conversations
list
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"37498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-26 22:08:34.000000+00:00\", \"2020-10-02 10:27:05.000000+00:00\", \"2021-09-28 19:13:18.000000+00:00\"], \"session_ids\": [\"5e66684c-70b8-4286-a3e3-a0ea49668101\", \"cf63ec9e-eb62-4734-8f2b-63e7a3bc190f\", \"aa7c847d-45e4-454e-a0a1-af527acb2f0e\"], \"total_duration\": 488.0, \"total_sessions\": 3, \"mean_week_duration\": 9.385}}, {\"33703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-20 20:36:25.000000+00:00\", \"2019-09-30 19:06:43.000000+00:00\", \"2019-06-05 11:28:39.000000+00:00\", \"2019-03-18 10:16:31.000000+00:00\", \"2021-02-28 10:55:44.000000+00:00\"], \"session_ids\": [\"ec8f8f6d-1be6-4aaf-b432-6c7fad5f408c\", \"92e43275-42fa-409b-91af-8cffae587d41\", \"d3d357ef-34a7-45bc-97aa-1ff44fe61aae\", \"1681e118-2452-4985-87bd-efc6f93f0604\", \"d4963b06-9432-4c64-be68-1b0dbe1a702d\"], \"total_duration\": 434.0, \"total_sessions\": 5, \"mean_week_duration\": 4.255}}]\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[{\"37498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-26 22:08:34.000000+00:00\", \"2020-10-02 10:27:05.000000+00:00\", \"2021-09-28 19:13:18.000000+00:00\"], \"session_ids\": [\"5e66684c-70b8-4286-a3e3-a0ea49668101\", \"cf63ec9e-eb62-4734-8f2b-63e7a3bc190f\", \"aa7c847d-45e4-454e-a0a1-af527acb2f0e\"], \"total_duration\": 488.0, \"total_sessions\": 3, \"mean_week_duration\": 9.385}}, {\"33703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-20 20:36:25.000000+00:00\", \"2019-09-30 19:06:43.000000+00:00\", \"2019-06-05 11:28:39.000000+00:00\", \"2019-03-18 10:16:31.000000+00:00\", \"2021-02-28 10:55:44.000000+00:00\"], \"session_ids\": [\"ec8f8f6d-1be6-4aaf-b432-6c7fad5f408c\", \"92e43275-42fa-409b-91af-8cffae587d41\", \"d3d357ef-34a7-45bc-97aa-1ff44fe61aae\", \"1681e118-2452-4985-87bd-efc6f93f0604\", \"d4963b06-9432-4c64-be68-1b0dbe1a702d\"], \"total_duration\": 434.0, \"total_sessions\": 5, \"mean_week_duration\": 4.255}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 8 users who are residents of cities Bangkok, Budapest, Santo Domingo, Rio de Janeiro, Moscow, Athens, Berlin , and sort by app usage time in descending order also show me only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92986\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-05-05 20:21:06.000000+00:00\", \"2021-07-01 07:13:58.000000+00:00\", \"2019-09-02 00:06:14.000000+00:00\", \"2021-11-12 00:15:14.000000+00:00\"], \"session_ids\": [\"e5e3ef76-5a79-4464-be93-fbfc50abe208\", \"c36b019d-ae8e-4ac0-9dec-42bd910eb953\", \"e35aa577-f7ae-44c4-82f7-03d7a3d6b82c\", \"ebfbd9ff-c07f-4b44-9247-9197551003d5\"], \"total_duration\": 1236.0, \"total_sessions\": 4, \"mean_week_duration\": 9.364}, \"8691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-12 22:13:17.000000+00:00\", \"2020-03-01 19:44:19.000000+00:00\"], \"session_ids\": [\"b9c87cac-5268-4202-a1ca-d74fa2239dc3\", \"2feec3e3-3cee-4672-b2b2-a1ba5cc74abd\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 1.396}, \"44771\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-05-16 00:07:31.000000+00:00\", \"2022-02-15 06:34:13.000000+00:00\", \"2020-08-22 02:08:32.000000+00:00\"], \"session_ids\": [\"eb72023c-9f98-4aee-8149-ceaaea4200fb\", \"28c144ce-c5eb-4f25-a132-7b9a418bd97a\", \"74e7d245-6a00-4c11-91e5-80c1e2206ae7\"], \"total_duration\": 137.0, \"total_sessions\": 3, \"mean_week_duration\": 0.951}, \"30092\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-05-01 01:22:42.000000+00:00\", \"2020-07-17 18:46:13.000000+00:00\"], \"session_ids\": [\"df359647-b27d-4cc8-9f3d-9bda1a222a95\", \"d2245f60-75d1-4d3e-91a1-ec6c587e8343\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}, \"36549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-10 17:37:26.000000+00:00\", \"2020-05-26 13:22:22.000000+00:00\"], \"session_ids\": [\"02fb8ee3-8775-4acb-aad5-3a6780b9afae\", \"b79b3a76-1e36-4d02-8de9-c6cedb761f8f\"], \"total_duration\": 469.0, \"total_sessions\": 2, \"mean_week_duration\": 3.212}, \"42800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-14 02:57:40.000000+00:00\", \"2022-06-27 08:42:08.000000+00:00\"], \"session_ids\": [\"ef319bf1-37e9-41aa-9450-bfb9a37e4db8\", \"1bede8f1-d0c9-4094-9be3-645a715b3f9c\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 1.565}, \"13022\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-06 20:06:28.000000+00:00\", \"2019-10-10 04:56:19.000000+00:00\", \"2023-03-02 07:32:31.000000+00:00\", \"2023-04-16 05:12:58.000000+00:00\", \"2020-07-12 11:40:03.000000+00:00\"], \"session_ids\": [\"9fd3e218-98e7-4203-a352-b546bb356f04\", \"11666ef9-53dd-486e-b7d1-4f0794e93a48\", \"c39d3593-76e5-4f67-8318-f502108dba35\", \"7ca4162b-e025-4299-b5c5-23b1631bef79\", \"42f8703a-9750-44f5-b894-113203ad1e8b\"], \"total_duration\": 1714.0, \"total_sessions\": 5, \"mean_week_duration\": 9.315}, \"23260\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-20 08:16:53.000000+00:00\", \"2020-10-07 08:18:34.000000+00:00\"], \"session_ids\": [\"e58216ad-9d4a-466a-9bc3-760f6f920bd9\", \"6f26c9e2-c037-42ff-ab30-a584c42a6860\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 2.321}, \"32223\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-03-05 21:49:18.000000+00:00\", \"2019-11-20 05:07:14.000000+00:00\", \"2022-04-22 04:38:34.000000+00:00\", \"2020-03-26 17:19:00.000000+00:00\", \"2020-01-15 20:24:04.000000+00:00\"], \"session_ids\": [\"596d009b-ac32-42e2-8942-ee7f261957d8\", \"e04dd379-def6-45aa-9d46-5f8f5bdd4eb4\", \"97ee6932-4842-4a19-966c-37a42ee78d40\", \"65a7f4db-ba5e-41e7-8dac-89b07f83c394\", \"a36811fc-ad3e-4dbf-9280-d58b4890d0d9\"], \"total_duration\": 2940.0, \"total_sessions\": 5, \"mean_week_duration\": 17.927}, \"18924\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-11-06 19:05:42.000000+00:00\", \"2020-09-24 13:01:55.000000+00:00\", \"2019-03-15 04:48:50.000000+00:00\", \"2019-11-14 06:15:35.000000+00:00\"], \"session_ids\": [\"d9e68446-6ce0-4efc-8153-9551c3fb8268\", \"aea44766-3f74-44ec-a3a5-e5943c63f65e\", \"18fd7c8e-da23-44ca-af90-b6b4351bcbec\", \"094db1e8-a1ec-43c7-b94c-16f6cc4260bd\"], \"total_duration\": 30.0, \"total_sessions\": 4, \"mean_week_duration\": 0.157}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Bangkok, Budapest, Santo Domingo, Rio de Janeiro, Moscow, Athens, Berlin" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Bangkok\", \"Budapest\", \"Santo Domingo\", \"Rio de Janeiro\", \"Moscow\", \"Athens\", \"Berlin\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30092\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-05-01 01:22:42.000000+00:00\", \"2020-07-17 18:46:13.000000+00:00\"], \"session_ids\": [\"df359647-b27d-4cc8-9f3d-9bda1a222a95\", \"d2245f60-75d1-4d3e-91a1-ec6c587e8343\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30092\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-05-01 01:22:42.000000+00:00\", \"2020-07-17 18:46:13.000000+00:00\"], \"session_ids\": [\"df359647-b27d-4cc8-9f3d-9bda1a222a95\", \"d2245f60-75d1-4d3e-91a1-ec6c587e8343\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30092\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-05-01 01:22:42.000000+00:00\", \"2020-07-17 18:46:13.000000+00:00\"], \"session_ids\": [\"df359647-b27d-4cc8-9f3d-9bda1a222a95\", \"d2245f60-75d1-4d3e-91a1-ec6c587e8343\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30092\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-05-01 01:22:42.000000+00:00\", \"2020-07-17 18:46:13.000000+00:00\"], \"session_ids\": [\"df359647-b27d-4cc8-9f3d-9bda1a222a95\", \"d2245f60-75d1-4d3e-91a1-ec6c587e8343\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about user whose time using the app is strictly bigger than 3056 and smaller than 783 plus apply sorting by site usage time descending + get rid of all records, except 2." } ]
[ { "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{\"35412\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-11-13 10:14:39.000000+00:00\", \"2020-09-29 09:35:12.000000+00:00\"], \"session_ids\": [\"18c6ce45-1ca5-4389-b29d-5168872bf3d1\", \"bda0d185-a068-40e9-ba0d-3ce9cbb525c1\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 4.045}, \"49130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-18 05:41:56.000000+00:00\", \"2021-07-08 01:47:39.000000+00:00\", \"2021-03-02 11:28:07.000000+00:00\"], \"session_ids\": [\"d6191383-ed35-47a1-aad3-524479dd4c5c\", \"31586921-0427-4b67-b6f0-43848950d36e\", \"4b5de5c5-c2d0-4253-907c-752896ddef49\"], \"total_duration\": 612.0, \"total_sessions\": 3, \"mean_week_duration\": 10.2}, \"81546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-06-18 13:26:28.000000+00:00\", \"2022-04-21 06:49:31.000000+00:00\"], \"session_ids\": [\"d6b2a2bf-6a4a-4ce8-88e2-23e968307f1d\", \"43c34adb-a554-4e57-9f14-252b24b4bd24\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 2.154}, \"67213\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-27 03:12:37.000000+00:00\", \"2021-06-15 03:06:19.000000+00:00\"], \"session_ids\": [\"cc70603d-2641-42e7-a4d6-503ce4e2c10d\", \"5905d3f5-21c0-4846-8864-9be92c19f180\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 3.587}, \"9681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-11-24 13:40:21.000000+00:00\", \"2023-04-22 14:16:47.000000+00:00\", \"2023-02-08 00:53:02.000000+00:00\", \"2019-11-16 14:12:55.000000+00:00\", \"2022-02-24 21:54:47.000000+00:00\", \"2021-09-05 07:48:51.000000+00:00\", \"2021-06-18 15:54:47.000000+00:00\", \"2021-05-25 06:35:28.000000+00:00\", \"2022-04-14 03:22:38.000000+00:00\"], \"session_ids\": [\"a403e56e-cc23-4aff-9264-9c3b293a7345\", \"813b7158-f664-4ca4-94d9-aab2d13eef13\", \"c410442e-6bed-4c41-8bb5-78d5ff25310f\", \"c73e4ef9-be51-4b4e-b0ef-511ea41619ab\", \"04609ce2-53c6-4bbb-90d2-1037616c6a2f\", \"12485d96-4e76-4903-8c0b-5517bc641a3a\", \"7c6856ff-fc96-4fe5-8d8b-22a7492acf2d\", \"9a2f5bde-e00b-4f17-8929-f36d50085489\", \"35c1fb9b-8a15-4a6a-8e9f-bdcb1320e935\"], \"total_duration\": 14027.0, \"total_sessions\": 9, \"mean_week_duration\": 78.363}, \"85254\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-06 07:32:03.000000+00:00\", \"2019-10-15 15:42:12.000000+00:00\", \"2021-11-27 08:42:06.000000+00:00\", \"2019-07-19 21:48:59.000000+00:00\", \"2020-10-20 13:15:00.000000+00:00\"], \"session_ids\": [\"c255d0b9-0782-4c6e-9409-05da0d140265\", \"03746982-fae7-48db-a8ca-e42a9bdfecc5\", \"f22e5ece-2d88-419d-9b05-650d4ebe901f\", \"e82a7bfc-d6de-4d2f-82e8-384c3d2f5a29\", \"2d4fd3df-6b7c-4068-b5ef-2fc1f4e61a85\"], \"total_duration\": 1079.0, \"total_sessions\": 5, \"mean_week_duration\": 8.772}, \"85840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-07 20:35:47.000000+00:00\", \"2019-11-15 22:51:30.000000+00:00\"], \"session_ids\": [\"6c574b4a-f3da-4d6a-b977-9575c422c632\", \"7018bc28-a648-4970-b3db-5e86db4779f5\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 4.622}, \"8969\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-21 09:08:15.000000+00:00\", \"2022-01-31 23:58:46.000000+00:00\", \"2023-02-01 17:35:17.000000+00:00\", \"2020-02-26 14:59:13.000000+00:00\"], \"session_ids\": [\"f86ed1b1-bb78-443a-93bf-8858b126f7cf\", \"fb9d09e8-da58-437e-98e0-add28c790bbc\", \"55f6be29-598a-4d78-be91-5cfcb863bb09\", \"226fbc1b-4e3f-403a-a718-9bfe8ccd58ec\"], \"total_duration\": 1448.0, \"total_sessions\": 4, \"mean_week_duration\": 9.464}, \"44633\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-11-30 00:44:13.000000+00:00\", \"2020-09-20 09:09:29.000000+00:00\"], \"session_ids\": [\"fd6458d8-b286-40b2-8900-04c20a0c3752\", \"0d7f7a9c-150e-4462-89ba-dc699b023261\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.286}, \"91584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-28 23:33:43.000000+00:00\", \"2021-08-09 00:22:26.000000+00:00\", \"2022-07-18 02:18:10.000000+00:00\", \"2019-10-19 08:12:45.000000+00:00\", \"2019-05-03 05:18:51.000000+00:00\", \"2021-01-04 16:41:57.000000+00:00\", \"2020-02-01 03:35:06.000000+00:00\", \"2022-04-06 21:48:57.000000+00:00\", \"2021-12-01 05:30:36.000000+00:00\"], \"session_ids\": [\"9fb6f7c8-6941-45c3-a6b5-b4e8ca72abec\", \"914cb18a-f02c-4cc4-bb4e-7a3dcbde45fe\", \"04bfe415-40d3-4681-bdca-bf579b67ac0f\", \"845f1049-14d9-43e1-a1a5-6fa5dad9127a\", \"ee3fdb12-b750-498c-8e11-24793bfefad6\", \"81eaccc9-c621-4a35-8806-911b774b0c5d\", \"1d0c81c4-0c2f-4c4e-b3aa-12db9f3bd696\", \"a7d88e45-75cc-429b-8a2d-ade7908f44ea\", \"614f7b6c-a94b-4105-a184-eff9de628160\"], \"total_duration\": 663.0, \"total_sessions\": 9, \"mean_week_duration\": 3.725}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 783 and are greater than 3056" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[783, 3056]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35412\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-11-13 10:14:39.000000+00:00\", \"2020-09-29 09:35:12.000000+00:00\"], \"session_ids\": [\"18c6ce45-1ca5-4389-b29d-5168872bf3d1\", \"bda0d185-a068-40e9-ba0d-3ce9cbb525c1\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 4.045}, \"49130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-18 05:41:56.000000+00:00\", \"2021-07-08 01:47:39.000000+00:00\", \"2021-03-02 11:28:07.000000+00:00\"], \"session_ids\": [\"d6191383-ed35-47a1-aad3-524479dd4c5c\", \"31586921-0427-4b67-b6f0-43848950d36e\", \"4b5de5c5-c2d0-4253-907c-752896ddef49\"], \"total_duration\": 612.0, \"total_sessions\": 3, \"mean_week_duration\": 10.2}, \"81546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-06-18 13:26:28.000000+00:00\", \"2022-04-21 06:49:31.000000+00:00\"], \"session_ids\": [\"d6b2a2bf-6a4a-4ce8-88e2-23e968307f1d\", \"43c34adb-a554-4e57-9f14-252b24b4bd24\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 2.154}, \"67213\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-27 03:12:37.000000+00:00\", \"2021-06-15 03:06:19.000000+00:00\"], \"session_ids\": [\"cc70603d-2641-42e7-a4d6-503ce4e2c10d\", \"5905d3f5-21c0-4846-8864-9be92c19f180\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 3.587}, \"85840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-07 20:35:47.000000+00:00\", \"2019-11-15 22:51:30.000000+00:00\"], \"session_ids\": [\"6c574b4a-f3da-4d6a-b977-9575c422c632\", \"7018bc28-a648-4970-b3db-5e86db4779f5\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 4.622}, \"44633\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-11-30 00:44:13.000000+00:00\", \"2020-09-20 09:09:29.000000+00:00\"], \"session_ids\": [\"fd6458d8-b286-40b2-8900-04c20a0c3752\", \"0d7f7a9c-150e-4462-89ba-dc699b023261\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.286}, \"91584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-28 23:33:43.000000+00:00\", \"2021-08-09 00:22:26.000000+00:00\", \"2022-07-18 02:18:10.000000+00:00\", \"2019-10-19 08:12:45.000000+00:00\", \"2019-05-03 05:18:51.000000+00:00\", \"2021-01-04 16:41:57.000000+00:00\", \"2020-02-01 03:35:06.000000+00:00\", \"2022-04-06 21:48:57.000000+00:00\", \"2021-12-01 05:30:36.000000+00:00\"], \"session_ids\": [\"9fb6f7c8-6941-45c3-a6b5-b4e8ca72abec\", \"914cb18a-f02c-4cc4-bb4e-7a3dcbde45fe\", \"04bfe415-40d3-4681-bdca-bf579b67ac0f\", \"845f1049-14d9-43e1-a1a5-6fa5dad9127a\", \"ee3fdb12-b750-498c-8e11-24793bfefad6\", \"81eaccc9-c621-4a35-8806-911b774b0c5d\", \"1d0c81c4-0c2f-4c4e-b3aa-12db9f3bd696\", \"a7d88e45-75cc-429b-8a2d-ade7908f44ea\", \"614f7b6c-a94b-4105-a184-eff9de628160\"], \"total_duration\": 663.0, \"total_sessions\": 9, \"mean_week_duration\": 3.725}, \"9681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-11-24 13:40:21.000000+00:00\", \"2023-04-22 14:16:47.000000+00:00\", \"2023-02-08 00:53:02.000000+00:00\", \"2019-11-16 14:12:55.000000+00:00\", \"2022-02-24 21:54:47.000000+00:00\", \"2021-09-05 07:48:51.000000+00:00\", \"2021-06-18 15:54:47.000000+00:00\", \"2021-05-25 06:35:28.000000+00:00\", \"2022-04-14 03:22:38.000000+00:00\"], \"session_ids\": [\"a403e56e-cc23-4aff-9264-9c3b293a7345\", \"813b7158-f664-4ca4-94d9-aab2d13eef13\", \"c410442e-6bed-4c41-8bb5-78d5ff25310f\", \"c73e4ef9-be51-4b4e-b0ef-511ea41619ab\", \"04609ce2-53c6-4bbb-90d2-1037616c6a2f\", \"12485d96-4e76-4903-8c0b-5517bc641a3a\", \"7c6856ff-fc96-4fe5-8d8b-22a7492acf2d\", \"9a2f5bde-e00b-4f17-8929-f36d50085489\", \"35c1fb9b-8a15-4a6a-8e9f-bdcb1320e935\"], \"total_duration\": 14027.0, \"total_sessions\": 9, \"mean_week_duration\": 78.363}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-11-24 13:40:21.000000+00:00\", \"2023-04-22 14:16:47.000000+00:00\", \"2023-02-08 00:53:02.000000+00:00\", \"2019-11-16 14:12:55.000000+00:00\", \"2022-02-24 21:54:47.000000+00:00\", \"2021-09-05 07:48:51.000000+00:00\", \"2021-06-18 15:54:47.000000+00:00\", \"2021-05-25 06:35:28.000000+00:00\", \"2022-04-14 03:22:38.000000+00:00\"], \"session_ids\": [\"a403e56e-cc23-4aff-9264-9c3b293a7345\", \"813b7158-f664-4ca4-94d9-aab2d13eef13\", \"c410442e-6bed-4c41-8bb5-78d5ff25310f\", \"c73e4ef9-be51-4b4e-b0ef-511ea41619ab\", \"04609ce2-53c6-4bbb-90d2-1037616c6a2f\", \"12485d96-4e76-4903-8c0b-5517bc641a3a\", \"7c6856ff-fc96-4fe5-8d8b-22a7492acf2d\", \"9a2f5bde-e00b-4f17-8929-f36d50085489\", \"35c1fb9b-8a15-4a6a-8e9f-bdcb1320e935\"], \"total_duration\": 14027.0, \"total_sessions\": 9, \"mean_week_duration\": 78.363}}, {\"91584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-28 23:33:43.000000+00:00\", \"2021-08-09 00:22:26.000000+00:00\", \"2022-07-18 02:18:10.000000+00:00\", \"2019-10-19 08:12:45.000000+00:00\", \"2019-05-03 05:18:51.000000+00:00\", \"2021-01-04 16:41:57.000000+00:00\", \"2020-02-01 03:35:06.000000+00:00\", \"2022-04-06 21:48:57.000000+00:00\", \"2021-12-01 05:30:36.000000+00:00\"], \"session_ids\": [\"9fb6f7c8-6941-45c3-a6b5-b4e8ca72abec\", \"914cb18a-f02c-4cc4-bb4e-7a3dcbde45fe\", \"04bfe415-40d3-4681-bdca-bf579b67ac0f\", \"845f1049-14d9-43e1-a1a5-6fa5dad9127a\", \"ee3fdb12-b750-498c-8e11-24793bfefad6\", \"81eaccc9-c621-4a35-8806-911b774b0c5d\", \"1d0c81c4-0c2f-4c4e-b3aa-12db9f3bd696\", \"a7d88e45-75cc-429b-8a2d-ade7908f44ea\", \"614f7b6c-a94b-4105-a184-eff9de628160\"], \"total_duration\": 663.0, \"total_sessions\": 9, \"mean_week_duration\": 3.725}}, {\"49130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-18 05:41:56.000000+00:00\", \"2021-07-08 01:47:39.000000+00:00\", \"2021-03-02 11:28:07.000000+00:00\"], \"session_ids\": [\"d6191383-ed35-47a1-aad3-524479dd4c5c\", \"31586921-0427-4b67-b6f0-43848950d36e\", \"4b5de5c5-c2d0-4253-907c-752896ddef49\"], \"total_duration\": 612.0, \"total_sessions\": 3, \"mean_week_duration\": 10.2}}, {\"35412\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-11-13 10:14:39.000000+00:00\", \"2020-09-29 09:35:12.000000+00:00\"], \"session_ids\": [\"18c6ce45-1ca5-4389-b29d-5168872bf3d1\", \"bda0d185-a068-40e9-ba0d-3ce9cbb525c1\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 4.045}}, {\"81546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-06-18 13:26:28.000000+00:00\", \"2022-04-21 06:49:31.000000+00:00\"], \"session_ids\": [\"d6b2a2bf-6a4a-4ce8-88e2-23e968307f1d\", \"43c34adb-a554-4e57-9f14-252b24b4bd24\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 2.154}}, {\"85840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-07 20:35:47.000000+00:00\", \"2019-11-15 22:51:30.000000+00:00\"], \"session_ids\": [\"6c574b4a-f3da-4d6a-b977-9575c422c632\", \"7018bc28-a648-4970-b3db-5e86db4779f5\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 4.622}}, {\"67213\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-27 03:12:37.000000+00:00\", \"2021-06-15 03:06:19.000000+00:00\"], \"session_ids\": [\"cc70603d-2641-42e7-a4d6-503ce4e2c10d\", \"5905d3f5-21c0-4846-8864-9be92c19f180\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 3.587}}, {\"44633\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-11-30 00:44:13.000000+00:00\", \"2020-09-20 09:09:29.000000+00:00\"], \"session_ids\": [\"fd6458d8-b286-40b2-8900-04c20a0c3752\", \"0d7f7a9c-150e-4462-89ba-dc699b023261\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.286}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-11-24 13:40:21.000000+00:00\", \"2023-04-22 14:16:47.000000+00:00\", \"2023-02-08 00:53:02.000000+00:00\", \"2019-11-16 14:12:55.000000+00:00\", \"2022-02-24 21:54:47.000000+00:00\", \"2021-09-05 07:48:51.000000+00:00\", \"2021-06-18 15:54:47.000000+00:00\", \"2021-05-25 06:35:28.000000+00:00\", \"2022-04-14 03:22:38.000000+00:00\"], \"session_ids\": [\"a403e56e-cc23-4aff-9264-9c3b293a7345\", \"813b7158-f664-4ca4-94d9-aab2d13eef13\", \"c410442e-6bed-4c41-8bb5-78d5ff25310f\", \"c73e4ef9-be51-4b4e-b0ef-511ea41619ab\", \"04609ce2-53c6-4bbb-90d2-1037616c6a2f\", \"12485d96-4e76-4903-8c0b-5517bc641a3a\", \"7c6856ff-fc96-4fe5-8d8b-22a7492acf2d\", \"9a2f5bde-e00b-4f17-8929-f36d50085489\", \"35c1fb9b-8a15-4a6a-8e9f-bdcb1320e935\"], \"total_duration\": 14027.0, \"total_sessions\": 9, \"mean_week_duration\": 78.363}}, {\"91584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-28 23:33:43.000000+00:00\", \"2021-08-09 00:22:26.000000+00:00\", \"2022-07-18 02:18:10.000000+00:00\", \"2019-10-19 08:12:45.000000+00:00\", \"2019-05-03 05:18:51.000000+00:00\", \"2021-01-04 16:41:57.000000+00:00\", \"2020-02-01 03:35:06.000000+00:00\", \"2022-04-06 21:48:57.000000+00:00\", \"2021-12-01 05:30:36.000000+00:00\"], \"session_ids\": [\"9fb6f7c8-6941-45c3-a6b5-b4e8ca72abec\", \"914cb18a-f02c-4cc4-bb4e-7a3dcbde45fe\", \"04bfe415-40d3-4681-bdca-bf579b67ac0f\", \"845f1049-14d9-43e1-a1a5-6fa5dad9127a\", \"ee3fdb12-b750-498c-8e11-24793bfefad6\", \"81eaccc9-c621-4a35-8806-911b774b0c5d\", \"1d0c81c4-0c2f-4c4e-b3aa-12db9f3bd696\", \"a7d88e45-75cc-429b-8a2d-ade7908f44ea\", \"614f7b6c-a94b-4105-a184-eff9de628160\"], \"total_duration\": 663.0, \"total_sessions\": 9, \"mean_week_duration\": 3.725}}]\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[{\"9681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-11-24 13:40:21.000000+00:00\", \"2023-04-22 14:16:47.000000+00:00\", \"2023-02-08 00:53:02.000000+00:00\", \"2019-11-16 14:12:55.000000+00:00\", \"2022-02-24 21:54:47.000000+00:00\", \"2021-09-05 07:48:51.000000+00:00\", \"2021-06-18 15:54:47.000000+00:00\", \"2021-05-25 06:35:28.000000+00:00\", \"2022-04-14 03:22:38.000000+00:00\"], \"session_ids\": [\"a403e56e-cc23-4aff-9264-9c3b293a7345\", \"813b7158-f664-4ca4-94d9-aab2d13eef13\", \"c410442e-6bed-4c41-8bb5-78d5ff25310f\", \"c73e4ef9-be51-4b4e-b0ef-511ea41619ab\", \"04609ce2-53c6-4bbb-90d2-1037616c6a2f\", \"12485d96-4e76-4903-8c0b-5517bc641a3a\", \"7c6856ff-fc96-4fe5-8d8b-22a7492acf2d\", \"9a2f5bde-e00b-4f17-8929-f36d50085489\", \"35c1fb9b-8a15-4a6a-8e9f-bdcb1320e935\"], \"total_duration\": 14027.0, \"total_sessions\": 9, \"mean_week_duration\": 78.363}}, {\"91584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-28 23:33:43.000000+00:00\", \"2021-08-09 00:22:26.000000+00:00\", \"2022-07-18 02:18:10.000000+00:00\", \"2019-10-19 08:12:45.000000+00:00\", \"2019-05-03 05:18:51.000000+00:00\", \"2021-01-04 16:41:57.000000+00:00\", \"2020-02-01 03:35:06.000000+00:00\", \"2022-04-06 21:48:57.000000+00:00\", \"2021-12-01 05:30:36.000000+00:00\"], \"session_ids\": [\"9fb6f7c8-6941-45c3-a6b5-b4e8ca72abec\", \"914cb18a-f02c-4cc4-bb4e-7a3dcbde45fe\", \"04bfe415-40d3-4681-bdca-bf579b67ac0f\", \"845f1049-14d9-43e1-a1a5-6fa5dad9127a\", \"ee3fdb12-b750-498c-8e11-24793bfefad6\", \"81eaccc9-c621-4a35-8806-911b774b0c5d\", \"1d0c81c4-0c2f-4c4e-b3aa-12db9f3bd696\", \"a7d88e45-75cc-429b-8a2d-ade7908f44ea\", \"614f7b6c-a94b-4105-a184-eff9de628160\"], \"total_duration\": 663.0, \"total_sessions\": 9, \"mean_week_duration\": 3.725}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 6 users whose duration summation is bigger than 943 and smaller than 3172 (not including) plus perform sorting by overall total duration in desc 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{\"43235\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-10 06:12:49.000000+00:00\", \"2021-02-16 16:43:55.000000+00:00\", \"2021-02-16 15:31:38.000000+00:00\", \"2022-11-12 18:42:35.000000+00:00\", \"2020-05-29 11:26:36.000000+00:00\"], \"session_ids\": [\"c64aa8b9-f264-46b4-a795-769dd98803b7\", \"cf96fcf4-5f63-4d1d-9403-a98ff039435c\", \"32201f25-48f6-4ab6-9ea8-a191c81f55b7\", \"ae63a235-46d3-4dba-997c-4ed96f866383\", \"cd7ba154-fd7a-4bfe-b049-9ba9213c5cb1\"], \"total_duration\": 349.0, \"total_sessions\": 5, \"mean_week_duration\": 2.407}, \"72597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-04-19 10:19:44.000000+00:00\", \"2019-01-01 03:53:28.000000+00:00\"], \"session_ids\": [\"4f614818-04fd-47db-a1f7-4ee05b85472b\", \"c65c4a86-5fbc-4896-8807-7df4917f6046\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 0.578}, \"5980\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-02-17 12:58:27.000000+00:00\", \"2022-07-10 12:02:16.000000+00:00\", \"2019-06-08 14:14:18.000000+00:00\", \"2022-11-09 10:22:43.000000+00:00\", \"2019-03-12 08:44:18.000000+00:00\", \"2021-03-03 01:51:23.000000+00:00\"], \"session_ids\": [\"8c17d9c5-12a2-4dd5-ac71-9940a65d986a\", \"16d8939d-7c7d-45cd-b473-7ddef90587f1\", \"dfe5e505-b48a-4537-9059-2850cd7b9060\", \"f9269d77-c3b1-40d2-b5c9-830a2cf4d2ef\", \"6cee8261-1076-43c7-8457-7325bc60718c\", \"5de3ca45-e615-4d69-9826-699d9c8bd96d\"], \"total_duration\": 3929.0, \"total_sessions\": 6, \"mean_week_duration\": 20.149}, \"40982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-19 22:26:07.000000+00:00\", \"2021-07-05 22:30:38.000000+00:00\"], \"session_ids\": [\"9acd4419-bff3-4e5b-8463-1c3e455b6cbf\", \"fa18414a-2a60-412c-833b-ec340d38ca1c\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.86}, \"5081\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-15 09:10:02.000000+00:00\", \"2021-12-02 