conversations
list
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"68056\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-21 06:40:55.000000+00:00\", \"2022-08-25 11:01:56.000000+00:00\", \"2022-10-16 23:16:46.000000+00:00\", \"2020-06-27 18:22:02.000000+00:00\"], \"session_ids\": [\"0738daea-8ac7-479e-8d01-67524dadac56\", \"5b400691-e716-4e4b-a645-a6ff712ac8c0\", \"fd2e84f6-f5d8-4104-bf9a-dbcc4fac3357\", \"e2193e7c-6994-4379-8a24-b5c1407aa99f\"], \"total_duration\": 111.0, \"total_sessions\": 4, \"mean_week_duration\": 0.854}, \"10888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-06 08:48:54.000000+00:00\", \"2021-11-25 08:38:44.000000+00:00\"], \"session_ids\": [\"1f8ee449-e799-4033-8181-4437f7e5af5e\", \"348e9452-6997-4b42-95ee-ee67be05bfc9\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}, \"12846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-16 08:48:57.000000+00:00\", \"2019-11-23 06:23:37.000000+00:00\", \"2023-05-20 14:07:16.000000+00:00\"], \"session_ids\": [\"44f66757-9516-406b-9903-528038267810\", \"2597621d-3c3a-4fee-98dc-04753a5e69f6\", \"f136e6ad-6df4-4d04-8e10-898f519b799d\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.107}, \"63474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-16 12:02:43.000000+00:00\", \"2022-03-21 22:34:48.000000+00:00\", \"2022-03-01 02:37:32.000000+00:00\"], \"session_ids\": [\"0190a124-d1a1-4eb3-82a2-565af00ebc04\", \"09adb399-4bdc-40b8-9aad-f6d885ae5327\", \"7c108197-c18b-4c33-acf2-2f7d8c13ea92\"], \"total_duration\": 186.0, \"total_sessions\": 3, \"mean_week_duration\": 1.42}, \"78566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-03-08 18:01:12.000000+00:00\", \"2021-02-20 23:30:02.000000+00:00\", \"2019-05-27 18:38:38.000000+00:00\"], \"session_ids\": [\"dca90f26-9d4d-4602-b30d-b5f8e26c3952\", \"68bf62e1-1f88-47d4-bb49-2c56535fd91b\", \"f4ff3128-435a-4d17-9aa5-79d3b9db3dab\"], \"total_duration\": 396.0, \"total_sessions\": 3, \"mean_week_duration\": 3.845}, \"60318\": {\"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\": \"Caracas\", \"datetimes\": [\"2019-05-01 21:47:50.000000+00:00\", \"2022-11-26 16:11:05.000000+00:00\"], \"session_ids\": [\"811a91c7-0b3e-4389-94b6-001f91121454\", \"90e18108-0bcc-4350-8796-88a99e7a12d3\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.524}, \"89672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-03 07:26:45.000000+00:00\", \"2019-03-13 16:04:50.000000+00:00\"], \"session_ids\": [\"4d292586-a5a6-40a7-b194-857b8f0f4b34\", \"6949c48a-4cc3-439a-a69a-ba0d1ac84e07\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.451}, \"5338\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-09 13:31:26.000000+00:00\", \"2023-01-27 11:39:48.000000+00:00\", \"2020-06-22 11:59:10.000000+00:00\"], \"session_ids\": [\"7fd29743-8ace-4e5a-b371-6060b011c45b\", \"91b555d0-b7e6-4013-bde3-b74331fd946f\", \"6ab40344-c9b1-4d21-b006-8b7c14bbb28b\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.684}, \"47078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-02-06 10:45:14.000000+00:00\", \"2021-12-14 09:37:36.000000+00:00\"], \"session_ids\": [\"e23f7b41-3bac-4ad1-bca1-89ef6d6a7459\", \"3ca6e02b-1b9b-4edf-a922-2da201e9fe23\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 16.75}, \"85174\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-07 12:25:27.000000+00:00\", \"2021-09-30 09:06:43.000000+00:00\"], \"session_ids\": [\"7641c7b8-22c5-42a3-bd4f-a7d0a1444070\", \"8d00a18b-1c49-4fc9-9a52-f2185d8d9fad\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.427}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Johannesburg" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Johannesburg\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-06 08:48:54.000000+00:00\", \"2021-11-25 08:38:44.000000+00:00\"], \"session_ids\": [\"1f8ee449-e799-4033-8181-4437f7e5af5e\", \"348e9452-6997-4b42-95ee-ee67be05bfc9\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}, \"12846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-16 08:48:57.000000+00:00\", \"2019-11-23 06:23:37.000000+00:00\", \"2023-05-20 14:07:16.000000+00:00\"], \"session_ids\": [\"44f66757-9516-406b-9903-528038267810\", \"2597621d-3c3a-4fee-98dc-04753a5e69f6\", \"f136e6ad-6df4-4d04-8e10-898f519b799d\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.107}, \"63474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-16 12:02:43.000000+00:00\", \"2022-03-21 22:34:48.000000+00:00\", \"2022-03-01 02:37:32.000000+00:00\"], \"session_ids\": [\"0190a124-d1a1-4eb3-82a2-565af00ebc04\", \"09adb399-4bdc-40b8-9aad-f6d885ae5327\", \"7c108197-c18b-4c33-acf2-2f7d8c13ea92\"], \"total_duration\": 186.0, \"total_sessions\": 3, \"mean_week_duration\": 1.42}, \"78566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-03-08 18:01:12.000000+00:00\", \"2021-02-20 23:30:02.000000+00:00\", \"2019-05-27 18:38:38.000000+00:00\"], \"session_ids\": [\"dca90f26-9d4d-4602-b30d-b5f8e26c3952\", \"68bf62e1-1f88-47d4-bb49-2c56535fd91b\", \"f4ff3128-435a-4d17-9aa5-79d3b9db3dab\"], \"total_duration\": 