"session_ids\": [\"158525ef-6e8e-4dfd-b107-3196ae0d845f\", \"f869bfe7-b24a-47be-87ea-a0eb118d262e\", \"cccd15c3-d1c6-4889-a15d-992978ccb639\", \"8c299d11-15bb-4c3d-9bcf-a062279b9abd\", \"e6c68bd7-3772-4f32-b824-820469427e81\", \"60800f6d-2ff7-44a0-be59-453cec62f78d\", \"137119f3-fc82-4bb1-ba98-8b47fab1b67a\", \"5f96f77e-a143-4d55-893b-361578cc74f2\", \"6bf93cb6-e550-4b8b-a759-765f6c06529b\"], \"total_duration\": 1179.0, \"total_sessions\": 9, \"mean_week_duration\": 5.335}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 8 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"14780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-04 16:57:46.000000+00:00\", \"2019-03-29 07:14:28.000000+00:00\"], \"session_ids\": [\"4579b357-6948-41cc-9889-697ebb28be8e\", \"abe2330e-c55b-4e51-aba4-83fedfa568a7\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"47884\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-10 00:03:40.000000+00:00\", \"2019-10-30 10:02:25.000000+00:00\"], \"session_ids\": [\"f3c29437-1615-466c-8f82-8fd30c2f1a8c\", \"d6b65b06-6f3a-4a64-a243-6b1713506944\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}}, {\"59419\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-18 05:02:34.000000+00:00\", \"2023-03-07 21:51:32.000000+00:00\"], \"session_ids\": [\"0b71bc35-3aee-409a-a607-0bb86a06c40b\", \"07cd1e96-100c-48b6-a6eb-baeadb66bfc4\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 1.093}}, {\"65528\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-02 12:40:05.000000+00:00\", \"2019-08-10 11:05:37.000000+00:00\"], \"session_ids\": [\"d36feab0-a810-4262-88d3-9cd948a58d0f\", \"1647296a-9d5a-4d1f-b339-f8ef92b886b5\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.202}}, {\"83248\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 14:19:58.000000+00:00\", \"2020-02-20 09:37:04.000000+00:00\"], \"session_ids\": [\"067cfbba-eabb-443d-ac45-c2f46112523a\", \"39a5b533-50a6-4559-92e3-a89d597dad2c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 14.286}}, {\"9557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-01-20 18:06:26.000000+00:00\", \"2020-04-20 11:54:56.000000+00:00\"], \"session_ids\": [\"65c09bad-39db-49b0-a6ee-9f6fc3b941d8\", \"80b0f964-5cda-4fc0-a1c8-12efc61917fc\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 12.538}}, {\"94388\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-23 20:57:47.000000+00:00\", \"2019-07-24 01:21:28.000000+00:00\"], \"session_ids\": [\"2edc6273-cc32-4425-8646-0f515a8f40fd\", \"1e55bb03-a60f-4af7-a0a8-1e20d110c280\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.082}}, {\"74972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-08 12:18:45.000000+00:00\", \"2020-11-16 12:41:16.000000+00:00\", \"2022-03-05 10:29:32.000000+00:00\", \"2023-01-25 08:14:47.000000+00:00\"], \"session_ids\": [\"2b811ef7-4062-4302-b465-1213a8b951ca\", \"2ec58f82-b468-4451-810e-dab9dacf6b32\", \"aa6b6c69-531e-494c-979d-1e62d027db61\", \"ee3e8a2f-5b2a-408e-a09a-8afad9f552a5\"], \"total_duration\": 315.0, \"total_sessions\": 4, \"mean_week_duration\": 2.368}}]\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[{\"14780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-04 16:57:46.000000+00:00\", \"2019-03-29 07:14:28.000000+00:00\"], \"session_ids\": [\"4579b357-6948-41cc-9889-697ebb28be8e\", \"abe2330e-c55b-4e51-aba4-83fedfa568a7\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"47884\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-10 00:03:40.000000+00:00\", \"2019-10-30 10:02:25.000000+00:00\"], \"session_ids\": [\"f3c29437-1615-466c-8f82-8fd30c2f1a8c\", \"d6b65b06-6f3a-4a64-a243-6b1713506944\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}}, {\"59419\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-18 05:02:34.000000+00:00\", \"2023-03-07 21:51:32.000000+00:00\"], \"session_ids\": [\"0b71bc35-3aee-409a-a607-0bb86a06c40b\", \"07cd1e96-100c-48b6-a6eb-baeadb66bfc4\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 1.093}}, {\"65528\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-02 12:40:05.000000+00:00\", \"2019-08-10 11:05:37.000000+00:00\"], \"session_ids\": [\"d36feab0-a810-4262-88d3-9cd948a58d0f\", \"1647296a-9d5a-4d1f-b339-f8ef92b886b5\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.202}}, {\"83248\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 14:19:58.000000+00:00\", \"2020-02-20 09:37:04.000000+00:00\"], \"session_ids\": [\"067cfbba-eabb-443d-ac45-c2f46112523a\", \"39a5b533-50a6-4559-92e3-a89d597dad2c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 14.286}}, {\"9557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-01-20 18:06:26.000000+00:00\", \"2020-04-20 11:54:56.000000+00:00\"], \"session_ids\": [\"65c09bad-39db-49b0-a6ee-9f6fc3b941d8\", \"80b0f964-5cda-4fc0-a1c8-12efc61917fc\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 12.538}}, {\"94388\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-23 20:57:47.000000+00:00\", \"2019-07-24 01:21:28.000000+00:00\"], \"session_ids\": [\"2edc6273-cc32-4425-8646-0f515a8f40fd\", \"1e55bb03-a60f-4af7-a0a8-1e20d110c280\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.082}}, {\"74972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-08 12:18:45.000000+00:00\", \"2020-11-16 12:41:16.000000+00:00\", \"2022-03-05 10:29:32.000000+00:00\", \"2023-01-25 08:14:47.000000+00:00\"], \"session_ids\": [\"2b811ef7-4062-4302-b465-1213a8b951ca\", \"2ec58f82-b468-4451-810e-dab9dacf6b32\", \"aa6b6c69-531e-494c-979d-1e62d027db61\", \"ee3e8a2f-5b2a-408e-a09a-8afad9f552a5\"], \"total_duration\": 315.0, \"total_sessions\": 4, \"mean_week_duration\": 2.368}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about 3 users with a app usage time that is higher than 705 and lower than 2593, exclusive both nums + put to use sorting by overall total duration in desc additionaly provide me only with 3 pieces of information." } ]
[ { "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{\"28215\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-25 01:55:43.000000+00:00\", \"2021-09-27 07:45:46.000000+00:00\"], \"session_ids\": [\"69ad4067-5f67-426a-bad3-5b6400b5e9da\", \"e043b62b-792f-44d2-918c-1b892166ff1b\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}, \"54647\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-11-28 15:16:30.000000+00:00\", \"2019-10-16 13:03:05.000000+00:00\", \"2022-06-27 07:04:59.000000+00:00\", \"2022-03-21 10:29:52.000000+00:00\", \"2020-09-08 17:39:42.000000+00:00\"], \"session_ids\": [\"dfe4e86f-2da0-44a1-945e-b7e08365224c\", \"c1ffc07f-1e57-466b-8b39-3a97ac4888a1\", \"0cb2d6ec-5c63-41f3-a117-92fa2c085504\", \"c2527749-7d7a-416a-bc62-54beb7bd27a8\", \"d633ddfa-451a-4653-ba05-d4d079c489b3\"], \"total_duration\": 2835.0, \"total_sessions\": 5, \"mean_week_duration\": 20.106}, \"28980\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-08 02:35:15.000000+00:00\", \"2020-07-24 11:10:44.000000+00:00\", \"2021-02-28 19:02:00.000000+00:00\"], \"session_ids\": [\"9d2f5cc6-ae78-4bcc-ab41-cef999fa48cd\", \"b99f282a-9a99-4f23-82db-2404bd2bee4c\", \"abf17d37-e142-4ae0-8b27-63f1a3eed375\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.356}, \"23215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-08 02:04:39.000000+00:00\", \"2022-03-22 14:13:39.000000+00:00\"], \"session_ids\": [\"68339f67-2116-491e-b6bf-bc03ecffb0e0\", \"aebb94fe-703f-4502-b89f-a1731adf8eb5\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 30.727}, \"54502\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-10-18 17:51:48.000000+00:00\", \"2023-03-04 08:07:18.000000+00:00\", \"2022-09-26 02:04:22.000000+00:00\"], \"session_ids\": [\"e48aaa95-00ad-4587-832d-fb53650af1ef\", \"5f76fd2c-52d5-4760-b0d6-2854ddbef17d\", \"f5316283-4ed9-4176-bffb-eb1bb6dd77fa\"], \"total_duration\": 213.0, \"total_sessions\": 3, \"mean_week_duration\": 9.261}, \"24524\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-12-23 11:28:24.000000+00:00\", \"2021-12-15 10:56:16.000000+00:00\"], \"session_ids\": [\"2ff057bf-0036-4f59-8725-640c59c120e4\", \"bf719787-11be-4fb9-84fd-5fe2d325f31d\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 19.0}, \"15460\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-03-29 01:31:25.000000+00:00\", \"2022-03-09 11:57:21.000000+00:00\"], \"session_ids\": [\"f7dfc5be-8d4c-418d-b932-04a884f081de\", \"fd570dd4-bdd4-4fc1-8038-de2ceb0e417b\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 16.333}, \"65337\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-12 22:57:56.000000+00:00\", \"2020-06-15 20:40:43.000000+00:00\", \"2020-05-11 18:12:18.000000+00:00\", \"2022-03-02 02:08:49.000000+00:00\", \"2021-11-18 14:21:37.000000+00:00\", \"2020-09-03 22:15:17.000000+00:00\"], \"session_ids\": [\"d58ff219-1788-4dcc-8c60-422ae89d617b\", \"e3d25199-b12d-4db4-8448-8d4eb3d31f5e\", \"f698d6c8-38c5-4d9a-8b42-83839a315ef7\", \"6b94831f-11a4-4ad6-afd5-64c6087e5399\", \"58eb820c-0f97-4fd7-b69d-6e3ac395ea47\", \"3e04c457-4e24-4e85-84c8-7d65d0d3489c\"], \"total_duration\": 3089.0, \"total_sessions\": 6, \"mean_week_duration\": 32.516}, \"66885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-12-13 12:49:03.000000+00:00\", \"2020-12-08 16:05:31.000000+00:00\", \"2021-02-27 02:37:07.000000+00:00\", \"2021-05-09 10:13:47.000000+00:00\"], \"session_ids\": [\"101f37d8-09fa-41c6-ac64-3af0b5109831\", \"6cc790ca-939f-46e7-ac75-7baea9d197f9\", \"22bc132c-5643-4c01-a71a-05e338589509\", \"23b21030-2f29-4371-b3d5-02780d1784d3\"], \"total_duration\": 64.0, \"total_sessions\": 4, \"mean_week_duration\": 0.61}, \"29973\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-01-30 04:20:54.000000+00:00\", \"2019-08-22 09:14:18.000000+00:00\", \"2019-08-14 21:46:40.000000+00:00\"], \"session_ids\": [\"3d7be81a-1dec-4e5c-bc19-c23f7df6352f\", \"2746f588-f4e4-4ab5-a740-5b43fec33d61\", \"5504cb8d-43dc-4e48-b24b-3ba85e787ed2\"], \"total_duration\": 89.0, \"total_sessions\": 3, \"mean_week_duration\": 0.492}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 705 and are less than 2593" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[705, 2593]]}}}\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": "Share insights on users whose total sessions is strictly smaller than 3 and bigger than 8 additionaly do sorting by aver of time using the app per week from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"32770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-25 04:04:05.000000+00:00\", \"2020-08-21 09:44:19.000000+00:00\"], \"session_ids\": [\"0d7504b1-e636-46f1-b4f1-3f4633594d97\", \"56e78940-b129-4e02-9adc-97f4a57d8bcb\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 2.677}, \"19618\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-02-06 06:08:31.000000+00:00\", \"2023-05-03 17:34:09.000000+00:00\"], \"session_ids\": [\"9e9a13dc-7ea8-48cd-9e6b-810a23cf7626\", \"8e376cb4-52c5-413b-b066-04283c8a6c7b\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 2.284}, \"39452\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-08 11:41:27.000000+00:00\", \"2021-11-04 16:53:14.000000+00:00\", \"2021-05-05 11:12:49.000000+00:00\", \"2019-05-01 09:26:52.000000+00:00\", \"2020-05-16 18:09:28.000000+00:00\"], \"session_ids\": [\"9382e2b8-5dcc-47a6-a809-36846aab9c32\", \"ecd65b44-b586-412d-812f-6b11a8b44380\", \"69c9caae-4ada-4ec7-8e28-288777f7aa3b\", \"c53ca57b-51a2-4488-a872-5ad7aef24047\", \"168cd6cc-406a-48df-80cd-5b992639a5bd\"], \"total_duration\": 210.0, \"total_sessions\": 5, \"mean_week_duration\": 1.591}, \"62021\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-02-26 04:57:24.000000+00:00\", \"2019-08-22 04:01:46.000000+00:00\", \"2021-09-07 05:05:16.000000+00:00\"], \"session_ids\": [\"effd38db-a1a9-4f2a-b7c3-857afe0c000e\", \"bb65a2ba-bb05-4a57-9030-a886493f4cd2\", \"f362ea76-c5ab-47a8-af64-3d29abd00e26\"], \"total_duration\": 283.0, \"total_sessions\": 3, \"mean_week_duration\": 2.144}, \"92494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-15 13:42:57.000000+00:00\", \"2021-06-05 15:19:23.000000+00:00\", \"2023-01-04 09:05:34.000000+00:00\", \"2020-03-29 03:52:11.000000+00:00\"], \"session_ids\": [\"5f9b6198-7caf-47b7-9f21-a203bf52713e\", \"6d0601a9-4b7c-4364-ba21-1d73eb5d0046\", \"94dfe45a-c5a9-403e-bffa-29c802bdee34\", \"e9192e29-3534-4ff5-8fe4-b72b22bed53d\"], \"total_duration\": 698.0, \"total_sessions\": 4, \"mean_week_duration\": 4.814}, \"70458\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-21 18:25:51.000000+00:00\", \"2020-11-14 10:42:40.000000+00:00\"], \"session_ids\": [\"2286093e-0e6c-4282-8faa-9b73980d9392\", \"2cb3f231-4016-4b3b-9466-98f0061daf20\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 4.259}, \"87289\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-15 21:52:27.000000+00:00\", \"2022-12-01 04:42:55.000000+00:00\", \"2019-06-16 09:30:23.000000+00:00\"], \"session_ids\": [\"3afd3761-b23e-4038-b4d9-0d6a1ec73d75\", \"6d8984f8-0e74-4d6e-b76c-06977592422d\", \"e18e45c1-0305-4fcc-ac1e-b8b7f12bfb47\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 1.131}, \"55991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-11 19:45:22.000000+00:00\", \"2022-11-27 01:17:10.000000+00:00\"], \"session_ids\": [\"e346fbd1-8773-45e6-b3b7-ab5bc40d2424\", \"e2b07a82-9332-4611-97b4-b6f3e4ed43c2\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.458}, \"2776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-30 07:47:44.000000+00:00\", \"2020-08-31 07:18:47.000000+00:00\"], \"session_ids\": [\"ed44c4ad-75c1-413e-9b1b-e68b6ae73b53\", \"26691a1c-da7d-4923-b433-4b2d24b55793\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.181}, \"82481\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-03 20:56:25.000000+00:00\", \"2022-08-04 23:06:42.000000+00:00\", \"2020-10-26 08:49:43.000000+00:00\", \"2020-12-07 03:05:33.000000+00:00\", \"2019-05-04 00:31:13.000000+00:00\", \"2021-10-30 19:32:16.000000+00:00\"], \"session_ids\": [\"a5ea3b92-0077-4186-8359-3164e0029640\", \"7085f134-b4a0-455a-ab03-a14947f94a7e\", \"b32304db-725c-4c2d-a118-f27817e65a18\", \"b3a9be64-9504-4610-83b7-9e3f2e50f4b2\", \"2a70dd5e-7e9f-4fe9-8908-38973c0fc7fd\", \"57412b9b-0af0-424e-9536-9eec178ac2d5\"], \"total_duration\": 61.0, \"total_sessions\": 6, \"mean_week_duration\": 0.359}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 3 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\": [[3, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"32770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-25 04:04:05.000000+00:00\", \"2020-08-21 09:44:19.000000+00:00\"], \"session_ids\": [\"0d7504b1-e636-46f1-b4f1-3f4633594d97\", \"56e78940-b129-4e02-9adc-97f4a57d8bcb\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 2.677}, \"19618\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-02-06 06:08:31.000000+00:00\", \"2023-05-03 17:34:09.000000+00:00\"], \"session_ids\": [\"9e9a13dc-7ea8-48cd-9e6b-810a23cf7626\", \"8e376cb4-52c5-413b-b066-04283c8a6c7b\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 2.284}, \"70458\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-21 18:25:51.000000+00:00\", \"2020-11-14 10:42:40.000000+00:00\"], \"session_ids\": [\"2286093e-0e6c-4282-8faa-9b73980d9392\", \"2cb3f231-4016-4b3b-9466-98f0061daf20\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 4.259}, \"55991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-11 19:45:22.000000+00:00\", \"2022-11-27 01:17:10.000000+00:00\"], \"session_ids\": [\"e346fbd1-8773-45e6-b3b7-ab5bc40d2424\", \"e2b07a82-9332-4611-97b4-b6f3e4ed43c2\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.458}, \"2776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-30 07:47:44.000000+00:00\", \"2020-08-31 07:18:47.000000+00:00\"], \"session_ids\": [\"ed44c4ad-75c1-413e-9b1b-e68b6ae73b53\", \"26691a1c-da7d-4923-b433-4b2d24b55793\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.181}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"2776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-30 07:47:44.000000+00:00\", \"2020-08-31 07:18:47.000000+00:00\"], \"session_ids\": [\"ed44c4ad-75c1-413e-9b1b-e68b6ae73b53\", \"26691a1c-da7d-4923-b433-4b2d24b55793\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.181}}, {\"55991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-11 19:45:22.000000+00:00\", \"2022-11-27 01:17:10.000000+00:00\"], \"session_ids\": [\"e346fbd1-8773-45e6-b3b7-ab5bc40d2424\", \"e2b07a82-9332-4611-97b4-b6f3e4ed43c2\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.458}}, {\"19618\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-02-06 06:08:31.000000+00:00\", \"2023-05-03 17:34:09.000000+00:00\"], \"session_ids\": [\"9e9a13dc-7ea8-48cd-9e6b-810a23cf7626\", \"8e376cb4-52c5-413b-b066-04283c8a6c7b\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 2.284}}, {\"32770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-25 04:04:05.000000+00:00\", \"2020-08-21 09:44:19.000000+00:00\"], \"session_ids\": [\"0d7504b1-e636-46f1-b4f1-3f4633594d97\", \"56e78940-b129-4e02-9adc-97f4a57d8bcb\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 2.677}}, {\"70458\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-21 18:25:51.000000+00:00\", \"2020-11-14 10:42:40.000000+00:00\"], \"session_ids\": [\"2286093e-0e6c-4282-8faa-9b73980d9392\", \"2cb3f231-4016-4b3b-9466-98f0061daf20\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 4.259}}]\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[{\"2776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-30 07:47:44.000000+00:00\", \"2020-08-31 07:18:47.000000+00:00\"], \"session_ids\": [\"ed44c4ad-75c1-413e-9b1b-e68b6ae73b53\", \"26691a1c-da7d-4923-b433-4b2d24b55793\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.181}}, {\"55991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-11 19:45:22.000000+00:00\", \"2022-11-27 01:17:10.000000+00:00\"], \"session_ids\": [\"e346fbd1-8773-45e6-b3b7-ab5bc40d2424\", \"e2b07a82-9332-4611-97b4-b6f3e4ed43c2\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.458}}, {\"19618\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-02-06 06:08:31.000000+00:00\", \"2023-05-03 17:34:09.000000+00:00\"], \"session_ids\": [\"9e9a13dc-7ea8-48cd-9e6b-810a23cf7626\", \"8e376cb4-52c5-413b-b066-04283c8a6c7b\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 2.284}}, {\"32770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-25 04:04:05.000000+00:00\", \"2020-08-21 09:44:19.000000+00:00\"], \"session_ids\": [\"0d7504b1-e636-46f1-b4f1-3f4633594d97\", \"56e78940-b129-4e02-9adc-97f4a57d8bcb\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 2.677}}, {\"70458\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-21 18:25:51.000000+00:00\", \"2020-11-14 10:42:40.000000+00:00\"], \"session_ids\": [\"2286093e-0e6c-4282-8faa-9b73980d9392\", \"2cb3f231-4016-4b3b-9466-98f0061daf20\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 4.259}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on users who are currently living in cities Lima, Helsinki, Nassau, Guatemala City and implement sorting by urban center name form the highest to the lowest as well as provide me only with 4 pieces of information." } ]