23:42:45.000000+00:00\", \"2020-06-02 20:18:33.000000+00:00\"], \"session_ids\": [\"5f3008fc-1e6e-4f6e-9123-121f305a5783\", \"0494c505-dae9-4d0b-b7ed-aa1031a9e3f0\", \"0eb73a31-0e13-4609-8427-b32e74c93fd7\"], \"total_duration\": 680.0, \"total_sessions\": 3, \"mean_week_duration\": 4.69}, \"76038\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-11 02:14:30.000000+00:00\", \"2022-02-16 22:46:53.000000+00:00\"], \"session_ids\": [\"3ce07fa5-057c-4429-9696-1704fe0c90b6\", \"1011d058-aeb0-4635-8a6c-cfa3ee11e450\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.733}, \"60914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-13 22:27:16.000000+00:00\", \"2020-11-19 04:46:47.000000+00:00\", \"2022-06-14 08:57:19.000000+00:00\"], \"session_ids\": [\"8db5f111-7f19-40be-aefd-d67c7c997fe7\", \"064ddb28-a5c4-4689-ae5c-6c04348f55c3\", \"3ea0cf3b-44f1-4b0a-91ab-d1c7fdd3d207\"], \"total_duration\": 673.0, \"total_sessions\": 3, \"mean_week_duration\": 7.01}, \"92351\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-27 23:26:48.000000+00:00\", \"2022-01-10 08:26:02.000000+00:00\"], \"session_ids\": [\"6936fff6-964b-40e9-be4f-aba1391684a5\", \"24a8da72-75c3-4a14-ba88-0bbb6c1f7267\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 5.658}, \"25096\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-11-09 23:45:44.000000+00:00\", \"2022-12-13 19:34:59.000000+00:00\"], \"session_ids\": [\"03cd2b67-b0c6-4067-a29c-713a20b1073c\", \"5e31ff89-ea2c-433f-aad6-43506beb4388\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 32.8}, \"9685\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-09 11:56:29.000000+00:00\", \"2019-06-25 01:14:19.000000+00:00\", \"2023-04-13 18:22:20.000000+00:00\", \"2022-06-16 12:28:06.000000+00:00\", \"2023-04-11 06:53:17.000000+00:00\", \"2021-12-08 19:14:50.000000+00:00\", \"2021-12-01 20:16:57.000000+00:00\"], \"session_ids\": [\"d011caf0-5fb8-4090-b994-f6ffff712b96\", \"da0d89b1-c6a6-4770-99aa-3c6d2ad1b69d\", \"f65eee6c-ba41-4621-8cb4-b18cdba69e9f\", \"4d997164-3a7f-4828-ad3a-221bb2d5c36e\", \"058ea7fd-c2d7-4445-9f56-38a989f6c423\", \"fe820767-1ee6-4653-87ce-4d93e599d70f\", \"fff08012-8ecd-4f15-aba5-efc245d2ec69\"], \"total_duration\": 2879.0, \"total_sessions\": 7, \"mean_week_duration\": 13.908}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 943 and are less than 3172" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[943, 3172]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9685\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-09 11:56:29.000000+00:00\", \"2019-06-25 01:14:19.000000+00:00\", \"2023-04-13 18:22:20.000000+00:00\", \"2022-06-16 12:28:06.000000+00:00\", \"2023-04-11 06:53:17.000000+00:00\", \"2021-12-08 19:14:50.000000+00:00\", \"2021-12-01 20:16:57.000000+00:00\"], \"session_ids\": [\"d011caf0-5fb8-4090-b994-f6ffff712b96\", \"da0d89b1-c6a6-4770-99aa-3c6d2ad1b69d\", \"f65eee6c-ba41-4621-8cb4-b18cdba69e9f\", \"4d997164-3a7f-4828-ad3a-221bb2d5c36e\", \"058ea7fd-c2d7-4445-9f56-38a989f6c423\", \"fe820767-1ee6-4653-87ce-4d93e599d70f\", \"fff08012-8ecd-4f15-aba5-efc245d2ec69\"], \"total_duration\": 2879.0, \"total_sessions\": 7, \"mean_week_duration\": 13.908}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9685\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-09 11:56:29.000000+00:00\", \"2019-06-25 01:14:19.000000+00:00\", \"2023-04-13 18:22:20.000000+00:00\", \"2022-06-16 12:28:06.000000+00:00\", \"2023-04-11 06:53:17.000000+00:00\", \"2021-12-08 19:14:50.000000+00:00\", \"2021-12-01 20:16:57.000000+00:00\"], \"session_ids\": [\"d011caf0-5fb8-4090-b994-f6ffff712b96\", \"da0d89b1-c6a6-4770-99aa-3c6d2ad1b69d\", \"f65eee6c-ba41-4621-8cb4-b18cdba69e9f\", \"4d997164-3a7f-4828-ad3a-221bb2d5c36e\", \"058ea7fd-c2d7-4445-9f56-38a989f6c423\", \"fe820767-1ee6-4653-87ce-4d93e599d70f\", \"fff08012-8ecd-4f15-aba5-efc245d2ec69\"], \"total_duration\": 2879.0, \"total_sessions\": 7, \"mean_week_duration\": 13.908}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9685\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-09 11:56:29.000000+00:00\", \"2019-06-25 01:14:19.000000+00:00\", \"2023-04-13 18:22:20.000000+00:00\", \"2022-06-16 12:28:06.000000+00:00\", \"2023-04-11 06:53:17.000000+00:00\", \"2021-12-08 19:14:50.000000+00:00\", \"2021-12-01 20:16:57.000000+00:00\"], \"session_ids\": [\"d011caf0-5fb8-4090-b994-f6ffff712b96\", \"da0d89b1-c6a6-4770-99aa-3c6d2ad1b69d\", \"f65eee6c-ba41-4621-8cb4-b18cdba69e9f\", \"4d997164-3a7f-4828-ad3a-221bb2d5c36e\", \"058ea7fd-c2d7-4445-9f56-38a989f6c423\", \"fe820767-1ee6-4653-87ce-4d93e599d70f\", \"fff08012-8ecd-4f15-aba5-efc245d2ec69\"], \"total_duration\": 2879.0, \"total_sessions\": 7, \"mean_week_duration\": 13.908}}]\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[{\"9685\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-09 11:56:29.000000+00:00\", \"2019-06-25 01:14:19.000000+00:00\", \"2023-04-13 18:22:20.000000+00:00\", \"2022-06-16 12:28:06.000000+00:00\", \"2023-04-11 06:53:17.000000+00:00\", \"2021-12-08 19:14:50.000000+00:00\", \"2021-12-01 20:16:57.000000+00:00\"], \"session_ids\": [\"d011caf0-5fb8-4090-b994-f6ffff712b96\", \"da0d89b1-c6a6-4770-99aa-3c6d2ad1b69d\", \"f65eee6c-ba41-4621-8cb4-b18cdba69e9f\", \"4d997164-3a7f-4828-ad3a-221bb2d5c36e\", \"058ea7fd-c2d7-4445-9f56-38a989f6c423\", \"fe820767-1ee6-4653-87ce-4d93e599d70f\", \"fff08012-8ecd-4f15-aba5-efc245d2ec69\"], \"total_duration\": 2879.0, \"total_sessions\": 7, \"mean_week_duration\": 13.908}}]\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 user with a time spent on the site that is strictly higher than 2840 and lower than 1792 + execute sorting by mean_week_duration form the highest value to the lowest value plus display me only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-13 05:31:21.000000+00:00\", \"2021-01-11 20:18:27.000000+00:00\"], \"session_ids\": [\"ec9f09bf-1685-425c-85e4-dd2eeaef5607\", \"02742c92-700b-4b0c-8e64-7b5a4ee43390\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.177}, \"48347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-27 19:41:11.000000+00:00\", \"2022-11-04 00:01:37.000000+00:00\"], \"session_ids\": [\"cc3dca72-79f4-4eda-b3e3-884708ee264a\", \"ffb000dc-ba7d-4f5e-815b-6f6c464012cb\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 7.625}, \"25774\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-16 13:48:57.000000+00:00\", \"2022-07-01 13:42:35.000000+00:00\"], \"session_ids\": [\"6f3f7523-6473-4e0e-a54f-d2ac12bb76f7\", \"8f2bc318-8b41-4999-bca1-153fcb247756\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.123}, \"86611\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-28 08:04:20.000000+00:00\", \"2020-06-21 14:19:54.000000+00:00\"], \"session_ids\": [\"fe77705d-8632-4458-bc4c-abdb6434057a\", \"c9518a4d-28fb-4e59-a875-73410e27cbef\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 12.923}, \"84175\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-27 15:41:18.000000+00:00\", \"2020-12-02 06:24:24.000000+00:00\"], \"session_ids\": [\"04dda6a5-6f78-4234-b77a-79daabea0f2f\", \"0aceb960-600e-4a63-9a19-c0c86ac7cd30\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 12.0}, \"3325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-27 18:01:30.000000+00:00\", \"2022-05-11 14:18:51.000000+00:00\", \"2019-11-21 05:31:38.000000+00:00\", \"2019-09-30 10:37:44.000000+00:00\", \"2019-10-19 00:52:20.000000+00:00\", \"2021-05-17 05:53:02.000000+00:00\", \"2020-10-20 02:15:13.000000+00:00\", \"2021-06-07 08:34:48.000000+00:00\"], \"session_ids\": [\"f935d988-3837-45b1-9a68-15d350fa01b1\", \"cc08036e-4963-4455-a3fa-ff903fe77d32\", \"44ed58e8-9bb0-4866-a868-06299304b3d9\", \"a1494d08-cd1e-4540-9b0f-88c7d3ee249f\", \"61f37df5-454a-4b47-8b4b-9cb235686e4f\", \"9538fa5d-493d-4f94-8d84-5ead017f5bdb\", \"47032229-dcd0-4346-92bd-344f83a3e19a\", \"462ee715-88db-4703-81be-05d668912016\"], \"total_duration\": 1047.0, \"total_sessions\": 8, \"mean_week_duration\": 5.753}, \"19953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-12-09 01:07:14.000000+00:00\", \"2020-04-09 16:25:53.000000+00:00\", \"2022-08-25 21:12:43.000000+00:00\"], \"session_ids\": [\"ce23900a-a027-4d39-93bd-82d23e318045\", \"8c1aefe9-66e3-4c5e-81be-0b786af1e808\", \"af3945c1-8527-41d4-a754-577e0ddac86b\"], \"total_duration\": 221.0, \"total_sessions\": 3, \"mean_week_duration\": 1.59}, \"52438\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-15 16:48:41.000000+00:00\", \"2020-07-29 09:59:55.000000+00:00\", \"2022-01-19 20:02:13.000000+00:00\", \"2019-03-02 20:49:59.000000+00:00\", \"2021-09-23 20:51:28.000000+00:00\"], \"session_ids\": [\"a540c86b-cc8d-4daf-8785-e2a6112f667a\", \"04267e78-d3ff-4acf-bcfe-b500bceaed37\", \"40a8737f-bebb-4fa1-a83a-b00b19abf9e2\", \"c7278bab-1062-49f8-bbd1-901e001d7eef\", \"bbc6e85b-b505-480b-b6ba-e2981b221309\"], \"total_duration\": 2909.0, \"total_sessions\": 5, \"mean_week_duration\": 14.053}, \"96800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-10-21 23:12:39.000000+00:00\", \"2020-01-28 06:30:56.000000+00:00\"], \"session_ids\": [\"3e87dfd4-a7c6-49a8-8570-f3ecf31f342e\", \"4e5f68f6-e2d2-4e03-8c8a-e19d0a70ff1b\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"34212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-09 04:57:00.000000+00:00\", \"2022-03-15 20:23:00.000000+00:00\"], \"session_ids\": [\"5a80a482-188b-4c39-884c-9757f48d01e7\", \"10d84841-33b7-47cc-a165-cacc3820094f\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 9.208}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 1792 and are greater than 2840" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[1792, 2840]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-13 05:31:21.000000+00:00\", \"2021-01-11 20:18:27.000000+00:00\"], \"session_ids\": [\"ec9f09bf-1685-425c-85e4-dd2eeaef5607\", \"02742c92-700b-4b0c-8e64-7b5a4ee43390\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.177}, \"48347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-27 19:41:11.000000+00:00\", \"2022-11-04 00:01:37.000000+00:00\"], \"session_ids\": [\"cc3dca72-79f4-4eda-b3e3-884708ee264a\", \"ffb000dc-ba7d-4f5e-815b-6f6c464012cb\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 7.625}, \"25774\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-16 13:48:57.000000+00:00\", \"2022-07-01 13:42:35.000000+00:00\"], \"session_ids\": [\"6f3f7523-6473-4e0e-a54f-d2ac12bb76f7\", \"8f2bc318-8b41-4999-bca1-153fcb247756\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.123}, \"86611\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-28 08:04:20.000000+00:00\", \"2020-06-21 14:19:54.000000+00:00\"], \"session_ids\": [\"fe77705d-8632-4458-bc4c-abdb6434057a\", \"c9518a4d-28fb-4e59-a875-73410e27cbef\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 12.923}, \"84175\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-27 15:41:18.000000+00:00\", \"2020-12-02 06:24:24.000000+00:00\"], \"session_ids\": [\"04dda6a5-6f78-4234-b77a-79daabea0f2f\", \"0aceb960-600e-4a63-9a19-c0c86ac7cd30\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 12.0}, \"3325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-27 18:01:30.000000+00:00\", \"2022-05-11 14:18:51.000000+00:00\", \"2019-11-21 05:31:38.000000+00:00\", \"2019-09-30 10:37:44.000000+00:00\", \"2019-10-19 00:52:20.000000+00:00\", \"2021-05-17 05:53:02.000000+00:00\", \"2020-10-20 02:15:13.000000+00:00\", \"2021-06-07 08:34:48.000000+00:00\"], \"session_ids\": [\"f935d988-3837-45b1-9a68-15d350fa01b1\", \"cc08036e-4963-4455-a3fa-ff903fe77d32\", \"44ed58e8-9bb0-4866-a868-06299304b3d9\", \"a1494d08-cd1e-4540-9b0f-88c7d3ee249f\", \"61f37df5-454a-4b47-8b4b-9cb235686e4f\", \"9538fa5d-493d-4f94-8d84-5ead017f5bdb\", \"47032229-dcd0-4346-92bd-344f83a3e19a\", \"462ee715-88db-4703-81be-05d668912016\"], \"total_duration\": 1047.0, \"total_sessions\": 8, \"mean_week_duration\": 5.753}, \"19953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-12-09 01:07:14.000000+00:00\", \"2020-04-09 16:25:53.000000+00:00\", \"2022-08-25 21:12:43.000000+00:00\"], \"session_ids\": [\"ce23900a-a027-4d39-93bd-82d23e318045\", \"8c1aefe9-66e3-4c5e-81be-0b786af1e808\", \"af3945c1-8527-41d4-a754-577e0ddac86b\"], \"total_duration\": 221.0, \"total_sessions\": 3, \"mean_week_duration\": 1.59}, \"96800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-10-21 23:12:39.000000+00:00\", \"2020-01-28 06:30:56.000000+00:00\"], \"session_ids\": [\"3e87dfd4-a7c6-49a8-8570-f3ecf31f342e\", \"4e5f68f6-e2d2-4e03-8c8a-e19d0a70ff1b\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"34212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-09 04:57:00.000000+00:00\", \"2022-03-15 20:23:00.000000+00:00\"], \"session_ids\": [\"5a80a482-188b-4c39-884c-9757f48d01e7\", \"10d84841-33b7-47cc-a165-cacc3820094f\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 9.208}, \"52438\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-15 16:48:41.000000+00:00\", \"2020-07-29 09:59:55.000000+00:00\", \"2022-01-19 20:02:13.000000+00:00\", \"2019-03-02 20:49:59.000000+00:00\", \"2021-09-23 20:51:28.000000+00:00\"], \"session_ids\": [\"a540c86b-cc8d-4daf-8785-e2a6112f667a\", \"04267e78-d3ff-4acf-bcfe-b500bceaed37\", \"40a8737f-bebb-4fa1-a83a-b00b19abf9e2\", \"c7278bab-1062-49f8-bbd1-901e001d7eef\", \"bbc6e85b-b505-480b-b6ba-e2981b221309\"], \"total_duration\": 2909.0, \"total_sessions\": 5, \"mean_week_duration\": 14.053}}\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[{\"52438\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-15 16:48:41.000000+00:00\", \"2020-07-29 09:59:55.000000+00:00\", \"2022-01-19 20:02:13.000000+00:00\", \"2019-03-02 20:49:59.000000+00:00\", \"2021-09-23 20:51:28.000000+00:00\"], \"session_ids\": [\"a540c86b-cc8d-4daf-8785-e2a6112f667a\", \"04267e78-d3ff-4acf-bcfe-b500bceaed37\", \"40a8737f-bebb-4fa1-a83a-b00b19abf9e2\", \"c7278bab-1062-49f8-bbd1-901e001d7eef\", \"bbc6e85b-b505-480b-b6ba-e2981b221309\"], \"total_duration\": 2909.0, \"total_sessions\": 5, \"mean_week_duration\": 14.053}}, {\"86611\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-28 08:04:20.000000+00:00\", \"2020-06-21 14:19:54.000000+00:00\"], \"session_ids\": [\"fe77705d-8632-4458-bc4c-abdb6434057a\", \"c9518a4d-28fb-4e59-a875-73410e27cbef\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 12.923}}, {\"84175\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-27 15:41:18.000000+00:00\", \"2020-12-02 06:24:24.000000+00:00\"], \"session_ids\": [\"04dda6a5-6f78-4234-b77a-79daabea0f2f\", \"0aceb960-600e-4a63-9a19-c0c86ac7cd30\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 12.0}}, {\"34212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-09 04:57:00.000000+00:00\", \"2022-03-15 20:23:00.000000+00:00\"], \"session_ids\": [\"5a80a482-188b-4c39-884c-9757f48d01e7\", \"10d84841-33b7-47cc-a165-cacc3820094f\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 9.208}}, {\"96800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-10-21 23:12:39.000000+00:00\", \"2020-01-28 06:30:56.000000+00:00\"], \"session_ids\": [\"3e87dfd4-a7c6-49a8-8570-f3ecf31f342e\", \"4e5f68f6-e2d2-4e03-8c8a-e19d0a70ff1b\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}}, {\"48347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-27 19:41:11.000000+00:00\", \"2022-11-04 00:01:37.000000+00:00\"], \"session_ids\": [\"cc3dca72-79f4-4eda-b3e3-884708ee264a\", \"ffb000dc-ba7d-4f5e-815b-6f6c464012cb\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 7.625}}, {\"3325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-27 18:01:30.000000+00:00\", \"2022-05-11 14:18:51.000000+00:00\", \"2019-11-21 05:31:38.000000+00:00\", \"2019-09-30 10:37:44.000000+00:00\", \"2019-10-19 00:52:20.000000+00:00\", \"2021-05-17 05:53:02.000000+00:00\", \"2020-10-20 02:15:13.000000+00:00\", \"2021-06-07 08:34:48.000000+00:00\"], \"session_ids\": [\"f935d988-3837-45b1-9a68-15d350fa01b1\", \"cc08036e-4963-4455-a3fa-ff903fe77d32\", \"44ed58e8-9bb0-4866-a868-06299304b3d9\", \"a1494d08-cd1e-4540-9b0f-88c7d3ee249f\", \"61f37df5-454a-4b47-8b4b-9cb235686e4f\", \"9538fa5d-493d-4f94-8d84-5ead017f5bdb\", \"47032229-dcd0-4346-92bd-344f83a3e19a\", \"462ee715-88db-4703-81be-05d668912016\"], \"total_duration\": 1047.0, \"total_sessions\": 8, \"mean_week_duration\": 5.753}}, {\"19953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-12-09 01:07:14.000000+00:00\", \"2020-04-09 16:25:53.000000+00:00\", \"2022-08-25 21:12:43.000000+00:00\"], \"session_ids\": [\"ce23900a-a027-4d39-93bd-82d23e318045\", \"8c1aefe9-66e3-4c5e-81be-0b786af1e808\", \"af3945c1-8527-41d4-a754-577e0ddac86b\"], \"total_duration\": 221.0, \"total_sessions\": 3, \"mean_week_duration\": 1.59}}, {\"7390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-13 05:31:21.000000+00:00\", \"2021-01-11 20:18:27.000000+00:00\"], \"session_ids\": [\"ec9f09bf-1685-425c-85e4-dd2eeaef5607\", \"02742c92-700b-4b0c-8e64-7b5a4ee43390\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.177}}, {\"25774\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-16 13:48:57.000000+00:00\", \"2022-07-01 13:42:35.000000+00:00\"], \"session_ids\": [\"6f3f7523-6473-4e0e-a54f-d2ac12bb76f7\", \"8f2bc318-8b41-4999-bca1-153fcb247756\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.123}}]\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[{\"52438\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-15 16:48:41.000000+00:00\", \"2020-07-29 09:59:55.000000+00:00\", \"2022-01-19 20:02:13.000000+00:00\", \"2019-03-02 20:49:59.000000+00:00\", \"2021-09-23 20:51:28.000000+00:00\"], \"session_ids\": [\"a540c86b-cc8d-4daf-8785-e2a6112f667a\", \"04267e78-d3ff-4acf-bcfe-b500bceaed37\", \"40a8737f-bebb-4fa1-a83a-b00b19abf9e2\", \"c7278bab-1062-49f8-bbd1-901e001d7eef\", \"bbc6e85b-b505-480b-b6ba-e2981b221309\"], \"total_duration\": 2909.0, \"total_sessions\": 5, \"mean_week_duration\": 14.053}}, {\"86611\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-28 08:04:20.000000+00:00\", \"2020-06-21 14:19:54.000000+00:00\"], \"session_ids\": [\"fe77705d-8632-4458-bc4c-abdb6434057a\", \"c9518a4d-28fb-4e59-a875-73410e27cbef\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 12.923}}, {\"84175\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-27 15:41:18.000000+00:00\", \"2020-12-02 06:24:24.000000+00:00\"], \"session_ids\": [\"04dda6a5-6f78-4234-b77a-79daabea0f2f\", \"0aceb960-600e-4a63-9a19-c0c86ac7cd30\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 12.0}}, {\"34212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-09 04:57:00.000000+00:00\", \"2022-03-15 20:23:00.000000+00:00\"], \"session_ids\": [\"5a80a482-188b-4c39-884c-9757f48d01e7\", \"10d84841-33b7-47cc-a165-cacc3820094f\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 9.208}}]\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[{\"52438\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-15 16:48:41.000000+00:00\", \"2020-07-29 09:59:55.000000+00:00\", \"2022-01-19 20:02:13.000000+00:00\", \"2019-03-02 20:49:59.000000+00:00\", \"2021-09-23 20:51:28.000000+00:00\"], \"session_ids\": [\"a540c86b-cc8d-4daf-8785-e2a6112f667a\", \"04267e78-d3ff-4acf-bcfe-b500bceaed37\", \"40a8737f-bebb-4fa1-a83a-b00b19abf9e2\", \"c7278bab-1062-49f8-bbd1-901e001d7eef\", \"bbc6e85b-b505-480b-b6ba-e2981b221309\"], \"total_duration\": 2909.0, \"total_sessions\": 5, \"mean_week_duration\": 14.053}}, {\"86611\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-28 08:04:20.000000+00:00\", \"2020-06-21 14:19:54.000000+00:00\"], \"session_ids\": [\"fe77705d-8632-4458-bc4c-abdb6434057a\", \"c9518a4d-28fb-4e59-a875-73410e27cbef\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 12.923}}, {\"84175\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-27 15:41:18.000000+00:00\", \"2020-12-02 06:24:24.000000+00:00\"], \"session_ids\": [\"04dda6a5-6f78-4234-b77a-79daabea0f2f\", \"0aceb960-600e-4a63-9a19-c0c86ac7cd30\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 12.0}}, {\"34212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-09 04:57:00.000000+00:00\", \"2022-03-15 20:23:00.000000+00:00\"], \"session_ids\": [\"5a80a482-188b-4c39-884c-9757f48d01e7\", \"10d84841-33b7-47cc-a165-cacc3820094f\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 9.208}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on user who has total_duration less than 1779 inclusive in addition put to use sorting by time using the app ascendingly." } ]
[ { "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{\"26941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-08 23:35:31.000000+00:00\", \"2022-07-30 17:15:16.000000+00:00\"], \"session_ids\": [\"b8b1f86d-80b2-4d4b-a356-4edf385f872f\", \"7c8a37ad-29cc-4dcd-b98a-f08a8b4da7b2\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}, \"2487\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-10 19:12:13.000000+00:00\", \"2020-07-08 02:43:15.000000+00:00\"], \"session_ids\": [\"006945ed-0fcd-437d-b404-bbdc30cc8cb4\", \"6789e14d-9931-4fe9-8156-5ffdaea12c63\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.342}, \"63849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-01-30 04:01:26.000000+00:00\", \"2019-01-01 23:10:59.000000+00:00\"], \"session_ids\": [\"0d1554f3-2ab4-4a0d-b6f6-79677fabe3e0\", \"64df1ab1-b9db-4914-b633-3f61287256bc\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 110.0}, \"54978\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-21 18:25:50.000000+00:00\", \"2019-02-01 15:43:56.000000+00:00\", \"2023-06-05 07:00:51.000000+00:00\"], \"session_ids\": [\"751cca9b-8f8d-4bf8-91b8-1744c0c10579\", \"70a41455-e4e5-4e0c-8ba4-8a7b38a30218\", \"5f016a51-185d-4fc4-8663-06bdebe5a473\"], \"total_duration\": 359.0, \"total_sessions\": 3, \"mean_week_duration\": 1.581}, \"96936\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-17 02:16:26.000000+00:00\", \"2019-10-23 01:58:45.000000+00:00\", \"2022-12-24 03:24:48.000000+00:00\", \"2021-12-28 16:01:56.000000+00:00\", \"2019-03-31 01:54:57.000000+00:00\", \"2020-01-08 23:57:04.000000+00:00\", \"2023-01-29 18:36:07.000000+00:00\", \"2022-07-26 20:03:04.000000+00:00\"], \"session_ids\": [\"4d219a88-242a-4bb7-90e9-a967e13edf86\", \"4dba4a93-92ac-46fc-ba06-949816984062\", \"51488ed1-63d0-4bec-8980-1b655fef7d31\", \"c2db2a51-4b04-4d7e-a689-1c77f27b3908\", \"d5489ae4-41f8-49c4-89b5-efe2c2ec52fa\", \"90bfe234-6b8e-475b-9174-9430907f6f43\", \"7fe8fd32-0013-44bf-8a62-13f6041f4aa1\", \"e726c72a-fa95-4bef-9216-1d8c96d035a8\"], \"total_duration\": 7272.0, \"total_sessions\": 8, \"mean_week_duration\": 36.36}, \"23047\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-17 03:17:17.000000+00:00\", \"2023-01-10 03:54:32.000000+00:00\"], \"session_ids\": [\"a44d50ff-cbe4-46bc-9e34-a7569d499fd8\", \"eb108228-c7f4-4f81-b6d5-b38e3fcfb9c7\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 5.191}, \"75381\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-06 06:01:19.000000+00:00\", \"2023-03-09 15:18:59.000000+00:00\", \"2020-10-22 20:16:33.000000+00:00\", \"2019-02-11 20:22:15.000000+00:00\"], \"session_ids\": [\"1241851d-3d9e-41a0-bb22-ff74f62ebeaf\", \"b1f62ac0-1317-42ff-b86e-478b78e67540\", \"e47909eb-b007-4270-91c8-8027c553b98c\", \"cee8b287-e742-4401-86e5-6460c6ae6d0d\"], \"total_duration\": 889.0, \"total_sessions\": 4, \"mean_week_duration\": 3.951}, \"26843\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-05-01 10:10:58.000000+00:00\", \"2021-02-10 20:48:20.000000+00:00\"], \"session_ids\": [\"430b56da-b767-4451-863f-4313e4776a0d\", \"6cf87d96-3a89-4758-a0cb-6665d2aad2b0\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}, \"87555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-18 20:19:05.000000+00:00\", \"2019-03-20 06:02:18.000000+00:00\"], \"session_ids\": [\"138a0641-913c-4a2f-aa47-ce7fc8fb0bf4\", \"5187b63e-4783-4e8f-ac4f-2e0d208525c7\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.378}, \"40411\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-13 03:17:23.000000+00:00\", \"2022-06-23 17:11:21.000000+00:00\", \"2019-12-31 04:14:27.000000+00:00\"], \"session_ids\": [\"ca6c5ae4-b69b-4d65-89e2-602a0a8cb145\", \"5fa12172-ea75-40a4-9f0e-21009a4816b0\", \"4ea3c076-b421-439a-8832-eac22d5c16e0\"], \"total_duration\": 325.