396.0, \"total_sessions\": 3, \"mean_week_duration\": 3.845}, \"60318\": {\"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\": \"Caracas\", \"datetimes\": [\"2019-05-01 21:47:50.000000+00:00\", \"2022-11-26 16:11:05.000000+00:00\"], \"session_ids\": [\"811a91c7-0b3e-4389-94b6-001f91121454\", \"90e18108-0bcc-4350-8796-88a99e7a12d3\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.524}, \"89672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-03 07:26:45.000000+00:00\", \"2019-03-13 16:04:50.000000+00:00\"], \"session_ids\": [\"4d292586-a5a6-40a7-b194-857b8f0f4b34\", \"6949c48a-4cc3-439a-a69a-ba0d1ac84e07\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.451}, \"5338\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-09 13:31:26.000000+00:00\", \"2023-01-27 11:39:48.000000+00:00\", \"2020-06-22 11:59:10.000000+00:00\"], \"session_ids\": [\"7fd29743-8ace-4e5a-b371-6060b011c45b\", \"91b555d0-b7e6-4013-bde3-b74331fd946f\", \"6ab40344-c9b1-4d21-b006-8b7c14bbb28b\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.684}, \"47078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-02-06 10:45:14.000000+00:00\", \"2021-12-14 09:37:36.000000+00:00\"], \"session_ids\": [\"e23f7b41-3bac-4ad1-bca1-89ef6d6a7459\", \"3ca6e02b-1b9b-4edf-a922-2da201e9fe23\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 16.75}, \"85174\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-07 12:25:27.000000+00:00\", \"2021-09-30 09:06:43.000000+00:00\"], \"session_ids\": [\"7641c7b8-22c5-42a3-bd4f-a7d0a1444070\", \"8d00a18b-1c49-4fc9-9a52-f2185d8d9fad\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.427}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-02-06 10:45:14.000000+00:00\", \"2021-12-14 09:37:36.000000+00:00\"], \"session_ids\": [\"e23f7b41-3bac-4ad1-bca1-89ef6d6a7459\", \"3ca6e02b-1b9b-4edf-a922-2da201e9fe23\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 16.75}}, {\"78566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-03-08 18:01:12.000000+00:00\", \"2021-02-20 23:30:02.000000+00:00\", \"2019-05-27 18:38:38.000000+00:00\"], \"session_ids\": [\"dca90f26-9d4d-4602-b30d-b5f8e26c3952\", \"68bf62e1-1f88-47d4-bb49-2c56535fd91b\", \"f4ff3128-435a-4d17-9aa5-79d3b9db3dab\"], \"total_duration\": 396.0, \"total_sessions\": 3, \"mean_week_duration\": 3.845}}, {\"10888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-06 08:48:54.000000+00:00\", \"2021-11-25 08:38:44.000000+00:00\"], \"session_ids\": [\"1f8ee449-e799-4033-8181-4437f7e5af5e\", \"348e9452-6997-4b42-95ee-ee67be05bfc9\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}}, {\"63474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-16 12:02:43.000000+00:00\", \"2022-03-21 22:34:48.000000+00:00\", \"2022-03-01 02:37:32.000000+00:00\"], \"session_ids\": [\"0190a124-d1a1-4eb3-82a2-565af00ebc04\", \"09adb399-4bdc-40b8-9aad-f6d885ae5327\", \"7c108197-c18b-4c33-acf2-2f7d8c13ea92\"], \"total_duration\": 186.0, \"total_sessions\": 3, \"mean_week_duration\": 1.42}}, {\"5338\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-09 13:31:26.000000+00:00\", \"2023-01-27 11:39:48.000000+00:00\", \"2020-06-22 11:59:10.000000+00:00\"], \"session_ids\": [\"7fd29743-8ace-4e5a-b371-6060b011c45b\", \"91b555d0-b7e6-4013-bde3-b74331fd946f\", \"6ab40344-c9b1-4d21-b006-8b7c14bbb28b\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.684}}, {\"60318\": {\"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\": \"Caracas\", \"datetimes\": [\"2019-05-01 21:47:50.000000+00:00\", \"2022-11-26 16:11:05.000000+00:00\"], \"session_ids\": [\"811a91c7-0b3e-4389-94b6-001f91121454\", \"90e18108-0bcc-4350-8796-88a99e7a12d3\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.524}}, {\"89672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-03 07:26:45.000000+00:00\", \"2019-03-13 16:04:50.000000+00:00\"], \"session_ids\": [\"4d292586-a5a6-40a7-b194-857b8f0f4b34\", \"6949c48a-4cc3-439a-a69a-ba0d1ac84e07\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.451}}, {\"85174\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-07 12:25:27.000000+00:00\", \"2021-09-30 09:06:43.000000+00:00\"], \"session_ids\": [\"7641c7b8-22c5-42a3-bd4f-a7d0a1444070\", \"8d00a18b-1c49-4fc9-9a52-f2185d8d9fad\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.427}}, {\"12846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-16 08:48:57.000000+00:00\", \"2019-11-23 06:23:37.000000+00:00\", \"2023-05-20 14:07:16.000000+00:00\"], \"session_ids\": [\"44f66757-9516-406b-9903-528038267810\", \"2597621d-3c3a-4fee-98dc-04753a5e69f6\", \"f136e6ad-6df4-4d04-8e10-898f519b799d\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.107}}]\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[{\"47078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-02-06 10:45:14.000000+00:00\", \"2021-12-14 09:37:36.000000+00:00\"], \"session_ids\": [\"e23f7b41-3bac-4ad1-bca1-89ef6d6a7459\", \"3ca6e02b-1b9b-4edf-a922-2da201e9fe23\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 