[ { "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{\"43685\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-02 11:56:06.000000+00:00\", \"2020-02-17 11:48:49.000000+00:00\", \"2021-02-28 01:50:22.000000+00:00\", \"2023-05-05 20:24:10.000000+00:00\", \"2023-03-10 05:38:51.000000+00:00\", \"2022-01-27 09:45:43.000000+00:00\"], \"session_ids\": [\"7603a28f-da44-4f49-bd47-f2c98ed0bd57\", \"85b41a60-736e-46e4-96cc-c5a5273a4828\", \"7e8aac34-4075-420d-a7b7-fcea6c9aff82\", \"edd6b073-64a2-47c0-a121-c6f990a1a5dc\", \"6528f0fb-ede7-42a3-9ce5-5292e8284101\", \"595902cc-b37d-4169-bb87-61788e3e8ade\"], \"total_duration\": 4223.0, \"total_sessions\": 6, \"mean_week_duration\": 25.137}, \"82638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-10 08:12:57.000000+00:00\", \"2022-07-04 15:19:50.000000+00:00\", \"2019-09-06 17:05:41.000000+00:00\"], \"session_ids\": [\"75bc3153-f851-465c-8053-4c0f8e9c7e32\", \"7bf71164-43f4-42e7-8d91-f9e09a200fd8\", \"37517754-c45b-4241-b8dd-217d1ac404e5\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.338}, \"93801\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-01-12 03:08:08.000000+00:00\", \"2021-11-05 22:00:11.000000+00:00\"], \"session_ids\": [\"7f026836-e357-45c3-8c94-0bc1bb41b298\", \"411d46ba-5c98-4348-86b9-c727be763487\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.419}, \"4612\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-04-02 03:24:14.000000+00:00\", \"2019-07-28 08:32:14.000000+00:00\", \"2022-01-20 19:34:32.000000+00:00\", \"2020-02-11 15:13:34.000000+00:00\", \"2019-11-06 19:48:08.000000+00:00\"], \"session_ids\": [\"2522df22-5ba2-4e24-a898-208879c8e88d\", \"fc8c8a08-c9dc-44fc-a021-6d7b62b695cf\", \"41054346-ad9e-4136-8fbe-ec0edca9c583\", \"06541b3b-6b1e-4efa-8cce-ccd954058d62\", \"4a07954d-3320-49bd-8d18-192d5e4e0638\"], \"total_duration\": 286.0, \"total_sessions\": 5, \"mean_week_duration\": 2.043}, \"58609\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-29 06:03:47.000000+00:00\", \"2019-11-06 17:38:17.000000+00:00\", \"2021-06-01 13:40:15.000000+00:00\", \"2021-07-24 15:02:06.000000+00:00\"], \"session_ids\": [\"e32e4cde-338d-40b1-b1e1-35200cf4a404\", \"19c9ebc4-ca5c-4e58-a2e1-611156ebde39\", \"53866c0e-4c5d-4051-a62a-6c86c00a9ae3\", \"9e429ef2-fa65-4f0a-9b07-accc8c31cdc9\"], \"total_duration\": 95.0, \"total_sessions\": 4, \"mean_week_duration\": 1.056}, \"2015\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-20 15:53:48.000000+00:00\", \"2022-04-16 20:26:29.000000+00:00\", \"2022-07-30 08:50:33.000000+00:00\"], \"session_ids\": [\"3beb4826-8b13-459d-9d7b-938917e90ded\", \"2c7114a2-91c8-40f0-bcb1-b0717cfc36b9\", \"17c834fc-a8da-47db-bcd8-68cae7a0c4e0\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.448}, \"29198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-03 17:05:51.000000+00:00\", \"2023-03-09 17:30:35.000000+00:00\", \"2022-07-13 18:14:56.000000+00:00\", \"2021-07-07 00:29:01.000000+00:00\"], \"session_ids\": [\"753e1340-bab9-4ba2-879d-eaec185140f3\", \"bb1c8364-4d06-4243-8097-ca737e029162\", \"8c50eaff-030a-4e8f-bf01-d1988594aa06\", \"b13fb2c2-2854-46a9-88a4-a87c1c6aa267\"], \"total_duration\": 1294.0, \"total_sessions\": 4, \"mean_week_duration\": 14.705}, \"82591\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-15 09:58:25.000000+00:00\", \"2019-12-28 20:37:24.000000+00:00\", \"2019-10-03 11:19:15.000000+00:00\"], \"session_ids\": [\"556ead9f-faa3-433a-9ce3-bc05a0c50173\", \"88c8d8a0-6ce9-4c59-a5db-6a3a63721239\", \"89326649-f376-4ce7-9939-3afa46d3a34e\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 2.548}, \"88188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-29 04:13:17.000000+00:00\", \"2022-07-23 11:03:44.000000+00:00\"], \"session_ids\": [\"b8295660-a25e-4fb2-8813-f3fe30d1c4f8\", \"2b7a8921-d04c-408d-a498-4baa92bc3971\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 4.259}, \"50245\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-17 09:10:59.000000+00:00\", \"2022-12-04 10:08:56.000000+00:00\"], \"session_ids\": [\"64bca21b-d1ea-4efb-860a-2a443a3c5bb1\", \"fe923cf9-9d02-4aea-8a21-9da68d62b6ff\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 32.857}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Lima, Helsinki, Nassau, Guatemala City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Lima\", \"Helsinki\", \"Nassau\", \"Guatemala City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-03 17:05:51.000000+00:00\", \"2023-03-09 17:30:35.000000+00:00\", \"2022-07-13 18:14:56.000000+00:00\", \"2021-07-07 00:29:01.000000+00:00\"], \"session_ids\": [\"753e1340-bab9-4ba2-879d-eaec185140f3\", \"bb1c8364-4d06-4243-8097-ca737e029162\", \"8c50eaff-030a-4e8f-bf01-d1988594aa06\", \"b13fb2c2-2854-46a9-88a4-a87c1c6aa267\"], \"total_duration\": 1294.0, \"total_sessions\": 4, \"mean_week_duration\": 14.705}}\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[{\"29198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-03 17:05:51.000000+00:00\", \"2023-03-09 17:30:35.000000+00:00\", \"2022-07-13 18:14:56.000000+00:00\", \"2021-07-07 00:29:01.000000+00:00\"], \"session_ids\": [\"753e1340-bab9-4ba2-879d-eaec185140f3\", \"bb1c8364-4d06-4243-8097-ca737e029162\", \"8c50eaff-030a-4e8f-bf01-d1988594aa06\", \"b13fb2c2-2854-46a9-88a4-a87c1c6aa267\"], \"total_duration\": 1294.0, \"total_sessions\": 4, \"mean_week_duration\": 14.705}}]\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[{\"29198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-03 17:05:51.000000+00:00\", \"2023-03-09 17:30:35.000000+00:00\", \"2022-07-13 18:14:56.000000+00:00\", \"2021-07-07 00:29:01.000000+00:00\"], \"session_ids\": [\"753e1340-bab9-4ba2-879d-eaec185140f3\", \"bb1c8364-4d06-4243-8097-ca737e029162\", \"8c50eaff-030a-4e8f-bf01-d1988594aa06\", \"b13fb2c2-2854-46a9-88a4-a87c1c6aa267\"], \"total_duration\": 1294.0, \"total_sessions\": 4, \"mean_week_duration\": 14.705}}]\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[{\"29198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-03 17:05:51.000000+00:00\", \"2023-03-09 17:30:35.000000+00:00\", \"2022-07-13 18:14:56.000000+00:00\", \"2021-07-07 00:29:01.000000+00:00\"], \"session_ids\": [\"753e1340-bab9-4ba2-879d-eaec185140f3\", \"bb1c8364-4d06-4243-8097-ca737e029162\", \"8c50eaff-030a-4e8f-bf01-d1988594aa06\", \"b13fb2c2-2854-46a9-88a4-a87c1c6aa267\"], \"total_duration\": 1294.0, \"total_sessions\": 4, \"mean_week_duration\": 14.705}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show 8 users to me with a duration total that is higher than 2029 and lower than 4717 , and do sorting by sessions count from the largest to the smallest." } ]
[ { "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{\"43811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-07 17:46:06.000000+00:00\", \"2020-07-30 04:37:58.000000+00:00\"], \"session_ids\": [\"d86698a8-1fc5-4567-b209-658c59ec79f4\", \"1d2bc52f-e244-436f-b66b-0f9f3d616005\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.974}, \"44649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-26 21:11:53.000000+00:00\", \"2022-09-29 10:32:05.000000+00:00\", \"2019-01-29 08:58:47.000000+00:00\", \"2019-12-24 21:01:30.000000+00:00\"], \"session_ids\": [\"2663262a-83a8-4a68-a323-8befc2eef362\", \"50496ba8-f96a-46b7-ad4f-d46f90b764d6\", \"6e95a44b-8250-40a0-a8a4-51fd4a4626fb\", \"b2a2b11b-6d83-4628-b1a9-57de5e5d3e63\"], \"total_duration\": 1462.0, \"total_sessions\": 4, \"mean_week_duration\": 7.615}, \"12824\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-05 23:52:54.000000+00:00\", \"2019-08-24 01:39:04.000000+00:00\"], \"session_ids\": [\"f2665060-f0f0-4b41-ad20-494f654730a8\", \"1453254b-8c07-4c0f-b2fb-c6767ad7ad36\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 2.7}, \"33367\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-17 03:10:05.000000+00:00\", \"2019-08-08 04:38:05.000000+00:00\"], \"session_ids\": [\"f96da3b0-5996-4ec4-a409-49c79643c0af\", \"dbf55b1c-4424-461a-81f2-2f2b8829fb38\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}, \"3850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-06-16 06:19:23.000000+00:00\", \"2022-11-03 17:42:32.000000+00:00\"], \"session_ids\": [\"47cda977-d5be-4d32-8e74-61f1fc3eb894\", \"248644db-4965-413a-8cb9-20591fe140fc\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 2.896}, \"93575\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-13 03:47:54.000000+00:00\", \"2023-06-08 15:54:48.000000+00:00\", \"2019-11-22 13:39:01.000000+00:00\"], \"session_ids\": [\"aac27909-2d21-4c01-bca7-073e2e53d68e\", \"9438fc6f-6163-4b84-8490-5407d83846d3\", \"6ca5fda1-dee7-43d6-90d5-e52f92371249\"], \"total_duration\": 86.0, \"total_sessions\": 3, \"mean_week_duration\": 0.465}, \"77553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-10 04:08:51.000000+00:00\", \"2023-06-11 00:39:55.000000+00:00\", \"2020-12-11 01:46:42.000000+00:00\", \"2021-08-13 10:24:07.000000+00:00\", \"2021-07-02 03:31:51.000000+00:00\"], \"session_ids\": [\"fe68655b-7bf8-442e-b7fd-e692ffc55e6b\", \"236d3627-ad0a-4eab-8645-6b65f4bd3976\", \"b5d693fa-b983-4a85-b66b-c5d28e3f2750\", \"87736064-eca5-4871-b300-c4accf763bdd\", \"aa6deb8d-3067-4ff4-8542-5a8c8dcbdf00\"], \"total_duration\": 99.0, \"total_sessions\": 5, \"mean_week_duration\": 0.712}, \"60799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-04 16:31:02.000000+00:00\", \"2022-09-19 14:27:58.000000+00:00\", \"2021-04-03 10:56:26.000000+00:00\", \"2021-04-06 07:15:38.000000+00:00\"], \"session_ids\": [\"ec60db70-94ba-4a85-ad7d-da81bddd0025\", \"dbba2aed-8041-4f3d-ae48-02a01ef4f605\", \"3fcdb729-2914-4fef-88ac-9cc687242044\", \"15534e27-a0d1-4f2d-be8b-001a4346c706\"], \"total_duration\": 51.0, \"total_sessions\": 4, \"mean_week_duration\": 0.662}, \"98127\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-04-11 02:12:41.000000+00:00\", \"2021-05-20 11:38:22.000000+00:00\", \"2023-03-26 14:55:46.000000+00:00\"], \"session_ids\": [\"aa410cc2-6ecf-4ef7-a68a-d2c48a7b1b71\", \"e2dfcfe0-1790-4a8e-af9a-d6d3edbd79d0\", \"93e385ad-06a6-455e-b00f-d938f7d8d1ba\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.271}, \"94268\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-09 03:17:59.000000+00:00\", \"2021-06-16 12:58:30.000000+00:00\"], \"session_ids\": [\"aa52c7e3-7fd8-4efe-b7ba-c92b132968c7\", \"6f482180-f396-4336-9e85-f4d463cdaae7\"], \"total_duration\": 269.0, \"total_sessions\": 2, \"mean_week_duration\": 2.773}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 2029 and are equal or less than 4717" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2029, 4717]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about users whose total duration is smaller than 3168 (not including) and bigger than 551 (not including) additionaly apply sorting by town center name in asc." } ]
[ { "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{\"32693\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-18 22:05:23.000000+00:00\", \"2022-05-21 18:24:36.000000+00:00\"], \"session_ids\": [\"c7e58a01-4015-4ce2-aed6-9aa3b32fbc63\", \"e30d7566-849c-42a1-8bc1-bc13d0492fb8\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"35624\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-07 21:36:15.000000+00:00\", \"2019-09-28 09:27:08.000000+00:00\", \"2022-02-28 19:53:43.000000+00:00\", \"2023-06-19 09:24:36.000000+00:00\"], \"session_ids\": [\"d21fd557-a898-47b1-aad5-1a7606e50cd6\", \"8223dba4-037b-4363-8d70-abfdda50af4d\", \"8b8efd4b-4133-4ff5-a886-d9afed8841e4\", \"39e3fd71-f555-4cba-a4a8-b735d9f0e677\"], \"total_duration\": 1076.0, \"total_sessions\": 4, \"mean_week_duration\": 5.518}, \"75048\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-07-07 03:08:07.000000+00:00\", \"2023-02-22 04:39:38.000000+00:00\", \"2019-02-22 10:29:09.000000+00:00\"], \"session_ids\": [\"e7fbeed6-66da-4f26-abaa-151dcc9ddb24\", \"65b28bf8-3f49-4dc0-9210-e130e1854e48\", \"b0bba299-97b2-409f-ba71-e9bb15d05b71\"], \"total_duration\": 410.0, \"total_sessions\": 3, \"mean_week_duration\": 1.962}, \"5186\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-26 16:06:18.000000+00:00\", \"2019-01-13 17:59:38.000000+00:00\", \"2021-07-24 23:36:24.000000+00:00\", \"2022-12-24 11:26:48.000000+00:00\"], \"session_ids\": [\"4050b0e8-244e-455e-a09b-c1183b4af433\", \"743e552f-01ca-4e27-8d0c-45f06186cef8\", \"90fdb9c4-3754-40f1-bb81-96976ae19996\", \"8206c01f-749a-4ee4-8cf9-9f03981e685c\"], \"total_duration\": 213.0, \"total_sessions\": 4, \"mean_week_duration\": 0.934}, \"6325\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-19 04:22:55.000000+00:00\", \"2020-03-13 22:33:04.000000+00:00\", \"2021-12-14 22:48:09.000000+00:00\", \"2023-05-23 02:56:03.000000+00:00\"], \"session_ids\": [\"aed51afc-6089-4852-bf25-946e8066006a\", \"eae66e35-1a13-49bc-beee-5ce4e95479f2\", \"b76db13f-b95f-471b-b606-a46eb26f7468\", \"99fa60f1-d4cf-4417-91ea-37ed13d6e901\"], \"total_duration\": 407.0, \"total_sessions\": 4, \"mean_week_duration\": 2.437}, \"83252\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-01-16 17:51:00.000000+00:00\", \"2023-04-05 17:11:17.000000+00:00\"], \"session_ids\": [\"f778fc52-59a1-428b-a234-a3711bcb03c4\", \"592264a8-f4a5-4976-8e19-85fccf7ae399\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.069}, \"81364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-25 12:59:42.000000+00:00\", \"2019-05-25 02:16:17.000000+00:00\"], \"session_ids\": [\"73015471-d1cd-4b1e-a343-f768f9b7fa90\", \"f2e124c1-1d95-41bf-bb6f-667007afcfae\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.341}, \"76802\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2020-02-17 15:14:44.000000+00:00\", \"2020-05-29 03:59:39.000000+00:00\", \"2020-06-27 17:53:09.000000+00:00\"], \"session_ids\": [\"4217fce5-9065-4e26-875b-7cfbef6e4ccd\", \"e76e8fd0-0683-4ffc-861a-3ef8da113bf8\", \"34419f6c-d34f-4128-8713-2a7b3bc48a20\"], \"total_duration\": 74.0, \"total_sessions\": 3, \"mean_week_duration\": 3.895}, \"51024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-03 07:56:49.000000+00:00\", \"2021-06-11 20:45:24.000000+00:00\", \"2019-01-19 01:57:47.000000+00:00\", \"2019-12-18 05:51:14.000000+00:00\", \"2020-06-22 06:30:25.000000+00:00\", \"2022-01-12 23:10:31.000000+00:00\"], \"session_ids\": [\"e3058e26-7a6d-4f69-b343-fbb9831d3ff7\", \"7b930400-876f-4c8e-b74f-a870d5603794\", \"76d29ce1-45ec-46e7-86a2-ae889c8a2c31\", \"c1c88065-90b9-4151-8a1b-f6e1c9595bfa\", \"dd1a80e3-0b61-406f-9e99-5abcce83d816\", \"425b7d70-c51b-4d70-a13e-0e5765d181f6\"], \"total_duration\": 3693.0, \"total_sessions\": 6, \"mean_week_duration\": 23.226}, \"18384\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-01 03:02:27.000000+00:00\", \"2021-09-25 06:42:35.000000+00:00\"], \"session_ids\": [\"7c47b0f6-db94-488c-8aa3-4d34f4a8c6a3\", \"8344622f-1aa5-4b87-b1af-73680833adc3\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 5.349}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 551 and are less than 3168" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[551, 3168]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35624\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-07 21:36:15.000000+00:00\", \"2019-09-28 09:27:08.000000+00:00\", \"2022-02-28 19:53:43.000000+00:00\", \"2023-06-19 09:24:36.000000+00:00\"], \"session_ids\": [\"d21fd557-a898-47b1-aad5-1a7606e50cd6\", \"8223dba4-037b-4363-8d70-abfdda50af4d\", \"8b8efd4b-4133-4ff5-a886-d9afed8841e4\", \"39e3fd71-f555-4cba-a4a8-b735d9f0e677\"], \"total_duration\": 1076.0, \"total_sessions\": 4, \"mean_week_duration\": 5.518}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"35624\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-07 21:36:15.000000+00:00\", \"2019-09-28 09:27:08.000000+00:00\", \"2022-02-28 19:53:43.000000+00:00\", \"2023-06-19 09:24:36.000000+00:00\"], \"session_ids\": [\"d21fd557-a898-47b1-aad5-1a7606e50cd6\", \"8223dba4-037b-4363-8d70-abfdda50af4d\", \"8b8efd4b-4133-4ff5-a886-d9afed8841e4\", \"39e3fd71-f555-4cba-a4a8-b735d9f0e677\"], \"total_duration\": 1076.0, \"total_sessions\": 4, \"mean_week_duration\": 5.518}}]\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[{\"35624\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-07 21:36:15.000000+00:00\", \"2019-09-28 09:27:08.000000+00:00\", \"2022-02-28 19:53:43.000000+00:00\", \"2023-06-19 09:24:36.000000+00:00\"], \"session_ids\": [\"d21fd557-a898-47b1-aad5-1a7606e50cd6\", \"8223dba4-037b-4363-8d70-abfdda50af4d\", \"8b8efd4b-4133-4ff5-a886-d9afed8841e4\", \"39e3fd71-f555-4cba-a4a8-b735d9f0e677\"], \"total_duration\": 1076.0, \"total_sessions\": 4, \"mean_week_duration\": 5.518}}]\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 7 users whose time spent on the site per week is smaller than 2 ( not including) and in addition carry out sorting by total sessions from the smallest to the largest and in addition keep only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98596\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-08 23:31:57.000000+00:00\", \"2020-10-11 17:17:51.000000+00:00\"], \"session_ids\": [\"3de05f9c-5a3d-4747-8b77-09eec79246af\", \"958dbcae-9eff-442b-b916-3bcd7b018fde\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 2.877}, \"2756\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-02 09:35:32.000000+00:00\", \"2023-02-08 01:45:52.000000+00:00\", \"2022-03-09 22:48:55.000000+00:00\", \"2023-01-20 16:49:42.000000+00:00\", \"2019-03-19 13:03:34.000000+00:00\", \"2022-07-06 06:37:36.000000+00:00\"], \"session_ids\": [\"949ab308-703b-42f4-8f57-7c502aa9aef1\", \"56cfb8a5-b433-4a34-ab81-19cd8813b17c\", \"f9ede82b-1e4d-4442-89bf-51c1dad03888\", \"19f222d5-deca-4564-87d6-676e20fe6f47\", \"bebd88af-29f8-49cb-9ff7-16d4b39ae2a8\", \"8343f444-6a0b-4198-8a3b-50cbf0d1b8e6\"], \"total_duration\": 679.0, \"total_sessions\": 6, \"mean_week_duration\": 3.345}, \"7522\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-30 20:49:08.000000+00:00\", \"2020-03-24 08:06:19.000000+00:00\", \"2021-08-28 09:02:52.000000+00:00\"], \"session_ids\": [\"86282c2c-e7eb-4fc8-973c-3a3604020f22\", \"f89aa28e-a87e-4e22-a775-e7ec5df23a98\", \"25530de8-ebb1-4cf8-8b3d-75363aede946\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 1.73}, \"74667\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-30 22:53:36.000000+00:00\", \"2019-10-05 05:01:23.000000+00:00\", \"2022-10-15 16:51:46.000000+00:00\"], \"session_ids\": [\"a8b3d301-0d4d-42a4-a1a0-eac705ca4b37\", \"af4a22b1-4f5c-488b-bb61-3e230ba33d86\", \"f9680ce8-68be-4050-8347-437ada3937dd\"], \"total_duration\": 417.0, \"total_sessions\": 3, \"mean_week_duration\": 2.639}, \"91534\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-11 20:30:54.000000+00:00\", \"2020-04-25 01:16:00.000000+00:00\"], \"session_ids\": [\"0b3548aa-ce4b-444d-bbed-17bc481f5d18\", \"5e8ff449-a698-4860-b47a-daaed006f9b4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}, \"8761\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-20 11:29:57.000000+00:00\", \"2019-09-29 08:05:00.000000+00:00\", \"2020-03-22 21:08:58.000000+00:00\"], \"session_ids\": [\"d6aee616-1fc7-4cc3-9dc1-ba1c431d0503\", \"72d011e5-8aef-42a4-bdc6-669b5af52163\", \"5d535406-503f-4b73-994d-b11a59e7caa0\"], \"total_duration\": 139.0, \"total_sessions\": 3, \"mean_week_duration\": 0.848}, \"39407\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-26 15:05:42.000000+00:00\", \"2021-01-01 05:57:21.000000+00:00\", \"2019-10-16 02:02:36.000000+00:00\", \"2021-04-15 02:22:05.000000+00:00\", \"2022-12-07 13:17:14.000000+00:00\", \"2023-06-02 12:52:38.000000+00:00\", \"2021-02-10 16:48:24.000000+00:00\", \"2020-03-29 08:46:36.000000+00:00\", \"2020-03-11 10:18:13.000000+00:00\"], \"session_ids\": [\"4d07bba7-3ca1-4eb5-b98e-4e9426df0f1e\", \"285b21ca-7ec6-4a50-85b7-4e45351e4580\", \"15f2f800-52c6-43ff-884e-5637cf55b0d6\", \"7624e6bb-ff00-4504-81a7-b2166d727cef\", \"fef42e9f-33cc-4da6-9a70-e77d241012ce\", \"bb481c36-7bb4-4fb6-bb31-5df31f72661c\", \"da1f278b-48b7-4d5c-b460-56ef9066e545\", \"8ffe2347-b97b-453f-a2ae-45ad82166c0e\", \"092a5b53-d641-4fe2-a036-94f62274ee04\"], \"total_duration\": 18459.0, \"total_sessions\": 9, \"mean_week_duration\": 97.153}, \"83454\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-10 08:34:50.000000+00:00\", \"2020-08-11 18:16:40.000000+00:00\", \"2022-08-27 14:05:03.000000+00:00\"], \"session_ids\": [\"aac35556-251d-45e4-9380-933f5b29d4cf\", \"cd5b12bf-8891-42ba-b98e-89fa17103164\", \"17c6e012-eb07-4f3f-ae38-e749de266d8c\"], \"total_duration\": 707.0, \"total_sessions\": 3, \"mean_week_duration\": 6.607}, \"42665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-23 17:43:00.000000+00:00\", \"2020-02-21 23:35:26.000000+00:00\"], \"session_ids\": [\"4b0d7822-e8f2-48a2-a72e-8d857e808a2b\", \"505c9c57-6da4-4736-91cb-24d161ff6454\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}, \"62113\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-09 13:38:15.000000+00:00\", \"2022-05-24 17:53:58.000000+00:00\"], \"session_ids\": [\"266766d7-9a1d-423b-9666-ecbeb52b286d\", \"2018baf6-87c3-48fe-b6f7-76ac32b8b42c\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 3.875}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[2, 29]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7522\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-30 20:49:08.000000+00:00\", \"2020-03-24 08:06:19.000000+00:00\", \"2021-08-28 09:02:52.000000+00:00\"], \"session_ids\": [\"86282c2c-e7eb-4fc8-973c-3a3604020f22\", \"f89aa28e-a87e-4e22-a775-e7ec5df23a98\", \"25530de8-ebb1-4cf8-8b3d-75363aede946\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 1.73}, \"91534\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-11 20:30:54.000000+00:00\", \"2020-04-25 01:16:00.000000+00:00\"], \"session_ids\": [\"0b3548aa-ce4b-444d-bbed-17bc481f5d18\", \"5e8ff449-a698-4860-b47a-daaed006f9b4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}, \"8761\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-20 