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1779" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[1779, 2822]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"26941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-08 23:35:31.000000+00:00\", \"2022-07-30 17:15:16.000000+00:00\"], \"session_ids\": [\"b8b1f86d-80b2-4d4b-a356-4edf385f872f\", \"7c8a37ad-29cc-4dcd-b98a-f08a8b4da7b2\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}, \"2487\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-10 19:12:13.000000+00:00\", \"2020-07-08 02:43:15.000000+00:00\"], \"session_ids\": [\"006945ed-0fcd-437d-b404-bbdc30cc8cb4\", \"6789e14d-9931-4fe9-8156-5ffdaea12c63\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.342}, \"63849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-01-30 04:01:26.000000+00:00\", \"2019-01-01 23:10:59.000000+00:00\"], \"session_ids\": [\"0d1554f3-2ab4-4a0d-b6f6-79677fabe3e0\", \"64df1ab1-b9db-4914-b633-3f61287256bc\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 110.0}, \"54978\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-21 18:25:50.000000+00:00\", \"2019-02-01 15:43:56.000000+00:00\", \"2023-06-05 07:00:51.000000+00:00\"], \"session_ids\": [\"751cca9b-8f8d-4bf8-91b8-1744c0c10579\", \"70a41455-e4e5-4e0c-8ba4-8a7b38a30218\", \"5f016a51-185d-4fc4-8663-06bdebe5a473\"], \"total_duration\": 359.0, \"total_sessions\": 3, \"mean_week_duration\": 1.581}, \"23047\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-17 03:17:17.000000+00:00\", \"2023-01-10 03:54:32.000000+00:00\"], \"session_ids\": [\"a44d50ff-cbe4-46bc-9e34-a7569d499fd8\", \"eb108228-c7f4-4f81-b6d5-b38e3fcfb9c7\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 5.191}, \"75381\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-06 06:01:19.000000+00:00\", \"2023-03-09 15:18:59.000000+00:00\", \"2020-10-22 20:16:33.000000+00:00\", \"2019-02-11 20:22:15.000000+00:00\"], \"session_ids\": [\"1241851d-3d9e-41a0-bb22-ff74f62ebeaf\", \"b1f62ac0-1317-42ff-b86e-478b78e67540\", \"e47909eb-b007-4270-91c8-8027c553b98c\", \"cee8b287-e742-4401-86e5-6460c6ae6d0d\"], \"total_duration\": 889.0, \"total_sessions\": 4, \"mean_week_duration\": 3.951}, \"26843\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-05-01 10:10:58.000000+00:00\", \"2021-02-10 20:48:20.000000+00:00\"], \"session_ids\": [\"430b56da-b767-4451-863f-4313e4776a0d\", \"6cf87d96-3a89-4758-a0cb-6665d2aad2b0\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}, \"87555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-18 20:19:05.000000+00:00\", \"2019-03-20 06:02:18.000000+00:00\"], \"session_ids\": [\"138a0641-913c-4a2f-aa47-ce7fc8fb0bf4\", \"5187b63e-4783-4e8f-ac4f-2e0d208525c7\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.378}, \"40411\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-13 03:17:23.000000+00:00\", \"2022-06-23 17:11:21.000000+00:00\", \"2019-12-31 04:14:27.000000+00:00\"], \"session_ids\": [\"ca6c5ae4-b69b-4d65-89e2-602a0a8cb145\", \"5fa12172-ea75-40a4-9f0e-21009a4816b0\", \"4ea3c076-b421-439a-8832-eac22d5c16e0\"], \"total_duration\": 325.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}\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[{\"26941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-08 23:35:31.000000+00:00\", \"2022-07-30 17:15:16.000000+00:00\"], \"session_ids\": [\"b8b1f86d-80b2-4d4b-a356-4edf385f872f\", \"7c8a37ad-29cc-4dcd-b98a-f08a8b4da7b2\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}}, {\"87555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-18 20:19:05.000000+00:00\", \"2019-03-20 06:02:18.000000+00:00\"], \"session_ids\": [\"138a0641-913c-4a2f-aa47-ce7fc8fb0bf4\", \"5187b63e-4783-4e8f-ac4f-2e0d208525c7\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.378}}, {\"26843\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-05-01 10:10:58.000000+00:00\", \"2021-02-10 20:48:20.000000+00:00\"], \"session_ids\": [\"430b56da-b767-4451-863f-4313e4776a0d\", \"6cf87d96-3a89-4758-a0cb-6665d2aad2b0\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}}, {\"2487\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-10 19:12:13.000000+00:00\", \"2020-07-08 02:43:15.000000+00:00\"], \"session_ids\": [\"006945ed-0fcd-437d-b404-bbdc30cc8cb4\", \"6789e14d-9931-4fe9-8156-5ffdaea12c63\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.342}}, {\"23047\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-17 03:17:17.000000+00:00\", \"2023-01-10 03:54:32.000000+00:00\"], \"session_ids\": [\"a44d50ff-cbe4-46bc-9e34-a7569d499fd8\", \"eb108228-c7f4-4f81-b6d5-b38e3fcfb9c7\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 5.191}}, {\"40411\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-13 03:17:23.000000+00:00\", \"2022-06-23 17:11:21.000000+00:00\", \"2019-12-31 04:14:27.000000+00:00\"], \"session_ids\": [\"ca6c5ae4-b69b-4d65-89e2-602a0a8cb145\", \"5fa12172-ea75-40a4-9f0e-21009a4816b0\", \"4ea3c076-b421-439a-8832-eac22d5c16e0\"], \"total_duration\": 325.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}, {\"54978\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-21 18:25:50.000000+00:00\", \"2019-02-01 15:43:56.000000+00:00\", \"2023-06-05 07:00:51.000000+00:00\"], \"session_ids\": [\"751cca9b-8f8d-4bf8-91b8-1744c0c10579\", \"70a41455-e4e5-4e0c-8ba4-8a7b38a30218\", \"5f016a51-185d-4fc4-8663-06bdebe5a473\"], \"total_duration\": 359.0, \"total_sessions\": 3, \"mean_week_duration\": 1.581}}, {\"63849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-01-30 04:01:26.000000+00:00\", \"2019-01-01 23:10:59.000000+00:00\"], \"session_ids\": [\"0d1554f3-2ab4-4a0d-b6f6-79677fabe3e0\", \"64df1ab1-b9db-4914-b633-3f61287256bc\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 110.0}}, {\"75381\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-06 06:01:19.000000+00:00\", \"2023-03-09 15:18:59.000000+00:00\", \"2020-10-22 20:16:33.000000+00:00\", \"2019-02-11 20:22:15.000000+00:00\"], \"session_ids\": [\"1241851d-3d9e-41a0-bb22-ff74f62ebeaf\", \"b1f62ac0-1317-42ff-b86e-478b78e67540\", \"e47909eb-b007-4270-91c8-8027c553b98c\", \"cee8b287-e742-4401-86e5-6460c6ae6d0d\"], \"total_duration\": 889.0, \"total_sessions\": 4, \"mean_week_duration\": 3.951}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"26941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-08 23:35:31.000000+00:00\", \"2022-07-30 17:15:16.000000+00:00\"], \"session_ids\": [\"b8b1f86d-80b2-4d4b-a356-4edf385f872f\", \"7c8a37ad-29cc-4dcd-b98a-f08a8b4da7b2\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}}]\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[{\"26941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-08 23:35:31.000000+00:00\", \"2022-07-30 17:15:16.000000+00:00\"], \"session_ids\": [\"b8b1f86d-80b2-4d4b-a356-4edf385f872f\", \"7c8a37ad-29cc-4dcd-b98a-f08a8b4da7b2\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}}]\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 7 users who are the primary users in terms of mean week duration additionaly put to use sorting by sum of duration 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{\"59873\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-04-05 22:59:11.000000+00:00\", \"2020-04-30 00:40:12.000000+00:00\", \"2022-04-24 12:05:50.000000+00:00\", \"2019-08-29 01:10:50.000000+00:00\"], \"session_ids\": [\"50e9eb08-45d4-4d23-a3bb-3b4e422a1216\", \"d4a08867-8c6a-4e3d-85c7-a7a3c0893716\", \"518644a6-6cca-4500-91a2-1e2f1e9ac79b\", \"bcd8cce5-faaf-49ed-8326-2289e5b0ec86\"], \"total_duration\": 51.0, \"total_sessions\": 4, \"mean_week_duration\": 0.367}, \"88846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-07 05:29:59.000000+00:00\", \"2020-11-10 23:11:00.000000+00:00\", \"2021-05-09 14:37:14.000000+00:00\", \"2021-06-15 07:42:54.000000+00:00\", \"2021-10-30 12:42:18.000000+00:00\", \"2019-02-20 01:48:05.000000+00:00\"], \"session_ids\": [\"053eeb64-fe44-473b-9fea-21ec87aad1d4\", \"8a32ac5c-4520-4b63-84f9-b6dac29d082a\", \"9901f037-4baf-42e6-836d-164d46e48e4e\", \"3f091b58-da5e-4d7a-bcb6-bf80806cd320\", \"e578d428-6cd5-4c0e-a041-a210d5fa4cbb\", \"5bd8a533-7076-4995-82ff-86136c9e4de4\"], \"total_duration\": 143.0, \"total_sessions\": 6, \"mean_week_duration\": 0.973}, \"32937\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-01 21:17:31.000000+00:00\", \"2022-12-23 17:03:00.000000+00:00\", \"2023-05-02 17:14:41.000000+00:00\", \"2022-05-08 02:49:46.000000+00:00\", \"2022-02-11 20:24:44.000000+00:00\", \"2021-01-07 08:43:50.000000+00:00\", \"2019-07-21 18:39:57.000000+00:00\", \"2021-01-05 10:41:17.000000+00:00\", \"2022-06-06 23:48:29.000000+00:00\", \"2023-04-24 18:12:06.000000+00:00\", \"2022-11-01 18:00:04.000000+00:00\"], \"session_ids\": [\"92f99ca8-df64-4a0d-be37-ecdf87eede32\", \"587c0f02-031c-4061-9272-7c81f9b3867f\", \"256c2c50-caec-4a6a-84bd-4a854f18e9d9\", \"3157521a-d3c6-420e-b9c7-c202c30f6e23\", \"cfbf369a-7d87-4966-85c2-4e498552a910\", \"72723853-b354-4f71-b253-a4bbd9bff52c\", \"0d857f67-287e-473b-8d03-870bd9cbc8ca\", \"682d6076-6a78-4efa-8b5b-fab03ea90bf8\", \"d104d77b-94fa-47d0-b136-90b293fb9c0c\", \"538ac9ff-1238-4ea7-a902-1f02fbd03803\", \"82d86ecd-484b-4de3-898f-122adb792bb6\"], \"total_duration\": 24331.0, \"total_sessions\": 11, \"mean_week_duration\": 122.884}, \"12605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-05-13 16:24:53.000000+00:00\", \"2023-01-10 05:25:09.000000+00:00\"], \"session_ids\": [\"e8692218-3511-427a-8c90-383c946c3165\", \"9205e0b8-ad7f-4560-9314-c4133b45c92c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 3.448}, \"27048\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-02 22:16:50.000000+00:00\", \"2022-06-06 08:12:39.000000+00:00\"], \"session_ids\": [\"ef67a089-207c-4e11-812f-36dadca6c81e\", \"1c9876fb-df0a-4076-ab34-e29b59dd2474\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.465}, \"44343\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-26 06:06:46.000000+00:00\", \"2022-09-03 04:33:50.000000+00:00\", \"2020-05-05 19:29:09.000000+00:00\"], \"session_ids\": [\"60887919-da0f-4c03-85c5-4234976ce8fc\", \"9aad3de7-d26a-4288-9575-22a7966e84be\", \"2539e38b-dcf1-4e62-a6ce-c8e24aea3f58\"], \"total_duration\": 783.0, \"total_sessions\": 3, \"mean_week_duration\": 6.418}, \"19587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-17 17:17:08.000000+00:00\", \"2020-01-29 14:56:37.000000+00:00\", \"2020-09-26 05:21:38.000000+00:00\", \"2022-03-16 14:16:34.000000+00:00\", \"2023-02-17 08:47:29.000000+00:00\", \"2023-05-07 20:58:29.000000+00:00\", \"2022-11-06 09:42:55.000000+00:00\", \"2022-01-27 10:22:59.000000+00:00\"], \"session_ids\": [\"4a0d237c-39b3-4a4b-bb05-39fda10aaf3f\", \"aa613869-fb23-4125-ad1d-322070d6066f\", \"205573be-830a-4ac1-b831-f419da50cead\", \"ce503ddc-2adc-49d6-911a-84ea0d320abc\", \"4a199b1f-d1df-4165-a8cf-64b83d18fa2e\", \"f18a15de-ccbe-4958-96d4-6f7969982fee\", \"c08d3971-6802-46a0-8642-af7528593ce0\", \"89d43532-9852-4fe5-b2ec-c66610f27a9b\"], \"total_duration\": 8252.0, \"total_sessions\": 8, \"mean_week_duration\": 41.467}, \"56700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-27 23:18:00.000000+00:00\", \"2020-06-14 03:53:16.000000+00:00\"], \"session_ids\": [\"c65dd396-2c41-4f37-b4be-28e1a190d4b7\", \"315c2df1-e3a3-440b-97d8-5065ccf3b2a1\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 2.613}, \"8817\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-23 11:37:48.000000+00:00\", \"2019-07-03 19:47:30.000000+00:00\", \"2022-06-05 11:55:10.000000+00:00\", \"2020-06-13 08:07:27.000000+00:00\", \"2022-05-11 01:33:09.000000+00:00\", \"2023-06-18 10:58:14.000000+00:00\", \"2020-02-13 22:40:13.000000+00:00\"], \"session_ids\": [\"9cd8469e-95f0-4454-b104-a0023980bd73\", \"ae99e295-fc32-4cf3-86cb-45473bfd4469\", \"424e6adc-802c-4745-9b89-ac818376e2d9\", \"86d11381-d546-475b-b28e-f34ef1b716fd\", \"e7ad85f5-5d17-425b-b305-a3d1dbc2833f\", \"1e30079c-86ed-4cfc-b609-b7bdf12caedf\", \"efcd5997-e7e2-4eb9-a738-c78a90b8881d\"], \"total_duration\": 2197.0, \"total_sessions\": 7, \"mean_week_duration\": 10.614}, \"85900\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-11-27 04:47:19.000000+00:00\", \"2022-02-10 09:02:41.000000+00:00\"], \"session_ids\": [\"5ebb74f1-2335-4021-b66f-c4ea98bbee5e\", \"2a091cd7-f0b3-4a0f-9e34-6985627f353a\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 37.273}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 7 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 7}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"32937\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-01 21:17:31.000000+00:00\", \"2022-12-23 17:03:00.000000+00:00\", \"2023-05-02 17:14:41.000000+00:00\", \"2022-05-08 02:49:46.000000+00:00\", \"2022-02-11 20:24:44.000000+00:00\", \"2021-01-07 08:43:50.000000+00:00\", \"2019-07-21 18:39:57.000000+00:00\", \"2021-01-05 10:41:17.000000+00:00\", \"2022-06-06 23:48:29.000000+00:00\", \"2023-04-24 18:12:06.000000+00:00\", \"2022-11-01 18:00:04.000000+00:00\"], \"session_ids\": [\"92f99ca8-df64-4a0d-be37-ecdf87eede32\", \"587c0f02-031c-4061-9272-7c81f9b3867f\", \"256c2c50-caec-4a6a-84bd-4a854f18e9d9\", \"3157521a-d3c6-420e-b9c7-c202c30f6e23\", \"cfbf369a-7d87-4966-85c2-4e498552a910\", \"72723853-b354-4f71-b253-a4bbd9bff52c\", \"0d857f67-287e-473b-8d03-870bd9cbc8ca\", \"682d6076-6a78-4efa-8b5b-fab03ea90bf8\", \"d104d77b-94fa-47d0-b136-90b293fb9c0c\", \"538ac9ff-1238-4ea7-a902-1f02fbd03803\", \"82d86ecd-484b-4de3-898f-122adb792bb6\"], \"total_duration\": 24331.0, \"total_sessions\": 11, \"mean_week_duration\": 122.884}}, {\"19587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-17 17:17:08.000000+00:00\", \"2020-01-29 14:56:37.000000+00:00\", \"2020-09-26 05:21:38.000000+00:00\", \"2022-03-16 14:16:34.000000+00:00\", \"2023-02-17 08:47:29.000000+00:00\", \"2023-05-07 20:58:29.000000+00:00\", \"2022-11-06 09:42:55.000000+00:00\", \"2022-01-27 10:22:59.000000+00:00\"], \"session_ids\": [\"4a0d237c-39b3-4a4b-bb05-39fda10aaf3f\", \"aa613869-fb23-4125-ad1d-322070d6066f\", \"205573be-830a-4ac1-b831-f419da50cead\", \"ce503ddc-2adc-49d6-911a-84ea0d320abc\", \"4a199b1f-d1df-4165-a8cf-64b83d18fa2e\", \"f18a15de-ccbe-4958-96d4-6f7969982fee\", \"c08d3971-6802-46a0-8642-af7528593ce0\", \"89d43532-9852-4fe5-b2ec-c66610f27a9b\"], \"total_duration\": 8252.0, \"total_sessions\": 8, \"mean_week_duration\": 41.467}}, {\"85900\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-11-27 04:47:19.000000+00:00\", \"2022-02-10 09:02:41.000000+00:00\"], \"session_ids\": [\"5ebb74f1-2335-4021-b66f-c4ea98bbee5e\", \"2a091cd7-f0b3-4a0f-9e34-6985627f353a\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 37.273}}, {\"8817\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-23 11:37:48.000000+00:00\", \"2019-07-03 19:47:30.000000+00:00\", \"2022-06-05 11:55:10.000000+00:00\", \"2020-06-13 08:07:27.000000+00:00\", \"2022-05-11 01:33:09.000000+00:00\", \"2023-06-18 10:58:14.000000+00:00\", \"2020-02-13 22:40:13.000000+00:00\"], \"session_ids\": [\"9cd8469e-95f0-4454-b104-a0023980bd73\", \"ae99e295-fc32-4cf3-86cb-45473bfd4469\", \"424e6adc-802c-4745-9b89-ac818376e2d9\", \"86d11381-d546-475b-b28e-f34ef1b716fd\", \"e7ad85f5-5d17-425b-b305-a3d1dbc2833f\", \"1e30079c-86ed-4cfc-b609-b7bdf12caedf\", \"efcd5997-e7e2-4eb9-a738-c78a90b8881d\"], \"total_duration\": 2197.0, \"total_sessions\": 7, \"mean_week_duration\": 10.614}}, {\"44343\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-26 06:06:46.000000+00:00\", \"2022-09-03 04:33:50.000000+00:00\", \"2020-05-05 19:29:09.000000+00:00\"], \"session_ids\": [\"60887919-da0f-4c03-85c5-4234976ce8fc\", \"9aad3de7-d26a-4288-9575-22a7966e84be\", \"2539e38b-dcf1-4e62-a6ce-c8e24aea3f58\"], \"total_duration\": 783.0, \"total_sessions\": 3, \"mean_week_duration\": 6.418}}, {\"12605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-05-13 16:24:53.000000+00:00\", \"2023-01-10 05:25:09.000000+00:00\"], \"session_ids\": [\"e8692218-3511-427a-8c90-383c946c3165\", \"9205e0b8-ad7f-4560-9314-c4133b45c92c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 3.448}}, {\"56700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-27 23:18:00.000000+00:00\", \"2020-06-14 03:53:16.000000+00:00\"], \"session_ids\": [\"c65dd396-2c41-4f37-b4be-28e1a190d4b7\", \"315c2df1-e3a3-440b-97d8-5065ccf3b2a1\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 2.613}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"12605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-05-13 16:24:53.000000+00:00\", \"2023-01-10 05:25:09.000000+00:00\"], \"session_ids\": [\"e8692218-3511-427a-8c90-383c946c3165\", \"9205e0b8-ad7f-4560-9314-c4133b45c92c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 3.448}}, {\"56700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-27 23:18:00.000000+00:00\", \"2020-06-14 03:53:16.000000+00:00\"], \"session_ids\": [\"c65dd396-2c41-4f37-b4be-28e1a190d4b7\", \"315c2df1-e3a3-440b-97d8-5065ccf3b2a1\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 2.613}}, {\"85900\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-11-27 04:47:19.000000+00:00\", \"2022-02-10 09:02:41.000000+00:00\"], \"session_ids\": [\"5ebb74f1-2335-4021-b66f-c4ea98bbee5e\", \"2a091cd7-f0b3-4a0f-9e34-6985627f353a\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 37.273}}, {\"44343\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-26 06:06:46.000000+00:00\", \"2022-09-03 04:33:50.000000+00:00\", \"2020-05-05 19:29:09.000000+00:00\"], \"session_ids\": [\"60887919-da0f-4c03-85c5-4234976ce8fc\", \"9aad3de7-d26a-4288-9575-22a7966e84be\", \"2539e38b-dcf1-4e62-a6ce-c8e24aea3f58\"], \"total_duration\": 783.0, \"total_sessions\": 3, \"mean_week_duration\": 6.418}}, {\"8817\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-23 11:37:48.000000+00:00\", \"2019-07-03 19:47:30.000000+00:00\", \"2022-06-05 11:55:10.000000+00:00\", \"2020-06-13 08:07:27.000000+00:00\", \"2022-05-11 01:33:09.000000+00:00\", \"2023-06-18 10:58:14.000000+00:00\", \"2020-02-13 22:40:13.000000+00:00\"], \"session_ids\": [\"9cd8469e-95f0-4454-b104-a0023980bd73\", \"ae99e295-fc32-4cf3-86cb-45473bfd4469\", \"424e6adc-802c-4745-9b89-ac818376e2d9\", \"86d11381-d546-475b-b28e-f34ef1b716fd\", \"e7ad85f5-5d17-425b-b305-a3d1dbc2833f\", \"1e30079c-86ed-4cfc-b609-b7bdf12caedf\", \"efcd5997-e7e2-4eb9-a738-c78a90b8881d\"], \"total_duration\": 2197.0, \"total_sessions\": 7, \"mean_week_duration\": 10.614}}, {\"19587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-17 17:17:08.000000+00:00\", \"2020-01-29 14:56:37.000000+00:00\", \"2020-09-26 05:21:38.000000+00:00\", \"2022-03-16 14:16:34.000000+00:00\", \"2023-02-17 08:47:29.000000+00:00\", \"2023-05-07 20:58:29.000000+00:00\", \"2022-11-06 09:42:55.000000+00:00\", \"2022-01-27 10:22:59.000000+00:00\"], \"session_ids\": [\"4a0d237c-39b3-4a4b-bb05-39fda10aaf3f\", \"aa613869-fb23-4125-ad1d-322070d6066f\", \"205573be-830a-4ac1-b831-f419da50cead\", \"ce503ddc-2adc-49d6-911a-84ea0d320abc\", \"4a199b1f-d1df-4165-a8cf-64b83d18fa2e\", \"f18a15de-ccbe-4958-96d4-6f7969982fee\", \"c08d3971-6802-46a0-8642-af7528593ce0\", \"89d43532-9852-4fe5-b2ec-c66610f27a9b\"], \"total_duration\": 8252.0, \"total_sessions\": 8, \"mean_week_duration\": 41.467}}, {\"32937\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-01 21:17:31.000000+00:00\", \"2022-12-23 17:03:00.000000+00:00\", \"2023-05-02 17:14:41.000000+00:00\", \"2022-05-08 02:49:46.000000+00:00\", \"2022-02-11 20:24:44.000000+00:00\", \"2021-01-07 08:43:50.000000+00:00\", \"2019-07-21 18:39:57.000000+00:00\", \"2021-01-05 10:41:17.000000+00:00\", \"2022-06-06 23:48:29.000000+00:00\", \"2023-04-24 18:12:06.000000+00:00\", \"2022-11-01 18:00:04.000000+00:00\"], \"session_ids\": [\"92f99ca8-df64-4a0d-be37-ecdf87eede32\", \"587c0f02-031c-4061-9272-7c81f9b3867f\", \"256c2c50-caec-4a6a-84bd-4a854f18e9d9\", \"3157521a-d3c6-420e-b9c7-c202c30f6e23\", \"cfbf369a-7d87-4966-85c2-4e498552a910\", \"72723853-b354-4f71-b253-a4bbd9bff52c\", \"0d857f67-287e-473b-8d03-870bd9cbc8ca\", \"682d6076-6a78-4efa-8b5b-fab03ea90bf8\", \"d104d77b-94fa-47d0-b136-90b293fb9c0c\", \"538ac9ff-1238-4ea7-a902-1f02fbd03803\", \"82d86ecd-484b-4de3-898f-122adb792bb6\"], \"total_duration\": 24331.0, \"total_sessions\": 11, \"mean_week_duration\": 122.884}}]\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[{\"12605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-05-13 16:24:53.000000+00:00\", \"2023-01-10 05:25:09.000000+00:00\"], \"session_ids\": [\"e8692218-3511-427a-8c90-383c946c3165\", \"9205e0b8-ad7f-4560-9314-c4133b45c92c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 3.448}}, {\"56700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-27 23:18:00.000000+00:00\", \"2020-06-14 03:53:16.000000+00:00\"], \"session_ids\": [\"c65dd396-2c41-4f37-b4be-28e1a190d4b7\", \"315c2df1-e3a3-440b-97d8-5065ccf3b2a1\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 2.613}}, {\"85900\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-11-27 04:47:19.000000+00:00\", \"2022-02-10 09:02:41.000000+00:00\"], \"session_ids\": [\"5ebb74f1-2335-4021-b66f-c4ea98bbee5e\", \"2a091cd7-f0b3-4a0f-9e34-6985627f353a\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 37.273}}, {\"44343\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-26 06:06:46.000000+00:00\", \"2022-09-03 04:33:50.000000+00:00\", \"2020-05-05 19:29:09.000000+00:00\"], \"session_ids\": [\"60887919-da0f-4c03-85c5-4234976ce8fc\", \"9aad3de7-d26a-4288-9575-22a7966e84be\", \"2539e38b-dcf1-4e62-a6ce-c8e24aea3f58\"], \"total_duration\": 783.0, \"total_sessions\": 3, \"mean_week_duration\": 6.418}}, {\"8817\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-23 11:37:48.000000+00:00\", \"2019-07-03 19:47:30.000000+00:00\", \"2022-06-05 11:55:10.000000+00:00\", \"2020-06-13 08:07:27.000000+00:00\", \"2022-05-11 01:33:09.000000+00:00\", \"2023-06-18 10:58:14.000000+00:00\", \"2020-02-13 22:40:13.000000+00:00\"], \"session_ids\": [\"9cd8469e-95f0-4454-b104-a0023980bd73\", \"ae99e295-fc32-4cf3-86cb-45473bfd4469\", \"424e6adc-802c-4745-9b89-ac818376e2d9\", \"86d11381-d546-475b-b28e-f34ef1b716fd\", \"e7ad85f5-5d17-425b-b305-a3d1dbc2833f\", \"1e30079c-86ed-4cfc-b609-b7bdf12caedf\", \"efcd5997-e7e2-4eb9-a738-c78a90b8881d\"], \"total_duration\": 2197.0, \"total_sessions\": 7, \"mean_week_duration\": 10.614}}, {\"19587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-17 17:17:08.000000+00:00\", \"2020-01-29 14:56:37.000000+00:00\", \"2020-09-26 05:21:38.000000+00:00\", \"2022-03-16 14:16:34.000000+00:00\", \"2023-02-17 08:47:29.000000+00:00\", \"2023-05-07 20:58:29.000000+00:00\", \"2022-11-06 09:42:55.000000+00:00\", \"2022-01-27 10:22:59.000000+00:00\"], \"session_ids\": [\"4a0d237c-39b3-4a4b-bb05-39fda10aaf3f\", \"aa613869-fb23-4125-ad1d-322070d6066f\", \"205573be-830a-4ac1-b831-f419da50cead\", \"ce503ddc-2adc-49d6-911a-84ea0d320abc\", \"4a199b1f-d1df-4165-a8cf-64b83d18fa2e\", \"f18a15de-ccbe-4958-96d4-6f7969982fee\", \"c08d3971-6802-46a0-8642-af7528593ce0\", \"89d43532-9852-4fe5-b2ec-c66610f27a9b\"], \"total_duration\": 8252.0, \"total_sessions\": 8, \"mean_week_duration\": 41.467}}, {\"32937\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-01 21:17:31.000000+00:00\", \"2022-12-23 17:03:00.000000+00:00\", \"2023-05-02 17:14:41.000000+00:00\", \"2022-05-08 02:49:46.000000+00:00\", \"2022-02-11 20:24:44.000000+00:00\", \"2021-01-07 08:43:50.000000+00:00\", \"2019-07-21 18:39:57.000000+00:00\", \"2021-01-05 10:41:17.000000+00:00\", \"2022-06-06 23:48:29.000000+00:00\", \"2023-04-24 18:12:06.000000+00:00\", \"2022-11-01 18:00:04.000000+00:00\"], \"session_ids\": [\"92f99ca8-df64-4a0d-be37-ecdf87eede32\", \"587c0f02-031c-4061-9272-7c81f9b3867f\", \"256c2c50-caec-4a6a-84bd-4a854f18e9d9\", \"3157521a-d3c6-420e-b9c7-c202c30f6e23\", \"cfbf369a-7d87-4966-85c2-4e498552a910\", \"72723853-b354-4f71-b253-a4bbd9bff52c\", \"0d857f67-287e-473b-8d03-870bd9cbc8ca\", \"682d6076-6a78-4efa-8b5b-fab03ea90bf8\", \"d104d77b-94fa-47d0-b136-90b293fb9c0c\", \"538ac9ff-1238-4ea7-a902-1f02fbd03803\", \"82d86ecd-484b-4de3-898f-122adb792bb6\"], \"total_duration\": 24331.0, \"total_sessions\": 11, \"mean_week_duration\": 122.884}}]\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[{\"12605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-05-13 16:24:53.000000+00:00\", \"2023-01-10 05:25:09.000000+00:00\"], \"session_ids\": [\"e8692218-3511-427a-8c90-383c946c3165\", \"9205e0b8-ad7f-4560-9314-c4133b45c92c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 3.448}}, {\"56700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-27 23:18:00.000000+00:00\", \"2020-06-14 03:53:16.000000+00:00\"], \"session_ids\": [\"c65dd396-2c41-4f37-b4be-28e1a190d4b7\", \"315c2df1-e3a3-440b-97d8-5065ccf3b2a1\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 2.613}}, {\"85900\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-11-27 04:47:19.000000+00:00\", \"2022-02-10 09:02:41.000000+00:00\"], \"session_ids\": [\"5ebb74f1-2335-4021-b66f-c4ea98bbee5e\", \"2a091cd7-f0b3-4a0f-9e34-6985627f353a\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 37.273}}, {\"44343\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-26 06:06:46.000000+00:00\", \"2022-09-03 04:33:50.000000+00:00\", \"2020-05-05 19:29:09.000000+00:00\"], \"session_ids\": [\"60887919-da0f-4c03-85c5-4234976ce8fc\", \"9aad3de7-d26a-4288-9575-22a7966e84be\", \"2539e38b-dcf1-4e62-a6ce-c8e24aea3f58\"], \"total_duration\": 783.0, \"total_sessions\": 3, \"mean_week_duration\": 6.418}}, {\"8817\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-23 11:37:48.000000+00:00\", \"2019-07-03 19:47:30.000000+00:00\", \"2022-06-05 11:55:10.000000+00:00\", \"2020-06-13 08:07:27.000000+00:00\", \"2022-05-11 01:33:09.000000+00:00\", \"2023-06-18 10:58:14.000000+00:00\", \"2020-02-13 22:40:13.000000+00:00\"], \"session_ids\": [\"9cd8469e-95f0-4454-b104-a0023980bd73\", \"ae99e295-fc32-4cf3-86cb-45473bfd4469\", \"424e6adc-802c-4745-9b89-ac818376e2d9\", \"86d11381-d546-475b-b28e-f34ef1b716fd\", \"e7ad85f5-5d17-425b-b305-a3d1dbc2833f\", \"1e30079c-86ed-4cfc-b609-b7bdf12caedf\", \"efcd5997-e7e2-4eb9-a738-c78a90b8881d\"], \"total_duration\": 2197.0, \"total_sessions\": 7, \"mean_week_duration\": 10.614}}, {\"19587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-17 17:17:08.000000+00:00\", \"2020-01-29 14:56:37.000000+00:00\", \"2020-09-26 05:21:38.000000+00:00\", \"2022-03-16 14:16:34.000000+00:00\", \"2023-02-17 08:47:29.000000+00:00\", \"2023-05-07 20:58:29.000000+00:00\", \"2022-11-06 09:42:55.000000+00:00\", \"2022-01-27 10:22:59.000000+00:00\"], \"session_ids\": [\"4a0d237c-39b3-4a4b-bb05-39fda10aaf3f\", \"aa613869-fb23-4125-ad1d-322070d6066f\", \"205573be-830a-4ac1-b831-f419da50cead\", \"ce503ddc-2adc-49d6-911a-84ea0d320abc\", \"4a199b1f-d1df-4165-a8cf-64b83d18fa2e\", \"f18a15de-ccbe-4958-96d4-6f7969982fee\", \"c08d3971-6802-46a0-8642-af7528593ce0\", \"89d43532-9852-4fe5-b2ec-c66610f27a9b\"], \"total_duration\": 8252.0, \"total_sessions\": 8, \"mean_week_duration\": 41.467}}, {\"32937\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-01 21:17:31.000000+00:00\", \"2022-12-23 17:03:00.000000+00:00\", \"2023-05-02 17:14:41.000000+00:00\", \"2022-05-08 02:49:46.000000+00:00\", \"2022-02-11 20:24:44.000000+00:00\", \"2021-01-07 08:43:50.000000+00:00\", \"2019-07-21 18:39:57.000000+00:00\", \"2021-01-05 10:41:17.000000+00:00\", \"2022-06-06 23:48:29.000000+00:00\", \"2023-04-24 18:12:06.000000+00:00\", \"2022-11-01 18:00:04.000000+00:00\"], \"session_ids\": [\"92f99ca8-df64-4a0d-be37-ecdf87eede32\", \"587c0f02-031c-4061-9272-7c81f9b3867f\", \"256c2c50-caec-4a6a-84bd-4a854f18e9d9\", \"3157521a-d3c6-420e-b9c7-c202c30f6e23\", \"cfbf369a-7d87-4966-85c2-4e498552a910\", \"72723853-b354-4f71-b253-a4bbd9bff52c\", \"0d857f67-287e-473b-8d03-870bd9cbc8ca\", \"682d6076-6a78-4efa-8b5b-fab03ea90bf8\", \"d104d77b-94fa-47d0-b136-90b293fb9c0c\", \"538ac9ff-1238-4ea7-a902-1f02fbd03803\", \"82d86ecd-484b-4de3-898f-122adb792bb6\"], \"total_duration\": 24331.0, \"total_sessions\": 11, \"mean_week_duration\": 122.884}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 4 users whose site usage time less than 309 and greater than 3518 and in addition perform sorting by town_name in descending and in addition get rid of all entries, except 3." } ]