16.75}}, {\"78566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-03-08 18:01:12.000000+00:00\", \"2021-02-20 23:30:02.000000+00:00\", \"2019-05-27 18:38:38.000000+00:00\"], \"session_ids\": [\"dca90f26-9d4d-4602-b30d-b5f8e26c3952\", \"68bf62e1-1f88-47d4-bb49-2c56535fd91b\", \"f4ff3128-435a-4d17-9aa5-79d3b9db3dab\"], \"total_duration\": 396.0, \"total_sessions\": 3, \"mean_week_duration\": 3.845}}, {\"10888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-06 08:48:54.000000+00:00\", \"2021-11-25 08:38:44.000000+00:00\"], \"session_ids\": [\"1f8ee449-e799-4033-8181-4437f7e5af5e\", \"348e9452-6997-4b42-95ee-ee67be05bfc9\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}}, {\"63474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-16 12:02:43.000000+00:00\", \"2022-03-21 22:34:48.000000+00:00\", \"2022-03-01 02:37:32.000000+00:00\"], \"session_ids\": [\"0190a124-d1a1-4eb3-82a2-565af00ebc04\", \"09adb399-4bdc-40b8-9aad-f6d885ae5327\", \"7c108197-c18b-4c33-acf2-2f7d8c13ea92\"], \"total_duration\": 186.0, \"total_sessions\": 3, \"mean_week_duration\": 1.42}}, {\"5338\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-09 13:31:26.000000+00:00\", \"2023-01-27 11:39:48.000000+00:00\", \"2020-06-22 11:59:10.000000+00:00\"], \"session_ids\": [\"7fd29743-8ace-4e5a-b371-6060b011c45b\", \"91b555d0-b7e6-4013-bde3-b74331fd946f\", \"6ab40344-c9b1-4d21-b006-8b7c14bbb28b\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.684}}, {\"60318\": {\"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\": \"Caracas\", \"datetimes\": [\"2019-05-01 21:47:50.000000+00:00\", \"2022-11-26 16:11:05.000000+00:00\"], \"session_ids\": [\"811a91c7-0b3e-4389-94b6-001f91121454\", \"90e18108-0bcc-4350-8796-88a99e7a12d3\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.524}}, {\"89672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-03 07:26:45.000000+00:00\", \"2019-03-13 16:04:50.000000+00:00\"], \"session_ids\": [\"4d292586-a5a6-40a7-b194-857b8f0f4b34\", \"6949c48a-4cc3-439a-a69a-ba0d1ac84e07\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 0.451}}, {\"85174\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-07 12:25:27.000000+00:00\", \"2021-09-30 09:06:43.000000+00:00\"], \"session_ids\": [\"7641c7b8-22c5-42a3-bd4f-a7d0a1444070\", \"8d00a18b-1c49-4fc9-9a52-f2185d8d9fad\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.427}}, {\"12846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-16 08:48:57.000000+00:00\", \"2019-11-23 06:23:37.000000+00:00\", \"2023-05-20 14:07:16.000000+00:00\"], \"session_ids\": [\"44f66757-9516-406b-9903-528038267810\", \"2597621d-3c3a-4fee-98dc-04753a5e69f6\", \"f136e6ad-6df4-4d04-8e10-898f519b799d\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.107}}]\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 user with a time in app per week of sessions that is higher than 42 and lower than 2 , and do sorting by overall total duration descendingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"91928\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-05 14:48:37.000000+00:00\", \"2019-11-27 08:50:56.000000+00:00\", \"2020-01-04 15:11:07.000000+00:00\", \"2021-02-25 08:56:10.000000+00:00\", \"2019-01-06 05:00:53.000000+00:00\", \"2019-07-19 04:04:34.000000+00:00\", \"2021-02-09 23:38:36.000000+00:00\"], \"session_ids\": [\"940404fb-b9ed-49d5-8bcc-7909c4fc59ea\", \"9ffcb4dd-2c3e-4fce-b520-47d81f83b9bc\", \"4f218117-9f41-49e9-a3f4-753b3e9df92b\", \"614b2b17-4af7-4667-a4f7-77cdd2ce273e\", \"500547ba-8e54-4b37-bd65-ec280b3af52b\", \"5819fb18-cf24-4837-af3b-9af8cf5ba78c\", \"ddc6a9f5-cec1-4fda-a8e0-6f5e132e35ed\"], \"total_duration\": 6030.0, \"total_sessions\": 7, \"mean_week_duration\": 38.408}, \"65140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-09 02:22:41.000000+00:00\", \"2019-08-18 10:28:56.000000+00:00\"], \"session_ids\": [\"1996348a-9aba-4e8b-8610-a3c64f7ce266\", \"9e7a13d2-3726-4d4b-a076-471604f36ee9\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 1.686}, \"23926\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-04-07 20:16:38.000000+00:00\", \"2021-03-28 10:16:54.000000+00:00\"], \"session_ids\": [\"6cb7700d-6eb2-469e-8864-73b4b066d389\", \"59dcdafd-3a5d-48bb-ba3b-419774218b01\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 3.353}, \"92036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-06 22:50:08.000000+00:00\", \"2019-03-30 02:06:37.000000+00:00\", \"2022-03-24 01:37:38.000000+00:00\", \"2019-09-08 21:58:45.000000+00:00\", \"2020-08-10 03:56:38.000000+00:00\", \"2019-07-21 16:30:15.000000+00:00\", \"2022-09-27 12:50:21.000000+00:00\"], \"session_ids\": [\"acf86f17-68ac-4e0f-8c23-99d26cb5cd73\", \"c9425227-3951-4d35-9613-a067526445cc\", \"abeb7908-5be4-4363-a6e1-691775c84abc\", \"f3b8db1b-f792-4ec2-ae77-d9985e9088a9\", \"3ab6a726-0580-4ebc-9703-bd12d3550dff\", \"ac13ec01-d2b3-405e-903a-a724d39f33f2\", \"3682ac91-48c7-4890-a94e-36a017e11ef5\"], \"total_duration\": 1324.0, \"total_sessions\": 7, \"mean_week_duration\": 6.305}, \"9043\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-06-14 