11:29:57.000000+00:00\", \"2019-09-29 08:05:00.000000+00:00\", \"2020-03-22 21:08:58.000000+00:00\"], \"session_ids\": [\"d6aee616-1fc7-4cc3-9dc1-ba1c431d0503\", \"72d011e5-8aef-42a4-bdc6-669b5af52163\", \"5d535406-503f-4b73-994d-b11a59e7caa0\"], \"total_duration\": 139.0, \"total_sessions\": 3, \"mean_week_duration\": 0.848}, \"42665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-23 17:43:00.000000+00:00\", \"2020-02-21 23:35:26.000000+00:00\"], \"session_ids\": [\"4b0d7822-e8f2-48a2-a72e-8d857e808a2b\", \"505c9c57-6da4-4736-91cb-24d161ff6454\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"91534\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-11 20:30:54.000000+00:00\", \"2020-04-25 01:16:00.000000+00:00\"], \"session_ids\": [\"0b3548aa-ce4b-444d-bbed-17bc481f5d18\", \"5e8ff449-a698-4860-b47a-daaed006f9b4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}}, {\"42665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-23 17:43:00.000000+00:00\", \"2020-02-21 23:35:26.000000+00:00\"], \"session_ids\": [\"4b0d7822-e8f2-48a2-a72e-8d857e808a2b\", \"505c9c57-6da4-4736-91cb-24d161ff6454\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}, {\"7522\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-30 20:49:08.000000+00:00\", \"2020-03-24 08:06:19.000000+00:00\", \"2021-08-28 09:02:52.000000+00:00\"], \"session_ids\": [\"86282c2c-e7eb-4fc8-973c-3a3604020f22\", \"f89aa28e-a87e-4e22-a775-e7ec5df23a98\", \"25530de8-ebb1-4cf8-8b3d-75363aede946\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 1.73}}, {\"8761\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-20 11:29:57.000000+00:00\", \"2019-09-29 08:05:00.000000+00:00\", \"2020-03-22 21:08:58.000000+00:00\"], \"session_ids\": [\"d6aee616-1fc7-4cc3-9dc1-ba1c431d0503\", \"72d011e5-8aef-42a4-bdc6-669b5af52163\", \"5d535406-503f-4b73-994d-b11a59e7caa0\"], \"total_duration\": 139.0, \"total_sessions\": 3, \"mean_week_duration\": 0.848}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"91534\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-11 20:30:54.000000+00:00\", \"2020-04-25 01:16:00.000000+00:00\"], \"session_ids\": [\"0b3548aa-ce4b-444d-bbed-17bc481f5d18\", \"5e8ff449-a698-4860-b47a-daaed006f9b4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}}, {\"42665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-23 17:43:00.000000+00:00\", \"2020-02-21 23:35:26.000000+00:00\"], \"session_ids\": [\"4b0d7822-e8f2-48a2-a72e-8d857e808a2b\", \"505c9c57-6da4-4736-91cb-24d161ff6454\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}, {\"7522\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-30 20:49:08.000000+00:00\", \"2020-03-24 08:06:19.000000+00:00\", \"2021-08-28 09:02:52.000000+00:00\"], \"session_ids\": [\"86282c2c-e7eb-4fc8-973c-3a3604020f22\", \"f89aa28e-a87e-4e22-a775-e7ec5df23a98\", \"25530de8-ebb1-4cf8-8b3d-75363aede946\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 1.73}}]\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[{\"91534\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-11 20:30:54.000000+00:00\", \"2020-04-25 01:16:00.000000+00:00\"], \"session_ids\": [\"0b3548aa-ce4b-444d-bbed-17bc481f5d18\", \"5e8ff449-a698-4860-b47a-daaed006f9b4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}}, {\"42665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-23 17:43:00.000000+00:00\", \"2020-02-21 23:35:26.000000+00:00\"], \"session_ids\": [\"4b0d7822-e8f2-48a2-a72e-8d857e808a2b\", \"505c9c57-6da4-4736-91cb-24d161ff6454\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}, {\"7522\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-30 20:49:08.000000+00:00\", \"2020-03-24 08:06:19.000000+00:00\", \"2021-08-28 09:02:52.000000+00:00\"], \"session_ids\": [\"86282c2c-e7eb-4fc8-973c-3a3604020f22\", \"f89aa28e-a87e-4e22-a775-e7ec5df23a98\", \"25530de8-ebb1-4cf8-8b3d-75363aede946\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 1.73}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding users with a sessions total that is above 10 and below 3, exclusively 3 and apply sorting by time using the app per week form the highest to the lowest additionaly save 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{\"16033\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-08 18:54:20.000000+00:00\", \"2021-05-23 18:17:09.000000+00:00\"], \"session_ids\": [\"bfedbd6d-4317-41e8-b48e-3e7b0a5daea3\", \"12a9de1e-ca15-4d61-baba-950c2c88f207\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}, \"48261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-30 12:16:28.000000+00:00\", \"2022-02-24 10:36:08.000000+00:00\", \"2019-09-11 00:40:07.000000+00:00\", \"2020-01-06 10:07:13.000000+00:00\", \"2022-12-08 14:07:45.000000+00:00\", \"2020-08-17 20:01:08.000000+00:00\", \"2019-11-14 08:43:41.000000+00:00\"], \"session_ids\": [\"0c1d83d4-ab0b-4705-ae82-cc2dfeecf218\", \"5d069ecd-10cb-4f35-bb8c-6761d9778ace\", \"3e3c55f2-e9c4-4aba-a294-5ff246fa8349\", \"75f8b5b2-404f-4e2f-a4a0-2c24e4ce7484\", \"534b4317-ef60-4d56-9464-0bf216810c44\", \"b51a0aac-82a6-4603-80eb-a60462815823\", \"e9e8d2b3-d1fc-4c69-bbf8-eff37b4b92be\"], \"total_duration\": 213.0, \"total_sessions\": 7, \"mean_week_duration\": 1.158}, \"59080\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-18 19:53:41.000000+00:00\", \"2020-03-20 01:57:20.000000+00:00\"], \"session_ids\": [\"f0d1a634-bb4d-458a-98e5-45ce90fb9cdb\", \"e07bb1aa-40e7-4c4b-967a-98c259485c30\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.671}, \"59294\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-22 05:57:11.000000+00:00\", \"2023-03-23 05:45:29.000000+00:00\", \"2021-02-08 02:22:42.000000+00:00\"], \"session_ids\": [\"2ef639c9-c87d-42af-ae9c-15a5316a1a05\", \"a936f407-c229-4c81-b5d8-90a4559ace03\", \"f2c7cf4d-a3bd-4cc9-a128-f37a3136f449\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.279}, \"66009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-07 03:57:21.000000+00:00\", \"2023-06-04 07:55:33.000000+00:00\"], \"session_ids\": [\"ee7b376f-aa56-42e7-853a-1a3343bbaa2a\", \"af666412-8d88-4480-9786-783b1d47d7c2\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 0.97}, \"54544\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-13 21:41:03.000000+00:00\", \"2021-12-30 14:57:41.000000+00:00\"], \"session_ids\": [\"5b3e4274-91e1-4d90-bb0f-e0958766fcc6\", \"5747fb59-b467-4bb2-8ed1-b856e830cf8e\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}, \"34339\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 5}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-20 00:01:40.000000+00:00\", \"2020-11-28 06:19:02.000000+00:00\", \"2019-03-23 20:39:21.000000+00:00\", \"2021-01-16 01:51:33.000000+00:00\"], \"session_ids\": [\"0a1af8f4-ecae-4e0d-95e9-c364f06b7ca6\", \"2e4e9254-618b-4e30-a531-c46209e974e8\", \"71c989a7-edbd-449e-b18d-4b6b37983fed\", \"904425ef-d49d-4df6-bc83-67c47e53c9da\"], \"total_duration\": 1085.0, \"total_sessions\": 4, \"mean_week_duration\": 9.274}, \"40848\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-10-15 07:04:24.000000+00:00\", \"2022-05-01 00:57:52.000000+00:00\", \"2020-10-01 05:47:00.000000+00:00\", \"2020-09-27 08:37:14.000000+00:00\", \"2021-08-17 23:25:05.000000+00:00\"], \"session_ids\": [\"0226ee81-0891-40b1-b73c-35ada9aaf553\", \"073bf0ac-2a08-42ad-8f5c-0158feef5027\", \"a9c1a3e1-44a6-48ae-83c8-ef27f267b246\", \"503f81a8-d75f-4c86-8c79-265c37ce0039\", \"21a7e6aa-60e5-408b-8dc9-4ec5492419d1\"], \"total_duration\": 1039.0, \"total_sessions\": 5, \"mean_week_duration\": 9.71}, \"54589\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-10 02:45:59.000000+00:00\", \"2019-08-17 13:07:32.000000+00:00\"], \"session_ids\": [\"8d862213-17c8-458a-b7aa-685d48acd5c7\", \"332f8821-7f9e-483f-8c5d-df6f5ed1953c\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.437}, \"91274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-23 15:25:39.000000+00:00\", \"2019-05-27 03:21:40.000000+00:00\"], \"session_ids\": [\"cbcbf3c6-43b9-4233-9dd6-b0e102e4cc59\", \"fa1d254f-3342-428b-9a71-01bc12b6ca91\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 3.147}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 3 and are equal or greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16033\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-08 18:54:20.000000+00:00\", \"2021-05-23 18:17:09.000000+00:00\"], \"session_ids\": [\"bfedbd6d-4317-41e8-b48e-3e7b0a5daea3\", \"12a9de1e-ca15-4d61-baba-950c2c88f207\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}, \"59080\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-18 19:53:41.000000+00:00\", \"2020-03-20 01:57:20.000000+00:00\"], \"session_ids\": [\"f0d1a634-bb4d-458a-98e5-45ce90fb9cdb\", \"e07bb1aa-40e7-4c4b-967a-98c259485c30\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.671}, \"66009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-07 03:57:21.000000+00:00\", \"2023-06-04 07:55:33.000000+00:00\"], \"session_ids\": [\"ee7b376f-aa56-42e7-853a-1a3343bbaa2a\", \"af666412-8d88-4480-9786-783b1d47d7c2\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 0.97}, \"54544\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-13 21:41:03.000000+00:00\", \"2021-12-30 14:57:41.000000+00:00\"], \"session_ids\": [\"5b3e4274-91e1-4d90-bb0f-e0958766fcc6\", \"5747fb59-b467-4bb2-8ed1-b856e830cf8e\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}, \"54589\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-10 02:45:59.000000+00:00\", \"2019-08-17 13:07:32.000000+00:00\"], \"session_ids\": [\"8d862213-17c8-458a-b7aa-685d48acd5c7\", \"332f8821-7f9e-483f-8c5d-df6f5ed1953c\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.437}, \"91274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-23 15:25:39.000000+00:00\", \"2019-05-27 03:21:40.000000+00:00\"], \"session_ids\": [\"cbcbf3c6-43b9-4233-9dd6-b0e102e4cc59\", \"fa1d254f-3342-428b-9a71-01bc12b6ca91\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 3.147}}\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[{\"54544\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-13 21:41:03.000000+00:00\", \"2021-12-30 14:57:41.000000+00:00\"], \"session_ids\": [\"5b3e4274-91e1-4d90-bb0f-e0958766fcc6\", \"5747fb59-b467-4bb2-8ed1-b856e830cf8e\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}}, {\"91274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-23 15:25:39.000000+00:00\", \"2019-05-27 03:21:40.000000+00:00\"], \"session_ids\": [\"cbcbf3c6-43b9-4233-9dd6-b0e102e4cc59\", \"fa1d254f-3342-428b-9a71-01bc12b6ca91\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 3.147}}, {\"54589\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-10 02:45:59.000000+00:00\", \"2019-08-17 13:07:32.000000+00:00\"], \"session_ids\": [\"8d862213-17c8-458a-b7aa-685d48acd5c7\", \"332f8821-7f9e-483f-8c5d-df6f5ed1953c\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.437}}, {\"16033\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-08 18:54:20.000000+00:00\", \"2021-05-23 18:17:09.000000+00:00\"], \"session_ids\": [\"bfedbd6d-4317-41e8-b48e-3e7b0a5daea3\", \"12a9de1e-ca15-4d61-baba-950c2c88f207\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}}, {\"66009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-07 03:57:21.000000+00:00\", \"2023-06-04 07:55:33.000000+00:00\"], \"session_ids\": [\"ee7b376f-aa56-42e7-853a-1a3343bbaa2a\", \"af666412-8d88-4480-9786-783b1d47d7c2\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 0.97}}, {\"59080\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-18 19:53:41.000000+00:00\", \"2020-03-20 01:57:20.000000+00:00\"], \"session_ids\": [\"f0d1a634-bb4d-458a-98e5-45ce90fb9cdb\", \"e07bb1aa-40e7-4c4b-967a-98c259485c30\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.671}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"54544\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-13 21:41:03.000000+00:00\", \"2021-12-30 14:57:41.000000+00:00\"], \"session_ids\": [\"5b3e4274-91e1-4d90-bb0f-e0958766fcc6\", \"5747fb59-b467-4bb2-8ed1-b856e830cf8e\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}}, {\"91274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-23 15:25:39.000000+00:00\", \"2019-05-27 03:21:40.000000+00:00\"], \"session_ids\": [\"cbcbf3c6-43b9-4233-9dd6-b0e102e4cc59\", \"fa1d254f-3342-428b-9a71-01bc12b6ca91\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 3.147}}, {\"54589\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-10 02:45:59.000000+00:00\", \"2019-08-17 13:07:32.000000+00:00\"], \"session_ids\": [\"8d862213-17c8-458a-b7aa-685d48acd5c7\", \"332f8821-7f9e-483f-8c5d-df6f5ed1953c\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.437}}, {\"16033\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-08 18:54:20.000000+00:00\", \"2021-05-23 18:17:09.000000+00:00\"], \"session_ids\": [\"bfedbd6d-4317-41e8-b48e-3e7b0a5daea3\", \"12a9de1e-ca15-4d61-baba-950c2c88f207\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}}]\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[{\"54544\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-13 21:41:03.000000+00:00\", \"2021-12-30 14:57:41.000000+00:00\"], \"session_ids\": [\"5b3e4274-91e1-4d90-bb0f-e0958766fcc6\", \"5747fb59-b467-4bb2-8ed1-b856e830cf8e\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 7.8}}, {\"91274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-23 15:25:39.000000+00:00\", \"2019-05-27 03:21:40.000000+00:00\"], \"session_ids\": [\"cbcbf3c6-43b9-4233-9dd6-b0e102e4cc59\", \"fa1d254f-3342-428b-9a71-01bc12b6ca91\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 3.147}}, {\"54589\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-10 02:45:59.000000+00:00\", \"2019-08-17 13:07:32.000000+00:00\"], \"session_ids\": [\"8d862213-17c8-458a-b7aa-685d48acd5c7\", \"332f8821-7f9e-483f-8c5d-df6f5ed1953c\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.437}}, {\"16033\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-08 18:54:20.000000+00:00\", \"2021-05-23 18:17:09.000000+00:00\"], \"session_ids\": [\"bfedbd6d-4317-41e8-b48e-3e7b0a5daea3\", \"12a9de1e-ca15-4d61-baba-950c2c88f207\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about user who isn't a resident of cities Berlin, New York City, Lisbon, Vienna, San Salvador, New Delhi, Paris, Lima and in addition carry out sorting by total time using the app 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{\"59258\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-04 15:14:16.000000+00:00\", \"2021-03-04 15:19:18.000000+00:00\", \"2022-05-07 04:32:35.000000+00:00\"], \"session_ids\": [\"1f3d3c34-bd39-40ec-961c-96573b432881\", \"b5aa727b-9454-47e0-8d8c-434651d422bb\", \"197c6f0a-1b03-48da-8f6d-360debcf5d33\"], \"total_duration\": 230.0, \"total_sessions\": 3, \"mean_week_duration\": 3.108}, \"77762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-28 22:22:42.000000+00:00\", \"2020-12-29 12:56:30.000000+00:00\", \"2023-05-14 04:32:35.000000+00:00\"], \"session_ids\": [\"96ad74fe-82a0-47bf-8c1f-f1d367c7e57d\", \"fab66b95-a4c7-45fa-9c6f-56701ef9c6a1\", \"7f417eda-f41a-4dec-aa75-55df6064340e\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 0.944}, \"66123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-09-17 05:59:43.000000+00:00\", \"2020-04-02 12:55:42.000000+00:00\"], \"session_ids\": [\"c9ad1926-ea90-40f2-a8b2-caf8a58557b7\", \"18e24d4a-0959-488d-839f-8ff41ec954a7\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.008}, \"84151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-06-26 00:41:18.000000+00:00\", \"2019-12-23 12:05:33.000000+00:00\", \"2022-11-12 22:04:05.000000+00:00\", \"2021-02-21 16:38:05.000000+00:00\", \"2020-08-01 07:08:17.000000+00:00\"], \"session_ids\": [\"e5234dbd-b8a4-4e8e-b9ca-95f2d0b68e2c\", \"2b42b09a-3d21-4526-ad60-53bf4728235a\", \"32f8a6d3-d2b9-45c5-80e0-e406c2f1ebdb\", \"31726d33-a195-4ffd-98ab-853cf35e0246\", \"5f253c27-96d2-440f-a8ff-73b5eb7c3057\"], \"total_duration\": 893.0, \"total_sessions\": 5, \"mean_week_duration\": 5.914}, \"4730\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-12 21:19:10.000000+00:00\", \"2023-05-12 15:16:52.000000+00:00\"], \"session_ids\": [\"7fb8c9d2-59e4-4975-bd66-bdf92ee09611\", \"dda79265-7379-46f9-a9fe-7fa0f52cde85\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.172}, \"61598\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-09-18 03:43:28.000000+00:00\", \"2022-04-01 03:27:27.000000+00:00\"], \"session_ids\": [\"7b9972b8-c04d-46cc-8b2f-e18cfb6cd338\", \"c210a59a-23de-421e-a3c2-89740ce754f9\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"41552\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-23 21:21:00.000000+00:00\", \"2022-12-31 18:15:19.000000+00:00\"], \"session_ids\": [\"6a58db0f-0da4-488a-a2ed-a3b5d5c042a0\", \"a25aaa25-b27d-4b35-af7a-393ae734d7af\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 2.64}, \"67767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-07 17:21:18.000000+00:00\", \"2021-02-16 12:12:13.000000+00:00\"], \"session_ids\": [\"ffe809a9-4f74-4e48-adff-4b22644266e2\", \"fdaa025b-d707-4f3b-83f6-9abc5b27caf0\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 1.526}, \"48460\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-26 02:21:55.000000+00:00\", \"2023-01-24 11:28:29.000000+00:00\"], \"session_ids\": [\"b98212a4-804c-4a49-a489-a3635a21f3e5\", \"7dedceea-f512-4b30-8cb8-3f73ad261811\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}, \"82634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-13 02:59:39.000000+00:00\", \"2022-01-26 00:55:59.000000+00:00\"], \"session_ids\": [\"d88d0c55-d393-4352-ba54-3c9e8e626677\", \"f9e05b3e-dcf1-456a-b866-75947371c9f5\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 40.273}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Berlin, New York City, Larebon, Vienna, San Salvador, New Delhi, Parare, Lima" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Berlin\", \"New York City\", \"Lisbon\", \"Vienna\", \"San Salvador\", \"New Delhi\", \"Paris\", \"Lima\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59258\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-04 15:14:16.000000+00:00\", \"2021-03-04 15:19:18.000000+00:00\", \"2022-05-07 04:32:35.000000+00:00\"], \"session_ids\": [\"1f3d3c34-bd39-40ec-961c-96573b432881\", \"b5aa727b-9454-47e0-8d8c-434651d422bb\", \"197c6f0a-1b03-48da-8f6d-360debcf5d33\"], \"total_duration\": 230.0, \"total_sessions\": 3, \"mean_week_duration\": 3.108}, \"77762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-28 22:22:42.000000+00:00\", \"2020-12-29 12:56:30.000000+00:00\", \"2023-05-14 04:32:35.000000+00:00\"], \"session_ids\": [\"96ad74fe-82a0-47bf-8c1f-f1d367c7e57d\", \"fab66b95-a4c7-45fa-9c6f-56701ef9c6a1\", \"7f417eda-f41a-4dec-aa75-55df6064340e\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 0.944}, \"66123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-09-17 05:59:43.000000+00:00\", \"2020-04-02 12:55:42.000000+00:00\"], \"session_ids\": [\"c9ad1926-ea90-40f2-a8b2-caf8a58557b7\", \"18e24d4a-0959-488d-839f-8ff41ec954a7\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.008}, \"84151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-06-26 00:41:18.000000+00:00\", \"2019-12-23 12:05:33.000000+00:00\", \"2022-11-12 22:04:05.000000+00:00\", \"2021-02-21 16:38:05.000000+00:00\", \"2020-08-01 07:08:17.000000+00:00\"], \"session_ids\": [\"e5234dbd-b8a4-4e8e-b9ca-95f2d0b68e2c\", \"2b42b09a-3d21-4526-ad60-53bf4728235a\", \"32f8a6d3-d2b9-45c5-80e0-e406c2f1ebdb\", \"31726d33-a195-4ffd-98ab-853cf35e0246\", \"5f253c27-96d2-440f-a8ff-73b5eb7c3057\"], \"total_duration\": 893.0, \"total_sessions\": 5, \"mean_week_duration\": 5.914}, \"4730\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-12 21:19:10.000000+00:00\", \"2023-05-12 15:16:52.000000+00:00\"], \"session_ids\": [\"7fb8c9d2-59e4-4975-bd66-bdf92ee09611\", \"dda79265-7379-46f9-a9fe-7fa0f52cde85\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.172}, \"61598\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-09-18 03:43:28.000000+00:00\", \"2022-04-01 03:27:27.000000+00:00\"], \"session_ids\": [\"7b9972b8-c04d-46cc-8b2f-e18cfb6cd338\", \"c210a59a-23de-421e-a3c2-89740ce754f9\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"41552\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-23 21:21:00.000000+00:00\", \"2022-12-31 18:15:19.000000+00:00\"], \"session_ids\": [\"6a58db0f-0da4-488a-a2ed-a3b5d5c042a0\", \"a25aaa25-b27d-4b35-af7a-393ae734d7af\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 