[ { "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{\"38643\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-21 05:17:52.000000+00:00\", \"2023-04-04 01:20:13.000000+00:00\"], \"session_ids\": [\"3f93dfd8-84e1-42a0-bc17-d669d984131e\", \"7b14ca88-4fd1-4b21-9b6a-cc9ffa30a647\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.657}, \"17497\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-18 14:15:48.000000+00:00\", \"2023-04-01 01:07:16.000000+00:00\"], \"session_ids\": [\"1ff88ea0-5cf7-44f2-875f-74a4fe9e0053\", \"4f345d1d-842c-4842-85a0-9b0eefc56ce1\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 3.05}, \"69287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-13 01:39:53.000000+00:00\", \"2019-04-19 21:38:44.000000+00:00\", \"2019-04-12 00:45:24.000000+00:00\", \"2019-12-19 21:00:39.000000+00:00\"], \"session_ids\": [\"7ce9f19f-da89-46dc-b3c4-462d437195ba\", \"7747454d-320c-4403-9862-c28f780a1d99\", \"f4541f69-4c9d-4cbb-92ec-b52202821ee3\", \"046c5cbc-e389-43fd-93b2-4a81d78ddaf0\"], \"total_duration\": 1951.0, \"total_sessions\": 4, \"mean_week_duration\": 17.114}, \"97540\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-22 21:33:17.000000+00:00\", \"2021-04-17 12:02:18.000000+00:00\"], \"session_ids\": [\"4872aa98-df49-4ca6-8c6a-56d8104df44b\", \"814d7590-9c69-46db-9542-34c051109e42\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 1.33}, \"21604\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-06 16:29:43.000000+00:00\", \"2022-02-23 22:13:47.000000+00:00\"], \"session_ids\": [\"1d7df445-5e81-4aa7-9e5e-5bfe878649fc\", \"f55de975-130f-49f5-a334-0d52cfb0c6cd\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 207.0}, \"69506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-11 01:27:45.000000+00:00\", \"2020-06-21 01:21:27.000000+00:00\"], \"session_ids\": [\"532070c8-e98f-44f1-8dfa-e32016de9761\", \"51194647-77c9-432e-b80f-5e2879223419\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.022}, \"12323\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-04-19 10:11:52.000000+00:00\", \"2022-04-04 00:28:10.000000+00:00\", \"2022-08-31 09:06:18.000000+00:00\", \"2019-01-08 14:39:50.000000+00:00\", \"2020-02-23 16:15:36.000000+00:00\"], \"session_ids\": [\"33bdf8b6-1037-4114-a7b7-c1e077f4ba86\", \"592697b7-49bc-4a41-beb7-d7f3a39b6d55\", \"4131eb44-8306-4ac4-8c71-d9702968e751\", \"257041a0-92d9-4788-bd0e-e1b3f12e758e\", \"090297c6-fa58-45e4-899b-abe64a14dd96\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.268}, \"47367\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-16 04:40:50.000000+00:00\", \"2021-07-21 07:00:41.000000+00:00\"], \"session_ids\": [\"51e1f0de-052e-4ccd-be91-85263054ba21\", \"36318895-5b03-4cd8-b778-ad9615eda0c5\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.187}, \"60197\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-05 14:52:23.000000+00:00\", \"2020-09-09 15:12:04.000000+00:00\", \"2023-06-24 14:33:08.000000+00:00\", \"2019-03-08 04:37:22.000000+00:00\", \"2023-04-27 13:03:30.000000+00:00\", \"2019-09-17 10:44:05.000000+00:00\", \"2019-01-16 13:09:37.000000+00:00\", \"2019-02-06 01:56:07.000000+00:00\"], \"session_ids\": [\"898780ed-f8e7-4433-856c-3d2d1b864971\", \"1ca434a0-e00b-44fd-9305-5eafc77b706c\", \"3e09534a-9d70-4f7f-b469-43c3a0157d3b\", \"2f7a8849-6878-496b-9c2a-456d3293b294\", \"2096b45c-cb1d-49f1-b9b1-a2b21e036d0c\", \"90c42321-b88a-4b33-aa95-7ab35fcc42c4\", \"8f32c5b7-529c-4913-8999-bdbf1327353c\", \"16a2b71b-55a8-4d7d-aa2b-3045180737aa\"], \"total_duration\": 9594.0, \"total_sessions\": 8, \"mean_week_duration\": 41.353}, \"10776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-11 04:12:14.000000+00:00\", \"2022-08-04 22:23:22.000000+00:00\"], \"session_ids\": [\"f129d309-fd4f-46e1-8f41-de412fe96601\", \"c54b8650-ed82-4e80-9dcf-0caa608fcf54\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.158}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 309 and are equal or greater than 3518" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[309, 3518]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"38643\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-21 05:17:52.000000+00:00\", \"2023-04-04 01:20:13.000000+00:00\"], \"session_ids\": [\"3f93dfd8-84e1-42a0-bc17-d669d984131e\", \"7b14ca88-4fd1-4b21-9b6a-cc9ffa30a647\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.657}, \"97540\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-22 21:33:17.000000+00:00\", \"2021-04-17 12:02:18.000000+00:00\"], \"session_ids\": [\"4872aa98-df49-4ca6-8c6a-56d8104df44b\", \"814d7590-9c69-46db-9542-34c051109e42\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 1.33}, \"69506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-11 01:27:45.000000+00:00\", \"2020-06-21 01:21:27.000000+00:00\"], \"session_ids\": [\"532070c8-e98f-44f1-8dfa-e32016de9761\", \"51194647-77c9-432e-b80f-5e2879223419\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.022}, \"12323\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-04-19 10:11:52.000000+00:00\", \"2022-04-04 00:28:10.000000+00:00\", \"2022-08-31 09:06:18.000000+00:00\", \"2019-01-08 14:39:50.000000+00:00\", \"2020-02-23 16:15:36.000000+00:00\"], \"session_ids\": [\"33bdf8b6-1037-4114-a7b7-c1e077f4ba86\", \"592697b7-49bc-4a41-beb7-d7f3a39b6d55\", \"4131eb44-8306-4ac4-8c71-d9702968e751\", \"257041a0-92d9-4788-bd0e-e1b3f12e758e\", \"090297c6-fa58-45e4-899b-abe64a14dd96\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.268}, \"47367\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-16 04:40:50.000000+00:00\", \"2021-07-21 07:00:41.000000+00:00\"], \"session_ids\": [\"51e1f0de-052e-4ccd-be91-85263054ba21\", \"36318895-5b03-4cd8-b778-ad9615eda0c5\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.187}, \"10776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-11 04:12:14.000000+00:00\", \"2022-08-04 22:23:22.000000+00:00\"], \"session_ids\": [\"f129d309-fd4f-46e1-8f41-de412fe96601\", \"c54b8650-ed82-4e80-9dcf-0caa608fcf54\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.158}, \"60197\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-05 14:52:23.000000+00:00\", \"2020-09-09 15:12:04.000000+00:00\", \"2023-06-24 14:33:08.000000+00:00\", \"2019-03-08 04:37:22.000000+00:00\", \"2023-04-27 13:03:30.000000+00:00\", \"2019-09-17 10:44:05.000000+00:00\", \"2019-01-16 13:09:37.000000+00:00\", \"2019-02-06 01:56:07.000000+00:00\"], \"session_ids\": [\"898780ed-f8e7-4433-856c-3d2d1b864971\", \"1ca434a0-e00b-44fd-9305-5eafc77b706c\", \"3e09534a-9d70-4f7f-b469-43c3a0157d3b\", \"2f7a8849-6878-496b-9c2a-456d3293b294\", \"2096b45c-cb1d-49f1-b9b1-a2b21e036d0c\", \"90c42321-b88a-4b33-aa95-7ab35fcc42c4\", \"8f32c5b7-529c-4913-8999-bdbf1327353c\", \"16a2b71b-55a8-4d7d-aa2b-3045180737aa\"], \"total_duration\": 9594.0, \"total_sessions\": 8, \"mean_week_duration\": 41.353}}\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[{\"10776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-11 04:12:14.000000+00:00\", \"2022-08-04 22:23:22.000000+00:00\"], \"session_ids\": [\"f129d309-fd4f-46e1-8f41-de412fe96601\", \"c54b8650-ed82-4e80-9dcf-0caa608fcf54\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.158}}, {\"38643\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-21 05:17:52.000000+00:00\", \"2023-04-04 01:20:13.000000+00:00\"], \"session_ids\": [\"3f93dfd8-84e1-42a0-bc17-d669d984131e\", \"7b14ca88-4fd1-4b21-9b6a-cc9ffa30a647\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.657}}, {\"69506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-11 01:27:45.000000+00:00\", \"2020-06-21 01:21:27.000000+00:00\"], \"session_ids\": [\"532070c8-e98f-44f1-8dfa-e32016de9761\", \"51194647-77c9-432e-b80f-5e2879223419\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.022}}, {\"12323\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-04-19 10:11:52.000000+00:00\", \"2022-04-04 00:28:10.000000+00:00\", \"2022-08-31 09:06:18.000000+00:00\", \"2019-01-08 14:39:50.000000+00:00\", \"2020-02-23 16:15:36.000000+00:00\"], \"session_ids\": [\"33bdf8b6-1037-4114-a7b7-c1e077f4ba86\", \"592697b7-49bc-4a41-beb7-d7f3a39b6d55\", \"4131eb44-8306-4ac4-8c71-d9702968e751\", \"257041a0-92d9-4788-bd0e-e1b3f12e758e\", \"090297c6-fa58-45e4-899b-abe64a14dd96\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.268}}, {\"60197\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-05 14:52:23.000000+00:00\", \"2020-09-09 15:12:04.000000+00:00\", \"2023-06-24 14:33:08.000000+00:00\", \"2019-03-08 04:37:22.000000+00:00\", \"2023-04-27 13:03:30.000000+00:00\", \"2019-09-17 10:44:05.000000+00:00\", \"2019-01-16 13:09:37.000000+00:00\", \"2019-02-06 01:56:07.000000+00:00\"], \"session_ids\": [\"898780ed-f8e7-4433-856c-3d2d1b864971\", \"1ca434a0-e00b-44fd-9305-5eafc77b706c\", \"3e09534a-9d70-4f7f-b469-43c3a0157d3b\", \"2f7a8849-6878-496b-9c2a-456d3293b294\", \"2096b45c-cb1d-49f1-b9b1-a2b21e036d0c\", \"90c42321-b88a-4b33-aa95-7ab35fcc42c4\", \"8f32c5b7-529c-4913-8999-bdbf1327353c\", \"16a2b71b-55a8-4d7d-aa2b-3045180737aa\"], \"total_duration\": 9594.0, \"total_sessions\": 8, \"mean_week_duration\": 41.353}}, {\"97540\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-22 21:33:17.000000+00:00\", \"2021-04-17 12:02:18.000000+00:00\"], \"session_ids\": [\"4872aa98-df49-4ca6-8c6a-56d8104df44b\", \"814d7590-9c69-46db-9542-34c051109e42\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 1.33}}, {\"47367\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-16 04:40:50.000000+00:00\", \"2021-07-21 07:00:41.000000+00:00\"], \"session_ids\": [\"51e1f0de-052e-4ccd-be91-85263054ba21\", \"36318895-5b03-4cd8-b778-ad9615eda0c5\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.187}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"10776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-11 04:12:14.000000+00:00\", \"2022-08-04 22:23:22.000000+00:00\"], \"session_ids\": [\"f129d309-fd4f-46e1-8f41-de412fe96601\", \"c54b8650-ed82-4e80-9dcf-0caa608fcf54\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.158}}, {\"38643\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-21 05:17:52.000000+00:00\", \"2023-04-04 01:20:13.000000+00:00\"], \"session_ids\": [\"3f93dfd8-84e1-42a0-bc17-d669d984131e\", \"7b14ca88-4fd1-4b21-9b6a-cc9ffa30a647\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.657}}, {\"69506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-11 01:27:45.000000+00:00\", \"2020-06-21 01:21:27.000000+00:00\"], \"session_ids\": [\"532070c8-e98f-44f1-8dfa-e32016de9761\", \"51194647-77c9-432e-b80f-5e2879223419\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.022}}]\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[{\"10776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-11 04:12:14.000000+00:00\", \"2022-08-04 22:23:22.000000+00:00\"], \"session_ids\": [\"f129d309-fd4f-46e1-8f41-de412fe96601\", \"c54b8650-ed82-4e80-9dcf-0caa608fcf54\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.158}}, {\"38643\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-21 05:17:52.000000+00:00\", \"2023-04-04 01:20:13.000000+00:00\"], \"session_ids\": [\"3f93dfd8-84e1-42a0-bc17-d669d984131e\", \"7b14ca88-4fd1-4b21-9b6a-cc9ffa30a647\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.657}}, {\"69506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-11 01:27:45.000000+00:00\", \"2020-06-21 01:21:27.000000+00:00\"], \"session_ids\": [\"532070c8-e98f-44f1-8dfa-e32016de9761\", \"51194647-77c9-432e-b80f-5e2879223419\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.022}}]\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 4 users who have app usage time per week <= than 2 additionaly sort by name of the city in desc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"49623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-04-18 04:57:34.000000+00:00\", \"2019-03-01 05:37:03.000000+00:00\"], \"session_ids\": [\"5309afde-49ac-491b-b863-15e4214b66b4\", \"f21d351e-7d38-4343-a595-b4471dc37b94\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 2.927}, \"38924\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-06 20:58:05.000000+00:00\", \"2020-09-25 21:02:53.000000+00:00\"], \"session_ids\": [\"1fa21644-ef92-41ec-87f0-b200b36e3bd3\", \"e3ce4911-1e6d-4b9c-9c6f-cd955c601674\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.306}, \"11379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-10-02 04:21:34.000000+00:00\", \"2019-08-04 14:13:17.000000+00:00\"], \"session_ids\": [\"89a81651-4cbd-47f8-a4b8-aeac9d6fa2e7\", \"c2515405-19fa-4b7c-a89c-1064ab9716f2\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.361}, \"57791\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-28 18:16:15.000000+00:00\", \"2021-04-30 01:56:43.000000+00:00\"], \"session_ids\": [\"bf9f71bf-d87c-4e06-8e8a-1cae0eb21235\", \"7e15de7a-54c5-485f-a7be-37fc34769594\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}, \"68047\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-12 04:29:41.000000+00:00\", \"2023-01-17 17:00:00.000000+00:00\"], \"session_ids\": [\"db6cacdb-2ca7-4940-b500-1989db41bd9e\", \"ea36abcb-a547-4d1c-b734-4d28d19b8333\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.13}, \"52484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-04-08 11:56:18.000000+00:00\", \"2021-07-08 19:08:31.000000+00:00\"], \"session_ids\": [\"76c08064-1eae-4b32-978e-61d23b3b6c71\", \"ba3155c2-6e79-47f7-a3c2-82566fbf95ef\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"21654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-27 16:27:33.000000+00:00\", \"2020-08-01 22:21:38.000000+00:00\"], \"session_ids\": [\"dfa660be-b0be-4210-8e1b-f0acea3c5ffd\", \"ef0962e6-d823-4bf3-b4a5-e4f33f40ad0f\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 2.592}, \"26229\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-10-13 16:26:04.000000+00:00\", \"2020-07-07 10:36:23.000000+00:00\", \"2021-10-31 20:43:58.000000+00:00\"], \"session_ids\": [\"80c69e10-4d94-4186-9585-13c2123ac3a5\", \"cc8cee56-a2ec-4496-88f6-a0a75464f2e0\", \"13af3a31-048a-486b-a1db-ab8803b1c478\"], \"total_duration\": 1102.0, \"total_sessions\": 3, \"mean_week_duration\": 15.971}, \"49843\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2021-03-25 11:24:37.000000+00:00\", \"2022-11-19 21:03:30.000000+00:00\", \"2022-08-16 19:19:08.000000+00:00\", \"2022-06-01 02:55:10.000000+00:00\", \"2023-04-21 05:31:28.000000+00:00\"], \"session_ids\": [\"aa5eb114-7be7-43bf-9d2c-4edb26faac18\", \"c5b27bb2-58f3-4e14-a7a7-908ad3c51190\", \"14676457-182a-4b0d-83f3-e985f3d7ea50\", \"e6caa004-11e2-487a-acb1-07a943fdcf0c\", \"87d32bd7-1366-438b-a266-81a5da35549a\"], \"total_duration\": 87.0, \"total_sessions\": 5, \"mean_week_duration\": 0.806}, \"16022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-21 09:53:33.000000+00:00\", \"2020-09-07 23:48:38.000000+00:00\", \"2020-09-25 06:58:05.000000+00:00\"], \"session_ids\": [\"7bd472df-0e4a-485f-852f-a70dca6cb426\", \"466934f7-5895-4feb-b8c2-f734ded3dd9d\", \"7c96e292-566f-432a-89a6-86d1c0a2666d\"], \"total_duration\": 354.0, \"total_sessions\": 3, \"mean_week_duration\": 5.71}}\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 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, 41]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"38924\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-06 20:58:05.000000+00:00\", \"2020-09-25 21:02:53.000000+00:00\"], \"session_ids\": [\"1fa21644-ef92-41ec-87f0-b200b36e3bd3\", \"e3ce4911-1e6d-4b9c-9c6f-cd955c601674\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.306}, \"11379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-10-02 04:21:34.000000+00:00\", \"2019-08-04 14:13:17.000000+00:00\"], \"session_ids\": [\"89a81651-4cbd-47f8-a4b8-aeac9d6fa2e7\", \"c2515405-19fa-4b7c-a89c-1064ab9716f2\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.361}, \"68047\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-12 04:29:41.000000+00:00\", \"2023-01-17 17:00:00.000000+00:00\"], \"session_ids\": [\"db6cacdb-2ca7-4940-b500-1989db41bd9e\", \"ea36abcb-a547-4d1c-b734-4d28d19b8333\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.13}, \"52484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-04-08 11:56:18.000000+00:00\", \"2021-07-08 19:08:31.000000+00:00\"], \"session_ids\": [\"76c08064-1eae-4b32-978e-61d23b3b6c71\", \"ba3155c2-6e79-47f7-a3c2-82566fbf95ef\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"49843\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2021-03-25 11:24:37.000000+00:00\", \"2022-11-19 21:03:30.000000+00:00\", \"2022-08-16 19:19:08.000000+00:00\", \"2022-06-01 02:55:10.000000+00:00\", \"2023-04-21 05:31:28.000000+00:00\"], \"session_ids\": [\"aa5eb114-7be7-43bf-9d2c-4edb26faac18\", \"c5b27bb2-58f3-4e14-a7a7-908ad3c51190\", \"14676457-182a-4b0d-83f3-e985f3d7ea50\", \"e6caa004-11e2-487a-acb1-07a943fdcf0c\", \"87d32bd7-1366-438b-a266-81a5da35549a\"], \"total_duration\": 87.0, \"total_sessions\": 5, \"mean_week_duration\": 0.806}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"49843\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2021-03-25 11:24:37.000000+00:00\", \"2022-11-19 21:03:30.000000+00:00\", \"2022-08-16 19:19:08.000000+00:00\", \"2022-06-01 02:55:10.000000+00:00\", \"2023-04-21 05:31:28.000000+00:00\"], \"session_ids\": [\"aa5eb114-7be7-43bf-9d2c-4edb26faac18\", \"c5b27bb2-58f3-4e14-a7a7-908ad3c51190\", \"14676457-182a-4b0d-83f3-e985f3d7ea50\", \"e6caa004-11e2-487a-acb1-07a943fdcf0c\", \"87d32bd7-1366-438b-a266-81a5da35549a\"], \"total_duration\": 87.0, \"total_sessions\": 5, \"mean_week_duration\": 0.806}}, {\"52484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-04-08 11:56:18.000000+00:00\", \"2021-07-08 19:08:31.000000+00:00\"], \"session_ids\": [\"76c08064-1eae-4b32-978e-61d23b3b6c71\", \"ba3155c2-6e79-47f7-a3c2-82566fbf95ef\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"38924\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-06 20:58:05.000000+00:00\", \"2020-09-25 21:02:53.000000+00:00\"], \"session_ids\": [\"1fa21644-ef92-41ec-87f0-b200b36e3bd3\", \"e3ce4911-1e6d-4b9c-9c6f-cd955c601674\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.306}}, {\"68047\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-12 04:29:41.000000+00:00\", \"2023-01-17 17:00:00.000000+00:00\"], \"session_ids\": [\"db6cacdb-2ca7-4940-b500-1989db41bd9e\", \"ea36abcb-a547-4d1c-b734-4d28d19b8333\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.13}}, {\"11379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-10-02 04:21:34.000000+00:00\", \"2019-08-04 14:13:17.000000+00:00\"], \"session_ids\": [\"89a81651-4cbd-47f8-a4b8-aeac9d6fa2e7\", \"c2515405-19fa-4b7c-a89c-1064ab9716f2\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.361}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 4 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"49843\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2021-03-25 11:24:37.000000+00:00\", \"2022-11-19 21:03:30.000000+00:00\", \"2022-08-16 19:19:08.000000+00:00\", \"2022-06-01 02:55:10.000000+00:00\", \"2023-04-21 05:31:28.000000+00:00\"], \"session_ids\": [\"aa5eb114-7be7-43bf-9d2c-4edb26faac18\", \"c5b27bb2-58f3-4e14-a7a7-908ad3c51190\", \"14676457-182a-4b0d-83f3-e985f3d7ea50\", \"e6caa004-11e2-487a-acb1-07a943fdcf0c\", \"87d32bd7-1366-438b-a266-81a5da35549a\"], \"total_duration\": 87.0, \"total_sessions\": 5, \"mean_week_duration\": 0.806}}, {\"52484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-04-08 11:56:18.000000+00:00\", \"2021-07-08 19:08:31.000000+00:00\"], \"session_ids\": [\"76c08064-1eae-4b32-978e-61d23b3b6c71\", \"ba3155c2-6e79-47f7-a3c2-82566fbf95ef\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"38924\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-06 20:58:05.000000+00:00\", \"2020-09-25 21:02:53.000000+00:00\"], \"session_ids\": [\"1fa21644-ef92-41ec-87f0-b200b36e3bd3\", \"e3ce4911-1e6d-4b9c-9c6f-cd955c601674\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.306}}, {\"68047\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-12 04:29:41.000000+00:00\", \"2023-01-17 17:00:00.000000+00:00\"], \"session_ids\": [\"db6cacdb-2ca7-4940-b500-1989db41bd9e\", \"ea36abcb-a547-4d1c-b734-4d28d19b8333\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.13}}]\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[{\"49843\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2021-03-25 11:24:37.000000+00:00\", \"2022-11-19 21:03:30.000000+00:00\", \"2022-08-16 19:19:08.000000+00:00\", \"2022-06-01 02:55:10.000000+00:00\", \"2023-04-21 05:31:28.000000+00:00\"], \"session_ids\": [\"aa5eb114-7be7-43bf-9d2c-4edb26faac18\", \"c5b27bb2-58f3-4e14-a7a7-908ad3c51190\", \"14676457-182a-4b0d-83f3-e985f3d7ea50\", \"e6caa004-11e2-487a-acb1-07a943fdcf0c\", \"87d32bd7-1366-438b-a266-81a5da35549a\"], \"total_duration\": 87.0, \"total_sessions\": 5, \"mean_week_duration\": 0.806}}, {\"52484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-04-08 11:56:18.000000+00:00\", \"2021-07-08 19:08:31.000000+00:00\"], \"session_ids\": [\"76c08064-1eae-4b32-978e-61d23b3b6c71\", \"ba3155c2-6e79-47f7-a3c2-82566fbf95ef\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"38924\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-06 20:58:05.000000+00:00\", \"2020-09-25 21:02:53.000000+00:00\"], \"session_ids\": [\"1fa21644-ef92-41ec-87f0-b200b36e3bd3\", \"e3ce4911-1e6d-4b9c-9c6f-cd955c601674\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.306}}, {\"68047\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-12 04:29:41.000000+00:00\", \"2023-01-17 17:00:00.000000+00:00\"], \"session_ids\": [\"db6cacdb-2ca7-4940-b500-1989db41bd9e\", \"ea36abcb-a547-4d1c-b734-4d28d19b8333\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.13}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 4 users with a time spent on the site per week is precisely 7 also apply sorting by total time using the app 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{\"26836\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-04-07 17:01:37.000000+00:00\", \"2020-05-28 02:09:35.000000+00:00\", \"2020-07-13 14:37:16.000000+00:00\", \"2021-09-09 11:37:40.000000+00:00\", \"2019-11-16 03:47:49.000000+00:00\", \"2019-06-05 08:12:19.000000+00:00\", \"2022-07-03 06:26:59.000000+00:00\", \"2021-07-06 12:18:37.000000+00:00\", \"2021-10-08 00:07:46.000000+00:00\", \"2022-12-26 12:08:17.000000+00:00\", \"2020-06-11 02:10:43.000000+00:00\"], \"session_ids\": [\"d428b1f0-7003-4fc1-a937-4bad775fda14\", \"929b88f0-547e-4701-945a-2866d1057c08\", \"3b107c6e-014b-4665-8476-09b5809e1671\", \"6a229b9f-3528-419e-b5be-0fad4a362081\", \"6c6ee710-81ec-4558-896e-7c71e04f7c0b\", \"39c9dac3-57eb-48e8-b907-ab1a4f7f5739\", \"d6c7f24b-e37e-451f-85c5-d606d0aa0fd4\", \"1cd7cef4-a5d1-448f-a0fd-7fce4718ca9e\", \"64110532-5236-4c25-adc6-274f2fa06f77\", \"6145c051-7def-451a-865c-a3fe78659f56\", \"69d44355-bcec-478b-97e7-1119e983d3bd\"], \"total_duration\": 1163.0, \"total_sessions\": 11, \"mean_week_duration\": 6.253}, \"50644\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-03-04 23:39:35.000000+00:00\", \"2021-04-21 06:49:44.000000+00:00\", \"2020-10-28 18:51:42.000000+00:00\", \"2021-01-03 18:26:04.000000+00:00\", \"2020-05-06 06:35:44.000000+00:00\", \"2021-11-28 02:55:48.000000+00:00\", \"2020-10-28 22:57:05.000000+00:00\", \"2021-05-19 07:55:03.000000+00:00\", \"2020-05-20 00:26:21.000000+00:00\"], \"session_ids\": [\"d26fb002-7d63-4821-9d00-306be86b45c6\", \"7ab36c01-3d85-4a0d-8e13-cba15b26e146\", \"a36aef35-ba11-484c-afef-9ac105cea5f6\", \"34f47084-b2d8-4888-b540-8ecc9537f5b5\", \"9ca9774f-c0bf-4c68-93de-478f337c7795\", \"5d8128a4-1695-4f17-9e81-dfdc5b0f2c76\", \"2d5a48b2-f27a-49bb-ba3d-612e8d0a4995\", \"3a86f80b-6b95-4479-9041-3f26c726a760\", \"61f572cf-8099-4136-bfea-fc92aa72c1ae\"], \"total_duration\": 6761.0, \"total_sessions\": 9, \"mean_week_duration\": 47.28}, \"79481\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-14 17:32:13.000000+00:00\", \"2021-12-30 09:39:45.000000+00:00\", \"2019-08-09 03:59:13.000000+00:00\", \"2019-02-03 09:39:19.000000+00:00\"], \"session_ids\": [\"45450cda-5d26-4fa3-bb9b-b7f15fb3c45d\", \"36076e3a-38f8-4eac-870a-ba699effd12e\", \"57115a2f-bea2-4c2d-af68-4696fbeab57b\", \"77024ac0-47ff-4325-8393-90f816dc551a\"], \"total_duration\": 2047.0, \"total_sessions\": 4, \"mean_week_duration\": 13.467}, \"14192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-09 05:01:28.000000+00:00\", \"2019-10-19 