12:27:00.000000+00:00\", \"2020-08-07 22:46:26.000000+00:00\", \"2019-09-29 16:40:01.000000+00:00\"], \"session_ids\": [\"5abb017e-8923-49df-abb9-1e0fa74c2066\", \"dff71c1c-141a-4bf6-b530-2b1bf71eb9ee\", \"23a2a333-973c-44ad-9c62-ddaa00a9c874\"], \"total_duration\": 422.0, \"total_sessions\": 3, \"mean_week_duration\": 7.033}, \"37728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-10-21 20:55:14.000000+00:00\", \"2022-01-05 07:48:43.000000+00:00\"], \"session_ids\": [\"1bdce9ad-8467-4b77-81eb-d0d7af3784da\", \"f712f373-8360-4f21-8c37-bf0560a970b1\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 14.727}, \"17815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-09-21 19:29:44.000000+00:00\", \"2021-11-14 00:54:51.000000+00:00\"], \"session_ids\": [\"ebd9c869-0f95-4592-be8f-5a4a565eff3d\", \"5d3244c1-7c57-4b13-926c-c2e92dee744a\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}, \"13392\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-18 14:39:27.000000+00:00\", \"2021-03-13 15:29:25.000000+00:00\"], \"session_ids\": [\"b90cd63b-11c0-45d1-8f97-890944d8c1a4\", \"1f9eddb5-7da9-4aba-9590-431112e5c623\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.549}, \"1286\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-12 04:59:51.000000+00:00\", \"2019-09-05 03:15:57.000000+00:00\"], \"session_ids\": [\"15f95db7-5d2c-47fd-b4d3-8f03205350d8\", \"a0745df5-b52f-4371-8b83-9a412d19d63b\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 5.348}, \"48186\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-24 08:15:50.000000+00:00\", \"2022-11-06 01:13:48.000000+00:00\"], \"session_ids\": [\"1ec055fd-9c65-4073-ad5f-6f81c6bd3b78\", \"36b00552-6746-422f-a1ac-f23dd8307d10\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.421}}\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 and are equal or greater than 42" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[2, 42]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"65140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-09 02:22:41.000000+00:00\", \"2019-08-18 10:28:56.000000+00:00\"], \"session_ids\": [\"1996348a-9aba-4e8b-8610-a3c64f7ce266\", \"9e7a13d2-3726-4d4b-a076-471604f36ee9\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 1.686}, \"17815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-09-21 19:29:44.000000+00:00\", \"2021-11-14 00:54:51.000000+00:00\"], \"session_ids\": [\"ebd9c869-0f95-4592-be8f-5a4a565eff3d\", \"5d3244c1-7c57-4b13-926c-c2e92dee744a\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}, \"13392\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-18 14:39:27.000000+00:00\", \"2021-03-13 15:29:25.000000+00:00\"], \"session_ids\": [\"b90cd63b-11c0-45d1-8f97-890944d8c1a4\", \"1f9eddb5-7da9-4aba-9590-431112e5c623\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.549}, \"48186\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-24 08:15:50.000000+00:00\", \"2022-11-06 01:13:48.000000+00:00\"], \"session_ids\": [\"1ec055fd-9c65-4073-ad5f-6f81c6bd3b78\", \"36b00552-6746-422f-a1ac-f23dd8307d10\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.421}}\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[{\"65140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-09 02:22:41.000000+00:00\", \"2019-08-18 10:28:56.000000+00:00\"], \"session_ids\": [\"1996348a-9aba-4e8b-8610-a3c64f7ce266\", \"9e7a13d2-3726-4d4b-a076-471604f36ee9\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 1.686}}, {\"48186\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-24 08:15:50.000000+00:00\", \"2022-11-06 01:13:48.000000+00:00\"], \"session_ids\": [\"1ec055fd-9c65-4073-ad5f-6f81c6bd3b78\", \"36b00552-6746-422f-a1ac-f23dd8307d10\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.421}}, {\"17815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-09-21 19:29:44.000000+00:00\", \"2021-11-14 00:54:51.000000+00:00\"], \"session_ids\": [\"ebd9c869-0f95-4592-be8f-5a4a565eff3d\", \"5d3244c1-7c57-4b13-926c-c2e92dee744a\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}}, {\"13392\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-18 14:39:27.000000+00:00\", \"2021-03-13 15:29:25.000000+00:00\"], \"session_ids\": [\"b90cd63b-11c0-45d1-8f97-890944d8c1a4\", \"1f9eddb5-7da9-4aba-9590-431112e5c623\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.549}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-09 02:22:41.000000+00:00\", \"2019-08-18 10:28:56.000000+00:00\"], \"session_ids\": [\"1996348a-9aba-4e8b-8610-a3c64f7ce266\", \"9e7a13d2-3726-4d4b-a076-471604f36ee9\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 1.686}}]\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[{\"65140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-09 02:22:41.000000+00:00\", \"2019-08-18 10:28:56.000000+00:00\"], \"session_ids\": [\"1996348a-9aba-4e8b-8610-a3c64f7ce266\", \"9e7a13d2-3726-4d4b-a076-471604f36ee9\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 1.686}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about 7 users