2.64}, \"48460\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-26 02:21:55.000000+00:00\", \"2023-01-24 11:28:29.000000+00:00\"], \"session_ids\": [\"b98212a4-804c-4a49-a489-a3635a21f3e5\", \"7dedceea-f512-4b30-8cb8-3f73ad261811\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}, \"82634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-13 02:59:39.000000+00:00\", \"2022-01-26 00:55:59.000000+00:00\"], \"session_ids\": [\"d88d0c55-d393-4352-ba54-3c9e8e626677\", \"f9e05b3e-dcf1-456a-b866-75947371c9f5\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 40.273}}\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[{\"48460\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-26 02:21:55.000000+00:00\", \"2023-01-24 11:28:29.000000+00:00\"], \"session_ids\": [\"b98212a4-804c-4a49-a489-a3635a21f3e5\", \"7dedceea-f512-4b30-8cb8-3f73ad261811\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}}, {\"4730\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-12 21:19:10.000000+00:00\", \"2023-05-12 15:16:52.000000+00:00\"], \"session_ids\": [\"7fb8c9d2-59e4-4975-bd66-bdf92ee09611\", \"dda79265-7379-46f9-a9fe-7fa0f52cde85\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.172}}, {\"77762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-28 22:22:42.000000+00:00\", \"2020-12-29 12:56:30.000000+00:00\", \"2023-05-14 04:32:35.000000+00:00\"], \"session_ids\": [\"96ad74fe-82a0-47bf-8c1f-f1d367c7e57d\", \"fab66b95-a4c7-45fa-9c6f-56701ef9c6a1\", \"7f417eda-f41a-4dec-aa75-55df6064340e\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 0.944}}, {\"61598\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-09-18 03:43:28.000000+00:00\", \"2022-04-01 03:27:27.000000+00:00\"], \"session_ids\": [\"7b9972b8-c04d-46cc-8b2f-e18cfb6cd338\", \"c210a59a-23de-421e-a3c2-89740ce754f9\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}, {\"41552\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-23 21:21:00.000000+00:00\", \"2022-12-31 18:15:19.000000+00:00\"], \"session_ids\": [\"6a58db0f-0da4-488a-a2ed-a3b5d5c042a0\", \"a25aaa25-b27d-4b35-af7a-393ae734d7af\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 2.64}}, {\"59258\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-04 15:14:16.000000+00:00\", \"2021-03-04 15:19:18.000000+00:00\", \"2022-05-07 04:32:35.000000+00:00\"], \"session_ids\": [\"1f3d3c34-bd39-40ec-961c-96573b432881\", \"b5aa727b-9454-47e0-8d8c-434651d422bb\", \"197c6f0a-1b03-48da-8f6d-360debcf5d33\"], \"total_duration\": 230.0, \"total_sessions\": 3, \"mean_week_duration\": 3.108}}, {\"66123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-09-17 05:59:43.000000+00:00\", \"2020-04-02 12:55:42.000000+00:00\"], \"session_ids\": [\"c9ad1926-ea90-40f2-a8b2-caf8a58557b7\", \"18e24d4a-0959-488d-839f-8ff41ec954a7\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.008}}, {\"82634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-13 02:59:39.000000+00:00\", \"2022-01-26 00:55:59.000000+00:00\"], \"session_ids\": [\"d88d0c55-d393-4352-ba54-3c9e8e626677\", \"f9e05b3e-dcf1-456a-b866-75947371c9f5\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 40.273}}, {\"84151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-06-26 00:41:18.000000+00:00\", \"2019-12-23 12:05:33.000000+00:00\", \"2022-11-12 22:04:05.000000+00:00\", \"2021-02-21 16:38:05.000000+00:00\", \"2020-08-01 07:08:17.000000+00:00\"], \"session_ids\": [\"e5234dbd-b8a4-4e8e-b9ca-95f2d0b68e2c\", \"2b42b09a-3d21-4526-ad60-53bf4728235a\", \"32f8a6d3-d2b9-45c5-80e0-e406c2f1ebdb\", \"31726d33-a195-4ffd-98ab-853cf35e0246\", \"5f253c27-96d2-440f-a8ff-73b5eb7c3057\"], \"total_duration\": 893.0, \"total_sessions\": 5, \"mean_week_duration\": 5.914}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"48460\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-26 02:21:55.000000+00:00\", \"2023-01-24 11:28:29.000000+00:00\"], \"session_ids\": [\"b98212a4-804c-4a49-a489-a3635a21f3e5\", \"7dedceea-f512-4b30-8cb8-3f73ad261811\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}}]\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[{\"48460\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-26 02:21:55.000000+00:00\", \"2023-01-24 11:28:29.000000+00:00\"], \"session_ids\": [\"b98212a4-804c-4a49-a489-a3635a21f3e5\", \"7dedceea-f512-4b30-8cb8-3f73ad261811\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about users with a site usage time per week that is higher than 29 and lower than 21, exclusively 21 and 29 additionaly perform sorting by city name from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25942\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-25 04:40:21.000000+00:00\", \"2020-11-22 22:26:41.000000+00:00\", \"2020-04-29 18:43:46.000000+00:00\"], \"session_ids\": [\"c1b91f39-43d1-4654-987c-8391303ef91a\", \"2ef7b526-be88-4f84-8291-0cc6ee628287\", \"4539ccd2-c6c1-45e4-a9ef-a719a45e8381\"], \"total_duration\": 84.0, \"total_sessions\": 3, \"mean_week_duration\": 0.553}, \"36763\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-07-09 20:27:07.000000+00:00\", \"2020-09-07 15:45:49.000000+00:00\", \"2019-04-16 12:08:24.000000+00:00\", \"2020-09-02 20:49:01.000000+00:00\", \"2021-01-11 17:20:25.000000+00:00\", \"2019-01-20 11:01:56.000000+00:00\"], \"session_ids\": [\"d2d86896-b67a-4f1c-b4ed-e72d74a8dc53\", \"139566e9-2f35-4b3a-91af-5c92fb459fcc\", \"001c9e29-536d-46d1-889e-f62cf2bf9fb2\", \"6a98ea79-8818-448a-919a-e8ad6e0ca6b7\", \"a426c491-72ef-4024-a13d-e22072b7de0d\", \"85d82387-1334-4f21-81d7-1b76a12eff36\"], \"total_duration\": 4097.0, \"total_sessions\": 6, \"mean_week_duration\": 39.394}, \"35874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-09 12:58:22.000000+00:00\", \"2021-04-30 14:16:01.000000+00:00\"], \"session_ids\": [\"1b23315f-a0ab-4874-9a40-9003f3d9fb44\", \"5e0f4760-98ad-4ebc-b1e7-504aa55c326c\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 2.024}, \"4513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-30 11:09:38.000000+00:00\", \"2020-01-27 17:54:16.000000+00:00\", \"2020-09-24 16:41:41.000000+00:00\", \"2022-02-15 05:08:24.000000+00:00\", \"2020-06-14 01:42:30.000000+00:00\"], \"session_ids\": [\"6b85b1e1-5c6c-4818-85ec-3e4a9656bffd\", \"c407899b-f3b6-4164-be85-48b67d189247\", \"34d6b2c1-2cea-4f5d-85dd-013a9a29df81\", \"68942ab8-0832-4228-b7e3-3d4fe0498d91\", \"9b45d201-d18d-4b7b-a2cc-82d9e770c698\"], \"total_duration\": 3348.0, \"total_sessions\": 5, \"mean_week_duration\": 31.29}, \"32271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-16 13:17:49.000000+00:00\", \"2021-11-27 15:20:09.000000+00:00\", \"2022-12-09 20:53:26.000000+00:00\", \"2021-03-23 12:20:05.000000+00:00\", \"2020-01-09 18:01:44.000000+00:00\", \"2019-07-19 00:07:23.000000+00:00\", \"2022-08-21 06:35:50.000000+00:00\", \"2022-08-16 11:39:59.000000+00:00\", \"2023-01-15 14:39:30.000000+00:00\"], \"session_ids\": [\"1f5c3a67-e1f9-4c6d-aba6-948f11356cf2\", \"ea998e38-8540-4aa4-836a-a82a66aee786\", \"3c7c59ee-702d-43eb-9e46-64a37dd5c24c\", \"9ecd7b33-daa4-4f5b-a0c0-5ce293801ceb\", \"a4d64968-e83b-4e3e-81e2-498d5fc85274\", \"531d8841-e4be-42ec-a11d-b827446f412a\", \"9b18008d-197d-452a-a659-4f40ecc05f40\", \"ec0f152b-f981-4a5f-aa28-64f3e2ce2cb2\", \"fecb9530-6249-4866-8694-0de951ba51ad\"], \"total_duration\": 16171.0, \"total_sessions\": 9, \"mean_week_duration\": 88.366}, \"43387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-06 17:52:22.000000+00:00\", \"2022-08-20 13:20:17.000000+00:00\", \"2019-10-27 05:36:23.000000+00:00\", \"2022-05-31 08:43:29.000000+00:00\", \"2023-02-22 17:01:18.000000+00:00\", \"2022-02-05 12:39:24.000000+00:00\"], \"session_ids\": [\"c91a2aff-8dbf-40fc-ba62-5376bd1fac58\", \"0b98b7fb-ea4a-4092-a54a-178e9c02aad7\", \"9dab4cf4-e956-4e10-b2e8-6ea15b65cccc\", \"9c664ca2-c16f-438b-a915-bd9e0ab9ddc1\", \"4f8fbb24-4ec4-4d0b-b1f0-0b38f8b9124c\", \"36f4002f-ea5f-4594-a0ce-f9773e5199e0\"], \"total_duration\": 172.0, \"total_sessions\": 6, \"mean_week_duration\": 0.989}, \"42646\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-20 20:01:10.000000+00:00\", \"2022-01-22 20:42:25.000000+00:00\", \"2021-02-17 18:36:24.000000+00:00\", \"2022-09-02 02:24:16.000000+00:00\", \"2020-08-08 17:18:15.000000+00:00\"], \"session_ids\": [\"15f31042-cb69-4c4d-994c-d73152eb1b0a\", \"d81512c3-994b-40c1-b1d6-4c27b7762118\", \"f2b0a41d-09df-4c8f-a2f9-c46014b509f9\", \"90ea427f-4895-4c65-9274-1fa1bf2d41ad\", \"af518da5-8f02-4a8d-88b8-d0a01b07135c\"], \"total_duration\": 1013.0, \"total_sessions\": 5, \"mean_week_duration\": 9.38}, \"40075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-03-15 12:03:21.000000+00:00\", \"2019-03-14 07:07:59.000000+00:00\", \"2022-07-14 15:28:18.000000+00:00\", \"2020-07-08 07:36:15.000000+00:00\", \"2019-08-31 03:20:40.000000+00:00\", \"2023-02-24 15:37:00.000000+00:00\"], \"session_ids\": [\"2b6be85e-db7b-40e6-b797-005a4790e747\", \"c95d2f05-ce78-4d35-9bc5-e1884441b027\", \"c7e1d825-4871-4630-8775-f2b2ad0b0f8e\", \"5a999733-db66-4f2e-acb1-1a897f9581b3\", \"87436289-f338-4e90-a716-402879a5a56d\", \"125bc03b-057b-4a38-a02e-ba772027c0cb\"], \"total_duration\": 4760.0, \"total_sessions\": 6, \"mean_week_duration\": 22.995}, \"89092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-05-19 13:31:52.000000+00:00\", \"2019-06-05 12:37:17.000000+00:00\", \"2019-06-09 18:42:55.000000+00:00\"], \"session_ids\": [\"926d78cd-4dcf-40ff-9c05-aa525c55928f\", \"cb278a9f-bcdb-4764-9831-0b2177e5137e\", \"42a6453d-81a3-477d-add2-5a6433d10ba5\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 1.06}, \"38930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-03-02 14:23:34.000000+00:00\", \"2020-08-18 05:56:37.000000+00:00\", \"2019-11-04 14:51:43.000000+00:00\", \"2020-03-02 12:48:05.000000+00:00\", \"2021-02-14 23:50:48.000000+00:00\"], \"session_ids\": [\"59022969-1cda-4c36-b267-49e17399e571\", \"38c4cd62-55df-4f36-915f-2de1e161fcce\", \"28c463b3-4a7f-4788-96bc-c588847c9d8c\", \"d01bb5de-6e7d-49c7-9b3d-5ac7c0aba1ce\", \"330d50b2-5cbd-4a41-b0c0-10c29f65d24e\"], \"total_duration\": 605.0, \"total_sessions\": 5, \"mean_week_duration\": 5.874}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 21 and are greater than 29" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[21, 29]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25942\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-25 04:40:21.000000+00:00\", \"2020-11-22 22:26:41.000000+00:00\", \"2020-04-29 18:43:46.000000+00:00\"], \"session_ids\": [\"c1b91f39-43d1-4654-987c-8391303ef91a\", \"2ef7b526-be88-4f84-8291-0cc6ee628287\", \"4539ccd2-c6c1-45e4-a9ef-a719a45e8381\"], \"total_duration\": 84.0, \"total_sessions\": 3, \"mean_week_duration\": 0.553}, \"35874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-09 12:58:22.000000+00:00\", \"2021-04-30 14:16:01.000000+00:00\"], \"session_ids\": [\"1b23315f-a0ab-4874-9a40-9003f3d9fb44\", \"5e0f4760-98ad-4ebc-b1e7-504aa55c326c\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 2.024}, \"43387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-06 17:52:22.000000+00:00\", \"2022-08-20 13:20:17.000000+00:00\", \"2019-10-27 05:36:23.000000+00:00\", \"2022-05-31 08:43:29.000000+00:00\", \"2023-02-22 17:01:18.000000+00:00\", \"2022-02-05 12:39:24.000000+00:00\"], \"session_ids\": [\"c91a2aff-8dbf-40fc-ba62-5376bd1fac58\", \"0b98b7fb-ea4a-4092-a54a-178e9c02aad7\", \"9dab4cf4-e956-4e10-b2e8-6ea15b65cccc\", \"9c664ca2-c16f-438b-a915-bd9e0ab9ddc1\", \"4f8fbb24-4ec4-4d0b-b1f0-0b38f8b9124c\", \"36f4002f-ea5f-4594-a0ce-f9773e5199e0\"], \"total_duration\": 172.0, \"total_sessions\": 6, \"mean_week_duration\": 0.989}, \"42646\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-20 20:01:10.000000+00:00\", \"2022-01-22 20:42:25.000000+00:00\", \"2021-02-17 18:36:24.000000+00:00\", \"2022-09-02 02:24:16.000000+00:00\", \"2020-08-08 17:18:15.000000+00:00\"], \"session_ids\": [\"15f31042-cb69-4c4d-994c-d73152eb1b0a\", \"d81512c3-994b-40c1-b1d6-4c27b7762118\", \"f2b0a41d-09df-4c8f-a2f9-c46014b509f9\", \"90ea427f-4895-4c65-9274-1fa1bf2d41ad\", \"af518da5-8f02-4a8d-88b8-d0a01b07135c\"], \"total_duration\": 1013.0, \"total_sessions\": 5, \"mean_week_duration\": 9.38}, \"89092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-05-19 13:31:52.000000+00:00\", \"2019-06-05 12:37:17.000000+00:00\", \"2019-06-09 18:42:55.000000+00:00\"], \"session_ids\": [\"926d78cd-4dcf-40ff-9c05-aa525c55928f\", \"cb278a9f-bcdb-4764-9831-0b2177e5137e\", \"42a6453d-81a3-477d-add2-5a6433d10ba5\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 1.06}, \"38930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-03-02 14:23:34.000000+00:00\", \"2020-08-18 05:56:37.000000+00:00\", \"2019-11-04 14:51:43.000000+00:00\", \"2020-03-02 12:48:05.000000+00:00\", \"2021-02-14 23:50:48.000000+00:00\"], \"session_ids\": [\"59022969-1cda-4c36-b267-49e17399e571\", \"38c4cd62-55df-4f36-915f-2de1e161fcce\", \"28c463b3-4a7f-4788-96bc-c588847c9d8c\", \"d01bb5de-6e7d-49c7-9b3d-5ac7c0aba1ce\", \"330d50b2-5cbd-4a41-b0c0-10c29f65d24e\"], \"total_duration\": 605.0, \"total_sessions\": 5, \"mean_week_duration\": 5.874}, \"36763\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-07-09 20:27:07.000000+00:00\", \"2020-09-07 15:45:49.000000+00:00\", \"2019-04-16 12:08:24.000000+00:00\", \"2020-09-02 20:49:01.000000+00:00\", \"2021-01-11 17:20:25.000000+00:00\", \"2019-01-20 11:01:56.000000+00:00\"], \"session_ids\": [\"d2d86896-b67a-4f1c-b4ed-e72d74a8dc53\", \"139566e9-2f35-4b3a-91af-5c92fb459fcc\", \"001c9e29-536d-46d1-889e-f62cf2bf9fb2\", \"6a98ea79-8818-448a-919a-e8ad6e0ca6b7\", \"a426c491-72ef-4024-a13d-e22072b7de0d\", \"85d82387-1334-4f21-81d7-1b76a12eff36\"], \"total_duration\": 4097.0, \"total_sessions\": 6, \"mean_week_duration\": 39.394}, \"4513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-30 11:09:38.000000+00:00\", \"2020-01-27 17:54:16.000000+00:00\", \"2020-09-24 16:41:41.000000+00:00\", \"2022-02-15 05:08:24.000000+00:00\", \"2020-06-14 01:42:30.000000+00:00\"], \"session_ids\": [\"6b85b1e1-5c6c-4818-85ec-3e4a9656bffd\", \"c407899b-f3b6-4164-be85-48b67d189247\", \"34d6b2c1-2cea-4f5d-85dd-013a9a29df81\", \"68942ab8-0832-4228-b7e3-3d4fe0498d91\", \"9b45d201-d18d-4b7b-a2cc-82d9e770c698\"], \"total_duration\": 3348.0, \"total_sessions\": 5, \"mean_week_duration\": 31.29}, \"32271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-16 13:17:49.000000+00:00\", \"2021-11-27 15:20:09.000000+00:00\", \"2022-12-09 20:53:26.000000+00:00\", \"2021-03-23 12:20:05.000000+00:00\", \"2020-01-09 18:01:44.000000+00:00\", \"2019-07-19 00:07:23.000000+00:00\", \"2022-08-21 06:35:50.000000+00:00\", \"2022-08-16 11:39:59.000000+00:00\", \"2023-01-15 14:39:30.000000+00:00\"], \"session_ids\": [\"1f5c3a67-e1f9-4c6d-aba6-948f11356cf2\", \"ea998e38-8540-4aa4-836a-a82a66aee786\", \"3c7c59ee-702d-43eb-9e46-64a37dd5c24c\", \"9ecd7b33-daa4-4f5b-a0c0-5ce293801ceb\", \"a4d64968-e83b-4e3e-81e2-498d5fc85274\", \"531d8841-e4be-42ec-a11d-b827446f412a\", \"9b18008d-197d-452a-a659-4f40ecc05f40\", \"ec0f152b-f981-4a5f-aa28-64f3e2ce2cb2\", \"fecb9530-6249-4866-8694-0de951ba51ad\"], \"total_duration\": 16171.0, \"total_sessions\": 9, \"mean_week_duration\": 88.366}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-05-19 13:31:52.000000+00:00\", \"2019-06-05 12:37:17.000000+00:00\", \"2019-06-09 18:42:55.000000+00:00\"], \"session_ids\": [\"926d78cd-4dcf-40ff-9c05-aa525c55928f\", \"cb278a9f-bcdb-4764-9831-0b2177e5137e\", \"42a6453d-81a3-477d-add2-5a6433d10ba5\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 1.06}}, {\"36763\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-07-09 20:27:07.000000+00:00\", \"2020-09-07 15:45:49.000000+00:00\", \"2019-04-16 12:08:24.000000+00:00\", \"2020-09-02 20:49:01.000000+00:00\", \"2021-01-11 17:20:25.000000+00:00\", \"2019-01-20 11:01:56.000000+00:00\"], \"session_ids\": [\"d2d86896-b67a-4f1c-b4ed-e72d74a8dc53\", \"139566e9-2f35-4b3a-91af-5c92fb459fcc\", \"001c9e29-536d-46d1-889e-f62cf2bf9fb2\", \"6a98ea79-8818-448a-919a-e8ad6e0ca6b7\", \"a426c491-72ef-4024-a13d-e22072b7de0d\", \"85d82387-1334-4f21-81d7-1b76a12eff36\"], \"total_duration\": 4097.0, \"total_sessions\": 6, \"mean_week_duration\": 39.394}}, {\"4513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-30 11:09:38.000000+00:00\", \"2020-01-27 17:54:16.000000+00:00\", \"2020-09-24 16:41:41.000000+00:00\", \"2022-02-15 05:08:24.000000+00:00\", \"2020-06-14 01:42:30.000000+00:00\"], \"session_ids\": [\"6b85b1e1-5c6c-4818-85ec-3e4a9656bffd\", \"c407899b-f3b6-4164-be85-48b67d189247\", \"34d6b2c1-2cea-4f5d-85dd-013a9a29df81\", \"68942ab8-0832-4228-b7e3-3d4fe0498d91\", \"9b45d201-d18d-4b7b-a2cc-82d9e770c698\"], \"total_duration\": 3348.0, \"total_sessions\": 5, \"mean_week_duration\": 31.29}}, {\"38930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-03-02 14:23:34.000000+00:00\", \"2020-08-18 05:56:37.000000+00:00\", \"2019-11-04 14:51:43.000000+00:00\", \"2020-03-02 12:48:05.000000+00:00\", \"2021-02-14 23:50:48.000000+00:00\"], \"session_ids\": [\"59022969-1cda-4c36-b267-49e17399e571\", \"38c4cd62-55df-4f36-915f-2de1e161fcce\", \"28c463b3-4a7f-4788-96bc-c588847c9d8c\", \"d01bb5de-6e7d-49c7-9b3d-5ac7c0aba1ce\", \"330d50b2-5cbd-4a41-b0c0-10c29f65d24e\"], \"total_duration\": 605.0, \"total_sessions\": 5, \"mean_week_duration\": 5.874}}, {\"25942\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-25 04:40:21.000000+00:00\", \"2020-11-22 22:26:41.000000+00:00\", \"2020-04-29 18:43:46.000000+00:00\"], \"session_ids\": [\"c1b91f39-43d1-4654-987c-8391303ef91a\", \"2ef7b526-be88-4f84-8291-0cc6ee628287\", \"4539ccd2-c6c1-45e4-a9ef-a719a45e8381\"], \"total_duration\": 84.0, \"total_sessions\": 3, \"mean_week_duration\": 0.553}}, {\"32271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-16 13:17:49.000000+00:00\", \"2021-11-27 15:20:09.000000+00:00\", \"2022-12-09 20:53:26.000000+00:00\", \"2021-03-23 12:20:05.000000+00:00\", \"2020-01-09 18:01:44.000000+00:00\", \"2019-07-19 00:07:23.000000+00:00\", \"2022-08-21 06:35:50.000000+00:00\", \"2022-08-16 11:39:59.000000+00:00\", \"2023-01-15 14:39:30.000000+00:00\"], \"session_ids\": [\"1f5c3a67-e1f9-4c6d-aba6-948f11356cf2\", \"ea998e38-8540-4aa4-836a-a82a66aee786\", \"3c7c59ee-702d-43eb-9e46-64a37dd5c24c\", \"9ecd7b33-daa4-4f5b-a0c0-5ce293801ceb\", \"a4d64968-e83b-4e3e-81e2-498d5fc85274\", \"531d8841-e4be-42ec-a11d-b827446f412a\", \"9b18008d-197d-452a-a659-4f40ecc05f40\", \"ec0f152b-f981-4a5f-aa28-64f3e2ce2cb2\", \"fecb9530-6249-4866-8694-0de951ba51ad\"], \"total_duration\": 16171.0, \"total_sessions\": 9, \"mean_week_duration\": 88.366}}, {\"43387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-06 17:52:22.000000+00:00\", \"2022-08-20 13:20:17.000000+00:00\", \"2019-10-27 05:36:23.000000+00:00\", \"2022-05-31 08:43:29.000000+00:00\", \"2023-02-22 17:01:18.000000+00:00\", \"2022-02-05 12:39:24.000000+00:00\"], \"session_ids\": [\"c91a2aff-8dbf-40fc-ba62-5376bd1fac58\", \"0b98b7fb-ea4a-4092-a54a-178e9c02aad7\", \"9dab4cf4-e956-4e10-b2e8-6ea15b65cccc\", \"9c664ca2-c16f-438b-a915-bd9e0ab9ddc1\", \"4f8fbb24-4ec4-4d0b-b1f0-0b38f8b9124c\", \"36f4002f-ea5f-4594-a0ce-f9773e5199e0\"], \"total_duration\": 172.0, \"total_sessions\": 6, \"mean_week_duration\": 0.989}}, {\"35874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-09 12:58:22.000000+00:00\", \"2021-04-30 14:16:01.000000+00:00\"], \"session_ids\": [\"1b23315f-a0ab-4874-9a40-9003f3d9fb44\", \"5e0f4760-98ad-4ebc-b1e7-504aa55c326c\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 2.024}}, {\"42646\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-20 20:01:10.000000+00:00\", \"2022-01-22 20:42:25.000000+00:00\", \"2021-02-17 18:36:24.000000+00:00\", \"2022-09-02 02:24:16.000000+00:00\", \"2020-08-08 17:18:15.000000+00:00\"], \"session_ids\": [\"15f31042-cb69-4c4d-994c-d73152eb1b0a\", \"d81512c3-994b-40c1-b1d6-4c27b7762118\", \"f2b0a41d-09df-4c8f-a2f9-c46014b509f9\", \"90ea427f-4895-4c65-9274-1fa1bf2d41ad\", \"af518da5-8f02-4a8d-88b8-d0a01b07135c\"], \"total_duration\": 1013.0, \"total_sessions\": 5, \"mean_week_duration\": 9.38}}]\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[{\"89092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-05-19 13:31:52.000000+00:00\", \"2019-06-05 12:37:17.000000+00:00\", \"2019-06-09 18:42:55.000000+00:00\"], \"session_ids\": [\"926d78cd-4dcf-40ff-9c05-aa525c55928f\", \"cb278a9f-bcdb-4764-9831-0b2177e5137e\", \"42a6453d-81a3-477d-add2-5a6433d10ba5\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 