20:06:26.000000+00:00\"], \"session_ids\": [\"3b6886ca-3c6a-40ea-b962-4e6f95690b66\", \"95e693db-a8e0-4598-8f91-9e78f48c772a\"], \"total_duration\": 354.0, \"total_sessions\": 2, \"mean_week_duration\": 3.726}, \"8617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-10-23 23:38:54.000000+00:00\", \"2020-10-16 13:37:44.000000+00:00\"], \"session_ids\": [\"049de6fa-3012-47fc-87a6-c8f618a86949\", \"b376a333-bf85-4e33-8046-5865ffadc3b2\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 5.981}, \"31720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-13 20:45:42.000000+00:00\", \"2019-06-21 16:57:39.000000+00:00\"], \"session_ids\": [\"1d048653-f474-41e1-8d0a-722696ad00b5\", \"ee0be039-717c-4b4f-afa4-84aa2be7daf1\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.159}, \"33904\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-07-02 12:31:12.000000+00:00\", \"2022-10-05 02:03:11.000000+00:00\"], \"session_ids\": [\"e68a848e-67f0-4134-a013-77c7b9c66c98\", \"64b2ea44-05d3-439f-bbce-b492a3a02f0b\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 14.786}, \"6595\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-12-05 02:54:12.000000+00:00\", \"2020-04-09 22:57:07.000000+00:00\"], \"session_ids\": [\"4b8e4bc0-7a0a-467d-877a-0f70e4565462\", \"c54ac5df-da5e-41d6-9d73-e2324fb3f64e\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.379}, \"99118\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-09 07:55:22.000000+00:00\", \"2019-04-11 00:36:10.000000+00:00\", \"2019-06-22 00:53:46.000000+00:00\", \"2022-03-31 07:01:21.000000+00:00\"], \"session_ids\": [\"0c486a3c-dce9-4d98-93a2-38539f9e53f6\", \"32938f7e-a462-42fd-9ad2-e9ad4e0b8f7e\", \"fbb37f62-f901-453f-a286-15d38c3d0a38\", \"24fa9281-bc08-42bd-87b8-f265fb36bd22\"], \"total_duration\": 1941.0, \"total_sessions\": 4, \"mean_week_duration\": 12.523}, \"22316\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-05-19 15:58:57.000000+00:00\", \"2021-06-12 11:54:33.000000+00:00\"], \"session_ids\": [\"f9d2b29b-a7dc-4290-85f5-0623d203ca9d\", \"e8572a05-15be-4fe6-b8e1-418e657d58c5\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.321}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[7, 40]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 4 users with a sum of duration that is lower than 1433, exclusive also perform sorting by time in app decliningly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-27 07:24:34.000000+00:00\", \"2019-06-18 18:46:03.000000+00:00\"], \"session_ids\": [\"136186e9-0f60-4dce-a8be-fff17d92d56d\", \"465083a1-7c71-4523-b79b-08ad1b01d731\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.361}, \"65417\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-10-01 09:52:38.000000+00:00\", \"2022-12-27 14:44:58.000000+00:00\"], \"session_ids\": [\"cfc2fec1-4efe-496b-9ac2-eebf309133ab\", \"d4d83d09-2849-48b2-809c-6a84701a2acc\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.325}, \"8906\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-12 23:19:03.000000+00:00\", \"2020-10-14 10:28:31.000000+00:00\", \"2021-01-15 08:32:10.000000+00:00\", \"2019-10-20 19:56:23.000000+00:00\", \"2021-10-08 10:24:06.000000+00:00\", \"2021-05-20 00:45:38.000000+00:00\", \"2021-09-13 00:13:51.000000+00:00\", \"2022-10-16 06:52:00.000000+00:00\", \"2022-07-06 01:16:42.000000+00:00\", \"2019-11-17 05:47:10.000000+00:00\"], \"session_ids\": [\"d7320329-3293-4170-9ef9-12e61b04f9d3\", \"7e560864-7a80-4a41-b13c-ff694a6084ea\", \"3f56fe4d-0709-42bf-9683-b7ec7e201dbd\", \"feca6ad2-b565-4deb-b199-5963e4bda04d\", \"06215850-a2ea-4af4-a5b6-2f5f28334632\", \"a6349fbc-4669-4da7-8a48-dcf914d75675\", \"ea443139-95f8-4963-a3c3-f859f1460f48\", \"673cde8c-eb49-4116-b72d-d90ba7177834\", \"47bce699-02c5-4dc6-8c5d-21477c18f939\", \"da3552d3-fe61-4046-b4d9-1fa3040ac888\"], \"total_duration\": 102.0, \"total_sessions\": 10, \"mean_week_duration\": 0.654}, \"58122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-05 08:33:24.000000+00:00\", \"2020-09-22 05:36:56.000000+00:00\", \"2022-10-27 20:01:24.000000+00:00\", \"2023-06-10 13:29:25.000000+00:00\"], \"session_ids\": [\"10257d3e-3e96-4d52-a166-36682f05e552\", \"4fb449e3-ecf8-47c7-858e-716f4212813a\", \"181b8ff9-3077-4aae-9a1e-20b4bee196ad\", \"3fb36b56-d30c-466b-90d9-86090caf78cb\"], \"total_duration\": 1045.0, \"total_sessions\": 4, \"mean_week_duration\": 7.359}, \"29486\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-19 13:36:33.000000+00:00\", \"2021-08-11 12:45:37.000000+00:00\", \"2021-06-22 07:03:26.000000+00:00\"], \"session_ids\": [\"8c362737-6138-495e-8285-ef7f29a994a6\", \"f605dbaa-8f83-4740-84e2-366f19119758\", \"53eb9a12-962b-4f28-aee7-ac6383952d7a\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 7.093}, \"28217\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-04-11 17:29:25.000000+00:00\", \"2021-12-03 09:31:44.000000+00:00\", \"2023-06-03 03:32:56.000000+00:00\", \"2022-02-17 06:41:18.000000+00:00\"], \"session_ids\": [\"6bf44be4-11e1-4910-af16-f4a53913a74e\", \"bf25b40a-af38-4e4f-8261-2c35c1ade7f0\", \"55dcffad-b16e-4f9b-8bb1-d87d77259389\", \"df5da72a-be36-47e1-a818-8f3f467dccf1\"], \"total_duration\": 490.0, \"total_sessions\": 4, \"mean_week_duration\": 2.988}, \"13626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-12 11:19:39.000000+00:00\", \"2019-01-06 10:37:40.000000+00:00\"], \"session_ids\": [\"df680557-cd27-4c14-94a5-d4cd4a43c5d8\", \"57a522a0-5402-4381-96f6-71b4e6453058\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"48893\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-31 00:41:06.000000+00:00\", \"2020-05-16 05:02:19.000000+00:00\", \"2022-02-26 01:20:50.000000+00:00\", \"2022-11-19 15:10:24.000000+00:00\", \"2021-02-15 08:26:40.000000+00:00\"], \"session_ids\": [\"f70c0796-de34-41c6-abe5-1a87801b7df9\", \"2ad0d748-9a52-43b5-af5d-2e81926cd94e\", \"80197a73-701c-4713-a5c4-332714be0df1\", \"0ec6fa3c-60cd-42d5-a814-fe1e1a4fdd73\", \"2f51bb42-9a2a-4ae2-b60c-9e5ca85d5d59\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.295}, \"29603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-02 12:46:21.000000+00:00\", \"2020-02-20 05:59:46.000000+00:00\"], \"session_ids\": [\"bbc77b7d-fe0b-4fa1-9089-9d56021f2e7f\", \"c271dd89-f3b1-49f6-8d7d-d5a85c3487b2\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.108}, \"83425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-14 02:12:15.000000+00:00\", \"2019-01-03 16:14:12.000000+00:00\"], \"session_ids\": [\"8470453e-944a-410c-bfe9-37e0097ca4d7\", \"43e4a732-51a7-4427-8169-1b74e54881af\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 1.186}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 1433" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1433, 4763]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-27 07:24:34.000000+00:00\", \"2019-06-18 18:46:03.000000+00:00\"], \"session_ids\": [\"136186e9-0f60-4dce-a8be-fff17d92d56d\", \"465083a1-7c71-4523-b79b-08ad1b01d731\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.361}, \"65417\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-10-01 09:52:38.000000+00:00\", \"2022-12-27 14:44:58.000000+00:00\"], \"session_ids\": [\"cfc2fec1-4efe-496b-9ac2-eebf309133ab\", \"d4d83d09-2849-48b2-809c-6a84701a2acc\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.325}, \"8906\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-12 23:19:03.000000+00:00\", \"2020-10-14 10:28:31.000000+00:00\", \"2021-01-15 08:32:10.000000+00:00\", \"2019-10-20 19:56:23.000000+00:00\", \"2021-10-08 10:24:06.000000+00:00\", \"2021-05-20 00:45:38.000000+00:00\", \"2021-09-13 00:13:51.000000+00:00\", \"2022-10-16 06:52:00.000000+00:00\", \"2022-07-06 01:16:42.000000+00:00\", \"2019-11-17 05:47:10.000000+00:00\"], \"session_ids\": [\"d7320329-3293-4170-9ef9-12e61b04f9d3\", \"7e560864-7a80-4a41-b13c-ff694a6084ea\", \"3f56fe4d-0709-42bf-9683-b7ec7e201dbd\", \"feca6ad2-b565-4deb-b199-5963e4bda04d\", \"06215850-a2ea-4af4-a5b6-2f5f28334632\", \"a6349fbc-4669-4da7-8a48-dcf914d75675\", \"ea443139-95f8-4963-a3c3-f859f1460f48\", \"673cde8c-eb49-4116-b72d-d90ba7177834\", \"47bce699-02c5-4dc6-8c5d-21477c18f939\", \"da3552d3-fe61-4046-b4d9-1fa3040ac888\"], \"total_duration\": 102.0, \"total_sessions\": 10, \"mean_week_duration\": 0.654}, \"58122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-05 08:33:24.000000+00:00\", \"2020-09-22 05:36:56.000000+00:00\", \"2022-10-27 20:01:24.000000+00:00\", \"2023-06-10 13:29:25.000000+00:00\"], \"session_ids\": [\"10257d3e-3e96-4d52-a166-36682f05e552\", \"4fb449e3-ecf8-47c7-858e-716f4212813a\", \"181b8ff9-3077-4aae-9a1e-20b4bee196ad\", \"3fb36b56-d30c-466b-90d9-86090caf78cb\"], \"total_duration\": 1045.0, \"total_sessions\": 4, \"mean_week_duration\": 7.359}, \"29486\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-19 13:36:33.000000+00:00\", \"2021-08-11 12:45:37.000000+00:00\", \"2021-06-22 07:03:26.000000+00:00\"], \"session_ids\": [\"8c362737-6138-495e-8285-ef7f29a994a6\", \"f605dbaa-8f83-4740-84e2-366f19119758\", \"53eb9a12-962b-4f28-aee7-ac6383952d7a\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 7.093}, \"28217\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-04-11 17:29:25.000000+00:00\", \"2021-12-03 09:31:44.000000+00:00\", \"2023-06-03 03:32:56.000000+00:00\", \"2022-02-17 06:41:18.000000+00:00\"], \"session_ids\": [\"6bf44be4-11e1-4910-af16-f4a53913a74e\", \"bf25b40a-af38-4e4f-8261-2c35c1ade7f0\", \"55dcffad-b16e-4f9b-8bb1-d87d77259389\", \"df5da72a-be36-47e1-a818-8f3f467dccf1\"], \"total_duration\": 490.0, \"total_sessions\": 4, \"mean_week_duration\": 2.988}, \"13626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-12 11:19:39.000000+00:00\", \"2019-01-06 10:37:40.000000+00:00\"], \"session_ids\": [\"df680557-cd27-4c14-94a5-d4cd4a43c5d8\", \"57a522a0-5402-4381-96f6-71b4e6453058\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"48893\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-31 00:41:06.000000+00:00\", \"2020-05-16 05:02:19.000000+00:00\", \"2022-02-26 01:20:50.000000+00:00\", \"2022-11-19 15:10:24.000000+00:00\", \"2021-02-15 08:26:40.000000+00:00\"], \"session_ids\": [\"f70c0796-de34-41c6-abe5-1a87801b7df9\", \"2ad0d748-9a52-43b5-af5d-2e81926cd94e\", \"80197a73-701c-4713-a5c4-332714be0df1\", \"0ec6fa3c-60cd-42d5-a814-fe1e1a4fdd73\", \"2f51bb42-9a2a-4ae2-b60c-9e5ca85d5d59\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.295}, \"29603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-02 12:46:21.000000+00:00\", \"2020-02-20 05:59:46.000000+00:00\"], \"session_ids\": [\"bbc77b7d-fe0b-4fa1-9089-9d56021f2e7f\", \"c271dd89-f3b1-49f6-8d7d-d5a85c3487b2\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.108}, \"83425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-14 02:12:15.000000+00:00\", \"2019-01-03 16:14:12.000000+00:00\"], \"session_ids\": [\"8470453e-944a-410c-bfe9-37e0097ca4d7\", \"43e4a732-51a7-4427-8169-1b74e54881af\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 1.186}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-05 08:33:24.000000+00:00\", \"2020-09-22 05:36:56.000000+00:00\", \"2022-10-27 20:01:24.000000+00:00\", \"2023-06-10 13:29:25.000000+00:00\"], \"session_ids\": [\"10257d3e-3e96-4d52-a166-36682f05e552\", \"4fb449e3-ecf8-47c7-858e-716f4212813a\", \"181b8ff9-3077-4aae-9a1e-20b4bee196ad\", \"3fb36b56-d30c-466b-90d9-86090caf78cb\"], \"total_duration\": 1045.0, \"total_sessions\": 4, \"mean_week_duration\": 7.359}}, {\"28217\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-04-11 17:29:25.000000+00:00\", \"2021-12-03 09:31:44.000000+00:00\", \"2023-06-03 03:32:56.000000+00:00\", \"2022-02-17 06:41:18.000000+00:00\"], \"session_ids\": [\"6bf44be4-11e1-4910-af16-f4a53913a74e\", \"bf25b40a-af38-4e4f-8261-2c35c1ade7f0\", \"55dcffad-b16e-4f9b-8bb1-d87d77259389\", \"df5da72a-be36-47e1-a818-8f3f467dccf1\"], \"total_duration\": 490.0, \"total_sessions\": 4, \"mean_week_duration\": 2.988}}, {\"29486\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-19 13:36:33.000000+00:00\", \"2021-08-11 12:45:37.000000+00:00\", \"2021-06-22 07:03:26.000000+00:00\"], \"session_ids\": [\"8c362737-6138-495e-8285-ef7f29a994a6\", \"f605dbaa-8f83-4740-84e2-366f19119758\", \"53eb9a12-962b-4f28-aee7-ac6383952d7a\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 7.093}}, {\"83425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-14 02:12:15.000000+00:00\", \"2019-01-03 16:14:12.000000+00:00\"], \"session_ids\": [\"8470453e-944a-410c-bfe9-37e0097ca4d7\", \"43e4a732-51a7-4427-8169-1b74e54881af\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 1.186}}, {\"29603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-02 12:46:21.000000+00:00\", \"2020-02-20 05:59:46.000000+00:00\"], \"session_ids\": [\"bbc77b7d-fe0b-4fa1-9089-9d56021f2e7f\", \"c271dd89-f3b1-49f6-8d7d-d5a85c3487b2\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.108}}, {\"8906\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-12 23:19:03.000000+00:00\", \"2020-10-14 10:28:31.000000+00:00\", \"2021-01-15 08:32:10.000000+00:00\", \"2019-10-20 19:56:23.000000+00:00\", \"2021-10-08 10:24:06.000000+00:00\", \"2021-05-20 00:45:38.000000+00:00\", \"2021-09-13 00:13:51.000000+00:00\", \"2022-10-16 06:52:00.000000+00:00\", \"2022-07-06 01:16:42.000000+00:00\", \"2019-11-17 05:47:10.000000+00:00\"], \"session_ids\": [\"d7320329-3293-4170-9ef9-12e61b04f9d3\", \"7e560864-7a80-4a41-b13c-ff694a6084ea\", \"3f56fe4d-0709-42bf-9683-b7ec7e201dbd\", \"feca6ad2-b565-4deb-b199-5963e4bda04d\", \"06215850-a2ea-4af4-a5b6-2f5f28334632\", \"a6349fbc-4669-4da7-8a48-dcf914d75675\", \"ea443139-95f8-4963-a3c3-f859f1460f48\", \"673cde8c-eb49-4116-b72d-d90ba7177834\", \"47bce699-02c5-4dc6-8c5d-21477c18f939\", \"da3552d3-fe61-4046-b4d9-1fa3040ac888\"], \"total_duration\": 102.0, \"total_sessions\": 10, \"mean_week_duration\": 0.654}}, {\"65417\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-10-01 09:52:38.000000+00:00\", \"2022-12-27 14:44:58.000000+00:00\"], \"session_ids\": [\"cfc2fec1-4efe-496b-9ac2-eebf309133ab\", \"d4d83d09-2849-48b2-809c-6a84701a2acc\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.325}}, {\"48893\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-31 00:41:06.000000+00:00\", \"2020-05-16 05:02:19.000000+00:00\", \"2022-02-26 01:20:50.000000+00:00\", \"2022-11-19 15:10:24.000000+00:00\", \"2021-02-15 08:26:40.000000+00:00\"], \"session_ids\": [\"f70c0796-de34-41c6-abe5-1a87801b7df9\", \"2ad0d748-9a52-43b5-af5d-2e81926cd94e\", \"80197a73-701c-4713-a5c4-332714be0df1\", \"0ec6fa3c-60cd-42d5-a814-fe1e1a4fdd73\", \"2f51bb42-9a2a-4ae2-b60c-9e5ca85d5d59\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.295}}, {\"15025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-27 07:24:34.000000+00:00\", \"2019-06-18 18:46:03.000000+00:00\"], \"session_ids\": [\"136186e9-0f60-4dce-a8be-fff17d92d56d\", \"465083a1-7c71-4523-b79b-08ad1b01d731\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.361}}, {\"13626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-12 11:19:39.000000+00:00\", \"2019-01-06 10:37:40.000000+00:00\"], \"session_ids\": [\"df680557-cd27-4c14-94a5-d4cd4a43c5d8\", \"57a522a0-5402-4381-96f6-71b4e6453058\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}]\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[{\"58122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-05 08:33:24.000000+00:00\", \"2020-09-22 05:36:56.000000+00:00\", \"2022-10-27 20:01:24.000000+00:00\", \"2023-06-10 13:29:25.000000+00:00\"], \"session_ids\": [\"10257d3e-3e96-4d52-a166-36682f05e552\", \"4fb449e3-ecf8-47c7-858e-716f4212813a\", \"181b8ff9-3077-4aae-9a1e-20b4bee196ad\", \"3fb36b56-d30c-466b-90d9-86090caf78cb\"], \"total_duration\": 1045.0, \"total_sessions\": 4, \"mean_week_duration\": 7.359}}, {\"28217\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-04-11 17:29:25.000000+00:00\", \"2021-12-03 09:31:44.000000+00:00\", \"2023-06-03 03:32:56.000000+00:00\", \"2022-02-17 06:41:18.000000+00:00\"], \"session_ids\": [\"6bf44be4-11e1-4910-af16-f4a53913a74e\", \"bf25b40a-af38-4e4f-8261-2c35c1ade7f0\", \"55dcffad-b16e-4f9b-8bb1-d87d77259389\", \"df5da72a-be36-47e1-a818-8f3f467dccf1\"], \"total_duration\": 490.0, \"total_sessions\": 4, \"mean_week_duration\": 2.988}}, {\"29486\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-19 13:36:33.000000+00:00\", \"2021-08-11 12:45:37.000000+00:00\", \"2021-06-22 07:03:26.000000+00:00\"], \"session_ids\": [\"8c362737-6138-495e-8285-ef7f29a994a6\", \"f605dbaa-8f83-4740-84e2-366f19119758\", \"53eb9a12-962b-4f28-aee7-ac6383952d7a\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 7.093}}, {\"83425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-14 02:12:15.000000+00:00\", \"2019-01-03 16:14:12.000000+00:00\"], \"session_ids\": [\"8470453e-944a-410c-bfe9-37e0097ca4d7\", \"43e4a732-51a7-4427-8169-1b74e54881af\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 1.186}}]\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[{\"58122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-05 08:33:24.000000+00:00\", \"2020-09-22 05:36:56.000000+00:00\", \"2022-10-27 20:01:24.000000+00:00\", \"2023-06-10 13:29:25.000000+00:00\"], \"session_ids\": [\"10257d3e-3e96-4d52-a166-36682f05e552\", \"4fb449e3-ecf8-47c7-858e-716f4212813a\", \"181b8ff9-3077-4aae-9a1e-20b4bee196ad\", \"3fb36b56-d30c-466b-90d9-86090caf78cb\"], \"total_duration\": 1045.0, \"total_sessions\": 4, \"mean_week_duration\": 7.359}}, {\"28217\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-04-11 17:29:25.000000+00:00\", \"2021-12-03 09:31:44.000000+00:00\", \"2023-06-03 03:32:56.000000+00:00\", \"2022-02-17 06:41:18.000000+00:00\"], \"session_ids\": [\"6bf44be4-11e1-4910-af16-f4a53913a74e\", \"bf25b40a-af38-4e4f-8261-2c35c1ade7f0\", \"55dcffad-b16e-4f9b-8bb1-d87d77259389\", \"df5da72a-be36-47e1-a818-8f3f467dccf1\"], \"total_duration\": 490.0, \"total_sessions\": 4, \"mean_week_duration\": 2.988}}, {\"29486\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-19 13:36:33.000000+00:00\", \"2021-08-11 12:45:37.000000+00:00\", \"2021-06-22 07:03:26.000000+00:00\"], \"session_ids\": [\"8c362737-6138-495e-8285-ef7f29a994a6\", \"f605dbaa-8f83-4740-84e2-366f19119758\", \"53eb9a12-962b-4f28-aee7-ac6383952d7a\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 7.093}}, {\"83425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-14 02:12:15.000000+00:00\", \"2019-01-03 16:14:12.000000+00:00\"], \"session_ids\": [\"8470453e-944a-410c-bfe9-37e0097ca4d7\", \"43e4a732-51a7-4427-8169-1b74e54881af\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 1.186}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 2 users whose total duration is greater than 318 (strictly) + apply sorting by total sessions in descending." } ]
[ { "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{\"30251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-29 00:29:57.000000+00:00\", \"2023-04-21 13:58:15.000000+00:00\"], \"session_ids\": [\"31c19e6c-3bd7-43ce-b6a1-3b273059e23d\", \"b4170df6-1468-4904-b0fe-d87d96640f30\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.122}, \"67583\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-16 20:52:43.000000+00:00\", \"2019-01-17 02:55:25.000000+00:00\"], \"session_ids\": [\"e87d400d-8423-45b0-918f-de9c96b3616f\", \"e73de69f-8cc4-4914-b77e-7b7e5d5e9db7\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 1.366}, \"83430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-11 19:32:38.000000+00:00\", \"2022-09-15 21:29:30.000000+00:00\"], \"session_ids\": [\"baf8d54a-3adc-4b00-80d1-ebfbe2d53aaa\", \"eea00bb9-f6ae-48cb-a60e-74d238f17fa7\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 50.8}, \"64520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-09 11:26:21.000000+00:00\", \"2021-09-26 09:50:00.000000+00:00\"], \"session_ids\": [\"425a2de6-af91-47cb-872a-33b79275f16a\", \"86b3ee8e-1bb7-471a-a96f-9566547cb0ac\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.662}, \"24383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-15 02:40:13.000000+00:00\", \"2022-02-22 22:46:51.000000+00:00\", \"2023-02-08 10:43:41.000000+00:00\", \"2019-09-25 06:45:59.000000+00:00\"], \"session_ids\": [\"ac993f16-ad3d-411f-ad28-cd04b97a1943\", \"71b926f3-a183-4022-bdd2-ea666e61efd6\", \"39866ae5-1fd8-48c0-961f-cd313f3d2c54\", \"062f656f-801c-4faf-9603-509a721177c1\"], \"total_duration\": 97.0, \"total_sessions\": 4, \"mean_week_duration\": 0.551}, \"43654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-10 03:12:57.000000+00:00\", \"2022-02-24 07:01:09.000000+00:00\"], \"session_ids\": [\"a27f30ea-c3d1-4f4d-8737-ef6d517284eb\", \"cb593cd1-28ec-42f2-bbbb-5623e97328b8\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 4.875}, \"91252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-09-30 23:17:18.000000+00:00\", \"2021-06-11 03:51:56.000000+00:00\"], \"session_ids\": [\"c54933b5-bdc8-4282-8e97-121848185f73\", \"c03c0fab-02f0-4651-9448-ef0146e78926\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 2.27}, \"43898\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-05 06:10:18.000000+00:00\", \"2020-11-08 09:25:04.000000+00:00\"], \"session_ids\": [\"411828d5-266e-47e5-8611-97ba88089d69\", \"a8b31151-7513-4bea-9dfe-93d686c77d48\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 9.256}, \"62550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-23 00:16:39.000000+00:00\", \"2021-03-27 08:40:22.000000+00:00\"], \"session_ids\": [\"bc8e6fa5-f201-4e10-965e-2b250f1e2626\", \"bfcc92d8-9c0a-45df-a51e-89d2c177ddf7\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 9.304}, \"19533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-06-15 06:33:07.000000+00:00\", \"2019-06-16 17:08:11.000000+00:00\"], \"session_ids\": [\"ef111396-bf54-4ba0-8605-b5c124a4f0a4\", \"a23cd968-0414-4f96-81c5-293dbda0ce25\"], \"total_duration\": 371.0, \"total_sessions\": 2, \"mean_week_duration\": 3.533}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 318" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[318, 3665]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43898\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-05 06:10:18.000000+00:00\", \"2020-11-08 09:25:04.000000+00:00\"], \"session_ids\": [\"411828d5-266e-47e5-8611-97ba88089d69\", \"a8b31151-7513-4bea-9dfe-93d686c77d48\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 9.256}, \"19533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-06-15 06:33:07.000000+00:00\", \"2019-06-16 17:08:11.000000+00:00\"], \"session_ids\": [\"ef111396-bf54-4ba0-8605-b5c124a4f0a4\", \"a23cd968-0414-4f96-81c5-293dbda0ce25\"], \"total_duration\": 371.0, \"total_sessions\": 2, \"mean_week_duration\": 3.533}}\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[{\"43898\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-05 06:10:18.000000+00:00\", \"2020-11-08 09:25:04.000000+00:00\"], \"session_ids\": [\"411828d5-266e-47e5-8611-97ba88089d69\", \"a8b31151-7513-4bea-9dfe-93d686c77d48\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 9.256}}, {\"19533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-06-15 06:33:07.000000+00:00\", \"2019-06-16 17:08:11.000000+00:00\"], \"session_ids\": [\"ef111396-bf54-4ba0-8605-b5c124a4f0a4\", \"a23cd968-0414-4f96-81c5-293dbda0ce25\"], \"total_duration\": 371.0, \"total_sessions\": 2, \"mean_week_duration\": 3.533}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"43898\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-05 06:10:18.000000+00:00\", \"2020-11-08 09:25:04.000000+00:00\"], \"session_ids\": [\"411828d5-266e-47e5-8611-97ba88089d69\", \"a8b31151-7513-4bea-9dfe-93d686c77d48\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 9.256}}, {\"19533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-06-15 06:33:07.000000+00:00\", \"2019-06-16 17:08:11.000000+00:00\"], \"session_ids\": [\"ef111396-bf54-4ba0-8605-b5c124a4f0a4\", \"a23cd968-0414-4f96-81c5-293dbda0ce25\"], \"total_duration\": 371.0, \"total_sessions\": 2, \"mean_week_duration\": 3.533}}]\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[{\"43898\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-05 06:10:18.000000+00:00\", \"2020-11-08 09:25:04.000000+00:00\"], \"session_ids\": [\"411828d5-266e-47e5-8611-97ba88089d69\", \"a8b31151-7513-4bea-9dfe-93d686c77d48\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 9.256}}, {\"19533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-06-15 06:33:07.000000+00:00\", \"2019-06-16 17:08:11.000000+00:00\"], \"session_ids\": [\"ef111396-bf54-4ba0-8605-b5c124a4f0a4\", \"a23cd968-0414-4f96-81c5-293dbda0ce25\"], \"total_duration\": 371.0, \"total_sessions\": 2, \"mean_week_duration\": 3.533}}]\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 with information about user whose sum of sessions exceeds 10 while staying below 2, exclusively 2 and 10 in addition sort by mean week duration ascendingly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"90736\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-07 13:06:36.000000+00:00\", \"2019-09-10 09:52:25.000000+00:00\"], \"session_ids\": [\"a109210e-2ac3-4f11-bf7a-7c7665324f91\", \"2f3df268-88bd-4f1a-b573-4278a07d8885\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 3.399}, \"34820\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-09-18 03:33:23.000000+00:00\", \"2019-01-12 23:06:33.000000+00:00\"], \"session_ids\": [\"c390de3c-3420-49f6-af10-7285a4d524a0\", \"1076b1c0-1447-45a5-99c0-0cea02abff82\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 2.078}, \"16615\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-09 09:12:13.000000+00:00\", \"2021-08-21 09:25:42.000000+00:00\", \"2023-05-27 