whose time using the app per week is strictly bigger than 18 , sort by mean_week_duration asc , and display me only 3 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{\"53151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-25 03:49:38.000000+00:00\", \"2022-09-30 09:38:23.000000+00:00\"], \"session_ids\": [\"edd1056d-a7dc-4bd5-bd0f-3d1de8614ffe\", \"a349303e-21b8-402f-be68-979379cc4863\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"96052\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-18 23:34:02.000000+00:00\", \"2023-03-13 13:16:19.000000+00:00\"], \"session_ids\": [\"54336bb8-2eb9-4182-b092-adc07e558632\", \"deeb7e1f-76b2-4d73-b67a-9188e2d0e0e2\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 2.059}, \"44957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-05-30 07:58:27.000000+00:00\", \"2021-09-22 18:36:58.000000+00:00\"], \"session_ids\": [\"9a1b00cc-cb0d-4d26-a60c-fdc840ae624e\", \"a6324921-8068-4e29-a08b-12ae30823d98\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 1.926}, \"58663\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-07-09 03:52:33.000000+00:00\", \"2021-11-26 20:53:52.000000+00:00\"], \"session_ids\": [\"e9d9c211-38bc-4aba-b320-88519ccabe4a\", \"b9b5661e-765f-4aee-81f1-502028e959c4\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.219}, \"30640\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-12-20 14:09:24.000000+00:00\", \"2022-02-23 23:07:29.000000+00:00\"], \"session_ids\": [\"2cdd98d1-08b3-45f2-b7f1-383b27898479\", \"b56f35bd-a3c6-4c48-81e9-156daeb846a1\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}, \"82940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-07 05:02:44.000000+00:00\", \"2021-01-01 11:15:24.000000+00:00\"], \"session_ids\": [\"bc2e6b58-d3d7-4082-bc51-2d92aad721db\", \"9583b456-4b0b-4383-9ed7-6d4e41bcb1fe\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 2.093}, \"3905\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-05-01 15:30:45.000000+00:00\", \"2022-04-27 11:03:57.000000+00:00\", \"2022-09-05 02:47:11.000000+00:00\"], \"session_ids\": [\"d1712d8f-8614-4ba1-9d97-6cabd25c0d5d\", \"80760ae7-c6c7-4e11-b0a9-e4310deefcaa\", \"48819d96-ad7e-462f-a725-9c771bb10a73\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 0.217}, \"30555\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-16 11:18:48.000000+00:00\", \"2023-06-06 07:51:24.000000+00:00\"], \"session_ids\": [\"e20e36db-00e3-4959-a9c6-9b5b1353bf86\", \"b209f9eb-54bb-4b41-973d-18fbb00a0674\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 0.877}, \"90980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-19 07:32:58.000000+00:00\", \"2022-06-20 10:38:14.000000+00:00\", \"2020-10-12 09:45:19.000000+00:00\"], \"session_ids\": [\"54d866ab-e5c8-4094-8770-38d6ffdac5bd\", \"06c95b34-d57f-4ef1-8f46-49f041c4d96d\", \"90086cde-468f-4f63-9ffc-d4096dd23684\"], \"total_duration\": 129.0, \"total_sessions\": 3, \"mean_week_duration\": 0.721}, \"8405\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-15 16:48:02.000000+00:00\", \"2022-09-27 10:20:58.000000+00:00\"], \"session_ids\": [\"a5da32db-6133-47d2-b0a7-969a408bc2db\", \"e2b225aa-d26b-48d1-ac28-3e54ec4ea13b\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.49}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 18" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 25]]}}}\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 users whose sum of duration exceed 2094, exclusively 2094 additionaly perform sorting by total sessions decliningly." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"1620\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-02-01 12:11:50.000000+00:00\", \"2022-10-10 22:19:30.000000+00:00\"], \"session_ids\": [\"37a31d21-50fc-4128-aaa3-8551e3d4d7be\", \"d08570da-1027-4b51-b4e2-67bc972a9044\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.941}, \"74225\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-30 20:47:32.000000+00:00\", \"2019-05-09 23:44:34.000000+00:00\"], \"session_ids\": [\"ac47890d-edfd-4ae8-b945-4dcba79c5b3c\", \"2719f9f4-23b8-4c8f-905a-767d385eaf6a\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.343}, \"47366\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-09-14 06:04:31.000000+00:00\", \"2019-10-15 06:30:31.000000+00:00\"], \"session_ids\": [\"3bd38be7-708f-4e84-997c-1a4b25aa4d4c\", \"ec2f7416-6038-4200-b52f-09cc81858c3a\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}, \"41684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-15 01:30:23.000000+00:00\", \"2019-09-20 11:01:49.000000+00:00\", \"2020-01-16 17:21:02.000000+00:00\", \"2022-05-19 07:38:23.000000+00:00\"], \"session_ids\": [\"f8039cfb-6175-4318-ae82-d449e085acdd\", \"f3e0c605-3398-4806-9e40-c29e87a8ba48\", \"7f7bdebd-893f-4deb-a173-f5441677177f\", \"eb8c3195-8549-44c3-9ca2-8527293a944f\"], \"total_duration\": 96.0, \"total_sessions\": 4, \"mean_week_duration\": 0.691}, \"1518\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-07 01:42:48.000000+00:00\", \"2022-07-29 