1.06}}, {\"36763\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-07-09 20:27:07.000000+00:00\", \"2020-09-07 15:45:49.000000+00:00\", \"2019-04-16 12:08:24.000000+00:00\", \"2020-09-02 20:49:01.000000+00:00\", \"2021-01-11 17:20:25.000000+00:00\", \"2019-01-20 11:01:56.000000+00:00\"], \"session_ids\": [\"d2d86896-b67a-4f1c-b4ed-e72d74a8dc53\", \"139566e9-2f35-4b3a-91af-5c92fb459fcc\", \"001c9e29-536d-46d1-889e-f62cf2bf9fb2\", \"6a98ea79-8818-448a-919a-e8ad6e0ca6b7\", \"a426c491-72ef-4024-a13d-e22072b7de0d\", \"85d82387-1334-4f21-81d7-1b76a12eff36\"], \"total_duration\": 4097.0, \"total_sessions\": 6, \"mean_week_duration\": 39.394}}, {\"4513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-30 11:09:38.000000+00:00\", \"2020-01-27 17:54:16.000000+00:00\", \"2020-09-24 16:41:41.000000+00:00\", \"2022-02-15 05:08:24.000000+00:00\", \"2020-06-14 01:42:30.000000+00:00\"], \"session_ids\": [\"6b85b1e1-5c6c-4818-85ec-3e4a9656bffd\", \"c407899b-f3b6-4164-be85-48b67d189247\", \"34d6b2c1-2cea-4f5d-85dd-013a9a29df81\", \"68942ab8-0832-4228-b7e3-3d4fe0498d91\", \"9b45d201-d18d-4b7b-a2cc-82d9e770c698\"], \"total_duration\": 3348.0, \"total_sessions\": 5, \"mean_week_duration\": 31.29}}, {\"38930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-03-02 14:23:34.000000+00:00\", \"2020-08-18 05:56:37.000000+00:00\", \"2019-11-04 14:51:43.000000+00:00\", \"2020-03-02 12:48:05.000000+00:00\", \"2021-02-14 23:50:48.000000+00:00\"], \"session_ids\": [\"59022969-1cda-4c36-b267-49e17399e571\", \"38c4cd62-55df-4f36-915f-2de1e161fcce\", \"28c463b3-4a7f-4788-96bc-c588847c9d8c\", \"d01bb5de-6e7d-49c7-9b3d-5ac7c0aba1ce\", \"330d50b2-5cbd-4a41-b0c0-10c29f65d24e\"], \"total_duration\": 605.0, \"total_sessions\": 5, \"mean_week_duration\": 5.874}}, {\"25942\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-25 04:40:21.000000+00:00\", \"2020-11-22 22:26:41.000000+00:00\", \"2020-04-29 18:43:46.000000+00:00\"], \"session_ids\": [\"c1b91f39-43d1-4654-987c-8391303ef91a\", \"2ef7b526-be88-4f84-8291-0cc6ee628287\", \"4539ccd2-c6c1-45e4-a9ef-a719a45e8381\"], \"total_duration\": 84.0, \"total_sessions\": 3, \"mean_week_duration\": 0.553}}, {\"32271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-16 13:17:49.000000+00:00\", \"2021-11-27 15:20:09.000000+00:00\", \"2022-12-09 20:53:26.000000+00:00\", \"2021-03-23 12:20:05.000000+00:00\", \"2020-01-09 18:01:44.000000+00:00\", \"2019-07-19 00:07:23.000000+00:00\", \"2022-08-21 06:35:50.000000+00:00\", \"2022-08-16 11:39:59.000000+00:00\", \"2023-01-15 14:39:30.000000+00:00\"], \"session_ids\": [\"1f5c3a67-e1f9-4c6d-aba6-948f11356cf2\", \"ea998e38-8540-4aa4-836a-a82a66aee786\", \"3c7c59ee-702d-43eb-9e46-64a37dd5c24c\", \"9ecd7b33-daa4-4f5b-a0c0-5ce293801ceb\", \"a4d64968-e83b-4e3e-81e2-498d5fc85274\", \"531d8841-e4be-42ec-a11d-b827446f412a\", \"9b18008d-197d-452a-a659-4f40ecc05f40\", \"ec0f152b-f981-4a5f-aa28-64f3e2ce2cb2\", \"fecb9530-6249-4866-8694-0de951ba51ad\"], \"total_duration\": 16171.0, \"total_sessions\": 9, \"mean_week_duration\": 88.366}}, {\"43387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-06 17:52:22.000000+00:00\", \"2022-08-20 13:20:17.000000+00:00\", \"2019-10-27 05:36:23.000000+00:00\", \"2022-05-31 08:43:29.000000+00:00\", \"2023-02-22 17:01:18.000000+00:00\", \"2022-02-05 12:39:24.000000+00:00\"], \"session_ids\": [\"c91a2aff-8dbf-40fc-ba62-5376bd1fac58\", \"0b98b7fb-ea4a-4092-a54a-178e9c02aad7\", \"9dab4cf4-e956-4e10-b2e8-6ea15b65cccc\", \"9c664ca2-c16f-438b-a915-bd9e0ab9ddc1\", \"4f8fbb24-4ec4-4d0b-b1f0-0b38f8b9124c\", \"36f4002f-ea5f-4594-a0ce-f9773e5199e0\"], \"total_duration\": 172.0, \"total_sessions\": 6, \"mean_week_duration\": 0.989}}, {\"35874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-09 12:58:22.000000+00:00\", \"2021-04-30 14:16:01.000000+00:00\"], \"session_ids\": [\"1b23315f-a0ab-4874-9a40-9003f3d9fb44\", \"5e0f4760-98ad-4ebc-b1e7-504aa55c326c\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 2.024}}, {\"42646\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-12-20 20:01:10.000000+00:00\", \"2022-01-22 20:42:25.000000+00:00\", \"2021-02-17 18:36:24.000000+00:00\", \"2022-09-02 02:24:16.000000+00:00\", \"2020-08-08 17:18:15.000000+00:00\"], \"session_ids\": [\"15f31042-cb69-4c4d-994c-d73152eb1b0a\", \"d81512c3-994b-40c1-b1d6-4c27b7762118\", \"f2b0a41d-09df-4c8f-a2f9-c46014b509f9\", \"90ea427f-4895-4c65-9274-1fa1bf2d41ad\", \"af518da5-8f02-4a8d-88b8-d0a01b07135c\"], \"total_duration\": 1013.0, \"total_sessions\": 5, \"mean_week_duration\": 9.38}}]\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 3 users with a total amount of duration that is higher than 4975 and lower than 1369, exclusively 1369 + implement sorting by average week duration descending + show me only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83353\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-19 05:54:27.000000+00:00\", \"2021-03-15 14:11:36.000000+00:00\"], \"session_ids\": [\"7fa19e82-26e6-4b6e-8931-08a462f2a633\", \"f2d9e013-76d8-48a1-8d11-23596fd9f5b1\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 8.522}, \"1218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-03 09:29:12.000000+00:00\", \"2021-04-14 21:52:28.000000+00:00\", \"2022-03-07 16:24:44.000000+00:00\", \"2022-05-10 15:03:58.000000+00:00\", \"2022-06-21 12:49:00.000000+00:00\", \"2020-10-31 16:00:09.000000+00:00\", \"2021-01-08 22:21:35.000000+00:00\"], \"session_ids\": [\"bc9a41f2-07c0-4792-8795-a503e251efa9\", \"77b90db3-864c-41e8-a98c-465affaf6f49\", \"e981142a-30fc-4f67-9ee8-169e7ddf21fd\", \"f7d131be-f7b8-4485-a809-8e1cbd189920\", \"1fda6fd0-93df-4610-844a-0c921b806035\", \"5de95449-ac68-4c33-bc6a-955de35dff07\", \"6fafd14b-bd37-40b7-ab7c-a89178abd8ef\"], \"total_duration\": 7287.0, \"total_sessions\": 7, \"mean_week_duration\": 68.103}, \"20765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-07 06:05:21.000000+00:00\", \"2021-05-03 02:11:19.000000+00:00\"], \"session_ids\": [\"761dff48-e61c-4dd5-9296-d5d2e9d2f516\", \"c2712be5-36fd-44cc-a22a-467ee91a5c1b\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 3.714}, \"80967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-02-13 23:52:54.000000+00:00\", \"2022-03-27 03:52:36.000000+00:00\"], \"session_ids\": [\"a076f0a5-6b82-48c2-a8e3-cf55ebbf5d89\", \"8dc858e2-a86c-4b08-b1b4-0f5266ed3c4c\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 2.423}, \"72244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 9, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-10 20:23:48.000000+00:00\", \"2022-04-08 12:29:07.000000+00:00\"], \"session_ids\": [\"4f29b1f4-541e-4875-b05a-d165b1ddc8da\", \"466a9bee-9e21-4dc9-b5e5-ed45472a715f\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 2.776}, \"78143\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-09 09:13:55.000000+00:00\", \"2022-04-28 20:39:41.000000+00:00\", \"2023-03-07 20:46:16.000000+00:00\", \"2020-06-23 05:55:04.000000+00:00\", \"2023-03-28 09:52:34.000000+00:00\", \"2019-02-12 22:33:00.000000+00:00\"], \"session_ids\": [\"ead11296-02dd-4ffe-a54c-0d044f74147f\", \"0e92d372-65e4-4cf4-a912-5bd4c9135bef\", \"a079874d-05a7-494b-acc5-94b851bf1ee7\", \"e47de18c-820a-47f7-9a01-92e8088b03d0\", \"1a6caaea-f75c-4d0a-a320-6b6954c3d1f5\", \"db6e09ee-066c-44c3-b598-bcb943331dbd\"], \"total_duration\": 370.0, \"total_sessions\": 6, \"mean_week_duration\": 1.721}, \"29433\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-22 07:31:42.000000+00:00\", \"2022-11-18 08:15:45.000000+00:00\", \"2020-12-02 02:00:34.000000+00:00\"], \"session_ids\": [\"96f09bef-3909-446f-8483-1184d9b79266\", \"ba3ef9f9-6185-47b7-80a2-21023799c3ed\", \"edc2bae3-6342-4dd3-a23f-da36339e10b9\"], \"total_duration\": 977.0, \"total_sessions\": 3, \"mean_week_duration\": 8.008}, \"24507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-04-14 22:26:04.000000+00:00\", \"2022-01-29 09:57:49.000000+00:00\"], \"session_ids\": [\"f0fce167-a9c1-425d-99c4-a82c78e8b363\", \"5aec409f-2164-43ac-8939-4a981464fbf2\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 2.543}, \"7217\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-26 01:05:19.000000+00:00\", \"2020-02-26 17:16:09.000000+00:00\", \"2023-04-15 05:42:57.000000+00:00\", \"2021-06-26 07:42:28.000000+00:00\"], \"session_ids\": [\"958f3e42-536f-478d-b689-a5e37bb278c9\", \"9608856d-0e3d-4e73-b647-986c2b1f6974\", \"ec68fc50-b180-4efe-b3bb-191a80566e00\", \"440da395-0cb4-404f-a0db-132269a40cc4\"], \"total_duration\": 1704.0, \"total_sessions\": 4, \"mean_week_duration\": 10.39}, \"67597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-27 07:39:06.000000+00:00\", \"2020-10-05 22:09:43.000000+00:00\"], \"session_ids\": [\"9dde291b-7ba8-4293-bc66-35c529a7979c\", \"ee3f4f72-8913-4d56-b0ce-fcecd9c6d3e3\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 11.167}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 1369 and are equal or greater than 4975" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1369, 4975]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83353\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-19 05:54:27.000000+00:00\", \"2021-03-15 14:11:36.000000+00:00\"], \"session_ids\": [\"7fa19e82-26e6-4b6e-8931-08a462f2a633\", \"f2d9e013-76d8-48a1-8d11-23596fd9f5b1\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 8.522}, \"20765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-07 06:05:21.000000+00:00\", \"2021-05-03 02:11:19.000000+00:00\"], \"session_ids\": [\"761dff48-e61c-4dd5-9296-d5d2e9d2f516\", \"c2712be5-36fd-44cc-a22a-467ee91a5c1b\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 3.714}, \"80967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-02-13 23:52:54.000000+00:00\", \"2022-03-27 03:52:36.000000+00:00\"], \"session_ids\": [\"a076f0a5-6b82-48c2-a8e3-cf55ebbf5d89\", \"8dc858e2-a86c-4b08-b1b4-0f5266ed3c4c\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 2.423}, \"72244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 9, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-10 20:23:48.000000+00:00\", \"2022-04-08 12:29:07.000000+00:00\"], \"session_ids\": [\"4f29b1f4-541e-4875-b05a-d165b1ddc8da\", \"466a9bee-9e21-4dc9-b5e5-ed45472a715f\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 2.776}, \"78143\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-09 09:13:55.000000+00:00\", \"2022-04-28 20:39:41.000000+00:00\", \"2023-03-07 20:46:16.000000+00:00\", \"2020-06-23 05:55:04.000000+00:00\", \"2023-03-28 09:52:34.000000+00:00\", \"2019-02-12 22:33:00.000000+00:00\"], \"session_ids\": [\"ead11296-02dd-4ffe-a54c-0d044f74147f\", \"0e92d372-65e4-4cf4-a912-5bd4c9135bef\", \"a079874d-05a7-494b-acc5-94b851bf1ee7\", \"e47de18c-820a-47f7-9a01-92e8088b03d0\", \"1a6caaea-f75c-4d0a-a320-6b6954c3d1f5\", \"db6e09ee-066c-44c3-b598-bcb943331dbd\"], \"total_duration\": 370.0, \"total_sessions\": 6, \"mean_week_duration\": 1.721}, \"29433\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-22 07:31:42.000000+00:00\", \"2022-11-18 08:15:45.000000+00:00\", \"2020-12-02 02:00:34.000000+00:00\"], \"session_ids\": [\"96f09bef-3909-446f-8483-1184d9b79266\", \"ba3ef9f9-6185-47b7-80a2-21023799c3ed\", \"edc2bae3-6342-4dd3-a23f-da36339e10b9\"], \"total_duration\": 977.0, \"total_sessions\": 3, \"mean_week_duration\": 8.008}, \"24507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-04-14 22:26:04.000000+00:00\", \"2022-01-29 09:57:49.000000+00:00\"], \"session_ids\": [\"f0fce167-a9c1-425d-99c4-a82c78e8b363\", \"5aec409f-2164-43ac-8939-4a981464fbf2\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 2.543}, \"67597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-27 07:39:06.000000+00:00\", \"2020-10-05 22:09:43.000000+00:00\"], \"session_ids\": [\"9dde291b-7ba8-4293-bc66-35c529a7979c\", \"ee3f4f72-8913-4d56-b0ce-fcecd9c6d3e3\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 11.167}, \"1218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-03 09:29:12.000000+00:00\", \"2021-04-14 21:52:28.000000+00:00\", \"2022-03-07 16:24:44.000000+00:00\", \"2022-05-10 15:03:58.000000+00:00\", \"2022-06-21 12:49:00.000000+00:00\", \"2020-10-31 16:00:09.000000+00:00\", \"2021-01-08 22:21:35.000000+00:00\"], \"session_ids\": [\"bc9a41f2-07c0-4792-8795-a503e251efa9\", \"77b90db3-864c-41e8-a98c-465affaf6f49\", \"e981142a-30fc-4f67-9ee8-169e7ddf21fd\", \"f7d131be-f7b8-4485-a809-8e1cbd189920\", \"1fda6fd0-93df-4610-844a-0c921b806035\", \"5de95449-ac68-4c33-bc6a-955de35dff07\", \"6fafd14b-bd37-40b7-ab7c-a89178abd8ef\"], \"total_duration\": 7287.0, \"total_sessions\": 7, \"mean_week_duration\": 68.103}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"1218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-03 09:29:12.000000+00:00\", \"2021-04-14 21:52:28.000000+00:00\", \"2022-03-07 16:24:44.000000+00:00\", \"2022-05-10 15:03:58.000000+00:00\", \"2022-06-21 12:49:00.000000+00:00\", \"2020-10-31 16:00:09.000000+00:00\", \"2021-01-08 22:21:35.000000+00:00\"], \"session_ids\": [\"bc9a41f2-07c0-4792-8795-a503e251efa9\", \"77b90db3-864c-41e8-a98c-465affaf6f49\", \"e981142a-30fc-4f67-9ee8-169e7ddf21fd\", \"f7d131be-f7b8-4485-a809-8e1cbd189920\", \"1fda6fd0-93df-4610-844a-0c921b806035\", \"5de95449-ac68-4c33-bc6a-955de35dff07\", \"6fafd14b-bd37-40b7-ab7c-a89178abd8ef\"], \"total_duration\": 7287.0, \"total_sessions\": 7, \"mean_week_duration\": 68.103}}, {\"67597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-27 07:39:06.000000+00:00\", \"2020-10-05 22:09:43.000000+00:00\"], \"session_ids\": [\"9dde291b-7ba8-4293-bc66-35c529a7979c\", \"ee3f4f72-8913-4d56-b0ce-fcecd9c6d3e3\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 11.167}}, {\"83353\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-19 05:54:27.000000+00:00\", \"2021-03-15 14:11:36.000000+00:00\"], \"session_ids\": [\"7fa19e82-26e6-4b6e-8931-08a462f2a633\", \"f2d9e013-76d8-48a1-8d11-23596fd9f5b1\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 8.522}}, {\"29433\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-22 07:31:42.000000+00:00\", \"2022-11-18 08:15:45.000000+00:00\", \"2020-12-02 02:00:34.000000+00:00\"], \"session_ids\": [\"96f09bef-3909-446f-8483-1184d9b79266\", \"ba3ef9f9-6185-47b7-80a2-21023799c3ed\", \"edc2bae3-6342-4dd3-a23f-da36339e10b9\"], \"total_duration\": 977.0, \"total_sessions\": 3, \"mean_week_duration\": 8.008}}, {\"20765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-07 06:05:21.000000+00:00\", \"2021-05-03 02:11:19.000000+00:00\"], \"session_ids\": [\"761dff48-e61c-4dd5-9296-d5d2e9d2f516\", \"c2712be5-36fd-44cc-a22a-467ee91a5c1b\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 3.714}}, {\"72244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 9, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-10 20:23:48.000000+00:00\", \"2022-04-08 12:29:07.000000+00:00\"], \"session_ids\": [\"4f29b1f4-541e-4875-b05a-d165b1ddc8da\", \"466a9bee-9e21-4dc9-b5e5-ed45472a715f\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 2.776}}, {\"24507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-04-14 22:26:04.000000+00:00\", \"2022-01-29 09:57:49.000000+00:00\"], \"session_ids\": [\"f0fce167-a9c1-425d-99c4-a82c78e8b363\", \"5aec409f-2164-43ac-8939-4a981464fbf2\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 2.543}}, {\"80967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-02-13 23:52:54.000000+00:00\", \"2022-03-27 03:52:36.000000+00:00\"], \"session_ids\": [\"a076f0a5-6b82-48c2-a8e3-cf55ebbf5d89\", \"8dc858e2-a86c-4b08-b1b4-0f5266ed3c4c\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 2.423}}, {\"78143\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-09 09:13:55.000000+00:00\", \"2022-04-28 20:39:41.000000+00:00\", \"2023-03-07 20:46:16.000000+00:00\", \"2020-06-23 05:55:04.000000+00:00\", \"2023-03-28 09:52:34.000000+00:00\", \"2019-02-12 22:33:00.000000+00:00\"], \"session_ids\": [\"ead11296-02dd-4ffe-a54c-0d044f74147f\", \"0e92d372-65e4-4cf4-a912-5bd4c9135bef\", \"a079874d-05a7-494b-acc5-94b851bf1ee7\", \"e47de18c-820a-47f7-9a01-92e8088b03d0\", \"1a6caaea-f75c-4d0a-a320-6b6954c3d1f5\", \"db6e09ee-066c-44c3-b598-bcb943331dbd\"], \"total_duration\": 370.0, \"total_sessions\": 6, \"mean_week_duration\": 1.721}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"1218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-03 09:29:12.000000+00:00\", \"2021-04-14 21:52:28.000000+00:00\", \"2022-03-07 16:24:44.000000+00:00\", \"2022-05-10 15:03:58.000000+00:00\", \"2022-06-21 12:49:00.000000+00:00\", \"2020-10-31 16:00:09.000000+00:00\", \"2021-01-08 22:21:35.000000+00:00\"], \"session_ids\": [\"bc9a41f2-07c0-4792-8795-a503e251efa9\", \"77b90db3-864c-41e8-a98c-465affaf6f49\", \"e981142a-30fc-4f67-9ee8-169e7ddf21fd\", \"f7d131be-f7b8-4485-a809-8e1cbd189920\", \"1fda6fd0-93df-4610-844a-0c921b806035\", \"5de95449-ac68-4c33-bc6a-955de35dff07\", \"6fafd14b-bd37-40b7-ab7c-a89178abd8ef\"], \"total_duration\": 7287.0, \"total_sessions\": 7, \"mean_week_duration\": 68.103}}, {\"67597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-27 07:39:06.000000+00:00\", \"2020-10-05 22:09:43.000000+00:00\"], \"session_ids\": [\"9dde291b-7ba8-4293-bc66-35c529a7979c\", \"ee3f4f72-8913-4d56-b0ce-fcecd9c6d3e3\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 11.167}}, {\"83353\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-19 05:54:27.000000+00:00\", \"2021-03-15 14:11:36.000000+00:00\"], \"session_ids\": [\"7fa19e82-26e6-4b6e-8931-08a462f2a633\", \"f2d9e013-76d8-48a1-8d11-23596fd9f5b1\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 8.522}}]\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[{\"1218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-03 09:29:12.000000+00:00\", \"2021-04-14 21:52:28.000000+00:00\", \"2022-03-07 16:24:44.000000+00:00\", \"2022-05-10 15:03:58.000000+00:00\", \"2022-06-21 12:49:00.000000+00:00\", \"2020-10-31 16:00:09.000000+00:00\", \"2021-01-08 22:21:35.000000+00:00\"], \"session_ids\": [\"bc9a41f2-07c0-4792-8795-a503e251efa9\", \"77b90db3-864c-41e8-a98c-465affaf6f49\", \"e981142a-30fc-4f67-9ee8-169e7ddf21fd\", \"f7d131be-f7b8-4485-a809-8e1cbd189920\", \"1fda6fd0-93df-4610-844a-0c921b806035\", \"5de95449-ac68-4c33-bc6a-955de35dff07\", \"6fafd14b-bd37-40b7-ab7c-a89178abd8ef\"], \"total_duration\": 7287.0, \"total_sessions\": 7, \"mean_week_duration\": 68.103}}, {\"67597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-27 07:39:06.000000+00:00\", \"2020-10-05 22:09:43.000000+00:00\"], \"session_ids\": [\"9dde291b-7ba8-4293-bc66-35c529a7979c\", \"ee3f4f72-8913-4d56-b0ce-fcecd9c6d3e3\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 11.167}}, {\"83353\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-19 05:54:27.000000+00:00\", \"2021-03-15 14:11:36.000000+00:00\"], \"session_ids\": [\"7fa19e82-26e6-4b6e-8931-08a462f2a633\", \"f2d9e013-76d8-48a1-8d11-23596fd9f5b1\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 8.522}}]\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 have total time using the app bigger than 2214 and apply sorting by sessions count in desc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97423\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-02-12 10:55:13.000000+00:00\", \"2020-06-23 11:09:16.000000+00:00\", \"2019-03-10 09:22:44.000000+00:00\", \"2023-06-10 13:29:26.000000+00:00\", \"2021-05-02 08:46:38.000000+00:00\", \"2022-07-02 23:53:14.000000+00:00\"], \"session_ids\": [\"5df71d06-c2d4-4235-ab0c-985a893aaa99\", \"b41efcac-3c02-4211-bad4-3e3978fa360f\", \"f11a94f8-f18d-4022-a373-ea68e896be2c\", \"23843f00-8f2b-4790-a004-fdc3b4fdf370\", \"ca2be921-7516-4d1b-bf1c-37880469b06c\", \"6372dda2-01a3-497a-8ddd-32bda9ffbb43\"], \"total_duration\": 86.0, \"total_sessions\": 6, \"mean_week_duration\": 0.387}, \"21907\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-05-26 13:32:08.000000+00:00\", \"2020-04-17 07:32:46.000000+00:00\", \"2021-12-10 17:40:22.000000+00:00\"], \"session_ids\": [\"49f85d79-ed62-4a33-93e3-6d08f96025aa\", \"3292a111-fef2-4d7b-a67a-cdc078bd338d\", \"58f1e688-2940-4339-9b6b-22cfc682f9c3\"], \"total_duration\": 1034.0, \"total_sessions\": 3, \"mean_week_duration\": 12.023}, \"71427\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-02-12 17:58:32.000000+00:00\", \"2019-06-20 03:53:12.000000+00:00\"], \"session_ids\": [\"8514c1ee-d92e-4b94-9399-00324648b149\", \"83970b98-13cf-41a4-8794-4f998a3d35ff\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 1.345}, \"38997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-07-09 16:08:11.000000+00:00\", \"2019-12-14 08:05:47.000000+00:00\", \"2019-01-19 