01:01:29.000000+00:00\"], \"session_ids\": [\"83f70804-b10a-436a-9ebb-f69a9e20b649\", \"b9d63239-5964-40a0-964c-0aadfed0f298\", \"b7cc5608-330a-44a7-a3a8-7b4965db0e87\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 0.639}, \"34034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-22 16:05:16.000000+00:00\", \"2019-03-28 11:05:38.000000+00:00\", \"2021-01-17 17:24:03.000000+00:00\"], \"session_ids\": [\"f726433f-721e-4ef5-8e17-3495c98e97ed\", \"ba4e0093-038d-46b6-b852-5e0057b57094\", \"7fef010e-4926-40ca-827e-e6853865f24b\"], \"total_duration\": 516.0, \"total_sessions\": 3, \"mean_week_duration\": 5.432}, \"78831\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-01-21 05:31:47.000000+00:00\", \"2021-04-13 22:12:11.000000+00:00\"], \"session_ids\": [\"f4d59192-2620-4c4c-9b28-cd51492e69bc\", \"adbf7517-0885-4099-be0b-2b3bce936471\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}, \"30443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-09-21 20:10:58.000000+00:00\", \"2021-06-21 09:26:40.000000+00:00\", \"2020-09-03 07:57:40.000000+00:00\", \"2019-07-08 20:02:21.000000+00:00\", \"2023-04-08 12:10:48.000000+00:00\"], \"session_ids\": [\"79de6ae4-8c52-4a7a-8cd4-6c20df68b7a7\", \"99694210-29a8-43a7-babe-96866d3ff5f4\", \"ad3b8d93-4235-45d9-bd5f-2621852b9124\", \"60e5d3d6-3dc2-415c-bbfc-58e38396d49e\", \"5164be09-0afd-40cd-96f6-377a21849b91\"], \"total_duration\": 661.0, \"total_sessions\": 5, \"mean_week_duration\": 3.372}, \"57761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-05-19 21:55:40.000000+00:00\", \"2022-02-20 02:13:34.000000+00:00\", \"2020-12-17 11:33:57.000000+00:00\", \"2020-08-03 08:24:05.000000+00:00\"], \"session_ids\": [\"ab27df00-cbc3-4e65-adb8-dd9b508ec451\", \"f6dead71-725b-4be7-b506-3ca9c11079e4\", \"5d450526-8a7d-48bf-a4ba-1a2125c7798c\", \"e94c137c-b281-491b-b4a6-9f32e95d4ac5\"], \"total_duration\": 923.0, \"total_sessions\": 4, \"mean_week_duration\": 10.033}, \"96786\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-29 02:43:33.000000+00:00\", \"2021-04-21 15:21:14.000000+00:00\"], \"session_ids\": [\"d86238d6-16db-4392-bacb-88c49254c7e5\", \"cc6d262c-e86d-4911-bc29-c7f5d50a955d\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.319}, \"16199\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-06 10:28:06.000000+00:00\", \"2022-12-08 12:47:22.000000+00:00\", \"2019-09-21 06:04:41.000000+00:00\"], \"session_ids\": [\"696f3f59-ec0a-46c5-b42d-c4820e2b127e\", \"90af6e03-2982-4250-a03e-31613f6a8c6c\", \"7ca5b4e5-5800-436d-a1e6-62725c96a646\"], \"total_duration\": 180.0, \"total_sessions\": 3, \"mean_week_duration\": 0.896}, \"85583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-07 21:09:12.000000+00:00\", \"2021-05-29 05:49:47.000000+00:00\", \"2022-09-25 00:10:14.000000+00:00\"], \"session_ids\": [\"c2041575-515a-4f31-bdb0-01c4200988c8\", \"3b807c70-1e56-4bca-992c-a0d7baeebe1a\", \"ef864103-ad68-4fee-bbb6-d6abc5e9d247\"], \"total_duration\": 442.0, \"total_sessions\": 3, \"mean_week_duration\": 6.406}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 2 and are greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 6 users who are bot users based on sessions count additionaly perform sorting by duration summation of sessions per week 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{\"55851\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 11, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-04-10 05:14:12.000000+00:00\", \"2020-08-28 19:03:43.000000+00:00\", \"2020-08-13 14:12:54.000000+00:00\", \"2019-09-07 07:23:56.000000+00:00\"], \"session_ids\": [\"44b8ea1b-adbc-4f69-96f3-1a46fbcdc6fa\", \"efd865a9-851c-471f-b680-6207d3225245\", \"5ecd57dd-da9a-41df-b86a-367a7c1661b0\", \"769ecfda-3e7e-49e4-9a1e-a60141b536c5\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.149}, \"50493\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-27 03:50:47.000000+00:00\", \"2020-07-02 01:25:32.000000+00:00\"], \"session_ids\": [\"56aeb7a2-01b8-4f21-9487-89500697ecdb\", \"2fbad18a-978e-47af-a48c-e6ac849adffa\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.388}, \"42149\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-07 00:55:57.000000+00:00\", \"2019-02-28 08:18:38.000000+00:00\", \"2019-01-25 22:41:42.000000+00:00\"], \"session_ids\": [\"c829f049-7c91-451d-886d-b0c38c52be01\", \"80783e6d-23b0-45f8-a28f-ffac3aacf6fe\", \"b88330b5-015f-404f-957f-19ec36b27d81\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.161}, \"30180\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-02 02:48:58.000000+00:00\", \"2022-09-07 04:13:10.000000+00:00\", \"2020-10-26 13:52:10.000000+00:00\", \"2021-12-14 23:53:17.000000+00:00\", \"2022-07-19 00:42:16.000000+00:00\", \"2021-05-21 16:49:26.000000+00:00\", \"2020-06-22 20:59:15.000000+00:00\", \"2021-05-08 15:32:34.000000+00:00\", \"2022-11-11 16:18:36.000000+00:00\", \"2019-07-18 04:39:07.000000+00:00\"], \"session_ids\": [\"5a7540c3-fbbd-462d-aa0e-85cdca06b69e\", \"60596e24-0d45-4912-a4f0-2040798321ca\", \"a4b90eb0-56ca-492a-b889-1a7b12165ce6\", \"badfd6f7-e256-4d13-baec-4eab3408d49b\", \"98aadd19-0f2c-4753-afb8-5993abe8a901\", \"3c2b6245-c8cf-4502-b751-9a207dfc40e0\", \"469cbf87-28ea-441d-8859-eab469c3dcf1\", \"13a89dad-a22c-4eab-9950-64c4ff1e5558\", \"a1cc92dc-a52b-444e-b025-5845948ebbde\", \"709604f3-839e-4a39-b874-f33878576099\"], \"total_duration\": 11238.0, \"total_sessions\": 10, \"mean_week_duration\": 64.586}, \"6086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-01-18 13:19:52.000000+00:00\", \"2022-06-05 14:16:18.000000+00:00\"], \"session_ids\": [\"484fff66-4f5c-41fb-ae61-c1587bcab3f2\", \"5bf0333e-6a4b-4b3d-86de-5618e364f461\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 3.364}, \"91560\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-19 00:24:06.000000+00:00\", \"2020-08-11 22:32:13.000000+00:00\", \"2020-10-09 18:56:16.000000+00:00\"], \"session_ids\": [\"ccbab28d-827f-412e-8e1d-43a182b4036f\", \"9f664cde-400f-405f-bc25-b0146933b5a1\", \"34007307-618c-4e95-b685-5ff399583517\"], \"total_duration\": 770.0, \"total_sessions\": 3, \"mean_week_duration\": 17.111}, \"2650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-01 04:13:32.000000+00:00\", \"2021-12-31 15:16:42.000000+00:00\"], \"session_ids\": [\"5dca1c91-2ae6-4bc9-ad1f-a997a745656d\", \"af2dcfba-7003-4601-ac84-d83d9d599c7b\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"73715\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-11 14:27:43.000000+00:00\", \"2023-02-13 21:05:16.000000+00:00\", \"2022-12-07 23:25:13.000000+00:00\"], \"session_ids\": [\"2e9bd151-6380-489a-b04d-b7b9bd2df89c\", \"935a5809-b676-4cc8-99c5-e3876cfffb28\", \"1981bbfd-3c77-439d-babf-1d9245b2d671\"], \"total_duration\": 785.0, \"total_sessions\": 3, \"mean_week_duration\": 11.214}, \"31436\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 7, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-06-03 05:20:16.000000+00:00\", \"2023-02-14 20:07:38.000000+00:00\", \"2020-03-28 11:48:39.000000+00:00\", \"2020-03-17 17:43:57.000000+00:00\"], \"session_ids\": [\"b17d88b7-1c9e-489f-bf8a-9997ca3631d1\", \"e45c8e0c-3f9e-4b69-b3ca-f23472e611ff\", \"4e5137fe-37a2-4d6b-882f-ff2aeace1a25\", \"d548add1-2869-46f8-8402-ad10aa1bf2f1\"], \"total_duration\": 72.0, \"total_sessions\": 4, \"mean_week_duration\": 0.429}, \"67880\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-16 15:29:16.000000+00:00\", \"2022-11-16 08:02:43.000000+00:00\"], \"session_ids\": [\"35891462-c094-473c-8865-1085969400a9\", \"f0968a88-4593-46e9-8f58-d124c36aa2a4\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 2.092}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the lowest 6 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 6}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"50493\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-27 03:50:47.000000+00:00\", \"2020-07-02 01:25:32.000000+00:00\"], \"session_ids\": [\"56aeb7a2-01b8-4f21-9487-89500697ecdb\", \"2fbad18a-978e-47af-a48c-e6ac849adffa\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.388}}, {\"6086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-01-18 13:19:52.000000+00:00\", \"2022-06-05 14:16:18.000000+00:00\"], \"session_ids\": [\"484fff66-4f5c-41fb-ae61-c1587bcab3f2\", \"5bf0333e-6a4b-4b3d-86de-5618e364f461\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 3.364}}, {\"2650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-01 04:13:32.000000+00:00\", \"2021-12-31 15:16:42.000000+00:00\"], \"session_ids\": [\"5dca1c91-2ae6-4bc9-ad1f-a997a745656d\", \"af2dcfba-7003-4601-ac84-d83d9d599c7b\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"67880\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-16 15:29:16.000000+00:00\", \"2022-11-16 08:02:43.000000+00:00\"], \"session_ids\": [\"35891462-c094-473c-8865-1085969400a9\", \"f0968a88-4593-46e9-8f58-d124c36aa2a4\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 2.092}}, {\"42149\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-07 00:55:57.000000+00:00\", \"2019-02-28 08:18:38.000000+00:00\", \"2019-01-25 22:41:42.000000+00:00\"], \"session_ids\": [\"c829f049-7c91-451d-886d-b0c38c52be01\", \"80783e6d-23b0-45f8-a28f-ffac3aacf6fe\", \"b88330b5-015f-404f-957f-19ec36b27d81\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.161}}, {\"91560\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-19 00:24:06.000000+00:00\", \"2020-08-11 22:32:13.000000+00:00\", \"2020-10-09 18:56:16.000000+00:00\"], \"session_ids\": [\"ccbab28d-827f-412e-8e1d-43a182b4036f\", \"9f664cde-400f-405f-bc25-b0146933b5a1\", \"34007307-618c-4e95-b685-5ff399583517\"], \"total_duration\": 770.0, \"total_sessions\": 3, \"mean_week_duration\": 17.111}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"42149\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-07 00:55:57.000000+00:00\", \"2019-02-28 08:18:38.000000+00:00\", \"2019-01-25 22:41:42.000000+00:00\"], \"session_ids\": [\"c829f049-7c91-451d-886d-b0c38c52be01\", \"80783e6d-23b0-45f8-a28f-ffac3aacf6fe\", \"b88330b5-015f-404f-957f-19ec36b27d81\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.161}}, {\"2650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-01 04:13:32.000000+00:00\", \"2021-12-31 15:16:42.000000+00:00\"], \"session_ids\": [\"5dca1c91-2ae6-4bc9-ad1f-a997a745656d\", \"af2dcfba-7003-4601-ac84-d83d9d599c7b\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"50493\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-27 03:50:47.000000+00:00\", \"2020-07-02 01:25:32.000000+00:00\"], \"session_ids\": [\"56aeb7a2-01b8-4f21-9487-89500697ecdb\", \"2fbad18a-978e-47af-a48c-e6ac849adffa\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.388}}, {\"67880\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-16 15:29:16.000000+00:00\", \"2022-11-16 08:02:43.000000+00:00\"], \"session_ids\": [\"35891462-c094-473c-8865-1085969400a9\", \"f0968a88-4593-46e9-8f58-d124c36aa2a4\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 2.092}}, {\"6086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-01-18 13:19:52.000000+00:00\", \"2022-06-05 14:16:18.000000+00:00\"], \"session_ids\": [\"484fff66-4f5c-41fb-ae61-c1587bcab3f2\", \"5bf0333e-6a4b-4b3d-86de-5618e364f461\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 3.364}}, {\"91560\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-19 00:24:06.000000+00:00\", \"2020-08-11 22:32:13.000000+00:00\", \"2020-10-09 18:56:16.000000+00:00\"], \"session_ids\": [\"ccbab28d-827f-412e-8e1d-43a182b4036f\", \"9f664cde-400f-405f-bc25-b0146933b5a1\", \"34007307-618c-4e95-b685-5ff399583517\"], \"total_duration\": 770.0, \"total_sessions\": 3, \"mean_week_duration\": 17.111}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"42149\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-07 00:55:57.000000+00:00\", \"2019-02-28 08:18:38.000000+00:00\", \"2019-01-25 22:41:42.000000+00:00\"], \"session_ids\": [\"c829f049-7c91-451d-886d-b0c38c52be01\", \"80783e6d-23b0-45f8-a28f-ffac3aacf6fe\", \"b88330b5-015f-404f-957f-19ec36b27d81\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.161}}, {\"2650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-01 04:13:32.000000+00:00\", \"2021-12-31 15:16:42.000000+00:00\"], \"session_ids\": [\"5dca1c91-2ae6-4bc9-ad1f-a997a745656d\", \"af2dcfba-7003-4601-ac84-d83d9d599c7b\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"50493\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-27 03:50:47.000000+00:00\", \"2020-07-02 01:25:32.000000+00:00\"], \"session_ids\": [\"56aeb7a2-01b8-4f21-9487-89500697ecdb\", \"2fbad18a-978e-47af-a48c-e6ac849adffa\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.388}}, {\"67880\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-16 15:29:16.000000+00:00\", \"2022-11-16 08:02:43.000000+00:00\"], \"session_ids\": [\"35891462-c094-473c-8865-1085969400a9\", \"f0968a88-4593-46e9-8f58-d124c36aa2a4\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 2.092}}, {\"6086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-01-18 13:19:52.000000+00:00\", \"2022-06-05 14:16:18.000000+00:00\"], \"session_ids\": [\"484fff66-4f5c-41fb-ae61-c1587bcab3f2\", \"5bf0333e-6a4b-4b3d-86de-5618e364f461\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 3.364}}, {\"91560\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-19 00:24:06.000000+00:00\", \"2020-08-11 22:32:13.000000+00:00\", \"2020-10-09 18:56:16.000000+00:00\"], \"session_ids\": [\"ccbab28d-827f-412e-8e1d-43a182b4036f\", \"9f664cde-400f-405f-bc25-b0146933b5a1\", \"34007307-618c-4e95-b685-5ff399583517\"], \"total_duration\": 770.0, \"total_sessions\": 3, \"mean_week_duration\": 17.111}}]\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[{\"42149\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-07 00:55:57.000000+00:00\", \"2019-02-28 08:18:38.000000+00:00\", \"2019-01-25 22:41:42.000000+00:00\"], \"session_ids\": [\"c829f049-7c91-451d-886d-b0c38c52be01\", \"80783e6d-23b0-45f8-a28f-ffac3aacf6fe\", \"b88330b5-015f-404f-957f-19ec36b27d81\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.161}}, {\"2650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-01 04:13:32.000000+00:00\", \"2021-12-31 15:16:42.000000+00:00\"], \"session_ids\": [\"5dca1c91-2ae6-4bc9-ad1f-a997a745656d\", \"af2dcfba-7003-4601-ac84-d83d9d599c7b\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"50493\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-27 03:50:47.000000+00:00\", \"2020-07-02 01:25:32.000000+00:00\"], \"session_ids\": [\"56aeb7a2-01b8-4f21-9487-89500697ecdb\", \"2fbad18a-978e-47af-a48c-e6ac849adffa\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.388}}, {\"67880\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-16 15:29:16.000000+00:00\", \"2022-11-16 08:02:43.000000+00:00\"], \"session_ids\": [\"35891462-c094-473c-8865-1085969400a9\", \"f0968a88-4593-46e9-8f58-d124c36aa2a4\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 2.092}}, {\"6086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2023-01-18 13:19:52.000000+00:00\", \"2022-06-05 14:16:18.000000+00:00\"], \"session_ids\": [\"484fff66-4f5c-41fb-ae61-c1587bcab3f2\", \"5bf0333e-6a4b-4b3d-86de-5618e364f461\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 3.364}}, {\"91560\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-19 00:24:06.000000+00:00\", \"2020-08-11 22:32:13.000000+00:00\", \"2020-10-09 18:56:16.000000+00:00\"], \"session_ids\": [\"ccbab28d-827f-412e-8e1d-43a182b4036f\", \"9f664cde-400f-405f-bc25-b0146933b5a1\", \"34007307-618c-4e95-b685-5ff399583517\"], \"total_duration\": 770.0, \"total_sessions\": 3, \"mean_week_duration\": 17.111}}]\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 with information about user with a sum of sessions that is above 7 and below 5, exclusive 7 , and carry out sorting by aver of time using the app per week in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70086\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-23 13:17:43.000000+00:00\", \"2022-09-03 19:59:14.000000+00:00\"], \"session_ids\": [\"6d75d5a8-e6a7-46a5-a49e-6abc05394a0c\", \"afd87f8a-852c-4f43-8180-2271e1a73f52\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}, \"27000\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-07 07:42:07.000000+00:00\", \"2020-11-15 06:53:07.000000+00:00\", \"2021-10-06 07:04:29.000000+00:00\"], \"session_ids\": [\"cef2d87d-c9db-4afb-829b-dc58714cae73\", \"99cfb639-c4c6-43c1-9461-364d25e8c3a5\", \"df70a590-8ca5-469f-926d-ad2c15554797\"], \"total_duration\": 185.0, \"total_sessions\": 3, \"mean_week_duration\": 1.568}, \"70063\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-08-11 01:47:20.000000+00:00\", \"2022-01-25 08:01:49.000000+00:00\", \"2022-08-11 21:49:26.000000+00:00\"], \"session_ids\": [\"93f7bee5-1d44-4abf-8fc2-f22ddca29ecd\", \"16833034-82a0-4bd8-a463-c601869c19b3\", \"a2f4023d-e179-415b-b4bd-741259648159\"], \"total_duration\": 545.0, \"total_sessions\": 3, \"mean_week_duration\": 18.793}, \"1992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-04 11:44:56.000000+00:00\", \"2021-09-03 03:44:49.000000+00:00\", \"2021-04-16 16:01:44.000000+00:00\", \"2023-06-19 01:15:07.000000+00:00\"], \"session_ids\": [\"fc328df0-6b3f-41ed-8c7b-69c16549b40a\", \"22bd72bc-1109-49ef-9d0f-c11fe8931d7f\", \"d38a82a0-834a-4160-ab8e-09bcae079539\", \"b21cc42c-e217-4473-a7c2-bb701cadd23b\"], \"total_duration\": 265.0, \"total_sessions\": 4, \"mean_week_duration\": 2.325}, \"44784\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-04-24 05:53:26.000000+00:00\", \"2023-06-13 09:19:09.000000+00:00\"], \"session_ids\": [\"dfefb507-3273-45a8-99bb-a47f6d9903c5\", \"9d6e023b-51ad-475d-a3b9-1f5e3aaabcdd\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 20.875}, \"94408\": {\"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\": \"Lima\", \"datetimes\": [\"2023-01-28 05:10:42.000000+00:00\", \"2019-01-10 01:11:52.000000+00:00\", \"2021-10-17 14:38:23.000000+00:00\", \"2020-07-07 05:31:45.000000+00:00\", \"2019-01-25 13:15:17.000000+00:00\", \"2019-07-15 22:05:40.000000+00:00\", \"2019-07-08 10:32:41.000000+00:00\", \"2021-02-20 08:29:35.000000+00:00\", \"2022-12-28 18:25:11.000000+00:00\", \"2022-06-12 20:39:26.000000+00:00\"], \"session_ids\": [\"24dd61c7-ac8e-4576-a870-6474961c9d72\", \"aabb18a5-dc5c-42b6-96bd-9c5f8ca84000\", \"0054da16-256b-423d-b73d-b268b8447ad2\", \"6939f834-82c1-412f-a7c8-7840eb9ba5e9\", \"8be19275-a8c4-47b7-8d51-5b087b6074e8\", \"9cecc134-fd97-439e-911f-68ed632a8a5c\", \"90017c7e-1ce5-4088-a606-cd3940efe512\", \"6018fdd9-52ec-45ef-9390-3e87850625c0\", \"4622abeb-7964-4772-9d72-7d5c33d1cc77\", \"eb6389c6-2041-4e88-80d4-6b2acb06f155\"], \"total_duration\": 4458.0, \"total_sessions\": 10, \"mean_week_duration\": 21.028}, \"31605\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-23 22:38:01.000000+00:00\", \"2020-06-16 15:55:45.000000+00:00\", \"2021-11-03 02:53:04.000000+00:00\"], \"session_ids\": [\"4049f535-d506-45bd-9ac2-7166cd045d0e\", \"d7bda4da-41fb-4d57-a600-3286482d0e5e\", \"71de3a02-d7eb-4ec1-9efd-c5b2e852cef4\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.618}, \"28370\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-08 18:33:21.000000+00:00\", \"2022-03-31 05:07:32.000000+00:00\"], \"session_ids\": [\"5f04a395-4e44-41b0-8eff-6e7ece13167a\", \"b54e3acb-fa22-4749-88ca-c37f0e5b1dc0\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 22.167}, \"29266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-09 21:02:15.000000+00:00\", \"2021-03-20 02:27:12.000000+00:00\", \"2019-10-31 15:38:51.000000+00:00\", \"2021-01-11 02:22:44.000000+00:00\", \"2022-07-13 10:33:30.000000+00:00\"], \"session_ids\": [\"e55ce162-1366-4e45-8c81-e7937f302318\", \"a4ffd48e-7353-4740-9f5f-79a1f26ec746\", \"8394b1b6-614c-4ff1-9a8e-2cdfce76b232\", \"48eea72d-910c-4291-8fd0-7613a769001e\", \"03042ae0-e77e-4d1a-a28b-82fca47066e8\"], \"total_duration\": 52.0, \"total_sessions\": 5, \"mean_week_duration\": 0.369}, \"20253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-16 19:44:05.000000+00:00\", \"2022-06-04 15:35:55.000000+00:00\"], \"session_ids\": [\"ab664000-4898-468e-8694-6ddcc04a8d13\", \"e494f3f7-c286-499e-9b7d-bb3e905168bb\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.373}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 5 and are greater than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70086\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-23 13:17:43.000000+00:00\", \"2022-09-03 19:59:14.000000+00:00\"], \"session_ids\": [\"6d75d5a8-e6a7-46a5-a49e-6abc05394a0c\", \"afd87f8a-852c-4f43-8180-2271e1a73f52\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}, \"27000\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-07 07:42:07.000000+00:00\", \"2020-11-15 06:53:07.000000+00:00\", \"2021-10-06 07:04:29.000000+00:00\"], \"session_ids\": [\"cef2d87d-c9db-4afb-829b-dc58714cae73\", \"99cfb639-c4c6-43c1-9461-364d25e8c3a5\", \"df70a590-8ca5-469f-926d-ad2c15554797\"], \"total_duration\": 185.0, \"total_sessions\": 3, \"mean_week_duration\": 1.568}, \"70063\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-08-11 01:47:20.000000+00:00\", \"2022-01-25 08:01:49.000000+00:00\", \"2022-08-11 21:49:26.000000+00:00\"], \"session_ids\": [\"93f7bee5-1d44-4abf-8fc2-f22ddca29ecd\", \"16833034-82a0-4bd8-a463-c601869c19b3\", \"a2f4023d-e179-415b-b4bd-741259648159\"], \"total_duration\": 545.0, \"total_sessions\": 3, \"mean_week_duration\": 18.793}, \"1992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-04 11:44:56.000000+00:00\", \"2021-09-03 03:44:49.000000+00:00\", \"2021-04-16 16:01:44.000000+00:00\", \"2023-06-19 01:15:07.000000+00:00\"], \"session_ids\": [\"fc328df0-6b3f-41ed-8c7b-69c16549b40a\", \"22bd72bc-1109-49ef-9d0f-c11fe8931d7f\", \"d38a82a0-834a-4160-ab8e-09bcae079539\", \"b21cc42c-e217-4473-a7c2-bb701cadd23b\"], \"total_duration\": 265.0, \"total_sessions\": 4, \"mean_week_duration\": 2.325}, \"44784\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-04-24 05:53:26.000000+00:00\", \"2023-06-13 09:19:09.000000+00:00\"], \"session_ids\": [\"dfefb507-3273-45a8-99bb-a47f6d9903c5\", \"9d6e023b-51ad-475d-a3b9-1f5e3aaabcdd\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 20.875}, \"31605\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-23 22:38:01.000000+00:00\", \"2020-06-16 15:55:45.000000+00:00\", \"2021-11-03 02:53:04.000000+00:00\"], \"session_ids\": [\"4049f535-d506-45bd-9ac2-7166cd045d0e\", \"d7bda4da-41fb-4d57-a600-3286482d0e5e\", \"71de3a02-d7eb-4ec1-9efd-c5b2e852cef4\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.618}, \"28370\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-08 18:33:21.000000+00:00\", \"2022-03-31 05:07:32.000000+00:00\"], \"session_ids\": [\"5f04a395-4e44-41b0-8eff-6e7ece13167a\", \"b54e3acb-fa22-4749-88ca-c37f0e5b1dc0\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 22.167}, \"29266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-09 21:02:15.000000+00:00\", \"2021-03-20 02:27:12.000000+00:00\", \"2019-10-31 15:38:51.000000+00:00\", \"2021-01-11 02:22:44.000000+00:00\", \"2022-07-13 10:33:30.000000+00:00\"], \"session_ids\": [\"e55ce162-1366-4e45-8c81-e7937f302318\", \"a4ffd48e-7353-4740-9f5f-79a1f26ec746\", \"8394b1b6-614c-4ff1-9a8e-2cdfce76b232\", \"48eea72d-910c-4291-8fd0-7613a769001e\", \"03042ae0-e77e-4d1a-a28b-82fca47066e8\"], \"total_duration\": 52.0, \"total_sessions\": 5, \"mean_week_duration\": 0.369}, \"20253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-16 19:44:05.000000+00:00\", \"2022-06-04 15:35:55.000000+00:00\"], \"session_ids\": [\"ab664000-4898-468e-8694-6ddcc04a8d13\", \"e494f3f7-c286-499e-9b7d-bb3e905168bb\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.373}, \"94408\": {\"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\": \"Lima\", \"datetimes\": [\"2023-01-28 05:10:42.000000+00:00\", \"2019-01-10 01:11:52.000000+00:00\", \"2021-10-17 14:38:23.000000+00:00\", \"2020-07-07 05:31:45.000000+00:00\", \"2019-01-25 13:15:17.000000+00:00\", \"2019-07-15 22:05:40.000000+00:00\", \"2019-07-08 10:32:41.000000+00:00\", \"2021-02-20 08:29:35.000000+00:00\", \"2022-12-28 18:25:11.000000+00:00\", \"2022-06-12 20:39:26.000000+00:00\"], \"session_ids\": [\"24dd61c7-ac8e-4576-a870-6474961c9d72\", \"aabb18a5-dc5c-42b6-96bd-9c5f8ca84000\", \"0054da16-256b-423d-b73d-b268b8447ad2\", \"6939f834-82c1-412f-a7c8-7840eb9ba5e9\", \"8be19275-a8c4-47b7-8d51-5b087b6074e8\", \"9cecc134-fd97-439e-911f-68ed632a8a5c\", \"90017c7e-1ce5-4088-a606-cd3940efe512\", \"6018fdd9-52ec-45ef-9390-3e87850625c0\", \"4622abeb-7964-4772-9d72-7d5c33d1cc77\", \"eb6389c6-2041-4e88-80d4-6b2acb06f155\"], \"total_duration\": 4458.0, \"total_sessions\": 10, \"mean_week_duration\": 21.028}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"29266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-09 21:02:15.000000+00:00\", \"2021-03-20 02:27:12.000000+00:00\", \"2019-10-31 15:38:51.000000+00:00\", \"2021-01-11 02:22:44.000000+00:00\", \"2022-07-13 10:33:30.000000+00:00\"], \"session_ids\": [\"e55ce162-1366-4e45-8c81-e7937f302318\", \"a4ffd48e-7353-4740-9f5f-79a1f26ec746\", \"8394b1b6-614c-4ff1-9a8e-2cdfce76b232\", \"48eea72d-910c-4291-8fd0-7613a769001e\", \"03042ae0-e77e-4d1a-a28b-82fca47066e8\"], \"total_duration\": 52.0, \"total_sessions\": 5, \"mean_week_duration\": 0.369}}, {\"20253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-16 19:44:05.000000+00:00\", \"2022-06-04 15:35:55.000000+00:00\"], \"session_ids\": [\"ab664000-4898-468e-8694-6ddcc04a8d13\", \"e494f3f7-c286-499e-9b7d-bb3e905168bb\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.373}}, {\"31605\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-23 22:38:01.000000+00:00\", \"2020-06-16 