20:00:46.000000+00:00\", \"2021-12-06 08:52:45.000000+00:00\"], \"session_ids\": [\"e618bb1d-972d-48cb-8d0e-1cda1a312661\", \"60a8e822-f92f-47a4-94d0-aad356ce6d4f\", \"99f4a768-a047-4282-aa26-4e38ebb6a0d2\"], \"total_duration\": 992.0, \"total_sessions\": 3, \"mean_week_duration\": 5.333}, \"74415\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-23 16:08:26.000000+00:00\", \"2020-03-22 13:25:29.000000+00:00\"], \"session_ids\": [\"ff5447fc-a7e3-4c65-ade8-a7a57f659dec\", \"7475600c-bc46-463a-8b4f-da6aa2371348\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.137}, \"49011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-06-30 03:21:28.000000+00:00\", \"2019-06-27 18:04:23.000000+00:00\", \"2022-12-20 05:56:06.000000+00:00\", \"2023-02-07 01:06:04.000000+00:00\", \"2021-12-31 19:53:03.000000+00:00\", \"2021-11-29 10:00:04.000000+00:00\", \"2020-08-30 01:11:36.000000+00:00\", \"2020-11-11 18:34:33.000000+00:00\", \"2020-08-25 16:39:40.000000+00:00\", \"2019-09-12 09:43:49.000000+00:00\", \"2023-06-28 19:53:56.000000+00:00\"], \"session_ids\": [\"b308d85c-51d0-4a14-9193-9923511f607d\", \"03336339-0a64-4b9e-aadb-55d8adb753bf\", \"5bf76f64-8828-4483-8ca1-8b32ce30337a\", \"7d9b5420-547e-4473-aac4-0ccbc4a9954c\", \"c735e3bf-dcf7-4f26-ab0f-9db688eeac0e\", \"1d78ec53-33fa-40cc-9fab-285df0c955e8\", \"57c226ab-9b28-4e0d-b144-c49e667700f7\", \"c88a35e4-5355-4f25-8070-cb98a7bbe227\", \"10188617-b3f3-4132-b08e-bda732cf7a3b\", \"74528f73-8aea-46c7-bda0-faba9c918997\", \"6b6e2b31-7a09-4a63-9804-c1cb8318d49a\"], \"total_duration\": 9709.0, \"total_sessions\": 11, \"mean_week_duration\": 46.455}, \"81924\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 14}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-08 11:06:07.000000+00:00\", \"2020-04-01 01:31:30.000000+00:00\"], \"session_ids\": [\"7778602d-4c8b-4702-a699-f1c31f57d037\", \"2595cd16-2a6a-4826-a958-f61a6cd7092e\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 1.547}, \"66991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-20 21:36:23.000000+00:00\", \"2019-03-07 15:19:27.000000+00:00\", \"2023-06-27 08:39:29.000000+00:00\", \"2020-11-08 17:23:47.000000+00:00\"], \"session_ids\": [\"a6106dce-90de-42ab-835f-ff914492bfb5\", \"f33712b6-7d1d-4884-9433-3bcc55b1b929\", \"b9f8977d-2a99-4d8b-85d2-47274717db77\", \"81d8778d-c3d6-4b00-adcc-a51ad5ae91b3\"], \"total_duration\": 1919.0, \"total_sessions\": 4, \"mean_week_duration\": 8.529}, \"32147\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-01-05 02:20:03.000000+00:00\", \"2022-07-09 23:34:12.000000+00:00\"], \"session_ids\": [\"d4578eb5-5453-470f-bd33-ba7d92ff7c99\", \"b8e9fff8-aa2b-454f-a177-69011039a1d8\"], \"total_duration\": 340.0, \"total_sessions\": 2, \"mean_week_duration\": 12.593}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 2094" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[2094, 3250]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"49011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-06-30 03:21:28.000000+00:00\", \"2019-06-27 18:04:23.000000+00:00\", \"2022-12-20 05:56:06.000000+00:00\", \"2023-02-07 01:06:04.000000+00:00\", \"2021-12-31 19:53:03.000000+00:00\", \"2021-11-29 10:00:04.000000+00:00\", \"2020-08-30 01:11:36.000000+00:00\", \"2020-11-11 18:34:33.000000+00:00\", \"2020-08-25 16:39:40.000000+00:00\", \"2019-09-12 09:43:49.000000+00:00\", \"2023-06-28 19:53:56.000000+00:00\"], \"session_ids\": [\"b308d85c-51d0-4a14-9193-9923511f607d\", \"03336339-0a64-4b9e-aadb-55d8adb753bf\", \"5bf76f64-8828-4483-8ca1-8b32ce30337a\", \"7d9b5420-547e-4473-aac4-0ccbc4a9954c\", \"c735e3bf-dcf7-4f26-ab0f-9db688eeac0e\", \"1d78ec53-33fa-40cc-9fab-285df0c955e8\", \"57c226ab-9b28-4e0d-b144-c49e667700f7\", \"c88a35e4-5355-4f25-8070-cb98a7bbe227\", \"10188617-b3f3-4132-b08e-bda732cf7a3b\", \"74528f73-8aea-46c7-bda0-faba9c918997\", \"6b6e2b31-7a09-4a63-9804-c1cb8318d49a\"], \"total_duration\": 9709.0, \"total_sessions\": 11, \"mean_week_duration\": 46.455}}\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[{\"49011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-06-30 03:21:28.000000+00:00\", \"2019-06-27 18:04:23.000000+00:00\", \"2022-12-20 05:56:06.000000+00:00\", \"2023-02-07 01:06:04.000000+00:00\", \"2021-12-31 19:53:03.000000+00:00\", \"2021-11-29 10:00:04.000000+00:00\", \"2020-08-30 01:11:36.000000+00:00\", \"2020-11-11 18:34:33.000000+00:00\", \"2020-08-25 16:39:40.000000+00:00\", \"2019-09-12 09:43:49.000000+00:00\", \"2023-06-28 19:53:56.000000+00:00\"], \"session_ids\": [\"b308d85c-51d0-4a14-9193-9923511f607d\", \"03336339-0a64-4b9e-aadb-55d8adb753bf\", \"5bf76f64-8828-4483-8ca1-8b32ce30337a\", \"7d9b5420-547e-4473-aac4-0ccbc4a9954c\", \"c735e3bf-dcf7-4f26-ab0f-9db688eeac0e\", \"1d78ec53-33fa-40cc-9fab-285df0c955e8\", \"57c226ab-9b28-4e0d-b144-c49e667700f7\", \"c88a35e4-5355-4f25-8070-cb98a7bbe227\", \"10188617-b3f3-4132-b08e-bda732cf7a3b\", \"74528f73-8aea-46c7-bda0-faba9c918997\", \"6b6e2b31-7a09-4a63-9804-c1cb8318d49a\"], \"total_duration\": 9709.0, \"total_sessions\": 11, \"mean_week_duration\": 