15:03:57.000000+00:00\", \"2020-02-15 06:23:20.000000+00:00\"], \"session_ids\": [\"3eed59eb-8daf-43e1-9e53-8a482fd3bbe3\", \"d294ba82-6eaa-4781-8eb0-f2c533b9e185\", \"d6e8d8e7-d704-45c6-bbc9-69fb0a8ec795\", \"eff14c37-8341-4f87-87c5-bf3648bf54b7\"], \"total_duration\": 353.0, \"total_sessions\": 4, \"mean_week_duration\": 2.736}, \"13680\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-21 03:21:05.000000+00:00\", \"2021-11-18 15:44:11.000000+00:00\"], \"session_ids\": [\"9221bad9-d795-4ad5-868f-eeda7e22954e\", \"f249431a-7331-42bc-af12-8b5c2e954094\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.696}, \"42896\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-14 10:12:34.000000+00:00\", \"2021-06-30 07:05:56.000000+00:00\", \"2022-08-21 15:13:19.000000+00:00\", \"2022-06-10 08:41:03.000000+00:00\", \"2022-04-23 16:10:34.000000+00:00\", \"2019-05-19 06:40:48.000000+00:00\", \"2022-09-14 11:13:51.000000+00:00\", \"2020-11-17 17:44:02.000000+00:00\", \"2023-02-08 19:31:05.000000+00:00\", \"2019-10-04 20:18:24.000000+00:00\", \"2019-10-29 09:19:17.000000+00:00\"], \"session_ids\": [\"0ac333e3-53f1-48ba-b33b-45b439956421\", \"d028d824-3c6c-4780-8c08-89d904fb5950\", \"e746e6ce-b0ad-49b9-b406-b286ed062c99\", \"6490f902-deb3-4a6c-973d-df9f6f6bc9c6\", \"2b1b8b78-47bb-42c4-a941-37517c8c6675\", \"2f401e0b-d49d-43ff-9b57-82b5a3003dd6\", \"53fdc463-514d-4b2e-b2f1-3b21e577d447\", \"19fcc3e4-b573-4869-9733-b32dd06d6473\", \"0305f0a0-8c89-40ce-b9e0-6f9ace0c6da6\", \"83c0aba5-7443-4f93-8a6d-a49e1a903017\", \"2b9c8fe0-0d01-4bd9-991d-3db79e4062f4\"], \"total_duration\": 5937.0, \"total_sessions\": 11, \"mean_week_duration\": 30.446}, \"36702\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-29 04:15:32.000000+00:00\", \"2019-09-19 17:00:51.000000+00:00\", \"2020-02-01 22:25:06.000000+00:00\"], \"session_ids\": [\"3098deff-dc6a-4384-b417-213a8206e652\", \"e6fbf456-4d29-4e7b-a335-e014d5c99ae9\", \"ce4fe67e-db28-4cd7-ada9-47b95200cb2a\"], \"total_duration\": 641.0, \"total_sessions\": 3, \"mean_week_duration\": 32.05}, \"40845\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-16 06:37:14.000000+00:00\", \"2023-05-04 16:23:23.000000+00:00\"], \"session_ids\": [\"20fda5f6-66ee-4069-b376-079d0c10c3b5\", \"a11f8f14-caeb-4a7e-be27-ea106794cd3e\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 2.83}, \"29832\": {\"keyflows\": {\"Sign In Flow\": 8}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-01-11 04:50:55.000000+00:00\", \"2023-01-08 11:44:47.000000+00:00\", \"2020-10-24 02:29:08.000000+00:00\"], \"session_ids\": [\"523b4332-8da3-44a4-8254-280a5b824e5f\", \"313cc392-4b2b-454a-bc00-d8fcbcbc1a0a\", \"7b4cded0-0c09-4232-9a63-eae570e798c2\"], \"total_duration\": 524.0, \"total_sessions\": 3, \"mean_week_duration\": 4.517}, \"67387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-22 19:41:48.000000+00:00\", \"2020-04-08 09:58:23.000000+00:00\"], \"session_ids\": [\"1a5b970c-478f-49da-8596-c1a3beebfb01\", \"38af6b8c-69b0-4f78-8712-17fd15f97f14\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.52}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 2214" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[2214, 3806]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42896\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-14 10:12:34.000000+00:00\", \"2021-06-30 07:05:56.000000+00:00\", \"2022-08-21 15:13:19.000000+00:00\", \"2022-06-10 08:41:03.000000+00:00\", \"2022-04-23 16:10:34.000000+00:00\", \"2019-05-19 06:40:48.000000+00:00\", \"2022-09-14 11:13:51.000000+00:00\", \"2020-11-17 17:44:02.000000+00:00\", \"2023-02-08 19:31:05.000000+00:00\", \"2019-10-04 20:18:24.000000+00:00\", \"2019-10-29 09:19:17.000000+00:00\"], \"session_ids\": [\"0ac333e3-53f1-48ba-b33b-45b439956421\", \"d028d824-3c6c-4780-8c08-89d904fb5950\", \"e746e6ce-b0ad-49b9-b406-b286ed062c99\", \"6490f902-deb3-4a6c-973d-df9f6f6bc9c6\", \"2b1b8b78-47bb-42c4-a941-37517c8c6675\", \"2f401e0b-d49d-43ff-9b57-82b5a3003dd6\", \"53fdc463-514d-4b2e-b2f1-3b21e577d447\", \"19fcc3e4-b573-4869-9733-b32dd06d6473\", \"0305f0a0-8c89-40ce-b9e0-6f9ace0c6da6\", \"83c0aba5-7443-4f93-8a6d-a49e1a903017\", \"2b9c8fe0-0d01-4bd9-991d-3db79e4062f4\"], \"total_duration\": 5937.0, \"total_sessions\": 11, \"mean_week_duration\": 30.446}}\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[{\"42896\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-14 10:12:34.000000+00:00\", \"2021-06-30 07:05:56.000000+00:00\", \"2022-08-21 15:13:19.000000+00:00\", \"2022-06-10 08:41:03.000000+00:00\", \"2022-04-23 16:10:34.000000+00:00\", \"2019-05-19 06:40:48.000000+00:00\", \"2022-09-14 11:13:51.000000+00:00\", \"2020-11-17 17:44:02.000000+00:00\", \"2023-02-08 19:31:05.000000+00:00\", \"2019-10-04 20:18:24.000000+00:00\", \"2019-10-29 09:19:17.000000+00:00\"], \"session_ids\": [\"0ac333e3-53f1-48ba-b33b-45b439956421\", \"d028d824-3c6c-4780-8c08-89d904fb5950\", \"e746e6ce-b0ad-49b9-b406-b286ed062c99\", \"6490f902-deb3-4a6c-973d-df9f6f6bc9c6\", \"2b1b8b78-47bb-42c4-a941-37517c8c6675\", \"2f401e0b-d49d-43ff-9b57-82b5a3003dd6\", \"53fdc463-514d-4b2e-b2f1-3b21e577d447\", \"19fcc3e4-b573-4869-9733-b32dd06d6473\", \"0305f0a0-8c89-40ce-b9e0-6f9ace0c6da6\", \"83c0aba5-7443-4f93-8a6d-a49e1a903017\", \"2b9c8fe0-0d01-4bd9-991d-3db79e4062f4\"], \"total_duration\": 5937.0, \"total_sessions\": 11, \"mean_week_duration\": 30.446}}]\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[{\"42896\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-14 10:12:34.000000+00:00\", \"2021-06-30 07:05:56.000000+00:00\", \"2022-08-21 15:13:19.000000+00:00\", \"2022-06-10 08:41:03.000000+00:00\", \"2022-04-23 16:10:34.000000+00:00\", \"2019-05-19 06:40:48.000000+00:00\", \"2022-09-14 11:13:51.000000+00:00\", \"2020-11-17 17:44:02.000000+00:00\", \"2023-02-08 19:31:05.000000+00:00\", \"2019-10-04 20:18:24.000000+00:00\", \"2019-10-29 09:19:17.000000+00:00\"], \"session_ids\": [\"0ac333e3-53f1-48ba-b33b-45b439956421\", \"d028d824-3c6c-4780-8c08-89d904fb5950\", \"e746e6ce-b0ad-49b9-b406-b286ed062c99\", \"6490f902-deb3-4a6c-973d-df9f6f6bc9c6\", \"2b1b8b78-47bb-42c4-a941-37517c8c6675\", \"2f401e0b-d49d-43ff-9b57-82b5a3003dd6\", \"53fdc463-514d-4b2e-b2f1-3b21e577d447\", \"19fcc3e4-b573-4869-9733-b32dd06d6473\", \"0305f0a0-8c89-40ce-b9e0-6f9ace0c6da6\", \"83c0aba5-7443-4f93-8a6d-a49e1a903017\", \"2b9c8fe0-0d01-4bd9-991d-3db79e4062f4\"], \"total_duration\": 5937.0, \"total_sessions\": 11, \"mean_week_duration\": 30.446}}]\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 5 users who have the largest value of time in app , implement sorting by city title form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"26657\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-25 22:31:00.000000+00:00\", \"2020-12-23 17:26:30.000000+00:00\", \"2022-06-29 04:41:43.000000+00:00\"], \"session_ids\": [\"6005d0e4-2efa-4dc4-9d9a-ffbfc165a85e\", \"dfceaa0f-13dd-44a7-975d-30d6e095bc2c\", \"b4d20cb1-f5d5-43aa-b860-92ab67c5fa19\"], \"total_duration\": 183.0, \"total_sessions\": 3, \"mean_week_duration\": 1.102}, \"96182\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-12 11:06:48.000000+00:00\", \"2019-11-06 00:43:02.000000+00:00\"], \"session_ids\": [\"578d9206-39fe-43ce-ade6-74712ab90e31\", \"c8a86e01-904e-4eed-95a9-2859cca7a2a7\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 1.896}, \"67449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-09-24 09:00:53.000000+00:00\", \"2023-05-25 05:51:29.000000+00:00\"], \"session_ids\": [\"c6550316-8c82-4661-b47f-4047b1844c69\", \"b1c43e05-5e89-4838-8ee8-2b76e61df538\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.345}, \"59285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-11-13 12:42:36.000000+00:00\", \"2021-12-05 01:04:55.000000+00:00\"], \"session_ids\": [\"4982a784-fbae-407a-b725-0a2c48446e43\", \"ae905d6e-de89-453b-bb3e-d16e9d362e08\"], \"total_duration\": 277.0, \"total_sessions\": 2, \"mean_week_duration\": 4.946}, \"56867\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-03 16:21:57.000000+00:00\", \"2019-09-12 03:41:36.000000+00:00\", \"2022-10-28 04:25:17.000000+00:00\", \"2020-02-09 19:40:25.000000+00:00\", \"2022-09-28 00:36:18.000000+00:00\", \"2022-08-29 19:13:34.000000+00:00\", \"2022-10-12 21:37:16.000000+00:00\", \"2021-07-26 01:46:23.000000+00:00\", \"2021-03-16 20:02:46.000000+00:00\", \"2022-01-30 10:34:30.000000+00:00\"], \"session_ids\": [\"2948eacc-d53b-4a9d-89af-cef066e22be9\", \"a6061143-e659-497b-8eb7-be34416fdbda\", \"faddbb6b-bc01-43c6-b97d-86e106082a41\", \"7997bd7a-5742-4bc9-a8f0-b2f504cb9da5\", \"c8b0f2af-b6ae-41b0-8d72-fb75ac45f68f\", \"47aa6c62-d9c5-4555-b1d6-495402c5e316\", \"eb9ce0b7-3105-4daf-8421-4bdae619b006\", \"19d5493f-75d9-49c2-8a85-1c6507e06981\", \"14e459c0-c1da-4451-85a9-96b71aa1fe37\", \"fb3d83a7-b111-4e74-b2cd-5c8eb691244e\"], \"total_duration\": 20846.0, \"total_sessions\": 10, \"mean_week_duration\": 106.903}, \"24287\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-22 05:46:10.000000+00:00\", \"2021-12-06 02:19:34.000000+00:00\", \"2021-11-10 17:24:57.000000+00:00\", \"2020-05-23 23:02:52.000000+00:00\"], \"session_ids\": [\"f1bec34f-d89d-4eb5-8aac-adc362c8884e\", \"ad5e0f9f-71c1-45a8-83e3-6d7e5f8c5a39\", \"070e0f2d-6f2a-4a5d-8402-2bdd14d8bb82\", \"4778fc69-374b-4ccf-a3e9-1cdc0ac805ae\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.506}, \"73279\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-05 19:51:08.000000+00:00\", \"2023-02-04 09:34:05.000000+00:00\", \"2023-02-13 05:23:23.000000+00:00\", \"2022-08-09 23:06:11.000000+00:00\", \"2021-02-19 21:37:40.000000+00:00\"], \"session_ids\": [\"299d16d3-28e3-463f-bd60-4bfa3a595396\", \"882354c2-d694-48fe-8651-32fd61f83208\", \"d107d56e-364b-4bc8-9202-1f4fdfcfe2ad\", \"0475e07d-346c-4103-b53a-ac5eeb26d7e5\", \"d0c34e23-d3bb-4dd3-b136-c7db9b2c5181\"], \"total_duration\": 896.0, \"total_sessions\": 5, \"mean_week_duration\": 8.615}, \"11189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-19 15:00:56.000000+00:00\", \"2021-09-21 20:36:05.000000+00:00\"], \"session_ids\": [\"fa70b1ad-a374-4806-b042-93f91a71b7d6\", \"c968bada-8d57-44a7-904d-6dbfe6eaeece\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 5.059}, \"3719\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-04-19 02:41:39.000000+00:00\", \"2020-11-19 14:30:34.000000+00:00\"], \"session_ids\": [\"6bc55a96-8f35-4db6-8d51-721b025e7d20\", \"74159fc9-8718-4471-bcb5-d9581ffc56f8\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 3.226}, \"58494\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-16 22:54:08.000000+00:00\", \"2021-01-23 15:46:52.000000+00:00\", \"2022-10-13 18:57:32.000000+00:00\", \"2020-07-16 20:39:32.000000+00:00\", \"2020-03-25 23:40:11.000000+00:00\", \"2023-05-04 22:01:35.000000+00:00\", \"2021-12-19 14:39:16.000000+00:00\", \"2020-11-26 08:47:45.000000+00:00\", \"2020-10-20 07:40:22.000000+00:00\", \"2019-09-05 12:52:35.000000+00:00\", \"2020-03-17 20:05:18.000000+00:00\"], \"session_ids\": [\"9b3fdcd2-47a2-4619-89e5-cbb0cd04e0f2\", \"9e4add01-0d6d-49d3-89d9-fe80e2ed634d\", \"3aea17eb-e759-483e-ad96-b0b92e38a5de\", \"9b9e03d1-7372-417e-8287-4994b104fb3e\", \"295d85fa-8290-4bc1-a008-42efa7d0eb87\", \"96358ec8-ac70-4e8e-bf0f-35107fcf7213\", \"d897fa70-81cf-4889-b834-4d40b2eae1f1\", \"7ae8c420-56e8-4d2c-9d90-4f05961eb3f1\", \"1f0bb3dc-1666-4072-8497-e766a19f2cec\", \"1874ec54-99e8-46d7-8dcd-9e878e89d997\", \"ff04fa03-f7dc-44bb-9d89-93e0b1772c2c\"], \"total_duration\": 13399.0, \"total_sessions\": 11, \"mean_week_duration\": 59.817}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 5 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 5}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"56867\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-03 16:21:57.000000+00:00\", \"2019-09-12 03:41:36.000000+00:00\", \"2022-10-28 04:25:17.000000+00:00\", \"2020-02-09 19:40:25.000000+00:00\", \"2022-09-28 00:36:18.000000+00:00\", \"2022-08-29 19:13:34.000000+00:00\", \"2022-10-12 21:37:16.000000+00:00\", \"2021-07-26 01:46:23.000000+00:00\", \"2021-03-16 20:02:46.000000+00:00\", \"2022-01-30 10:34:30.000000+00:00\"], \"session_ids\": [\"2948eacc-d53b-4a9d-89af-cef066e22be9\", \"a6061143-e659-497b-8eb7-be34416fdbda\", \"faddbb6b-bc01-43c6-b97d-86e106082a41\", \"7997bd7a-5742-4bc9-a8f0-b2f504cb9da5\", \"c8b0f2af-b6ae-41b0-8d72-fb75ac45f68f\", \"47aa6c62-d9c5-4555-b1d6-495402c5e316\", \"eb9ce0b7-3105-4daf-8421-4bdae619b006\", \"19d5493f-75d9-49c2-8a85-1c6507e06981\", \"14e459c0-c1da-4451-85a9-96b71aa1fe37\", \"fb3d83a7-b111-4e74-b2cd-5c8eb691244e\"], \"total_duration\": 20846.0, \"total_sessions\": 10, \"mean_week_duration\": 106.903}}, {\"58494\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-16 22:54:08.000000+00:00\", \"2021-01-23 15:46:52.000000+00:00\", \"2022-10-13 18:57:32.000000+00:00\", \"2020-07-16 20:39:32.000000+00:00\", \"2020-03-25 23:40:11.000000+00:00\", \"2023-05-04 22:01:35.000000+00:00\", \"2021-12-19 14:39:16.000000+00:00\", \"2020-11-26 08:47:45.000000+00:00\", \"2020-10-20 07:40:22.000000+00:00\", \"2019-09-05 12:52:35.000000+00:00\", \"2020-03-17 20:05:18.000000+00:00\"], \"session_ids\": [\"9b3fdcd2-47a2-4619-89e5-cbb0cd04e0f2\", \"9e4add01-0d6d-49d3-89d9-fe80e2ed634d\", \"3aea17eb-e759-483e-ad96-b0b92e38a5de\", \"9b9e03d1-7372-417e-8287-4994b104fb3e\", \"295d85fa-8290-4bc1-a008-42efa7d0eb87\", \"96358ec8-ac70-4e8e-bf0f-35107fcf7213\", \"d897fa70-81cf-4889-b834-4d40b2eae1f1\", \"7ae8c420-56e8-4d2c-9d90-4f05961eb3f1\", \"1f0bb3dc-1666-4072-8497-e766a19f2cec\", \"1874ec54-99e8-46d7-8dcd-9e878e89d997\", \"ff04fa03-f7dc-44bb-9d89-93e0b1772c2c\"], \"total_duration\": 13399.0, \"total_sessions\": 11, \"mean_week_duration\": 59.817}}, {\"73279\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-05 19:51:08.000000+00:00\", \"2023-02-04 09:34:05.000000+00:00\", \"2023-02-13 05:23:23.000000+00:00\", \"2022-08-09 23:06:11.000000+00:00\", \"2021-02-19 21:37:40.000000+00:00\"], \"session_ids\": [\"299d16d3-28e3-463f-bd60-4bfa3a595396\", \"882354c2-d694-48fe-8651-32fd61f83208\", \"d107d56e-364b-4bc8-9202-1f4fdfcfe2ad\", \"0475e07d-346c-4103-b53a-ac5eeb26d7e5\", \"d0c34e23-d3bb-4dd3-b136-c7db9b2c5181\"], \"total_duration\": 896.0, \"total_sessions\": 5, \"mean_week_duration\": 8.615}}, {\"59285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-11-13 12:42:36.000000+00:00\", \"2021-12-05 01:04:55.000000+00:00\"], \"session_ids\": [\"4982a784-fbae-407a-b725-0a2c48446e43\", \"ae905d6e-de89-453b-bb3e-d16e9d362e08\"], \"total_duration\": 277.0, \"total_sessions\": 2, \"mean_week_duration\": 4.946}}, {\"67449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-09-24 09:00:53.000000+00:00\", \"2023-05-25 05:51:29.000000+00:00\"], \"session_ids\": [\"c6550316-8c82-4661-b47f-4047b1844c69\", \"b1c43e05-5e89-4838-8ee8-2b76e61df538\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.345}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "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[{\"73279\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-05 19:51:08.000000+00:00\", \"2023-02-04 09:34:05.000000+00:00\", \"2023-02-13 05:23:23.000000+00:00\", \"2022-08-09 23:06:11.000000+00:00\", \"2021-02-19 21:37:40.000000+00:00\"], \"session_ids\": [\"299d16d3-28e3-463f-bd60-4bfa3a595396\", \"882354c2-d694-48fe-8651-32fd61f83208\", \"d107d56e-364b-4bc8-9202-1f4fdfcfe2ad\", \"0475e07d-346c-4103-b53a-ac5eeb26d7e5\", \"d0c34e23-d3bb-4dd3-b136-c7db9b2c5181\"], \"total_duration\": 896.0, \"total_sessions\": 5, \"mean_week_duration\": 8.615}}, {\"59285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-11-13 12:42:36.000000+00:00\", \"2021-12-05 01:04:55.000000+00:00\"], \"session_ids\": [\"4982a784-fbae-407a-b725-0a2c48446e43\", \"ae905d6e-de89-453b-bb3e-d16e9d362e08\"], \"total_duration\": 277.0, \"total_sessions\": 2, \"mean_week_duration\": 4.946}}, {\"56867\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-03 16:21:57.000000+00:00\", \"2019-09-12 03:41:36.000000+00:00\", \"2022-10-28 04:25:17.000000+00:00\", \"2020-02-09 19:40:25.000000+00:00\", \"2022-09-28 00:36:18.000000+00:00\", \"2022-08-29 19:13:34.000000+00:00\", \"2022-10-12 21:37:16.000000+00:00\", \"2021-07-26 01:46:23.000000+00:00\", \"2021-03-16 20:02:46.000000+00:00\", \"2022-01-30 10:34:30.000000+00:00\"], \"session_ids\": [\"2948eacc-d53b-4a9d-89af-cef066e22be9\", \"a6061143-e659-497b-8eb7-be34416fdbda\", \"faddbb6b-bc01-43c6-b97d-86e106082a41\", \"7997bd7a-5742-4bc9-a8f0-b2f504cb9da5\", \"c8b0f2af-b6ae-41b0-8d72-fb75ac45f68f\", \"47aa6c62-d9c5-4555-b1d6-495402c5e316\", \"eb9ce0b7-3105-4daf-8421-4bdae619b006\", \"19d5493f-75d9-49c2-8a85-1c6507e06981\", \"14e459c0-c1da-4451-85a9-96b71aa1fe37\", \"fb3d83a7-b111-4e74-b2cd-5c8eb691244e\"], \"total_duration\": 20846.0, \"total_sessions\": 10, \"mean_week_duration\": 106.903}}, {\"58494\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-16 22:54:08.000000+00:00\", \"2021-01-23 15:46:52.000000+00:00\", \"2022-10-13 18:57:32.000000+00:00\", \"2020-07-16 20:39:32.000000+00:00\", \"2020-03-25 23:40:11.000000+00:00\", \"2023-05-04 22:01:35.000000+00:00\", \"2021-12-19 14:39:16.000000+00:00\", \"2020-11-26 08:47:45.000000+00:00\", \"2020-10-20 07:40:22.000000+00:00\", \"2019-09-05 12:52:35.000000+00:00\", \"2020-03-17 20:05:18.000000+00:00\"], \"session_ids\": [\"9b3fdcd2-47a2-4619-89e5-cbb0cd04e0f2\", \"9e4add01-0d6d-49d3-89d9-fe80e2ed634d\", \"3aea17eb-e759-483e-ad96-b0b92e38a5de\", \"9b9e03d1-7372-417e-8287-4994b104fb3e\", \"295d85fa-8290-4bc1-a008-42efa7d0eb87\", \"96358ec8-ac70-4e8e-bf0f-35107fcf7213\", \"d897fa70-81cf-4889-b834-4d40b2eae1f1\", \"7ae8c420-56e8-4d2c-9d90-4f05961eb3f1\", \"1f0bb3dc-1666-4072-8497-e766a19f2cec\", \"1874ec54-99e8-46d7-8dcd-9e878e89d997\", \"ff04fa03-f7dc-44bb-9d89-93e0b1772c2c\"], \"total_duration\": 13399.0, \"total_sessions\": 11, \"mean_week_duration\": 59.817}}, {\"67449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-09-24 09:00:53.000000+00:00\", \"2023-05-25 05:51:29.000000+00:00\"], \"session_ids\": [\"c6550316-8c82-4661-b47f-4047b1844c69\", \"b1c43e05-5e89-4838-8ee8-2b76e61df538\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.345}}]\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[{\"73279\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-05 19:51:08.000000+00:00\", \"2023-02-04 09:34:05.000000+00:00\", \"2023-02-13 05:23:23.000000+00:00\", \"2022-08-09 23:06:11.000000+00:00\", \"2021-02-19 21:37:40.000000+00:00\"], \"session_ids\": [\"299d16d3-28e3-463f-bd60-4bfa3a595396\", \"882354c2-d694-48fe-8651-32fd61f83208\", \"d107d56e-364b-4bc8-9202-1f4fdfcfe2ad\", \"0475e07d-346c-4103-b53a-ac5eeb26d7e5\", \"d0c34e23-d3bb-4dd3-b136-c7db9b2c5181\"], \"total_duration\": 896.0, \"total_sessions\": 5, \"mean_week_duration\": 8.615}}, {\"59285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-11-13 12:42:36.000000+00:00\", \"2021-12-05 01:04:55.000000+00:00\"], \"session_ids\": [\"4982a784-fbae-407a-b725-0a2c48446e43\", \"ae905d6e-de89-453b-bb3e-d16e9d362e08\"], \"total_duration\": 277.0, \"total_sessions\": 2, \"mean_week_duration\": 4.946}}, {\"56867\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-03 16:21:57.000000+00:00\", \"2019-09-12 03:41:36.000000+00:00\", \"2022-10-28 04:25:17.000000+00:00\", \"2020-02-09 19:40:25.000000+00:00\", \"2022-09-28 00:36:18.000000+00:00\", \"2022-08-29 19:13:34.000000+00:00\", \"2022-10-12 21:37:16.000000+00:00\", \"2021-07-26 01:46:23.000000+00:00\", \"2021-03-16 20:02:46.000000+00:00\", \"2022-01-30 10:34:30.000000+00:00\"], \"session_ids\": [\"2948eacc-d53b-4a9d-89af-cef066e22be9\", \"a6061143-e659-497b-8eb7-be34416fdbda\", \"faddbb6b-bc01-43c6-b97d-86e106082a41\", \"7997bd7a-5742-4bc9-a8f0-b2f504cb9da5\", \"c8b0f2af-b6ae-41b0-8d72-fb75ac45f68f\", \"47aa6c62-d9c5-4555-b1d6-495402c5e316\", \"eb9ce0b7-3105-4daf-8421-4bdae619b006\", \"19d5493f-75d9-49c2-8a85-1c6507e06981\", \"14e459c0-c1da-4451-85a9-96b71aa1fe37\", \"fb3d83a7-b111-4e74-b2cd-5c8eb691244e\"], \"total_duration\": 20846.0, \"total_sessions\": 10, \"mean_week_duration\": 106.903}}, {\"58494\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-16 22:54:08.000000+00:00\", \"2021-01-23 15:46:52.000000+00:00\", \"2022-10-13 18:57:32.000000+00:00\", \"2020-07-16 20:39:32.000000+00:00\", \"2020-03-25 23:40:11.000000+00:00\", \"2023-05-04 22:01:35.000000+00:00\", \"2021-12-19 14:39:16.000000+00:00\", \"2020-11-26 08:47:45.000000+00:00\", \"2020-10-20 07:40:22.000000+00:00\", \"2019-09-05 12:52:35.000000+00:00\", \"2020-03-17 