15:55:45.000000+00:00\", \"2021-11-03 02:53:04.000000+00:00\"], \"session_ids\": [\"4049f535-d506-45bd-9ac2-7166cd045d0e\", \"d7bda4da-41fb-4d57-a600-3286482d0e5e\", \"71de3a02-d7eb-4ec1-9efd-c5b2e852cef4\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.618}}, {\"27000\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-07 07:42:07.000000+00:00\", \"2020-11-15 06:53:07.000000+00:00\", \"2021-10-06 07:04:29.000000+00:00\"], \"session_ids\": [\"cef2d87d-c9db-4afb-829b-dc58714cae73\", \"99cfb639-c4c6-43c1-9461-364d25e8c3a5\", \"df70a590-8ca5-469f-926d-ad2c15554797\"], \"total_duration\": 185.0, \"total_sessions\": 3, \"mean_week_duration\": 1.568}}, {\"1992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-04 11:44:56.000000+00:00\", \"2021-09-03 03:44:49.000000+00:00\", \"2021-04-16 16:01:44.000000+00:00\", \"2023-06-19 01:15:07.000000+00:00\"], \"session_ids\": [\"fc328df0-6b3f-41ed-8c7b-69c16549b40a\", \"22bd72bc-1109-49ef-9d0f-c11fe8931d7f\", \"d38a82a0-834a-4160-ab8e-09bcae079539\", \"b21cc42c-e217-4473-a7c2-bb701cadd23b\"], \"total_duration\": 265.0, \"total_sessions\": 4, \"mean_week_duration\": 2.325}}, {\"70086\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-23 13:17:43.000000+00:00\", \"2022-09-03 19:59:14.000000+00:00\"], \"session_ids\": [\"6d75d5a8-e6a7-46a5-a49e-6abc05394a0c\", \"afd87f8a-852c-4f43-8180-2271e1a73f52\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}}, {\"70063\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-08-11 01:47:20.000000+00:00\", \"2022-01-25 08:01:49.000000+00:00\", \"2022-08-11 21:49:26.000000+00:00\"], \"session_ids\": [\"93f7bee5-1d44-4abf-8fc2-f22ddca29ecd\", \"16833034-82a0-4bd8-a463-c601869c19b3\", \"a2f4023d-e179-415b-b4bd-741259648159\"], \"total_duration\": 545.0, \"total_sessions\": 3, \"mean_week_duration\": 18.793}}, {\"44784\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-04-24 05:53:26.000000+00:00\", \"2023-06-13 09:19:09.000000+00:00\"], \"session_ids\": [\"dfefb507-3273-45a8-99bb-a47f6d9903c5\", \"9d6e023b-51ad-475d-a3b9-1f5e3aaabcdd\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 20.875}}, {\"94408\": {\"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\": \"Lima\", \"datetimes\": [\"2023-01-28 05:10:42.000000+00:00\", \"2019-01-10 01:11:52.000000+00:00\", \"2021-10-17 14:38:23.000000+00:00\", \"2020-07-07 05:31:45.000000+00:00\", \"2019-01-25 13:15:17.000000+00:00\", \"2019-07-15 22:05:40.000000+00:00\", \"2019-07-08 10:32:41.000000+00:00\", \"2021-02-20 08:29:35.000000+00:00\", \"2022-12-28 18:25:11.000000+00:00\", \"2022-06-12 20:39:26.000000+00:00\"], \"session_ids\": [\"24dd61c7-ac8e-4576-a870-6474961c9d72\", \"aabb18a5-dc5c-42b6-96bd-9c5f8ca84000\", \"0054da16-256b-423d-b73d-b268b8447ad2\", \"6939f834-82c1-412f-a7c8-7840eb9ba5e9\", \"8be19275-a8c4-47b7-8d51-5b087b6074e8\", \"9cecc134-fd97-439e-911f-68ed632a8a5c\", \"90017c7e-1ce5-4088-a606-cd3940efe512\", \"6018fdd9-52ec-45ef-9390-3e87850625c0\", \"4622abeb-7964-4772-9d72-7d5c33d1cc77\", \"eb6389c6-2041-4e88-80d4-6b2acb06f155\"], \"total_duration\": 4458.0, \"total_sessions\": 10, \"mean_week_duration\": 21.028}}, {\"28370\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-08 18:33:21.000000+00:00\", \"2022-03-31 05:07:32.000000+00:00\"], \"session_ids\": [\"5f04a395-4e44-41b0-8eff-6e7ece13167a\", \"b54e3acb-fa22-4749-88ca-c37f0e5b1dc0\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 22.167}}]\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[{\"29266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-09 21:02:15.000000+00:00\", \"2021-03-20 02:27:12.000000+00:00\", \"2019-10-31 15:38:51.000000+00:00\", \"2021-01-11 02:22:44.000000+00:00\", \"2022-07-13 10:33:30.000000+00:00\"], \"session_ids\": [\"e55ce162-1366-4e45-8c81-e7937f302318\", \"a4ffd48e-7353-4740-9f5f-79a1f26ec746\", \"8394b1b6-614c-4ff1-9a8e-2cdfce76b232\", \"48eea72d-910c-4291-8fd0-7613a769001e\", \"03042ae0-e77e-4d1a-a28b-82fca47066e8\"], \"total_duration\": 52.0, \"total_sessions\": 5, \"mean_week_duration\": 0.369}}]\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[{\"29266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-09 21:02:15.000000+00:00\", \"2021-03-20 02:27:12.000000+00:00\", \"2019-10-31 15:38:51.000000+00:00\", \"2021-01-11 02:22:44.000000+00:00\", \"2022-07-13 10:33:30.000000+00:00\"], \"session_ids\": [\"e55ce162-1366-4e45-8c81-e7937f302318\", \"a4ffd48e-7353-4740-9f5f-79a1f26ec746\", \"8394b1b6-614c-4ff1-9a8e-2cdfce76b232\", \"48eea72d-910c-4291-8fd0-7613a769001e\", \"03042ae0-e77e-4d1a-a28b-82fca47066e8\"], \"total_duration\": 52.0, \"total_sessions\": 5, \"mean_week_duration\": 0.369}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 3 users whose all sessions quantity is bigger than 3 in addition carry out sorting by site usage time in descending order , display only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89085\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-11-23 09:02:58.000000+00:00\", \"2021-04-27 02:02:09.000000+00:00\", \"2022-03-04 17:57:22.000000+00:00\"], \"session_ids\": [\"9ab2e29a-a8a0-4815-a9fe-69abe26c3454\", \"3c65bf55-9b48-49c0-8074-1d460be6c057\", \"320fbe07-e231-4a79-b3d2-fd6695bd9817\"], \"total_duration\": 296.0, \"total_sessions\": 3, \"mean_week_duration\": 3.566}, \"53021\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-25 20:01:15.000000+00:00\", \"2019-05-28 09:35:25.000000+00:00\"], \"session_ids\": [\"420f3f55-d663-4f2d-baee-4f88b629f156\", \"9dc7c8d4-21fe-4ed2-85c0-95d035d244da\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 3.077}, \"35843\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-15 17:32:41.000000+00:00\", \"2020-10-07 06:15:15.000000+00:00\"], \"session_ids\": [\"ff7a0497-1bd6-4cfd-ab38-f0d35a3492d8\", \"54b2409d-b01d-428d-bd1c-763d8488e022\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 3.833}, \"33468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-11 23:55:44.000000+00:00\", \"2020-11-30 12:31:29.000000+00:00\", \"2019-08-30 10:19:07.000000+00:00\", \"2021-08-18 04:22:57.000000+00:00\", \"2021-02-17 10:54:08.000000+00:00\"], \"session_ids\": [\"024cd2ec-78ce-4678-b777-e6c0c23a4d11\", \"e3562f80-8a35-4512-b82e-69e5bc05d467\", \"90582760-dd86-4ef3-892a-a4b27388e476\", \"4404f394-c64a-43d7-a101-72615454864e\", \"05650fda-0fb9-4770-a1ac-86d951cbda1f\"], \"total_duration\": 1356.0, \"total_sessions\": 5, \"mean_week_duration\": 7.884}, \"42237\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-15 22:44:11.000000+00:00\", \"2022-11-13 12:19:28.000000+00:00\", \"2019-08-14 23:36:12.000000+00:00\", \"2023-02-17 03:23:37.000000+00:00\", \"2021-12-02 04:09:29.000000+00:00\"], \"session_ids\": [\"184df609-e49b-420b-912e-f5e9f1cd3311\", \"54b118f3-aa30-4e86-862b-b1d43d9a3f66\", \"48d3044a-5d4a-42f9-8625-ebbebe9d21e2\", \"4ce82d15-c495-4ed9-a535-d2d555fb9759\", \"3b3ebda9-239d-4319-962f-c559442a2c59\"], \"total_duration\": 393.0, \"total_sessions\": 5, \"mean_week_duration\": 2.136}, \"57992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 17:07:05.000000+00:00\", \"2023-03-04 21:05:07.000000+00:00\", \"2022-11-14 20:05:52.000000+00:00\", \"2023-05-31 23:50:54.000000+00:00\", \"2021-02-14 01:38:58.000000+00:00\", \"2019-03-21 06:32:56.000000+00:00\", \"2021-05-04 03:28:41.000000+00:00\", \"2019-12-04 10:36:44.000000+00:00\"], \"session_ids\": [\"684b9107-513d-4261-afd8-11b3f14a7ad1\", \"56078247-aa8e-4329-814a-e6d8824b4bf3\", \"3f59fac5-5f54-458f-88a7-5be709aca7fd\", \"2ca49ec2-9c2e-46b0-ab10-bc43a0d1a73a\", \"5ba67b4f-58a9-43dc-bd79-6ddf90d25343\", \"fa424bb4-2b7e-4b02-bb6d-95acaad4a320\", \"58413e7b-4817-4535-9007-49fbe8635f75\", \"a3d84949-389f-4b79-95ea-efa8d7961582\"], \"total_duration\": 17146.0, \"total_sessions\": 8, \"mean_week_duration\": 78.292}, \"61002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-29 08:22:39.000000+00:00\", \"2022-09-26 18:36:36.000000+00:00\", \"2022-08-19 21:08:27.000000+00:00\", \"2020-06-01 23:33:31.000000+00:00\", \"2022-03-21 01:04:10.000000+00:00\", \"2022-11-22 03:19:08.000000+00:00\"], \"session_ids\": [\"9674773f-8bad-4fc7-ad20-99baa350addf\", \"c43ff008-bfad-4428-9139-029c112d3370\", \"84804a71-2c63-4c9a-80aa-ba0da3072a52\", \"cd625e40-d959-41bb-8fa8-d586c6897402\", \"96f44fba-2ed2-4c3e-b198-c6209f8bee59\", \"5be0ae13-3f8d-4b50-8e84-e9422f52fa73\"], \"total_duration\": 818.0, \"total_sessions\": 6, \"mean_week_duration\": 6.341}, \"38267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-25 01:03:59.000000+00:00\", \"2019-10-07 09:22:05.000000+00:00\", \"2021-10-12 14:09:08.000000+00:00\", \"2022-02-09 18:16:43.000000+00:00\"], \"session_ids\": [\"e5560068-6ee8-460f-8243-e477fe5aa784\", \"7c605e9d-388e-4eb0-a85a-bee0f77ad70f\", \"2fec201b-db41-451d-b774-8317b4d6717f\", \"d3546a7f-79fe-4590-a6f5-1c1b61cd9c62\"], \"total_duration\": 380.0, \"total_sessions\": 4, \"mean_week_duration\": 2.946}, \"56462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-09-11 23:33:32.000000+00:00\", \"2019-12-31 20:11:58.000000+00:00\"], \"session_ids\": [\"86f8bf50-014b-4752-a7b1-3ba6c2ee4e10\", \"d97f9264-0e81-4b40-b531-c70451a5ed0a\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.241}, \"84685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-08-24 10:31:55.000000+00:00\", \"2019-10-27 02:45:29.000000+00:00\", \"2021-09-16 09:33:01.000000+00:00\", \"2021-03-09 06:34:10.000000+00:00\", \"2021-03-25 12:50:41.000000+00:00\", \"2023-04-26 17:52:02.000000+00:00\"], \"session_ids\": [\"f5f86227-7a47-4f89-9adc-f2916f587307\", \"db216555-b90f-4f77-9c9e-445fc16a3664\", \"c4bc460d-cf3a-4bbd-aeac-729a0f384d71\", \"a8922cc2-e578-4178-b742-b94730959cf0\", \"c9506539-9fe1-4cd8-a1a1-cd2ae9cac072\", \"fd89d229-4ccb-41be-9f26-dc6842ac5203\"], \"total_duration\": 2958.0, \"total_sessions\": 6, \"mean_week_duration\": 16.164}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89085\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-11-23 09:02:58.000000+00:00\", \"2021-04-27 02:02:09.000000+00:00\", \"2022-03-04 17:57:22.000000+00:00\"], \"session_ids\": [\"9ab2e29a-a8a0-4815-a9fe-69abe26c3454\", \"3c65bf55-9b48-49c0-8074-1d460be6c057\", \"320fbe07-e231-4a79-b3d2-fd6695bd9817\"], \"total_duration\": 296.0, \"total_sessions\": 3, \"mean_week_duration\": 3.566}, \"33468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-11 23:55:44.000000+00:00\", \"2020-11-30 12:31:29.000000+00:00\", \"2019-08-30 10:19:07.000000+00:00\", \"2021-08-18 04:22:57.000000+00:00\", \"2021-02-17 10:54:08.000000+00:00\"], \"session_ids\": [\"024cd2ec-78ce-4678-b777-e6c0c23a4d11\", \"e3562f80-8a35-4512-b82e-69e5bc05d467\", \"90582760-dd86-4ef3-892a-a4b27388e476\", \"4404f394-c64a-43d7-a101-72615454864e\", \"05650fda-0fb9-4770-a1ac-86d951cbda1f\"], \"total_duration\": 1356.0, \"total_sessions\": 5, \"mean_week_duration\": 7.884}, \"42237\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-15 22:44:11.000000+00:00\", \"2022-11-13 12:19:28.000000+00:00\", \"2019-08-14 23:36:12.000000+00:00\", \"2023-02-17 03:23:37.000000+00:00\", \"2021-12-02 04:09:29.000000+00:00\"], \"session_ids\": [\"184df609-e49b-420b-912e-f5e9f1cd3311\", \"54b118f3-aa30-4e86-862b-b1d43d9a3f66\", \"48d3044a-5d4a-42f9-8625-ebbebe9d21e2\", \"4ce82d15-c495-4ed9-a535-d2d555fb9759\", \"3b3ebda9-239d-4319-962f-c559442a2c59\"], \"total_duration\": 393.0, \"total_sessions\": 5, \"mean_week_duration\": 2.136}, \"57992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 17:07:05.000000+00:00\", \"2023-03-04 21:05:07.000000+00:00\", \"2022-11-14 20:05:52.000000+00:00\", \"2023-05-31 23:50:54.000000+00:00\", \"2021-02-14 01:38:58.000000+00:00\", \"2019-03-21 06:32:56.000000+00:00\", \"2021-05-04 03:28:41.000000+00:00\", \"2019-12-04 10:36:44.000000+00:00\"], \"session_ids\": [\"684b9107-513d-4261-afd8-11b3f14a7ad1\", \"56078247-aa8e-4329-814a-e6d8824b4bf3\", \"3f59fac5-5f54-458f-88a7-5be709aca7fd\", \"2ca49ec2-9c2e-46b0-ab10-bc43a0d1a73a\", \"5ba67b4f-58a9-43dc-bd79-6ddf90d25343\", \"fa424bb4-2b7e-4b02-bb6d-95acaad4a320\", \"58413e7b-4817-4535-9007-49fbe8635f75\", \"a3d84949-389f-4b79-95ea-efa8d7961582\"], \"total_duration\": 17146.0, \"total_sessions\": 8, \"mean_week_duration\": 78.292}, \"61002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-29 08:22:39.000000+00:00\", \"2022-09-26 18:36:36.000000+00:00\", \"2022-08-19 21:08:27.000000+00:00\", \"2020-06-01 23:33:31.000000+00:00\", \"2022-03-21 01:04:10.000000+00:00\", \"2022-11-22 03:19:08.000000+00:00\"], \"session_ids\": [\"9674773f-8bad-4fc7-ad20-99baa350addf\", \"c43ff008-bfad-4428-9139-029c112d3370\", \"84804a71-2c63-4c9a-80aa-ba0da3072a52\", \"cd625e40-d959-41bb-8fa8-d586c6897402\", \"96f44fba-2ed2-4c3e-b198-c6209f8bee59\", \"5be0ae13-3f8d-4b50-8e84-e9422f52fa73\"], \"total_duration\": 818.0, \"total_sessions\": 6, \"mean_week_duration\": 6.341}, \"38267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-25 01:03:59.000000+00:00\", \"2019-10-07 09:22:05.000000+00:00\", \"2021-10-12 14:09:08.000000+00:00\", \"2022-02-09 18:16:43.000000+00:00\"], \"session_ids\": [\"e5560068-6ee8-460f-8243-e477fe5aa784\", \"7c605e9d-388e-4eb0-a85a-bee0f77ad70f\", \"2fec201b-db41-451d-b774-8317b4d6717f\", \"d3546a7f-79fe-4590-a6f5-1c1b61cd9c62\"], \"total_duration\": 380.0, \"total_sessions\": 4, \"mean_week_duration\": 2.946}, \"84685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-08-24 10:31:55.000000+00:00\", \"2019-10-27 02:45:29.000000+00:00\", \"2021-09-16 09:33:01.000000+00:00\", \"2021-03-09 06:34:10.000000+00:00\", \"2021-03-25 12:50:41.000000+00:00\", \"2023-04-26 17:52:02.000000+00:00\"], \"session_ids\": [\"f5f86227-7a47-4f89-9adc-f2916f587307\", \"db216555-b90f-4f77-9c9e-445fc16a3664\", \"c4bc460d-cf3a-4bbd-aeac-729a0f384d71\", \"a8922cc2-e578-4178-b742-b94730959cf0\", \"c9506539-9fe1-4cd8-a1a1-cd2ae9cac072\", \"fd89d229-4ccb-41be-9f26-dc6842ac5203\"], \"total_duration\": 2958.0, \"total_sessions\": 6, \"mean_week_duration\": 16.164}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 17:07:05.000000+00:00\", \"2023-03-04 21:05:07.000000+00:00\", \"2022-11-14 20:05:52.000000+00:00\", \"2023-05-31 23:50:54.000000+00:00\", \"2021-02-14 01:38:58.000000+00:00\", \"2019-03-21 06:32:56.000000+00:00\", \"2021-05-04 03:28:41.000000+00:00\", \"2019-12-04 10:36:44.000000+00:00\"], \"session_ids\": [\"684b9107-513d-4261-afd8-11b3f14a7ad1\", \"56078247-aa8e-4329-814a-e6d8824b4bf3\", \"3f59fac5-5f54-458f-88a7-5be709aca7fd\", \"2ca49ec2-9c2e-46b0-ab10-bc43a0d1a73a\", \"5ba67b4f-58a9-43dc-bd79-6ddf90d25343\", \"fa424bb4-2b7e-4b02-bb6d-95acaad4a320\", \"58413e7b-4817-4535-9007-49fbe8635f75\", \"a3d84949-389f-4b79-95ea-efa8d7961582\"], \"total_duration\": 17146.0, \"total_sessions\": 8, \"mean_week_duration\": 78.292}}, {\"84685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-08-24 10:31:55.000000+00:00\", \"2019-10-27 02:45:29.000000+00:00\", \"2021-09-16 09:33:01.000000+00:00\", \"2021-03-09 06:34:10.000000+00:00\", \"2021-03-25 12:50:41.000000+00:00\", \"2023-04-26 17:52:02.000000+00:00\"], \"session_ids\": [\"f5f86227-7a47-4f89-9adc-f2916f587307\", \"db216555-b90f-4f77-9c9e-445fc16a3664\", \"c4bc460d-cf3a-4bbd-aeac-729a0f384d71\", \"a8922cc2-e578-4178-b742-b94730959cf0\", \"c9506539-9fe1-4cd8-a1a1-cd2ae9cac072\", \"fd89d229-4ccb-41be-9f26-dc6842ac5203\"], \"total_duration\": 2958.0, \"total_sessions\": 6, \"mean_week_duration\": 16.164}}, {\"33468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-11 23:55:44.000000+00:00\", \"2020-11-30 12:31:29.000000+00:00\", \"2019-08-30 10:19:07.000000+00:00\", \"2021-08-18 04:22:57.000000+00:00\", \"2021-02-17 10:54:08.000000+00:00\"], \"session_ids\": [\"024cd2ec-78ce-4678-b777-e6c0c23a4d11\", \"e3562f80-8a35-4512-b82e-69e5bc05d467\", \"90582760-dd86-4ef3-892a-a4b27388e476\", \"4404f394-c64a-43d7-a101-72615454864e\", \"05650fda-0fb9-4770-a1ac-86d951cbda1f\"], \"total_duration\": 1356.0, \"total_sessions\": 5, \"mean_week_duration\": 7.884}}, {\"61002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-29 08:22:39.000000+00:00\", \"2022-09-26 18:36:36.000000+00:00\", \"2022-08-19 21:08:27.000000+00:00\", \"2020-06-01 23:33:31.000000+00:00\", \"2022-03-21 01:04:10.000000+00:00\", \"2022-11-22 03:19:08.000000+00:00\"], \"session_ids\": [\"9674773f-8bad-4fc7-ad20-99baa350addf\", \"c43ff008-bfad-4428-9139-029c112d3370\", \"84804a71-2c63-4c9a-80aa-ba0da3072a52\", \"cd625e40-d959-41bb-8fa8-d586c6897402\", \"96f44fba-2ed2-4c3e-b198-c6209f8bee59\", \"5be0ae13-3f8d-4b50-8e84-e9422f52fa73\"], \"total_duration\": 818.0, \"total_sessions\": 6, \"mean_week_duration\": 6.341}}, {\"42237\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-15 22:44:11.000000+00:00\", \"2022-11-13 12:19:28.000000+00:00\", \"2019-08-14 23:36:12.000000+00:00\", \"2023-02-17 03:23:37.000000+00:00\", \"2021-12-02 04:09:29.000000+00:00\"], \"session_ids\": [\"184df609-e49b-420b-912e-f5e9f1cd3311\", \"54b118f3-aa30-4e86-862b-b1d43d9a3f66\", \"48d3044a-5d4a-42f9-8625-ebbebe9d21e2\", \"4ce82d15-c495-4ed9-a535-d2d555fb9759\", \"3b3ebda9-239d-4319-962f-c559442a2c59\"], \"total_duration\": 393.0, \"total_sessions\": 5, \"mean_week_duration\": 2.136}}, {\"38267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-25 01:03:59.000000+00:00\", \"2019-10-07 09:22:05.000000+00:00\", \"2021-10-12 14:09:08.000000+00:00\", \"2022-02-09 18:16:43.000000+00:00\"], \"session_ids\": [\"e5560068-6ee8-460f-8243-e477fe5aa784\", \"7c605e9d-388e-4eb0-a85a-bee0f77ad70f\", \"2fec201b-db41-451d-b774-8317b4d6717f\", \"d3546a7f-79fe-4590-a6f5-1c1b61cd9c62\"], \"total_duration\": 380.0, \"total_sessions\": 4, \"mean_week_duration\": 2.946}}, {\"89085\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-11-23 09:02:58.000000+00:00\", \"2021-04-27 02:02:09.000000+00:00\", \"2022-03-04 17:57:22.000000+00:00\"], \"session_ids\": [\"9ab2e29a-a8a0-4815-a9fe-69abe26c3454\", \"3c65bf55-9b48-49c0-8074-1d460be6c057\", \"320fbe07-e231-4a79-b3d2-fd6695bd9817\"], \"total_duration\": 296.0, \"total_sessions\": 3, \"mean_week_duration\": 3.566}}]\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[{\"57992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 17:07:05.000000+00:00\", \"2023-03-04 21:05:07.000000+00:00\", \"2022-11-14 20:05:52.000000+00:00\", \"2023-05-31 23:50:54.000000+00:00\", \"2021-02-14 01:38:58.000000+00:00\", \"2019-03-21 06:32:56.000000+00:00\", \"2021-05-04 03:28:41.000000+00:00\", \"2019-12-04 10:36:44.000000+00:00\"], \"session_ids\": [\"684b9107-513d-4261-afd8-11b3f14a7ad1\", \"56078247-aa8e-4329-814a-e6d8824b4bf3\", \"3f59fac5-5f54-458f-88a7-5be709aca7fd\", \"2ca49ec2-9c2e-46b0-ab10-bc43a0d1a73a\", \"5ba67b4f-58a9-43dc-bd79-6ddf90d25343\", \"fa424bb4-2b7e-4b02-bb6d-95acaad4a320\", \"58413e7b-4817-4535-9007-49fbe8635f75\", \"a3d84949-389f-4b79-95ea-efa8d7961582\"], \"total_duration\": 17146.0, \"total_sessions\": 8, \"mean_week_duration\": 78.292}}, {\"84685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-08-24 10:31:55.000000+00:00\", \"2019-10-27 02:45:29.000000+00:00\", \"2021-09-16 09:33:01.000000+00:00\", \"2021-03-09 06:34:10.000000+00:00\", \"2021-03-25 12:50:41.000000+00:00\", \"2023-04-26 17:52:02.000000+00:00\"], \"session_ids\": [\"f5f86227-7a47-4f89-9adc-f2916f587307\", \"db216555-b90f-4f77-9c9e-445fc16a3664\", \"c4bc460d-cf3a-4bbd-aeac-729a0f384d71\", \"a8922cc2-e578-4178-b742-b94730959cf0\", \"c9506539-9fe1-4cd8-a1a1-cd2ae9cac072\", \"fd89d229-4ccb-41be-9f26-dc6842ac5203\"], \"total_duration\": 2958.0, \"total_sessions\": 6, \"mean_week_duration\": 16.164}}, {\"33468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-11 23:55:44.000000+00:00\", \"2020-11-30 12:31:29.000000+00:00\", \"2019-08-30 10:19:07.000000+00:00\", \"2021-08-18 04:22:57.000000+00:00\", \"2021-02-17 10:54:08.000000+00:00\"], \"session_ids\": [\"024cd2ec-78ce-4678-b777-e6c0c23a4d11\", \"e3562f80-8a35-4512-b82e-69e5bc05d467\", \"90582760-dd86-4ef3-892a-a4b27388e476\", \"4404f394-c64a-43d7-a101-72615454864e\", \"05650fda-0fb9-4770-a1ac-86d951cbda1f\"], \"total_duration\": 1356.0, \"total_sessions\": 5, \"mean_week_duration\": 7.884}}, {\"61002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-29 08:22:39.000000+00:00\", \"2022-09-26 18:36:36.000000+00:00\", \"2022-08-19 21:08:27.000000+00:00\", \"2020-06-01 23:33:31.000000+00:00\", \"2022-03-21 01:04:10.000000+00:00\", \"2022-11-22 03:19:08.000000+00:00\"], \"session_ids\": [\"9674773f-8bad-4fc7-ad20-99baa350addf\", \"c43ff008-bfad-4428-9139-029c112d3370\", \"84804a71-2c63-4c9a-80aa-ba0da3072a52\", \"cd625e40-d959-41bb-8fa8-d586c6897402\", \"96f44fba-2ed2-4c3e-b198-c6209f8bee59\", \"5be0ae13-3f8d-4b50-8e84-e9422f52fa73\"], \"total_duration\": 818.0, \"total_sessions\": 6, \"mean_week_duration\": 6.341}}]\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[{\"57992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 17:07:05.000000+00:00\", \"2023-03-04 21:05:07.000000+00:00\", \"2022-11-14 20:05:52.000000+00:00\", \"2023-05-31 23:50:54.000000+00:00\", \"2021-02-14 01:38:58.000000+00:00\", \"2019-03-21 06:32:56.000000+00:00\", \"2021-05-04 03:28:41.000000+00:00\", \"2019-12-04 10:36:44.000000+00:00\"], \"session_ids\": [\"684b9107-513d-4261-afd8-11b3f14a7ad1\", \"56078247-aa8e-4329-814a-e6d8824b4bf3\", \"3f59fac5-5f54-458f-88a7-5be709aca7fd\", \"2ca49ec2-9c2e-46b0-ab10-bc43a0d1a73a\", \"5ba67b4f-58a9-43dc-bd79-6ddf90d25343\", \"fa424bb4-2b7e-4b02-bb6d-95acaad4a320\", \"58413e7b-4817-4535-9007-49fbe8635f75\", \"a3d84949-389f-4b79-95ea-efa8d7961582\"], \"total_duration\": 17146.0, \"total_sessions\": 8, \"mean_week_duration\": 78.292}}, {\"84685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-08-24 10:31:55.000000+00:00\", \"2019-10-27 02:45:29.000000+00:00\", \"2021-09-16 09:33:01.000000+00:00\", \"2021-03-09 06:34:10.000000+00:00\", \"2021-03-25 12:50:41.000000+00:00\", \"2023-04-26 17:52:02.000000+00:00\"], \"session_ids\": [\"f5f86227-7a47-4f89-9adc-f2916f587307\", \"db216555-b90f-4f77-9c9e-445fc16a3664\", \"c4bc460d-cf3a-4bbd-aeac-729a0f384d71\", \"a8922cc2-e578-4178-b742-b94730959cf0\", \"c9506539-9fe1-4cd8-a1a1-cd2ae9cac072\", \"fd89d229-4ccb-41be-9f26-dc6842ac5203\"], \"total_duration\": 2958.0, \"total_sessions\": 6, \"mean_week_duration\": 16.164}}, {\"33468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-11 23:55:44.000000+00:00\", \"2020-11-30 12:31:29.000000+00:00\", \"2019-08-30 10:19:07.000000+00:00\", \"2021-08-18 04:22:57.000000+00:00\", \"2021-02-17 10:54:08.000000+00:00\"], \"session_ids\": [\"024cd2ec-78ce-4678-b777-e6c0c23a4d11\", \"e3562f80-8a35-4512-b82e-69e5bc05d467\", \"90582760-dd86-4ef3-892a-a4b27388e476\", \"4404f394-c64a-43d7-a101-72615454864e\", \"05650fda-0fb9-4770-a1ac-86d951cbda1f\"], \"total_duration\": 1356.0, \"total_sessions\": 5, \"mean_week_duration\": 7.884}}, {\"61002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-29 08:22:39.000000+00:00\", \"2022-09-26 18:36:36.000000+00:00\", \"2022-08-19 21:08:27.000000+00:00\", \"2020-06-01 23:33:31.000000+00:00\", \"2022-03-21 01:04:10.000000+00:00\", \"2022-11-22 03:19:08.000000+00:00\"], \"session_ids\": [\"9674773f-8bad-4fc7-ad20-99baa350addf\", \"c43ff008-bfad-4428-9139-029c112d3370\", \"84804a71-2c63-4c9a-80aa-ba0da3072a52\", \"cd625e40-d959-41bb-8fa8-d586c6897402\", \"96f44fba-2ed2-4c3e-b198-c6209f8bee59\", \"5be0ae13-3f8d-4b50-8e84-e9422f52fa73\"], \"total_duration\": 818.0, \"total_sessions\": 6, \"mean_week_duration\": 6.341}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 7 users who are bottom users based on sum of duration of sessions per week in addition put to use sorting by sum of sessions from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14163\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-14 08:45:40.000000+00:00\", \"2023-05-13 02:12:17.000000+00:00\", \"2020-02-20 11:37:59.000000+00:00\"], \"session_ids\": [\"6c8c4846-2b92-4fd2-b1ef-90ef214f5604\", \"29adc222-ba81-4c32-9461-e1d805853ef4\", \"eb893f8a-6802-4fa1-a481-a8e613950e24\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.627}, \"64891\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-12 00:21:23.000000+00:00\", \"2022-05-19 16:48:48.000000+00:00\", \"2021-09-13 13:14:53.000000+00:00\", \"2023-02-05 05:03:13.000000+00:00\"], \"session_ids\": [\"b9563f76-89c9-43c0-a51d-79f6d1a8dce0\", \"699c4260-0320-464d-b014-380ac338b288\", \"818d4e6b-91e7-4280-8467-3aa7ea52a7e1\", \"c545ef2a-bcb9-4aab-a391-bf536d2f10d9\"], \"total_duration\": 414.0, \"total_sessions\": 4, \"mean_week_duration\": 5.671}, \"64793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-29 21:24:56.000000+00:00\", \"2019-09-18 05:02:52.000000+00:00\"], \"session_ids\": [\"47a02cce-acb0-4e66-87e5-80b5425d8b0b\", \"b426bd4b-b926-4776-af4d-b9feb3f0dea9\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 6.417}, \"13305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-20 07:23:36.000000+00:00\", \"2019-09-19 22:18:36.000000+00:00\"], \"session_ids\": [\"775373a4-a7dd-49cc-90fe-d575d9cce9b3\", \"cb528495-c2a5-4c4b-af78-1d324f236435\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.763}, \"43790\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-04-16 05:52:05.000000+00:00\", \"2023-06-13 09:22:43.000000+00:00\", \"2019-12-27 12:59:13.000000+00:00\", \"2021-11-19 20:42:19.000000+00:00\", \"2023-04-19 13:24:50.000000+00:00\"], \"session_ids\": [\"dbd8c6b9-c093-44ef-b0d9-b4558c1a8d51\", \"b8f6e47d-063e-4318-afb4-7bc048d5b050\", \"44bb76bd-b537-41cb-856b-3c0b217f3ca2\", \"ea3a5ced-2a5c-4970-99d0-275e02a337c1\", \"ad7b7f88-f0fb-457c-92da-ebf078f3933f\"], \"total_duration\": 1065.0, \"total_sessions\": 5, \"mean_week_duration\": 5.884}, \"67280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-25 11:49:47.000000+00:00\", \"2019-08-15 23:28:46.000000+00:00\", \"2019-02-12 