46.455}}]\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[{\"49011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-06-30 03:21:28.000000+00:00\", \"2019-06-27 18:04:23.000000+00:00\", \"2022-12-20 05:56:06.000000+00:00\", \"2023-02-07 01:06:04.000000+00:00\", \"2021-12-31 19:53:03.000000+00:00\", \"2021-11-29 10:00:04.000000+00:00\", \"2020-08-30 01:11:36.000000+00:00\", \"2020-11-11 18:34:33.000000+00:00\", \"2020-08-25 16:39:40.000000+00:00\", \"2019-09-12 09:43:49.000000+00:00\", \"2023-06-28 19:53:56.000000+00:00\"], \"session_ids\": [\"b308d85c-51d0-4a14-9193-9923511f607d\", \"03336339-0a64-4b9e-aadb-55d8adb753bf\", \"5bf76f64-8828-4483-8ca1-8b32ce30337a\", \"7d9b5420-547e-4473-aac4-0ccbc4a9954c\", \"c735e3bf-dcf7-4f26-ab0f-9db688eeac0e\", \"1d78ec53-33fa-40cc-9fab-285df0c955e8\", \"57c226ab-9b28-4e0d-b144-c49e667700f7\", \"c88a35e4-5355-4f25-8070-cb98a7bbe227\", \"10188617-b3f3-4132-b08e-bda732cf7a3b\", \"74528f73-8aea-46c7-bda0-faba9c918997\", \"6b6e2b31-7a09-4a63-9804-c1cb8318d49a\"], \"total_duration\": 9709.0, \"total_sessions\": 11, \"mean_week_duration\": 46.455}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about users who have average week duration smaller than 49 and strictly bigger than 0 as well as apply sorting by total duration amount 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{\"8108\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-09-12 22:44:36.000000+00:00\", \"2022-01-22 19:32:17.000000+00:00\", \"2020-07-24 02:19:18.000000+00:00\"], \"session_ids\": [\"fd7f076a-b2c7-4ac4-bd11-d5d6433a04e6\", \"63f616d0-3e43-4c6b-bf0c-8a3409fedc75\", \"2f2a32b1-f57d-4906-8ed4-1f8b66053eac\"], \"total_duration\": 178.0, \"total_sessions\": 3, \"mean_week_duration\": 2.253}, \"96803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-19 10:07:25.000000+00:00\", \"2019-10-03 18:03:53.000000+00:00\", \"2019-05-07 01:13:30.000000+00:00\", \"2020-08-24 23:06:22.000000+00:00\"], \"session_ids\": [\"6903d039-f612-4dd3-b064-8a5675c64f85\", \"9d880e76-8159-4497-92ba-1b1a02623ffd\", \"7685955d-1fe1-4b20-a4d9-78ddd7e9e204\", \"dc76a869-23b9-4d7f-9682-397e3d0decf5\"], \"total_duration\": 298.0, \"total_sessions\": 4, \"mean_week_duration\": 3.548}, \"69207\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-06-19 17:01:16.000000+00:00\", \"2019-07-09 12:06:07.000000+00:00\", \"2021-03-18 17:09:58.000000+00:00\", \"2021-01-16 06:20:08.000000+00:00\", \"2022-06-11 15:33:18.000000+00:00\", \"2022-07-08 02:17:21.000000+00:00\"], \"session_ids\": [\"356906d0-b98d-4380-b502-d12f231955d0\", \"412882f8-15f0-4ab6-9856-adf09a9a3b23\", \"211c6bbf-f58c-4f27-b38a-ec3157fd0c4b\", \"42487913-f85a-4582-87aa-11d394b01ad1\", \"41b6b015-77f1-4d72-92ea-fa303302dcd5\", \"e848d269-d0b3-44a3-9d7e-f66f018469b2\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.478}, \"7289\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-23 23:07:53.000000+00:00\", \"2021-09-18 16:46:58.000000+00:00\"], \"session_ids\": [\"0a4ea158-f2ff-41ab-a09f-d11ec87c1b80\", \"a7289d61-d8fe-412b-af61-ce24fdb2a014\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}, \"82906\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-31 06:46:20.000000+00:00\", \"2020-06-29 14:13:25.000000+00:00\"], \"session_ids\": [\"45bfb4a3-8418-4480-ad0d-5491d7ee6cb0\", \"7174e7c6-4404-4583-a703-a70181109c2f\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"57565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-09 06:47:33.000000+00:00\", \"2020-11-10 22:28:10.000000+00:00\", \"2020-02-25 18:32:49.000000+00:00\"], \"session_ids\": [\"f293b342-5d7a-48c3-9519-c18e54223ffb\", \"2ca06237-12ca-463a-8e18-c3166a9a58f0\", \"29c87c5a-8651-4618-83e0-01c3c392aae6\"], \"total_duration\": 535.0, \"total_sessions\": 3, \"mean_week_duration\": 14.459}, \"49424\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-13 04:20:07.000000+00:00\", \"2022-04-23 22:27:02.000000+00:00\", \"2019-11-13 01:47:00.000000+00:00\"], \"session_ids\": [\"7ac81c27-a1c1-4439-81da-d1941aba5c83\", \"8f38e6b7-325c-4d42-aeb1-c0124352add2\", \"e1998c4e-461d-4795-a7d4-b2a9dbf2d0ca\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 3.055}, \"15706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-01-22 18:40:33.000000+00:00\", \"2020-11-01 04:59:35.000000+00:00\", \"2023-05-31 11:20:54.000000+00:00\", \"2020-02-21 16:27:10.000000+00:00\", \"2023-03-15 05:25:13.000000+00:00\", \"2019-05-21 11:15:52.000000+00:00\", \"2023-04-01 17:42:28.000000+00:00\", \"2023-01-21 12:38:31.000000+00:00\"], \"session_ids\": [\"a04c0c3d-d7ff-4152-918c-7d0db3d59524\", \"7cc318db-b495-4246-8504-4439fecf740b\", \"2f5bd229-133d-434b-9382-f013a1d21f18\", \"bb7a71ef-a15f-4c09-b51c-8f7eb787e51b\", \"59b53920-acdb-466f-a6a8-15783b2663cb\", \"8d207ce6-88c6-4773-884e-3cd2d99034ed\", \"b5392921-526e-4058-b691-2f9a32f15f87\", \"6022ae32-ce36-4960-ac07-db47edf5d875\"], \"total_duration\": 11428.0, \"total_sessions\": 8, \"mean_week_duration\": 54.161}, \"39508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-28 