20:05:18.000000+00:00\"], \"session_ids\": [\"9b3fdcd2-47a2-4619-89e5-cbb0cd04e0f2\", \"9e4add01-0d6d-49d3-89d9-fe80e2ed634d\", \"3aea17eb-e759-483e-ad96-b0b92e38a5de\", \"9b9e03d1-7372-417e-8287-4994b104fb3e\", \"295d85fa-8290-4bc1-a008-42efa7d0eb87\", \"96358ec8-ac70-4e8e-bf0f-35107fcf7213\", \"d897fa70-81cf-4889-b834-4d40b2eae1f1\", \"7ae8c420-56e8-4d2c-9d90-4f05961eb3f1\", \"1f0bb3dc-1666-4072-8497-e766a19f2cec\", \"1874ec54-99e8-46d7-8dcd-9e878e89d997\", \"ff04fa03-f7dc-44bb-9d89-93e0b1772c2c\"], \"total_duration\": 13399.0, \"total_sessions\": 11, \"mean_week_duration\": 59.817}}, {\"67449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-09-24 09:00:53.000000+00:00\", \"2023-05-25 05:51:29.000000+00:00\"], \"session_ids\": [\"c6550316-8c82-4661-b47f-4047b1844c69\", \"b1c43e05-5e89-4838-8ee8-2b76e61df538\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.345}}]\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[{\"73279\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-05 19:51:08.000000+00:00\", \"2023-02-04 09:34:05.000000+00:00\", \"2023-02-13 05:23:23.000000+00:00\", \"2022-08-09 23:06:11.000000+00:00\", \"2021-02-19 21:37:40.000000+00:00\"], \"session_ids\": [\"299d16d3-28e3-463f-bd60-4bfa3a595396\", \"882354c2-d694-48fe-8651-32fd61f83208\", \"d107d56e-364b-4bc8-9202-1f4fdfcfe2ad\", \"0475e07d-346c-4103-b53a-ac5eeb26d7e5\", \"d0c34e23-d3bb-4dd3-b136-c7db9b2c5181\"], \"total_duration\": 896.0, \"total_sessions\": 5, \"mean_week_duration\": 8.615}}, {\"59285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-11-13 12:42:36.000000+00:00\", \"2021-12-05 01:04:55.000000+00:00\"], \"session_ids\": [\"4982a784-fbae-407a-b725-0a2c48446e43\", \"ae905d6e-de89-453b-bb3e-d16e9d362e08\"], \"total_duration\": 277.0, \"total_sessions\": 2, \"mean_week_duration\": 4.946}}, {\"56867\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-03 16:21:57.000000+00:00\", \"2019-09-12 03:41:36.000000+00:00\", \"2022-10-28 04:25:17.000000+00:00\", \"2020-02-09 19:40:25.000000+00:00\", \"2022-09-28 00:36:18.000000+00:00\", \"2022-08-29 19:13:34.000000+00:00\", \"2022-10-12 21:37:16.000000+00:00\", \"2021-07-26 01:46:23.000000+00:00\", \"2021-03-16 20:02:46.000000+00:00\", \"2022-01-30 10:34:30.000000+00:00\"], \"session_ids\": [\"2948eacc-d53b-4a9d-89af-cef066e22be9\", \"a6061143-e659-497b-8eb7-be34416fdbda\", \"faddbb6b-bc01-43c6-b97d-86e106082a41\", \"7997bd7a-5742-4bc9-a8f0-b2f504cb9da5\", \"c8b0f2af-b6ae-41b0-8d72-fb75ac45f68f\", \"47aa6c62-d9c5-4555-b1d6-495402c5e316\", \"eb9ce0b7-3105-4daf-8421-4bdae619b006\", \"19d5493f-75d9-49c2-8a85-1c6507e06981\", \"14e459c0-c1da-4451-85a9-96b71aa1fe37\", \"fb3d83a7-b111-4e74-b2cd-5c8eb691244e\"], \"total_duration\": 20846.0, \"total_sessions\": 10, \"mean_week_duration\": 106.903}}, {\"58494\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-16 22:54:08.000000+00:00\", \"2021-01-23 15:46:52.000000+00:00\", \"2022-10-13 18:57:32.000000+00:00\", \"2020-07-16 20:39:32.000000+00:00\", \"2020-03-25 23:40:11.000000+00:00\", \"2023-05-04 22:01:35.000000+00:00\", \"2021-12-19 14:39:16.000000+00:00\", \"2020-11-26 08:47:45.000000+00:00\", \"2020-10-20 07:40:22.000000+00:00\", \"2019-09-05 12:52:35.000000+00:00\", \"2020-03-17 20:05:18.000000+00:00\"], \"session_ids\": [\"9b3fdcd2-47a2-4619-89e5-cbb0cd04e0f2\", \"9e4add01-0d6d-49d3-89d9-fe80e2ed634d\", \"3aea17eb-e759-483e-ad96-b0b92e38a5de\", \"9b9e03d1-7372-417e-8287-4994b104fb3e\", \"295d85fa-8290-4bc1-a008-42efa7d0eb87\", \"96358ec8-ac70-4e8e-bf0f-35107fcf7213\", \"d897fa70-81cf-4889-b834-4d40b2eae1f1\", \"7ae8c420-56e8-4d2c-9d90-4f05961eb3f1\", \"1f0bb3dc-1666-4072-8497-e766a19f2cec\", \"1874ec54-99e8-46d7-8dcd-9e878e89d997\", \"ff04fa03-f7dc-44bb-9d89-93e0b1772c2c\"], \"total_duration\": 13399.0, \"total_sessions\": 11, \"mean_week_duration\": 59.817}}, {\"67449\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-09-24 09:00:53.000000+00:00\", \"2023-05-25 05:51:29.000000+00:00\"], \"session_ids\": [\"c6550316-8c82-4661-b47f-4047b1844c69\", \"b1c43e05-5e89-4838-8ee8-2b76e61df538\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.345}}]\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 users whose duration of sessions per week is smaller than 50 (not including) and bigger than 16 additionaly perform sorting by name of the town in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"77415\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-15 06:20:44.000000+00:00\", \"2023-04-29 08:05:18.000000+00:00\", \"2019-09-30 12:07:14.000000+00:00\"], \"session_ids\": [\"0a1e141f-eb73-4f1d-a9d8-cc9d72edc9b7\", \"057f899a-1d40-42af-a4cf-626cf68787ad\", \"fc5db3cb-8e30-482a-9155-c43dcdf0c844\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.144}, \"29342\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-02-11 04:26:00.000000+00:00\", \"2020-05-18 17:53:07.000000+00:00\"], \"session_ids\": [\"886a47f7-104a-4ef3-9c36-5b27a2d1cea6\", \"218e356b-2b28-471b-936e-803ab8974184\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.857}, \"99868\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-25 01:53:49.000000+00:00\", \"2022-10-12 21:35:14.000000+00:00\", \"2020-04-04 13:59:25.000000+00:00\"], \"session_ids\": [\"bfad0b4d-4a67-44d1-8f9b-b1f2b392cc22\", \"13ea38cb-b4a7-4ae0-8756-37a6349748b9\", \"97c612cf-aea9-4f31-83ef-d886414ecc94\"], \"total_duration\": 370.0, \"total_sessions\": 3, \"mean_week_duration\": 2.803}, \"22457\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-15 09:50:02.000000+00:00\", \"2021-09-14 02:32:08.000000+00:00\"], \"session_ids\": [\"57a03881-5116-4fe4-8650-f4827aa02655\", \"6cd9f147-0546-430f-962b-be601dcf324e\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 2.932}, \"79540\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-23 14:55:15.000000+00:00\", \"2019-07-07 14:34:13.000000+00:00\", \"2020-03-15 19:50:47.000000+00:00\", \"2019-05-27 22:11:13.000000+00:00\", \"2021-05-26 01:11:37.000000+00:00\", \"2021-01-15 21:27:13.000000+00:00\", \"2023-01-19 09:33:21.000000+00:00\"], \"session_ids\": [\"e5cc7163-cefe-47e8-867f-dcd3ae8a156d\", \"7e4507d2-3793-4826-a1bf-50f4a40d8406\", \"f5240084-922d-492b-a540-9817c4dc25cb\", \"9cf71dea-4aa1-43c6-bbba-116be8d73160\", \"04e5f252-a0eb-4ad5-ad9b-c80e3b5fb3d2\", \"f27efc41-0e15-4290-8584-4670eaeb470a\", \"78bc3306-b2d2-4d70-ad81-d7ff6373d9d0\"], \"total_duration\": 7615.0, \"total_sessions\": 7, \"mean_week_duration\": 39.869}, \"67232\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-12 09:40:39.000000+00:00\", \"2022-03-28 01:05:31.000000+00:00\"], \"session_ids\": [\"59982840-cec9-45e0-969b-214cd97d6230\", \"87f6208e-5acf-4270-ba18-f482332465b9\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 2.091}, \"75061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-19 16:32:35.000000+00:00\", \"2021-06-09 09:53:58.000000+00:00\"], \"session_ids\": [\"d50182be-237c-40cc-901d-7805bc02b866\", \"daa9e99d-2bae-4553-8a15-efb869d5a354\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.947}, \"78134\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-07 03:02:38.000000+00:00\", \"2022-01-09 11:31:28.000000+00:00\"], \"session_ids\": [\"2c023f4d-025c-434f-b59d-0ee82bde6855\", \"74c2d24b-cf59-4241-bcdf-b7cd2ed0f70f\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.253}, \"64717\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-26 07:38:48.000000+00:00\", \"2019-05-01 12:54:59.000000+00:00\", \"2020-10-27 06:47:09.000000+00:00\", \"2019-03-13 19:06:28.000000+00:00\", \"2022-07-09 21:26:53.000000+00:00\", \"2019-04-08 08:57:42.000000+00:00\", \"2021-06-22 06:57:49.000000+00:00\", \"2019-10-17 06:54:22.000000+00:00\"], \"session_ids\": [\"a335856a-cc34-4807-af84-01f499b689e7\", \"46c0c2e1-ff9c-4012-ad46-f666cfdffa56\", \"7ebf4d46-ab23-486e-8fe5-dfcc042b77c3\", \"a79ae23d-7a6d-4092-a260-90010c08e73e\", \"95fb663f-69b1-4356-99dc-e315eb3ca04f\", \"dc40f041-aa16-4dbb-b167-24409ef089d0\", \"00450c6d-45dc-4f0f-b5b4-e3e6fd6a108e\", \"48a30efd-bc68-4fd2-a1d0-23b3df73011a\"], \"total_duration\": 10560.0, \"total_sessions\": 8, \"mean_week_duration\": 60.69}, \"21791\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-08 03:25:07.000000+00:00\", \"2021-06-15 18:26:10.000000+00:00\"], \"session_ids\": [\"5ca0137f-6d86-4835-a801-d3bb05790a95\", \"fd3128b9-6140-43e9-971b-78bcd41b8831\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 16 and are less than 50" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 50]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79540\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-23 14:55:15.000000+00:00\", \"2019-07-07 14:34:13.000000+00:00\", \"2020-03-15 19:50:47.000000+00:00\", \"2019-05-27 22:11:13.000000+00:00\", \"2021-05-26 01:11:37.000000+00:00\", \"2021-01-15 21:27:13.000000+00:00\", \"2023-01-19 09:33:21.000000+00:00\"], \"session_ids\": [\"e5cc7163-cefe-47e8-867f-dcd3ae8a156d\", \"7e4507d2-3793-4826-a1bf-50f4a40d8406\", \"f5240084-922d-492b-a540-9817c4dc25cb\", \"9cf71dea-4aa1-43c6-bbba-116be8d73160\", \"04e5f252-a0eb-4ad5-ad9b-c80e3b5fb3d2\", \"f27efc41-0e15-4290-8584-4670eaeb470a\", \"78bc3306-b2d2-4d70-ad81-d7ff6373d9d0\"], \"total_duration\": 7615.0, \"total_sessions\": 7, \"mean_week_duration\": 39.869}}\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[{\"79540\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-23 14:55:15.000000+00:00\", \"2019-07-07 14:34:13.000000+00:00\", \"2020-03-15 19:50:47.000000+00:00\", \"2019-05-27 22:11:13.000000+00:00\", \"2021-05-26 01:11:37.000000+00:00\", \"2021-01-15 21:27:13.000000+00:00\", \"2023-01-19 09:33:21.000000+00:00\"], \"session_ids\": [\"e5cc7163-cefe-47e8-867f-dcd3ae8a156d\", \"7e4507d2-3793-4826-a1bf-50f4a40d8406\", \"f5240084-922d-492b-a540-9817c4dc25cb\", \"9cf71dea-4aa1-43c6-bbba-116be8d73160\", \"04e5f252-a0eb-4ad5-ad9b-c80e3b5fb3d2\", \"f27efc41-0e15-4290-8584-4670eaeb470a\", \"78bc3306-b2d2-4d70-ad81-d7ff6373d9d0\"], \"total_duration\": 7615.0, \"total_sessions\": 7, \"mean_week_duration\": 39.869}}]\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[{\"79540\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-23 14:55:15.000000+00:00\", \"2019-07-07 14:34:13.000000+00:00\", \"2020-03-15 19:50:47.000000+00:00\", \"2019-05-27 22:11:13.000000+00:00\", \"2021-05-26 01:11:37.000000+00:00\", \"2021-01-15 21:27:13.000000+00:00\", \"2023-01-19 09:33:21.000000+00:00\"], \"session_ids\": [\"e5cc7163-cefe-47e8-867f-dcd3ae8a156d\", \"7e4507d2-3793-4826-a1bf-50f4a40d8406\", \"f5240084-922d-492b-a540-9817c4dc25cb\", \"9cf71dea-4aa1-43c6-bbba-116be8d73160\", \"04e5f252-a0eb-4ad5-ad9b-c80e3b5fb3d2\", \"f27efc41-0e15-4290-8584-4670eaeb470a\", \"78bc3306-b2d2-4d70-ad81-d7ff6373d9d0\"], \"total_duration\": 7615.0, \"total_sessions\": 7, \"mean_week_duration\": 39.869}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding 7 users whose duration of sessions per week is under 20 inclusively , do sorting by overall sessions count in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5641\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-07-22 15:57:32.000000+00:00\", \"2021-11-20 11:47:53.000000+00:00\"], \"session_ids\": [\"c21f858d-bb4b-4ac5-be87-0ed59bb1c206\", \"22bc87bc-0f9b-4a0e-8bd2-f0959f2710f0\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 26.111}, \"53136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-28 07:34:37.000000+00:00\", \"2023-03-31 03:59:51.000000+00:00\", \"2022-10-09 19:00:28.000000+00:00\"], \"session_ids\": [\"f98063a8-83f5-496a-b3b3-4c2fc4156cf9\", \"7f7ad98c-6508-4f21-a0e0-e76fcbf6750b\", \"aa500d1f-e587-4b15-a1bf-202bc02e13de\"], \"total_duration\": 121.0, \"total_sessions\": 3, \"mean_week_duration\": 2.123}, \"30389\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-28 12:49:22.000000+00:00\", \"2020-06-16 04:16:54.000000+00:00\"], \"session_ids\": [\"6cfcee8c-38dc-4e31-a52c-bb73b963cee9\", \"e521f5d8-4931-4bd4-b380-da67893d23f2\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 31.333}, \"35630\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-19 11:57:01.000000+00:00\", \"2021-02-18 06:46:22.000000+00:00\", \"2021-03-04 16:33:31.000000+00:00\", \"2021-05-21 19:50:50.000000+00:00\", \"2021-09-15 14:37:52.000000+00:00\", \"2019-04-24 22:10:36.000000+00:00\", \"2019-10-16 16:40:47.000000+00:00\", \"2020-08-13 15:11:40.000000+00:00\", \"2021-08-02 11:14:59.000000+00:00\"], \"session_ids\": [\"be62264e-48d0-4d85-85f7-90452efbe45f\", \"fbd8e807-cf9b-46e7-8994-4ec6da037398\", \"66e696f3-0520-4e19-ae94-f3e4b86c3eab\", \"471f9a41-f866-43a0-953b-e9ad34e4222a\", \"4a26d094-6343-43a4-84d1-898525018bf6\", \"3d957511-cd04-4c83-b177-a1a0d0b33f8d\", \"6fd3696d-4b2b-4e95-b588-398735240c5b\", \"b11587ce-983d-4c27-9e16-6973b64b1a07\", \"c39801c8-5d83-4f20-ac30-12a7d9aa7968\"], \"total_duration\": 5378.0, \"total_sessions\": 9, \"mean_week_duration\": 33.612}, \"86560\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-12 23:50:28.000000+00:00\", \"2020-11-17 12:28:27.000000+00:00\", \"2023-06-01 08:49:01.000000+00:00\", \"2020-11-29 02:04:37.000000+00:00\", \"2020-07-05 17:31:59.000000+00:00\", \"2020-04-26 01:40:38.000000+00:00\"], \"session_ids\": [\"eef20735-c5f4-4ebe-be61-fcb5086f73f5\", \"8cdefe3c-32b0-4083-94e2-73fc6f555cc2\", \"8d552c6c-567a-44ff-91fc-604b2f0752cd\", \"c7131bdb-fa2e-4500-9748-9ef970678db2\", \"64ae615d-5cb6-40ba-961b-c5c3a423fd35\", \"45a28864-bae0-4057-bffa-6fe56025ff2e\"], \"total_duration\": 5019.0, \"total_sessions\": 6, \"mean_week_duration\": 30.981}, \"57736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-03-05 05:46:40.000000+00:00\", \"2021-09-27 13:17:33.000000+00:00\"], \"session_ids\": [\"d099f7c2-e0b2-4500-b4ab-0056dc13945f\", \"bbd7a5f4-7d04-495f-9669-522d8ea654f0\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.209}, \"59007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-22 17:32:32.000000+00:00\", \"2020-02-16 07:23:05.000000+00:00\"], \"session_ids\": [\"a68885f7-f67a-4c4b-9650-9004e3c7b710\", \"9ddf3f23-a07c-420f-b4ac-403adea1d69f\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 8.714}, \"75358\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-27 19:35:58.000000+00:00\", \"2022-02-21 11:06:50.000000+00:00\"], \"session_ids\": [\"245abc26-7cf4-4d16-b0bd-08d7c8f65fbf\", \"d95a3b69-51d1-4e1c-8f42-911da2cde1e6\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.41}, \"49266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-18 00:13:54.000000+00:00\", \"2021-02-23 06:51:41.000000+00:00\"], \"session_ids\": [\"3a525b25-4464-4bf0-9bce-9a7420fe5264\", \"70d91f94-e243-43eb-b2e9-69c548a19055\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.512}, \"1952\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-25 02:43:27.000000+00:00\", \"2019-11-23 12:21:27.000000+00:00\", \"2022-03-04 05:53:01.000000+00:00\"], \"session_ids\": [\"3a07f560-62d9-437f-b25a-a24294e8b649\", \"2d90abfb-65ea-46f5-a6e4-217a6b76a0d8\", \"e03957aa-32d4-4c01-bdb7-64e74d87f3e8\"], \"total_duration\": 291.0, \"total_sessions\": 3, \"mean_week_duration\": 2.385}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 20" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 29]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"53136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-28 07:34:37.000000+00:00\", \"2023-03-31 03:59:51.000000+00:00\", \"2022-10-09 19:00:28.000000+00:00\"], \"session_ids\": [\"f98063a8-83f5-496a-b3b3-4c2fc4156cf9\", \"7f7ad98c-6508-4f21-a0e0-e76fcbf6750b\", \"aa500d1f-e587-4b15-a1bf-202bc02e13de\"], \"total_duration\": 121.0, \"total_sessions\": 3, \"mean_week_duration\": 2.123}, \"57736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-03-05 05:46:40.000000+00:00\", \"2021-09-27 13:17:33.000000+00:00\"], \"session_ids\": [\"d099f7c2-e0b2-4500-b4ab-0056dc13945f\", \"bbd7a5f4-7d04-495f-9669-522d8ea654f0\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.209}, \"59007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-22 17:32:32.000000+00:00\", \"2020-02-16 07:23:05.000000+00:00\"], \"session_ids\": [\"a68885f7-f67a-4c4b-9650-9004e3c7b710\", \"9ddf3f23-a07c-420f-b4ac-403adea1d69f\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 8.714}, \"75358\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-27 19:35:58.000000+00:00\", \"2022-02-21 11:06:50.000000+00:00\"], \"session_ids\": [\"245abc26-7cf4-4d16-b0bd-08d7c8f65fbf\", \"d95a3b69-51d1-4e1c-8f42-911da2cde1e6\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.41}, \"49266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-18 00:13:54.000000+00:00\", \"2021-02-23 06:51:41.000000+00:00\"], \"session_ids\": [\"3a525b25-4464-4bf0-9bce-9a7420fe5264\", \"70d91f94-e243-43eb-b2e9-69c548a19055\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.512}, \"1952\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-25 02:43:27.000000+00:00\", \"2019-11-23 12:21:27.000000+00:00\", \"2022-03-04 05:53:01.000000+00:00\"], \"session_ids\": [\"3a07f560-62d9-437f-b25a-a24294e8b649\", \"2d90abfb-65ea-46f5-a6e4-217a6b76a0d8\", \"e03957aa-32d4-4c01-bdb7-64e74d87f3e8\"], \"total_duration\": 291.0, \"total_sessions\": 3, \"mean_week_duration\": 2.385}}\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[{\"53136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-28 07:34:37.000000+00:00\", \"2023-03-31 03:59:51.000000+00:00\", \"2022-10-09 19:00:28.000000+00:00\"], \"session_ids\": [\"f98063a8-83f5-496a-b3b3-4c2fc4156cf9\", \"7f7ad98c-6508-4f21-a0e0-e76fcbf6750b\", \"aa500d1f-e587-4b15-a1bf-202bc02e13de\"], \"total_duration\": 121.0, \"total_sessions\": 3, \"mean_week_duration\": 2.123}}, {\"1952\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-25 02:43:27.000000+00:00\", \"2019-11-23 12:21:27.000000+00:00\", \"2022-03-04 05:53:01.000000+00:00\"], \"session_ids\": [\"3a07f560-62d9-437f-b25a-a24294e8b649\", \"2d90abfb-65ea-46f5-a6e4-217a6b76a0d8\", \"e03957aa-32d4-4c01-bdb7-64e74d87f3e8\"], \"total_duration\": 291.0, \"total_sessions\": 3, \"mean_week_duration\": 2.385}}, {\"57736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-03-05 05:46:40.000000+00:00\", \"2021-09-27 13:17:33.000000+00:00\"], \"session_ids\": [\"d099f7c2-e0b2-4500-b4ab-0056dc13945f\", \"bbd7a5f4-7d04-495f-9669-522d8ea654f0\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.209}}, {\"59007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-22 17:32:32.000000+00:00\", \"2020-02-16 07:23:05.000000+00:00\"], \"session_ids\": [\"a68885f7-f67a-4c4b-9650-9004e3c7b710\", \"9ddf3f23-a07c-420f-b4ac-403adea1d69f\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 8.714}}, {\"75358\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-27 19:35:58.000000+00:00\", \"2022-02-21 11:06:50.000000+00:00\"], \"session_ids\": [\"245abc26-7cf4-4d16-b0bd-08d7c8f65fbf\", \"d95a3b69-51d1-4e1c-8f42-911da2cde1e6\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.41}}, {\"49266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-18 00:13:54.000000+00:00\", \"2021-02-23 06:51:41.000000+00:00\"], \"session_ids\": [\"3a525b25-4464-4bf0-9bce-9a7420fe5264\", \"70d91f94-e243-43eb-b2e9-69c548a19055\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.512}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 7 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-28 07:34:37.000000+00:00\", \"2023-03-31 03:59:51.000000+00:00\", \"2022-10-09 19:00:28.000000+00:00\"], \"session_ids\": [\"f98063a8-83f5-496a-b3b3-4c2fc4156cf9\", \"7f7ad98c-6508-4f21-a0e0-e76fcbf6750b\", \"aa500d1f-e587-4b15-a1bf-202bc02e13de\"], \"total_duration\": 121.0, \"total_sessions\": 3, \"mean_week_duration\": 2.123}}, {\"1952\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-25 02:43:27.000000+00:00\", \"2019-11-23 12:21:27.000000+00:00\", \"2022-03-04 05:53:01.000000+00:00\"], \"session_ids\": [\"3a07f560-62d9-437f-b25a-a24294e8b649\", \"2d90abfb-65ea-46f5-a6e4-217a6b76a0d8\", \"e03957aa-32d4-4c01-bdb7-64e74d87f3e8\"], \"total_duration\": 291.0, \"total_sessions\": 3, \"mean_week_duration\": 2.385}}, {\"57736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-03-05 05:46:40.000000+00:00\", \"2021-09-27 13:17:33.000000+00:00\"], \"session_ids\": [\"d099f7c2-e0b2-4500-b4ab-0056dc13945f\", \"bbd7a5f4-7d04-495f-9669-522d8ea654f0\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.209}}, {\"59007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-22 17:32:32.000000+00:00\", \"2020-02-16 07:23:05.000000+00:00\"], \"session_ids\": [\"a68885f7-f67a-4c4b-9650-9004e3c7b710\", \"9ddf3f23-a07c-420f-b4ac-403adea1d69f\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 