13:20:53.000000+00:00\", \"2019-12-13 12:55:58.000000+00:00\", \"2019-01-06 01:02:31.000000+00:00\", \"2023-03-29 16:15:54.000000+00:00\"], \"session_ids\": [\"474e64df-7dd3-4f71-9a32-15f4465c66d1\", \"966719f4-99d1-43e7-91d8-eae5c4cac94e\", \"7a33daf3-49d1-414f-963f-b2deb0bab703\", \"af4c8bfd-95ef-4d67-b9f7-145e16f3e37d\", \"c44ade6a-5e01-4506-82a4-3c80c1401ed5\", \"dea54e80-4219-470f-a9ea-50680cb987cd\"], \"total_duration\": 322.0, \"total_sessions\": 6, \"mean_week_duration\": 1.457}, \"13379\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-04 15:55:34.000000+00:00\", \"2019-04-29 00:00:07.000000+00:00\"], \"session_ids\": [\"c2c663b7-d296-434b-95cf-b0cf7b7cd962\", \"606bdfda-642b-47de-a590-a4accc0d6495\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 1.199}, \"25180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-01-04 19:26:05.000000+00:00\", \"2021-07-14 16:23:00.000000+00:00\"], \"session_ids\": [\"cf1f69c1-d982-4c9c-92a8-343756fd65fa\", \"0720951e-5e59-4384-8580-aae139ac0912\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 11.429}, \"23502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-10 15:08:05.000000+00:00\", \"2019-12-14 04:12:42.000000+00:00\", \"2021-02-07 13:51:37.000000+00:00\", \"2020-06-01 02:46:17.000000+00:00\", \"2020-02-12 00:26:01.000000+00:00\"], \"session_ids\": [\"df44ef8b-2aa2-4d1b-8500-9ccf2b21629f\", \"823bc183-d137-4cbc-b221-12fcc368e124\", \"ae84e980-141c-47ad-ab24-707a2f15c383\", \"1db20bb2-61ea-40f8-8c29-c1313e3d3117\", \"c3a43aaa-d9f3-4187-86e9-90c2011bca47\"], \"total_duration\": 39.0, \"total_sessions\": 5, \"mean_week_duration\": 0.527}, \"80882\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-10-21 01:48:52.000000+00:00\", \"2022-06-27 13:03:53.000000+00:00\", \"2021-01-23 04:44:56.000000+00:00\", \"2019-11-25 01:38:03.000000+00:00\", \"2023-06-10 08:59:59.000000+00:00\"], \"session_ids\": [\"cf0d5c89-ef23-42cd-bf8d-77b0a1e74536\", \"f7229cf3-c1dd-4f7f-b10c-ef1a694e0834\", \"4c4435e7-6f09-44ee-87c2-d3edaac484ac\", \"ac1d98aa-365f-4eed-b377-d31ab451e7e3\", \"7dfc0bb2-4a58-4d98-9118-01c1e634bcd1\"], \"total_duration\": 1144.0, \"total_sessions\": 5, \"mean_week_duration\": 6.184}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 7 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 7}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"23502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-10 15:08:05.000000+00:00\", \"2019-12-14 04:12:42.000000+00:00\", \"2021-02-07 13:51:37.000000+00:00\", \"2020-06-01 02:46:17.000000+00:00\", \"2020-02-12 00:26:01.000000+00:00\"], \"session_ids\": [\"df44ef8b-2aa2-4d1b-8500-9ccf2b21629f\", \"823bc183-d137-4cbc-b221-12fcc368e124\", \"ae84e980-141c-47ad-ab24-707a2f15c383\", \"1db20bb2-61ea-40f8-8c29-c1313e3d3117\", \"c3a43aaa-d9f3-4187-86e9-90c2011bca47\"], \"total_duration\": 39.0, \"total_sessions\": 5, \"mean_week_duration\": 0.527}}, {\"14163\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-14 08:45:40.000000+00:00\", \"2023-05-13 02:12:17.000000+00:00\", \"2020-02-20 11:37:59.000000+00:00\"], \"session_ids\": [\"6c8c4846-2b92-4fd2-b1ef-90ef214f5604\", \"29adc222-ba81-4c32-9461-e1d805853ef4\", \"eb893f8a-6802-4fa1-a481-a8e613950e24\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.627}}, {\"13379\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-04 15:55:34.000000+00:00\", \"2019-04-29 00:00:07.000000+00:00\"], \"session_ids\": [\"c2c663b7-d296-434b-95cf-b0cf7b7cd962\", \"606bdfda-642b-47de-a590-a4accc0d6495\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 1.199}}, {\"67280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-25 11:49:47.000000+00:00\", \"2019-08-15 23:28:46.000000+00:00\", \"2019-02-12 13:20:53.000000+00:00\", \"2019-12-13 12:55:58.000000+00:00\", \"2019-01-06 01:02:31.000000+00:00\", \"2023-03-29 16:15:54.000000+00:00\"], \"session_ids\": [\"474e64df-7dd3-4f71-9a32-15f4465c66d1\", \"966719f4-99d1-43e7-91d8-eae5c4cac94e\", \"7a33daf3-49d1-414f-963f-b2deb0bab703\", \"af4c8bfd-95ef-4d67-b9f7-145e16f3e37d\", \"c44ade6a-5e01-4506-82a4-3c80c1401ed5\", \"dea54e80-4219-470f-a9ea-50680cb987cd\"], \"total_duration\": 322.0, \"total_sessions\": 6, \"mean_week_duration\": 1.457}}, {\"13305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-20 07:23:36.000000+00:00\", \"2019-09-19 22:18:36.000000+00:00\"], \"session_ids\": [\"775373a4-a7dd-49cc-90fe-d575d9cce9b3\", \"cb528495-c2a5-4c4b-af78-1d324f236435\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.763}}, {\"64891\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-12 00:21:23.000000+00:00\", \"2022-05-19 16:48:48.000000+00:00\", \"2021-09-13 13:14:53.000000+00:00\", \"2023-02-05 05:03:13.000000+00:00\"], \"session_ids\": [\"b9563f76-89c9-43c0-a51d-79f6d1a8dce0\", \"699c4260-0320-464d-b014-380ac338b288\", \"818d4e6b-91e7-4280-8467-3aa7ea52a7e1\", \"c545ef2a-bcb9-4aab-a391-bf536d2f10d9\"], \"total_duration\": 414.0, \"total_sessions\": 4, \"mean_week_duration\": 5.671}}, {\"43790\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-04-16 05:52:05.000000+00:00\", \"2023-06-13 09:22:43.000000+00:00\", \"2019-12-27 12:59:13.000000+00:00\", \"2021-11-19 20:42:19.000000+00:00\", \"2023-04-19 13:24:50.000000+00:00\"], \"session_ids\": [\"dbd8c6b9-c093-44ef-b0d9-b4558c1a8d51\", \"b8f6e47d-063e-4318-afb4-7bc048d5b050\", \"44bb76bd-b537-41cb-856b-3c0b217f3ca2\", \"ea3a5ced-2a5c-4970-99d0-275e02a337c1\", \"ad7b7f88-f0fb-457c-92da-ebf078f3933f\"], \"total_duration\": 1065.0, \"total_sessions\": 5, \"mean_week_duration\": 5.884}}]\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[{\"13379\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-04 15:55:34.000000+00:00\", \"2019-04-29 00:00:07.000000+00:00\"], \"session_ids\": [\"c2c663b7-d296-434b-95cf-b0cf7b7cd962\", \"606bdfda-642b-47de-a590-a4accc0d6495\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 1.199}}, {\"13305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-20 07:23:36.000000+00:00\", \"2019-09-19 22:18:36.000000+00:00\"], \"session_ids\": [\"775373a4-a7dd-49cc-90fe-d575d9cce9b3\", \"cb528495-c2a5-4c4b-af78-1d324f236435\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.763}}, {\"14163\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-14 08:45:40.000000+00:00\", \"2023-05-13 02:12:17.000000+00:00\", \"2020-02-20 11:37:59.000000+00:00\"], \"session_ids\": [\"6c8c4846-2b92-4fd2-b1ef-90ef214f5604\", \"29adc222-ba81-4c32-9461-e1d805853ef4\", \"eb893f8a-6802-4fa1-a481-a8e613950e24\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.627}}, {\"64891\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-12 00:21:23.000000+00:00\", \"2022-05-19 16:48:48.000000+00:00\", \"2021-09-13 13:14:53.000000+00:00\", \"2023-02-05 05:03:13.000000+00:00\"], \"session_ids\": [\"b9563f76-89c9-43c0-a51d-79f6d1a8dce0\", \"699c4260-0320-464d-b014-380ac338b288\", \"818d4e6b-91e7-4280-8467-3aa7ea52a7e1\", \"c545ef2a-bcb9-4aab-a391-bf536d2f10d9\"], \"total_duration\": 414.0, \"total_sessions\": 4, \"mean_week_duration\": 5.671}}, {\"23502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-10 15:08:05.000000+00:00\", \"2019-12-14 04:12:42.000000+00:00\", \"2021-02-07 13:51:37.000000+00:00\", \"2020-06-01 02:46:17.000000+00:00\", \"2020-02-12 00:26:01.000000+00:00\"], \"session_ids\": [\"df44ef8b-2aa2-4d1b-8500-9ccf2b21629f\", \"823bc183-d137-4cbc-b221-12fcc368e124\", \"ae84e980-141c-47ad-ab24-707a2f15c383\", \"1db20bb2-61ea-40f8-8c29-c1313e3d3117\", \"c3a43aaa-d9f3-4187-86e9-90c2011bca47\"], \"total_duration\": 39.0, \"total_sessions\": 5, \"mean_week_duration\": 0.527}}, {\"43790\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-04-16 05:52:05.000000+00:00\", \"2023-06-13 09:22:43.000000+00:00\", \"2019-12-27 12:59:13.000000+00:00\", \"2021-11-19 20:42:19.000000+00:00\", \"2023-04-19 13:24:50.000000+00:00\"], \"session_ids\": [\"dbd8c6b9-c093-44ef-b0d9-b4558c1a8d51\", \"b8f6e47d-063e-4318-afb4-7bc048d5b050\", \"44bb76bd-b537-41cb-856b-3c0b217f3ca2\", \"ea3a5ced-2a5c-4970-99d0-275e02a337c1\", \"ad7b7f88-f0fb-457c-92da-ebf078f3933f\"], \"total_duration\": 1065.0, \"total_sessions\": 5, \"mean_week_duration\": 5.884}}, {\"67280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-25 11:49:47.000000+00:00\", \"2019-08-15 23:28:46.000000+00:00\", \"2019-02-12 13:20:53.000000+00:00\", \"2019-12-13 12:55:58.000000+00:00\", \"2019-01-06 01:02:31.000000+00:00\", \"2023-03-29 16:15:54.000000+00:00\"], \"session_ids\": [\"474e64df-7dd3-4f71-9a32-15f4465c66d1\", \"966719f4-99d1-43e7-91d8-eae5c4cac94e\", \"7a33daf3-49d1-414f-963f-b2deb0bab703\", \"af4c8bfd-95ef-4d67-b9f7-145e16f3e37d\", \"c44ade6a-5e01-4506-82a4-3c80c1401ed5\", \"dea54e80-4219-470f-a9ea-50680cb987cd\"], \"total_duration\": 322.0, \"total_sessions\": 6, \"mean_week_duration\": 1.457}}]\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[{\"13379\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-04 15:55:34.000000+00:00\", \"2019-04-29 00:00:07.000000+00:00\"], \"session_ids\": [\"c2c663b7-d296-434b-95cf-b0cf7b7cd962\", \"606bdfda-642b-47de-a590-a4accc0d6495\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 1.199}}, {\"13305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-20 07:23:36.000000+00:00\", \"2019-09-19 22:18:36.000000+00:00\"], \"session_ids\": [\"775373a4-a7dd-49cc-90fe-d575d9cce9b3\", \"cb528495-c2a5-4c4b-af78-1d324f236435\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.763}}, {\"14163\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-14 08:45:40.000000+00:00\", \"2023-05-13 02:12:17.000000+00:00\", \"2020-02-20 11:37:59.000000+00:00\"], \"session_ids\": [\"6c8c4846-2b92-4fd2-b1ef-90ef214f5604\", \"29adc222-ba81-4c32-9461-e1d805853ef4\", \"eb893f8a-6802-4fa1-a481-a8e613950e24\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.627}}, {\"64891\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-12 00:21:23.000000+00:00\", \"2022-05-19 16:48:48.000000+00:00\", \"2021-09-13 13:14:53.000000+00:00\", \"2023-02-05 05:03:13.000000+00:00\"], \"session_ids\": [\"b9563f76-89c9-43c0-a51d-79f6d1a8dce0\", \"699c4260-0320-464d-b014-380ac338b288\", \"818d4e6b-91e7-4280-8467-3aa7ea52a7e1\", \"c545ef2a-bcb9-4aab-a391-bf536d2f10d9\"], \"total_duration\": 414.0, \"total_sessions\": 4, \"mean_week_duration\": 5.671}}, {\"23502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-10 15:08:05.000000+00:00\", \"2019-12-14 04:12:42.000000+00:00\", \"2021-02-07 13:51:37.000000+00:00\", \"2020-06-01 02:46:17.000000+00:00\", \"2020-02-12 00:26:01.000000+00:00\"], \"session_ids\": [\"df44ef8b-2aa2-4d1b-8500-9ccf2b21629f\", \"823bc183-d137-4cbc-b221-12fcc368e124\", \"ae84e980-141c-47ad-ab24-707a2f15c383\", \"1db20bb2-61ea-40f8-8c29-c1313e3d3117\", \"c3a43aaa-d9f3-4187-86e9-90c2011bca47\"], \"total_duration\": 39.0, \"total_sessions\": 5, \"mean_week_duration\": 0.527}}, {\"43790\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-04-16 05:52:05.000000+00:00\", \"2023-06-13 09:22:43.000000+00:00\", \"2019-12-27 12:59:13.000000+00:00\", \"2021-11-19 20:42:19.000000+00:00\", \"2023-04-19 13:24:50.000000+00:00\"], \"session_ids\": [\"dbd8c6b9-c093-44ef-b0d9-b4558c1a8d51\", \"b8f6e47d-063e-4318-afb4-7bc048d5b050\", \"44bb76bd-b537-41cb-856b-3c0b217f3ca2\", \"ea3a5ced-2a5c-4970-99d0-275e02a337c1\", \"ad7b7f88-f0fb-457c-92da-ebf078f3933f\"], \"total_duration\": 1065.0, \"total_sessions\": 5, \"mean_week_duration\": 5.884}}, {\"67280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-25 11:49:47.000000+00:00\", \"2019-08-15 23:28:46.000000+00:00\", \"2019-02-12 13:20:53.000000+00:00\", \"2019-12-13 12:55:58.000000+00:00\", \"2019-01-06 01:02:31.000000+00:00\", \"2023-03-29 16:15:54.000000+00:00\"], \"session_ids\": [\"474e64df-7dd3-4f71-9a32-15f4465c66d1\", \"966719f4-99d1-43e7-91d8-eae5c4cac94e\", \"7a33daf3-49d1-414f-963f-b2deb0bab703\", \"af4c8bfd-95ef-4d67-b9f7-145e16f3e37d\", \"c44ade6a-5e01-4506-82a4-3c80c1401ed5\", \"dea54e80-4219-470f-a9ea-50680cb987cd\"], \"total_duration\": 322.0, \"total_sessions\": 6, \"mean_week_duration\": 1.457}}]\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[{\"13379\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-04 15:55:34.000000+00:00\", \"2019-04-29 00:00:07.000000+00:00\"], \"session_ids\": [\"c2c663b7-d296-434b-95cf-b0cf7b7cd962\", \"606bdfda-642b-47de-a590-a4accc0d6495\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 1.199}}, {\"13305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-20 07:23:36.000000+00:00\", \"2019-09-19 22:18:36.000000+00:00\"], \"session_ids\": [\"775373a4-a7dd-49cc-90fe-d575d9cce9b3\", \"cb528495-c2a5-4c4b-af78-1d324f236435\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.763}}, {\"14163\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-14 08:45:40.000000+00:00\", \"2023-05-13 02:12:17.000000+00:00\", \"2020-02-20 11:37:59.000000+00:00\"], \"session_ids\": [\"6c8c4846-2b92-4fd2-b1ef-90ef214f5604\", \"29adc222-ba81-4c32-9461-e1d805853ef4\", \"eb893f8a-6802-4fa1-a481-a8e613950e24\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.627}}, {\"64891\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-12 00:21:23.000000+00:00\", \"2022-05-19 16:48:48.000000+00:00\", \"2021-09-13 13:14:53.000000+00:00\", \"2023-02-05 05:03:13.000000+00:00\"], \"session_ids\": [\"b9563f76-89c9-43c0-a51d-79f6d1a8dce0\", \"699c4260-0320-464d-b014-380ac338b288\", \"818d4e6b-91e7-4280-8467-3aa7ea52a7e1\", \"c545ef2a-bcb9-4aab-a391-bf536d2f10d9\"], \"total_duration\": 414.0, \"total_sessions\": 4, \"mean_week_duration\": 5.671}}, {\"23502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-10 15:08:05.000000+00:00\", \"2019-12-14 04:12:42.000000+00:00\", \"2021-02-07 13:51:37.000000+00:00\", \"2020-06-01 02:46:17.000000+00:00\", \"2020-02-12 00:26:01.000000+00:00\"], \"session_ids\": [\"df44ef8b-2aa2-4d1b-8500-9ccf2b21629f\", \"823bc183-d137-4cbc-b221-12fcc368e124\", \"ae84e980-141c-47ad-ab24-707a2f15c383\", \"1db20bb2-61ea-40f8-8c29-c1313e3d3117\", \"c3a43aaa-d9f3-4187-86e9-90c2011bca47\"], \"total_duration\": 39.0, \"total_sessions\": 5, \"mean_week_duration\": 0.527}}, {\"43790\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-04-16 05:52:05.000000+00:00\", \"2023-06-13 09:22:43.000000+00:00\", \"2019-12-27 12:59:13.000000+00:00\", \"2021-11-19 20:42:19.000000+00:00\", \"2023-04-19 13:24:50.000000+00:00\"], \"session_ids\": [\"dbd8c6b9-c093-44ef-b0d9-b4558c1a8d51\", \"b8f6e47d-063e-4318-afb4-7bc048d5b050\", \"44bb76bd-b537-41cb-856b-3c0b217f3ca2\", \"ea3a5ced-2a5c-4970-99d0-275e02a337c1\", \"ad7b7f88-f0fb-457c-92da-ebf078f3933f\"], \"total_duration\": 1065.0, \"total_sessions\": 5, \"mean_week_duration\": 5.884}}, {\"67280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-25 11:49:47.000000+00:00\", \"2019-08-15 23:28:46.000000+00:00\", \"2019-02-12 13:20:53.000000+00:00\", \"2019-12-13 12:55:58.000000+00:00\", \"2019-01-06 01:02:31.000000+00:00\", \"2023-03-29 16:15:54.000000+00:00\"], \"session_ids\": [\"474e64df-7dd3-4f71-9a32-15f4465c66d1\", \"966719f4-99d1-43e7-91d8-eae5c4cac94e\", \"7a33daf3-49d1-414f-963f-b2deb0bab703\", \"af4c8bfd-95ef-4d67-b9f7-145e16f3e37d\", \"c44ade6a-5e01-4506-82a4-3c80c1401ed5\", \"dea54e80-4219-470f-a9ea-50680cb987cd\"], \"total_duration\": 322.0, \"total_sessions\": 6, \"mean_week_duration\": 1.457}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the user with a average of total time spent in the app per week that is below 18 and execute sorting by total_duration 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{\"67258\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-12-14 21:52:25.000000+00:00\", \"2021-10-16 10:17:08.000000+00:00\"], \"session_ids\": [\"ccd42c71-0d4e-4a71-b482-aec86312dcf8\", \"fea25506-ad6f-421d-98b4-fc216bd1d833\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 4.889}, \"95948\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-17 09:21:52.000000+00:00\", \"2021-08-29 06:04:01.000000+00:00\"], \"session_ids\": [\"374a1a06-9ef9-4fa6-b910-986e0590d421\", \"4a0b528c-dd06-47ef-9b44-82f20cfe0eb8\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 20.429}, \"50119\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-02-17 01:02:37.000000+00:00\", \"2019-12-29 15:35:23.000000+00:00\", \"2019-04-30 17:30:28.000000+00:00\", \"2020-06-28 16:12:28.000000+00:00\", \"2021-07-15 13:30:29.000000+00:00\", \"2021-12-26 02:48:23.000000+00:00\", \"2019-11-26 08:52:54.000000+00:00\"], \"session_ids\": [\"1a190d57-603d-446e-a233-6b24a0dbc00b\", \"3737595d-87f2-4524-9f0d-ff1c0e2b5a80\", \"5f3fc630-450e-4a4d-9ab0-e3f40f742b23\", \"ec07a647-3197-4f24-af35-e7a28678e260\", \"e510f4e0-9bbb-43d6-ab3a-44cccce65cb4\", \"f457139d-382c-4ecb-b713-1d9614ae19f6\", \"d300a6f2-e7a7-4001-a2c5-68e0de3df9ef\"], \"total_duration\": 8249.0, \"total_sessions\": 7, \"mean_week_duration\": 55.362}, \"68815\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-03-19 06:13:37.000000+00:00\", \"2019-06-04 12:08:27.000000+00:00\", \"2023-03-19 16:41:58.000000+00:00\", \"2022-03-19 06:00:02.000000+00:00\", \"2022-08-22 01:43:37.000000+00:00\"], \"session_ids\": [\"135a6ff9-3f64-4d84-9e0f-88c3a6cc12d0\", \"2c6db62d-8ae0-4488-914f-10eef14eec83\", \"8e90541a-9f51-417c-b7b1-5f5a5550825a\", \"79973d7f-8079-4f4a-a1ae-b86988fe6bcc\", \"6e2854c4-cee8-4403-b46f-d6eeefed222e\"], \"total_duration\": 374.0, \"total_sessions\": 5, \"mean_week_duration\": 1.889}, \"97628\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-28 12:55:11.000000+00:00\", \"2021-02-16 23:03:08.000000+00:00\", \"2022-11-27 21:01:33.000000+00:00\"], \"session_ids\": [\"707b508c-8451-4dea-af11-3d86e7da4be5\", \"2dfd0512-764f-4d02-a6ca-4a360a5d84ae\", \"42579ad4-6335-4c6c-a060-67f69e6f4473\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 1.303}, \"95094\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-07-18 01:32:58.000000+00:00\", \"2019-09-07 21:03:12.000000+00:00\"], \"session_ids\": [\"8703e322-dde4-4a36-a2c1-c63b28aa6671\", \"aa6a565c-a7cc-4525-b788-27298b992d70\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}, \"91920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2023-05-25 13:08:13.000000+00:00\", \"2023-04-29 17:19:43.000000+00:00\"], \"session_ids\": [\"0e9f0b6b-49ac-4deb-ab4b-5c4b4784c6e9\", \"514dc3f9-289a-44c7-8466-236997d8013b\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 60.25}, \"36803\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-06 02:56:08.000000+00:00\", \"2021-08-21 23:30:48.000000+00:00\", \"2021-08-13 02:19:42.000000+00:00\", \"2020-10-03 15:16:56.000000+00:00\", \"2019-10-15 00:55:44.000000+00:00\"], \"session_ids\": [\"5d5dbaa1-c770-410c-8976-b1c4f0b3f995\", \"eab97d15-4d4a-4371-964c-a6a3df01250f\", \"60a3cf0b-68bc-432b-ba3e-fe22218659cf\", \"6929eb78-8f01-41c5-b815-c1dd114fb649\", \"40d5511c-373e-4072-9ca8-7bcd9b3db7d7\"], \"total_duration\": 1140.0, \"total_sessions\": 5, \"mean_week_duration\": 7.972}, \"65810\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-18 00:16:59.000000+00:00\", \"2023-03-31 23:45:31.000000+00:00\"], \"session_ids\": [\"4f7241dd-84f8-4fe8-97aa-1629476d73ef\", \"55d9cc85-c580-44a8-94b6-5fbc2e92ebae\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.239}, \"6896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-03-30 00:55:44.000000+00:00\", \"2022-10-21 02:46:29.000000+00:00\"], \"session_ids\": [\"568ba010-e3fa-4208-b704-4d6278445c57\", \"5d7ce1c9-0d1c-4a86-bc11-151326424aa3\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 1.032}}\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 less than 18" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 33]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"67258\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-12-14 21:52:25.000000+00:00\", \"2021-10-16 10:17:08.000000+00:00\"], \"session_ids\": [\"ccd42c71-0d4e-4a71-b482-aec86312dcf8\", \"fea25506-ad6f-421d-98b4-fc216bd1d833\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 4.889}, \"68815\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-03-19 06:13:37.000000+00:00\", \"2019-06-04 12:08:27.000000+00:00\", \"2023-03-19 16:41:58.000000+00:00\", \"2022-03-19 06:00:02.000000+00:00\", \"2022-08-22 01:43:37.000000+00:00\"], \"session_ids\": [\"135a6ff9-3f64-4d84-9e0f-88c3a6cc12d0\", \"2c6db62d-8ae0-4488-914f-10eef14eec83\", \"8e90541a-9f51-417c-b7b1-5f5a5550825a\", \"79973d7f-8079-4f4a-a1ae-b86988fe6bcc\", \"6e2854c4-cee8-4403-b46f-d6eeefed222e\"], \"total_duration\": 374.0, \"total_sessions\": 5, \"mean_week_duration\": 1.889}, \"97628\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-28 12:55:11.000000+00:00\", \"2021-02-16 23:03:08.000000+00:00\", \"2022-11-27 21:01:33.000000+00:00\"], \"session_ids\": [\"707b508c-8451-4dea-af11-3d86e7da4be5\", \"2dfd0512-764f-4d02-a6ca-4a360a5d84ae\", \"42579ad4-6335-4c6c-a060-67f69e6f4473\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 1.303}, \"95094\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-07-18 01:32:58.000000+00:00\", \"2019-09-07 21:03:12.000000+00:00\"], \"session_ids\": [\"8703e322-dde4-4a36-a2c1-c63b28aa6671\", \"aa6a565c-a7cc-4525-b788-27298b992d70\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}, \"36803\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-06 02:56:08.000000+00:00\", \"2021-08-21 23:30:48.000000+00:00\", \"2021-08-13 02:19:42.000000+00:00\", \"2020-10-03 15:16:56.000000+00:00\", \"2019-10-15 00:55:44.000000+00:00\"], \"session_ids\": [\"5d5dbaa1-c770-410c-8976-b1c4f0b3f995\", \"eab97d15-4d4a-4371-964c-a6a3df01250f\", \"60a3cf0b-68bc-432b-ba3e-fe22218659cf\", \"6929eb78-8f01-41c5-b815-c1dd114fb649\", \"40d5511c-373e-4072-9ca8-7bcd9b3db7d7\"], \"total_duration\": 1140.0, \"total_sessions\": 5, \"mean_week_duration\": 7.972}, \"65810\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-18 00:16:59.000000+00:00\", \"2023-03-31 23:45:31.000000+00:00\"], \"session_ids\": [\"4f7241dd-84f8-4fe8-97aa-1629476d73ef\", \"55d9cc85-c580-44a8-94b6-5fbc2e92ebae\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.239}, \"6896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-03-30 00:55:44.000000+00:00\", \"2022-10-21 02:46:29.000000+00:00\"], \"session_ids\": [\"568ba010-e3fa-4208-b704-4d6278445c57\", \"5d7ce1c9-0d1c-4a86-bc11-151326424aa3\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 1.032}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65810\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-18 00:16:59.000000+00:00\", \"2023-03-31 23:45:31.000000+00:00\"], \"session_ids\": [\"4f7241dd-84f8-4fe8-97aa-1629476d73ef\", \"55d9cc85-c580-44a8-94b6-5fbc2e92ebae\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.239}}, {\"67258\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-12-14 21:52:25.000000+00:00\", \"2021-10-16 10:17:08.000000+00:00\"], \"session_ids\": [\"ccd42c71-0d4e-4a71-b482-aec86312dcf8\", \"fea25506-ad6f-421d-98b4-fc216bd1d833\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 4.889}}, {\"95094\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-07-18 01:32:58.000000+00:00\", \"2019-09-07 21:03:12.000000+00:00\"], \"session_ids\": [\"8703e322-dde4-4a36-a2c1-c63b28aa6671\", \"aa6a565c-a7cc-4525-b788-27298b992d70\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.753}}, {\"97628\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-28 12:55:11.000000+00:00\", \"2021-02-16 23:03:08.000000+00:00\", \"2022-11-27 21:01:33.000000+00:00\"], \"session_ids\": [\"707b508c-8451-4dea-af11-3d86e7da4be5\", \"2dfd0512-764f-4d02-a6ca-4a360a5d84ae\", \"42579ad4-6335-4c6c-a060-67f69e6f4473\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 1.303}}, {\"6896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-03-30 00:55:44.000000+00:00\", \"2022-10-21 02:46:29.000000+00:00\"], \"session_ids\": [\"568ba010-e3fa-4208-b704-4d6278445c57\", \"5d7ce1c9-0d1c-4a86-bc11-151326424aa3\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 1.032}}, {\"68815\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-03-19 06:13:37.000000+00:00\", \"2019-06-04 12:08:27.000000+00:00\", \"2023-03-19 16:41:58.000000+00:00\", \"2022-03-19 06:00:02.000000+00:00\", \"2022-08-22 01:43:37.000000+00:00\"], \"session_ids\": [\"135a6ff9-3f64-4d84-9e0f-88c3a6cc12d0\", \"2c6db62d-8ae0-4488-914f-10eef14eec83\", \"8e90541a-9f51-417c-b7b1-5f5a5550825a\", \"79973d7f-8079-4f4a-a1ae-b86988fe6bcc\", \"6e2854c4-cee8-4403-b46f-d6eeefed222e\"], \"total_duration\": 374.0, \"total_sessions\": 5, \"mean_week_duration\": 1.889}}, {\"36803\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-06 02:56:08.000000+00:00\", \"2021-08-21 23:30:48.000000+00:00\", \"2021-08-13 02:19:42.000000+00:00\", \"2020-10-03 15:16:56.000000+00:00\", \"2019-10-15 00:55:44.000000+00:00\"], \"session_ids\": [\"5d5dbaa1-c770-410c-8976-b1c4f0b3f995\", \"eab97d15-4d4a-4371-964c-a6a3df01250f\", \"60a3cf0b-68bc-432b-ba3e-fe22218659cf\", \"6929eb78-8f01-41c5-b815-c1dd114fb649\", \"40d5511c-373e-4072-9ca8-7bcd9b3db7d7\"], \"total_duration\": 1140.0, \"total_sessions\": 5, \"mean_week_duration\": 7.972}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65810\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-18 00:16:59.000000+00:00\", \"2023-03-31 23:45:31.000000+00:00\"], \"session_ids\": [\"4f7241dd-84f8-4fe8-97aa-1629476d73ef\", \"55d9cc85-c580-44a8-94b6-5fbc2e92ebae\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.239}}]\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[{\"65810\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-18 00:16:59.000000+00:00\", \"2023-03-31 23:45:31.000000+00:00\"], \"session_ids\": [\"4f7241dd-84f8-4fe8-97aa-1629476d73ef\", \"55d9cc85-c580-44a8-94b6-5fbc2e92ebae\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.239}}]\n```\n\n```\n" } ]