8.714}}, {\"75358\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-27 19:35:58.000000+00:00\", \"2022-02-21 11:06:50.000000+00:00\"], \"session_ids\": [\"245abc26-7cf4-4d16-b0bd-08d7c8f65fbf\", \"d95a3b69-51d1-4e1c-8f42-911da2cde1e6\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.41}}, {\"49266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-18 00:13:54.000000+00:00\", \"2021-02-23 06:51:41.000000+00:00\"], \"session_ids\": [\"3a525b25-4464-4bf0-9bce-9a7420fe5264\", \"70d91f94-e243-43eb-b2e9-69c548a19055\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.512}}]\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[{\"53136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-28 07:34:37.000000+00:00\", \"2023-03-31 03:59:51.000000+00:00\", \"2022-10-09 19:00:28.000000+00:00\"], \"session_ids\": [\"f98063a8-83f5-496a-b3b3-4c2fc4156cf9\", \"7f7ad98c-6508-4f21-a0e0-e76fcbf6750b\", \"aa500d1f-e587-4b15-a1bf-202bc02e13de\"], \"total_duration\": 121.0, \"total_sessions\": 3, \"mean_week_duration\": 2.123}}, {\"1952\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-25 02:43:27.000000+00:00\", \"2019-11-23 12:21:27.000000+00:00\", \"2022-03-04 05:53:01.000000+00:00\"], \"session_ids\": [\"3a07f560-62d9-437f-b25a-a24294e8b649\", \"2d90abfb-65ea-46f5-a6e4-217a6b76a0d8\", \"e03957aa-32d4-4c01-bdb7-64e74d87f3e8\"], \"total_duration\": 291.0, \"total_sessions\": 3, \"mean_week_duration\": 2.385}}, {\"57736\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-03-05 05:46:40.000000+00:00\", \"2021-09-27 13:17:33.000000+00:00\"], \"session_ids\": [\"d099f7c2-e0b2-4500-b4ab-0056dc13945f\", \"bbd7a5f4-7d04-495f-9669-522d8ea654f0\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.209}}, {\"59007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-22 17:32:32.000000+00:00\", \"2020-02-16 07:23:05.000000+00:00\"], \"session_ids\": [\"a68885f7-f67a-4c4b-9650-9004e3c7b710\", \"9ddf3f23-a07c-420f-b4ac-403adea1d69f\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 8.714}}, {\"75358\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-27 19:35:58.000000+00:00\", \"2022-02-21 11:06:50.000000+00:00\"], \"session_ids\": [\"245abc26-7cf4-4d16-b0bd-08d7c8f65fbf\", \"d95a3b69-51d1-4e1c-8f42-911da2cde1e6\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.41}}, {\"49266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-18 00:13:54.000000+00:00\", \"2021-02-23 06:51:41.000000+00:00\"], \"session_ids\": [\"3a525b25-4464-4bf0-9bce-9a7420fe5264\", \"70d91f94-e243-43eb-b2e9-69c548a19055\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.512}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on users who have the greatest sessions summation and do sorting by mean of duration of sessions per week form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"82550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-13 06:15:02.000000+00:00\", \"2022-07-20 01:13:46.000000+00:00\", \"2019-04-15 16:13:02.000000+00:00\"], \"session_ids\": [\"d6f2e47f-7c3b-4e8e-9cd2-48468c81a1f4\", \"43c360af-09ed-4ab8-bcb8-4687bf41e0fd\", \"2a58baa3-bd3a-41a5-bbe9-c7009a98815e\"], \"total_duration\": 249.0, \"total_sessions\": 3, \"mean_week_duration\": 1.456}, \"59806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-07 08:20:45.000000+00:00\", \"2019-09-09 08:08:39.000000+00:00\", \"2020-03-04 10:57:05.000000+00:00\", \"2020-06-19 21:17:40.000000+00:00\", \"2021-01-05 19:43:53.000000+00:00\", \"2019-04-02 16:24:41.000000+00:00\", \"2020-12-25 21:37:29.000000+00:00\", \"2022-08-02 12:38:50.000000+00:00\", \"2021-09-27 11:32:02.000000+00:00\", \"2021-10-06 14:09:14.000000+00:00\", \"2021-06-17 15:47:52.000000+00:00\"], \"session_ids\": [\"7b47df69-43a6-4d7b-a835-bc70ab9679d6\", \"ff461ab9-4561-4b6c-b0e1-9e79e233fb71\", \"3f3eaf7e-7256-4372-a9ee-09be61ecca2c\", \"de4277d8-ddbb-44e1-9770-027e806dc322\", \"ea35a2b7-c331-446c-9949-a452b2ee7c80\", \"14f53e5d-3cf7-4cbc-9c45-341e4c357289\", \"fa2df103-cd29-4fab-80ff-b194768e12b0\", \"a13d78f9-fa72-4a1e-a7f5-49328cebfde0\", \"53e2babd-8688-4a0b-9fb7-3b39018ed2b8\", \"a48f18ec-4267-4238-a134-2cd7dd2fc220\", \"0e926838-dff6-4272-94ae-3439d2ce5a5a\"], \"total_duration\": 15738.0, \"total_sessions\": 11, \"mean_week_duration\": 85.533}, \"66551\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 09:41:05.000000+00:00\", \"2022-03-14 04:27:05.000000+00:00\", \"2023-03-10 20:34:35.000000+00:00\", \"2023-03-07 08:37:54.000000+00:00\", \"2022-06-08 17:04:51.000000+00:00\"], \"session_ids\": [\"73be8b9d-cf1e-43e7-ab79-ee99a1923252\", \"c67fdfd5-e705-4747-a53b-283116f4c256\", \"8094f11e-abb3-4adc-8e3b-76caad804627\", \"dae482e3-4bc4-41bb-8971-bde2089b7716\", \"d65585e1-c37c-4aa8-b657-c52fd64a9a99\"], \"total_duration\": 2809.0, \"total_sessions\": 5, \"mean_week_duration\": 13.636}, \"58112\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-14 07:25:58.000000+00:00\", \"2020-09-08 05:50:16.000000+00:00\", \"2022-05-28 01:14:03.000000+00:00\"], \"session_ids\": [\"438d3dd8-8643-48d0-9ab1-2a9f783a54f3\", \"b2387c02-9d65-4d2d-946d-7a67aa6a2165\", \"b518f0ac-4c36-4554-8c06-ad61f3455ed2\"], \"total_duration\": 362.0, \"total_sessions\": 3, \"mean_week_duration\": 2.642}, \"78477\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-07 07:53:47.000000+00:00\", \"2022-10-02 20:10:57.000000+00:00\", \"2019-11-15 04:02:50.000000+00:00\", \"2020-08-13 06:50:55.000000+00:00\"], \"session_ids\": [\"d83a16c3-0882-458d-b239-797c90d55d29\", \"618c019b-35a1-46e9-97e0-4c67d9dd62d3\", \"4575bd9b-1504-43ea-a6c1-632b6a28c982\", \"4cfe943d-b4f7-4ff8-99ac-abd608e281a2\"], \"total_duration\": 212.0, \"total_sessions\": 4, \"mean_week_duration\": 1.11}, \"59671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-07-16 20:05:42.000000+00:00\", \"2023-06-17 10:25:31.000000+00:00\"], \"session_ids\": [\"efa0d96f-11d3-480e-ba9a-1886b0329f1e\", \"61a313d3-ca09-4369-8cba-c25f2e54f87f\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 6.25}, \"83196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-16 00:21:08.000000+00:00\", \"2021-06-12 23:17:26.000000+00:00\"], \"session_ids\": [\"c7855159-19d7-4ed2-ba47-64bafaef9e1f\", \"c12fd3dc-9eff-4d50-9903-40938aaf5070\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.944}, \"75958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-04-17 19:58:04.000000+00:00\", \"2023-02-04 20:47:26.000000+00:00\", \"2022-06-20 05:24:04.000000+00:00\", \"2021-10-10 20:36:50.000000+00:00\", \"2020-07-04 07:20:34.000000+00:00\"], \"session_ids\": [\"cd0d3663-361b-4069-b165-6b5f8c74c008\", \"d59e5981-453a-4614-8a1a-bbd63b173d2c\", \"2bcafe28-8b52-4750-be6f-32e98b89f0c3\", \"a0d571bb-999a-4990-af6e-86a361967c1b\", \"35bbbe2e-73b4-4c1e-b752-73bb891ce780\"], \"total_duration\": 810.0, \"total_sessions\": 5, \"mean_week_duration\": 5.548}, \"84114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-13 19:18:41.000000+00:00\", \"2021-09-27 01:15:37.000000+00:00\"], \"session_ids\": [\"21b2d8ad-8b70-44e0-863b-7789c5543ecb\", \"74e5f0a0-1799-42a4-8fa0-17b343dbdb56\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 8.091}, \"9901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-08-03 18:37:37.000000+00:00\", \"2022-12-29 10:21:29.000000+00:00\"], \"session_ids\": [\"e38dd4e7-0a8a-4bb3-a89f-b676c0071570\", \"c8c0d5b9-a3fd-4e5d-8d54-cb363c100d3d\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"59806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-07 08:20:45.000000+00:00\", \"2019-09-09 08:08:39.000000+00:00\", \"2020-03-04 10:57:05.000000+00:00\", \"2020-06-19 21:17:40.000000+00:00\", \"2021-01-05 19:43:53.000000+00:00\", \"2019-04-02 16:24:41.000000+00:00\", \"2020-12-25 21:37:29.000000+00:00\", \"2022-08-02 12:38:50.000000+00:00\", \"2021-09-27 11:32:02.000000+00:00\", \"2021-10-06 14:09:14.000000+00:00\", \"2021-06-17 15:47:52.000000+00:00\"], \"session_ids\": [\"7b47df69-43a6-4d7b-a835-bc70ab9679d6\", \"ff461ab9-4561-4b6c-b0e1-9e79e233fb71\", \"3f3eaf7e-7256-4372-a9ee-09be61ecca2c\", \"de4277d8-ddbb-44e1-9770-027e806dc322\", \"ea35a2b7-c331-446c-9949-a452b2ee7c80\", \"14f53e5d-3cf7-4cbc-9c45-341e4c357289\", \"fa2df103-cd29-4fab-80ff-b194768e12b0\", \"a13d78f9-fa72-4a1e-a7f5-49328cebfde0\", \"53e2babd-8688-4a0b-9fb7-3b39018ed2b8\", \"a48f18ec-4267-4238-a134-2cd7dd2fc220\", \"0e926838-dff6-4272-94ae-3439d2ce5a5a\"], \"total_duration\": 15738.0, \"total_sessions\": 11, \"mean_week_duration\": 85.533}}, {\"66551\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 09:41:05.000000+00:00\", \"2022-03-14 04:27:05.000000+00:00\", \"2023-03-10 20:34:35.000000+00:00\", \"2023-03-07 08:37:54.000000+00:00\", \"2022-06-08 17:04:51.000000+00:00\"], \"session_ids\": [\"73be8b9d-cf1e-43e7-ab79-ee99a1923252\", \"c67fdfd5-e705-4747-a53b-283116f4c256\", \"8094f11e-abb3-4adc-8e3b-76caad804627\", \"dae482e3-4bc4-41bb-8971-bde2089b7716\", \"d65585e1-c37c-4aa8-b657-c52fd64a9a99\"], \"total_duration\": 2809.0, \"total_sessions\": 5, \"mean_week_duration\": 13.636}}, {\"75958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-04-17 19:58:04.000000+00:00\", \"2023-02-04 20:47:26.000000+00:00\", \"2022-06-20 05:24:04.000000+00:00\", \"2021-10-10 20:36:50.000000+00:00\", \"2020-07-04 07:20:34.000000+00:00\"], \"session_ids\": [\"cd0d3663-361b-4069-b165-6b5f8c74c008\", \"d59e5981-453a-4614-8a1a-bbd63b173d2c\", \"2bcafe28-8b52-4750-be6f-32e98b89f0c3\", \"a0d571bb-999a-4990-af6e-86a361967c1b\", \"35bbbe2e-73b4-4c1e-b752-73bb891ce780\"], \"total_duration\": 810.0, \"total_sessions\": 5, \"mean_week_duration\": 5.548}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"59806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-07 08:20:45.000000+00:00\", \"2019-09-09 08:08:39.000000+00:00\", \"2020-03-04 10:57:05.000000+00:00\", \"2020-06-19 21:17:40.000000+00:00\", \"2021-01-05 19:43:53.000000+00:00\", \"2019-04-02 16:24:41.000000+00:00\", \"2020-12-25 21:37:29.000000+00:00\", \"2022-08-02 12:38:50.000000+00:00\", \"2021-09-27 11:32:02.000000+00:00\", \"2021-10-06 14:09:14.000000+00:00\", \"2021-06-17 15:47:52.000000+00:00\"], \"session_ids\": [\"7b47df69-43a6-4d7b-a835-bc70ab9679d6\", \"ff461ab9-4561-4b6c-b0e1-9e79e233fb71\", \"3f3eaf7e-7256-4372-a9ee-09be61ecca2c\", \"de4277d8-ddbb-44e1-9770-027e806dc322\", \"ea35a2b7-c331-446c-9949-a452b2ee7c80\", \"14f53e5d-3cf7-4cbc-9c45-341e4c357289\", \"fa2df103-cd29-4fab-80ff-b194768e12b0\", \"a13d78f9-fa72-4a1e-a7f5-49328cebfde0\", \"53e2babd-8688-4a0b-9fb7-3b39018ed2b8\", \"a48f18ec-4267-4238-a134-2cd7dd2fc220\", \"0e926838-dff6-4272-94ae-3439d2ce5a5a\"], \"total_duration\": 15738.0, \"total_sessions\": 11, \"mean_week_duration\": 85.533}}, {\"66551\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 09:41:05.000000+00:00\", \"2022-03-14 04:27:05.000000+00:00\", \"2023-03-10 20:34:35.000000+00:00\", \"2023-03-07 08:37:54.000000+00:00\", \"2022-06-08 17:04:51.000000+00:00\"], \"session_ids\": [\"73be8b9d-cf1e-43e7-ab79-ee99a1923252\", \"c67fdfd5-e705-4747-a53b-283116f4c256\", \"8094f11e-abb3-4adc-8e3b-76caad804627\", \"dae482e3-4bc4-41bb-8971-bde2089b7716\", \"d65585e1-c37c-4aa8-b657-c52fd64a9a99\"], \"total_duration\": 2809.0, \"total_sessions\": 5, \"mean_week_duration\": 13.636}}, {\"75958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-04-17 19:58:04.000000+00:00\", \"2023-02-04 20:47:26.000000+00:00\", \"2022-06-20 05:24:04.000000+00:00\", \"2021-10-10 20:36:50.000000+00:00\", \"2020-07-04 07:20:34.000000+00:00\"], \"session_ids\": [\"cd0d3663-361b-4069-b165-6b5f8c74c008\", \"d59e5981-453a-4614-8a1a-bbd63b173d2c\", \"2bcafe28-8b52-4750-be6f-32e98b89f0c3\", \"a0d571bb-999a-4990-af6e-86a361967c1b\", \"35bbbe2e-73b4-4c1e-b752-73bb891ce780\"], \"total_duration\": 810.0, \"total_sessions\": 5, \"mean_week_duration\": 5.548}}]\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[{\"59806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-07 08:20:45.000000+00:00\", \"2019-09-09 08:08:39.000000+00:00\", \"2020-03-04 10:57:05.000000+00:00\", \"2020-06-19 21:17:40.000000+00:00\", \"2021-01-05 19:43:53.000000+00:00\", \"2019-04-02 16:24:41.000000+00:00\", \"2020-12-25 21:37:29.000000+00:00\", \"2022-08-02 12:38:50.000000+00:00\", \"2021-09-27 11:32:02.000000+00:00\", \"2021-10-06 14:09:14.000000+00:00\", \"2021-06-17 15:47:52.000000+00:00\"], \"session_ids\": [\"7b47df69-43a6-4d7b-a835-bc70ab9679d6\", \"ff461ab9-4561-4b6c-b0e1-9e79e233fb71\", \"3f3eaf7e-7256-4372-a9ee-09be61ecca2c\", \"de4277d8-ddbb-44e1-9770-027e806dc322\", \"ea35a2b7-c331-446c-9949-a452b2ee7c80\", \"14f53e5d-3cf7-4cbc-9c45-341e4c357289\", \"fa2df103-cd29-4fab-80ff-b194768e12b0\", \"a13d78f9-fa72-4a1e-a7f5-49328cebfde0\", \"53e2babd-8688-4a0b-9fb7-3b39018ed2b8\", \"a48f18ec-4267-4238-a134-2cd7dd2fc220\", \"0e926838-dff6-4272-94ae-3439d2ce5a5a\"], \"total_duration\": 15738.0, \"total_sessions\": 11, \"mean_week_duration\": 85.533}}, {\"66551\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 09:41:05.000000+00:00\", \"2022-03-14 04:27:05.000000+00:00\", \"2023-03-10 20:34:35.000000+00:00\", \"2023-03-07 08:37:54.000000+00:00\", \"2022-06-08 17:04:51.000000+00:00\"], \"session_ids\": [\"73be8b9d-cf1e-43e7-ab79-ee99a1923252\", \"c67fdfd5-e705-4747-a53b-283116f4c256\", \"8094f11e-abb3-4adc-8e3b-76caad804627\", \"dae482e3-4bc4-41bb-8971-bde2089b7716\", \"d65585e1-c37c-4aa8-b657-c52fd64a9a99\"], \"total_duration\": 2809.0, \"total_sessions\": 5, \"mean_week_duration\": 13.636}}, {\"75958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-04-17 19:58:04.000000+00:00\", \"2023-02-04 20:47:26.000000+00:00\", \"2022-06-20 05:24:04.000000+00:00\", \"2021-10-10 20:36:50.000000+00:00\", \"2020-07-04 07:20:34.000000+00:00\"], \"session_ids\": [\"cd0d3663-361b-4069-b165-6b5f8c74c008\", \"d59e5981-453a-4614-8a1a-bbd63b173d2c\", \"2bcafe28-8b52-4750-be6f-32e98b89f0c3\", \"a0d571bb-999a-4990-af6e-86a361967c1b\", \"35bbbe2e-73b4-4c1e-b752-73bb891ce780\"], \"total_duration\": 810.0, \"total_sessions\": 5, \"mean_week_duration\": 5.548}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show 6 users to me who have duration total greater than 2363 and less than 4594 + execute sorting by total sessoins count desc." } ]
[ { "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{\"92751\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-10-01 20:02:06.000000+00:00\", \"2019-05-28 03:16:06.000000+00:00\", \"2021-07-09 22:02:03.000000+00:00\", \"2021-11-28 15:47:56.000000+00:00\", \"2023-01-17 20:21:53.000000+00:00\", \"2019-10-25 13:50:59.000000+00:00\"], \"session_ids\": [\"a8765da2-2272-42fa-bd60-673fd1a7b79d\", \"036e6ed5-f3e0-43bd-956a-89c75ca9b8d9\", \"d8a58672-5f02-46e4-8a68-2744b8e5ecd1\", \"86e1f8fa-77c7-4f2e-8461-4e52708fddbe\", \"b2d141b8-6cda-4359-a83c-1a72fd43bf7f\", \"664d9f0c-634b-4deb-8a5f-7b7c73b02d82\"], \"total_duration\": 1930.0, \"total_sessions\": 6, \"mean_week_duration\": 10.158}, \"38530\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-12 18:37:12.000000+00:00\", \"2022-09-06 17:37:14.000000+00:00\"], \"session_ids\": [\"ec74953e-be5a-4c0e-ab3c-50dcb9ea23df\", \"a833772d-c5b2-4494-b30b-1705c9dbb5f8\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.754}, \"96596\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-28 00:41:09.000000+00:00\", \"2022-09-16 03:40:54.000000+00:00\"], \"session_ids\": [\"9eec83e5-653b-471c-8df4-6cc82a950e42\", \"480b190d-4fb4-4e71-a3af-568b2f6f84bd\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.844}, \"57267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-20 12:43:09.000000+00:00\", \"2022-02-23 05:14:52.000000+00:00\", \"2019-07-23 07:20:05.000000+00:00\", \"2022-04-24 06:07:32.000000+00:00\", \"2022-09-29 23:26:38.000000+00:00\", \"2020-09-08 12:49:55.000000+00:00\"], \"session_ids\": [\"49f644db-3fd7-450f-9aa4-2c5eda9b4e63\", \"784b6c25-61c7-4f19-bc8c-19c67e1a4ca4\", \"07ec49bb-3587-4160-a9e7-c318aae5623e\", \"4e02289b-e924-453d-9f39-7580a0880f95\", \"52ed5168-78df-4b18-a6db-2fc1adefcacc\", \"385406bc-850b-4f8a-9092-059955d63dae\"], \"total_duration\": 1812.0, \"total_sessions\": 6, \"mean_week_duration\": 9.902}, \"56150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-08-18 20:50:41.000000+00:00\", \"2019-06-16 02:05:16.000000+00:00\"], \"session_ids\": [\"1d57abe5-c5d7-490e-b4c6-11ea2d8dad2c\", \"9fd23035-b65a-4a88-833a-a9d61f6c5fd7\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.452}, \"93598\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-10 12:33:21.000000+00:00\", \"2021-12-01 05:15:01.000000+00:00\", \"2022-04-20 20:28:50.000000+00:00\", \"2019-06-25 02:56:11.000000+00:00\", \"2021-11-13 16:25:03.000000+00:00\", \"2019-07-22 12:47:45.000000+00:00\", \"2022-07-01 10:50:32.000000+00:00\"], \"session_ids\": [\"a0eb11f6-029f-483b-9da0-8f9779f6c96c\", \"187572b3-e6a7-4a53-82de-b324a36e8fea\", \"7cfb7f72-d6a1-4262-97bb-e16c81860533\", \"2462071b-d424-4f40-8541-02dab0a4595b\", \"fa3b704b-9364-4c22-a654-0743ea3f693f\", \"49f9966e-764d-4f4c-9326-ae08b7749720\", \"d34cc415-1fd4-4968-a3cb-b41a80a8e319\"], \"total_duration\": 1629.0, \"total_sessions\": 7, \"mean_week_duration\": 10.31}, \"76455\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-06-12 07:10:49.000000+00:00\", \"2021-12-09 13:26:10.000000+00:00\"], \"session_ids\": [\"465ad841-5e39-4d57-999e-099ac3e2becc\", \"6341d005-135a-42f5-bda3-fcd9c82941f0\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"48454\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-21 03:16:43.000000+00:00\", \"2019-03-10 23:11:34.000000+00:00\", \"2019-07-05 16:41:38.000000+00:00\"], \"session_ids\": [\"0feca908-5950-4820-b3f4-3b47746dacac\", \"118da14d-8f45-48e6-8c74-913278aa20c9\", \"88e1d549-b404-4a46-8bb9-e58135e5dc5d\"], \"total_duration\": 518.0, \"total_sessions\": 3, \"mean_week_duration\": 3.453}, \"17346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-04-17 13:47:57.000000+00:00\", \"2023-06-17 22:22:54.000000+00:00\", \"2022-02-21 06:04:49.000000+00:00\"], \"session_ids\": [\"54230b3b-8160-4eb9-b338-b07d4d9b2f27\", \"31e497cb-f3ec-4bee-acb9-ac9c2600931c\", \"ab53b2d2-4776-49b9-a5da-e154b2df85ff\"], \"total_duration\": 796.0, \"total_sessions\": 3, \"mean_week_duration\": 11.536}, \"37605\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-25 08:27:15.000000+00:00\", \"2021-12-13 07:09:57.000000+00:00\", \"2022-02-21 11:01:10.000000+00:00\", \"2022-09-14 09:55:58.000000+00:00\", \"2020-05-25 12:59:46.000000+00:00\", \"2021-10-12 01:08:05.000000+00:00\", \"2021-02-17 10:43:24.000000+00:00\"], \"session_ids\": [\"197f61d3-d006-4910-944f-c8ba6f95ced9\", \"c0213530-3186-486c-abc3-ae13ace2d952\", \"4ef2d395-6bab-4dbf-a611-b6ea9943a00a\", \"2eaec6f6-a72b-490b-b65c-20c58d3c781b\", \"4205b00f-ac97-458b-a6f9-22f6554ba0c4\", \"d23fe622-ea48-4951-90ba-5629bbbc1f53\", \"bba44365-1c5c-4a50-867b-f92e6fe99fa7\"], \"total_duration\": 3737.0, \"total_sessions\": 7, \"mean_week_duration\": 30.884}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 2363 and are equal or less than 4594" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2363, 4594]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37605\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-25 08:27:15.000000+00:00\", \"2021-12-13 07:09:57.000000+00:00\", \"2022-02-21 11:01:10.000000+00:00\", \"2022-09-14 09:55:58.000000+00:00\", \"2020-05-25 12:59:46.000000+00:00\", \"2021-10-12 01:08:05.000000+00:00\", \"2021-02-17 10:43:24.000000+00:00\"], \"session_ids\": [\"197f61d3-d006-4910-944f-c8ba6f95ced9\", \"c0213530-3186-486c-abc3-ae13ace2d952\", \"4ef2d395-6bab-4dbf-a611-b6ea9943a00a\", \"2eaec6f6-a72b-490b-b65c-20c58d3c781b\", \"4205b00f-ac97-458b-a6f9-22f6554ba0c4\", \"d23fe622-ea48-4951-90ba-5629bbbc1f53\", \"bba44365-1c5c-4a50-867b-f92e6fe99fa7\"], \"total_duration\": 3737.0, \"total_sessions\": 7, \"mean_week_duration\": 30.884}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"37605\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-25 08:27:15.000000+00:00\", \"2021-12-13 07:09:57.000000+00:00\", \"2022-02-21 11:01:10.000000+00:00\", \"2022-09-14 09:55:58.000000+00:00\", \"2020-05-25 12:59:46.000000+00:00\", \"2021-10-12 01:08:05.000000+00:00\", \"2021-02-17 10:43:24.000000+00:00\"], \"session_ids\": [\"197f61d3-d006-4910-944f-c8ba6f95ced9\", \"c0213530-3186-486c-abc3-ae13ace2d952\", \"4ef2d395-6bab-4dbf-a611-b6ea9943a00a\", \"2eaec6f6-a72b-490b-b65c-20c58d3c781b\", \"4205b00f-ac97-458b-a6f9-22f6554ba0c4\", \"d23fe622-ea48-4951-90ba-5629bbbc1f53\", \"bba44365-1c5c-4a50-867b-f92e6fe99fa7\"], \"total_duration\": 3737.0, \"total_sessions\": 7, \"mean_week_duration\": 30.884}}]\n```\n" } ]