02:35:21.000000+00:00\", \"2022-06-08 20:21:20.000000+00:00\", \"2022-11-04 08:15:04.000000+00:00\", \"2020-09-11 06:19:31.000000+00:00\", \"2020-10-21 12:23:45.000000+00:00\"], \"session_ids\": [\"c286757b-debc-4ad8-8a50-7008871b5fe0\", \"e2fd5bbc-7705-4109-8db6-86effce20ea9\", \"7c034512-980c-44fc-aab4-f96affd18d83\", \"94bd8cb0-40fa-453c-b700-dec3c2276bea\", \"42cd4a12-a4af-469f-95d1-cd8325cb38c8\"], \"total_duration\": 1806.0, \"total_sessions\": 5, \"mean_week_duration\": 13.579}, \"19778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-17 06:24:04.000000+00:00\", \"2020-04-04 22:14:00.000000+00:00\"], \"session_ids\": [\"985910be-d64c-4f97-8a64-dd46ec40c729\", \"047f4e9f-4720-4eb4-b0b2-3ab27dd9cd4f\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 12.333}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 0 and are equal or less than 49" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[0, 49]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"8108\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-09-12 22:44:36.000000+00:00\", \"2022-01-22 19:32:17.000000+00:00\", \"2020-07-24 02:19:18.000000+00:00\"], \"session_ids\": [\"fd7f076a-b2c7-4ac4-bd11-d5d6433a04e6\", \"63f616d0-3e43-4c6b-bf0c-8a3409fedc75\", \"2f2a32b1-f57d-4906-8ed4-1f8b66053eac\"], \"total_duration\": 178.0, \"total_sessions\": 3, \"mean_week_duration\": 2.253}, \"96803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-19 10:07:25.000000+00:00\", \"2019-10-03 18:03:53.000000+00:00\", \"2019-05-07 01:13:30.000000+00:00\", \"2020-08-24 23:06:22.000000+00:00\"], \"session_ids\": [\"6903d039-f612-4dd3-b064-8a5675c64f85\", \"9d880e76-8159-4497-92ba-1b1a02623ffd\", \"7685955d-1fe1-4b20-a4d9-78ddd7e9e204\", \"dc76a869-23b9-4d7f-9682-397e3d0decf5\"], \"total_duration\": 298.0, \"total_sessions\": 4, \"mean_week_duration\": 3.548}, \"69207\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-06-19 17:01:16.000000+00:00\", \"2019-07-09 12:06:07.000000+00:00\", \"2021-03-18 17:09:58.000000+00:00\", \"2021-01-16 06:20:08.000000+00:00\", \"2022-06-11 15:33:18.000000+00:00\", \"2022-07-08 02:17:21.000000+00:00\"], \"session_ids\": [\"356906d0-b98d-4380-b502-d12f231955d0\", \"412882f8-15f0-4ab6-9856-adf09a9a3b23\", \"211c6bbf-f58c-4f27-b38a-ec3157fd0c4b\", \"42487913-f85a-4582-87aa-11d394b01ad1\", \"41b6b015-77f1-4d72-92ea-fa303302dcd5\", \"e848d269-d0b3-44a3-9d7e-f66f018469b2\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.478}, \"7289\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-23 23:07:53.000000+00:00\", \"2021-09-18 16:46:58.000000+00:00\"], \"session_ids\": [\"0a4ea158-f2ff-41ab-a09f-d11ec87c1b80\", \"a7289d61-d8fe-412b-af61-ce24fdb2a014\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}, \"82906\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-31 06:46:20.000000+00:00\", \"2020-06-29 14:13:25.000000+00:00\"], \"session_ids\": [\"45bfb4a3-8418-4480-ad0d-5491d7ee6cb0\", \"7174e7c6-4404-4583-a703-a70181109c2f\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"57565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-09 06:47:33.000000+00:00\", \"2020-11-10 22:28:10.000000+00:00\", \"2020-02-25 18:32:49.000000+00:00\"], \"session_ids\": [\"f293b342-5d7a-48c3-9519-c18e54223ffb\", \"2ca06237-12ca-463a-8e18-c3166a9a58f0\", \"29c87c5a-8651-4618-83e0-01c3c392aae6\"], \"total_duration\": 535.0, \"total_sessions\": 3, \"mean_week_duration\": 14.459}, \"49424\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-13 04:20:07.000000+00:00\", \"2022-04-23 22:27:02.000000+00:00\", \"2019-11-13 01:47:00.000000+00:00\"], \"session_ids\": [\"7ac81c27-a1c1-4439-81da-d1941aba5c83\", \"8f38e6b7-325c-4d42-aeb1-c0124352add2\", \"e1998c4e-461d-4795-a7d4-b2a9dbf2d0ca\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 3.055}, \"39508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-28 02:35:21.000000+00:00\", \"2022-06-08 20:21:20.000000+00:00\", \"2022-11-04 08:15:04.000000+00:00\", \"2020-09-11 06:19:31.000000+00:00\", \"2020-10-21 12:23:45.000000+00:00\"], \"session_ids\": [\"c286757b-debc-4ad8-8a50-7008871b5fe0\", \"e2fd5bbc-7705-4109-8db6-86effce20ea9\", \"7c034512-980c-44fc-aab4-f96affd18d83\", \"94bd8cb0-40fa-453c-b700-dec3c2276bea\", \"42cd4a12-a4af-469f-95d1-cd8325cb38c8\"], \"total_duration\": 1806.0, \"total_sessions\": 5, \"mean_week_duration\": 13.579}, \"19778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-17 06:24:04.000000+00:00\", \"2020-04-04 22:14:00.000000+00:00\"], \"session_ids\": [\"985910be-d64c-4f97-8a64-dd46ec40c729\", \"047f4e9f-4720-4eb4-b0b2-3ab27dd9cd4f\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 12.333}}\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[{\"7289\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-23 23:07:53.000000+00:00\", \"2021-09-18 16:46:58.000000+00:00\"], \"session_ids\": [\"0a4ea158-f2ff-41ab-a09f-d11ec87c1b80\", \"a7289d61-d8fe-412b-af61-ce24fdb2a014\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}}, {\"69207\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-06-19 17:01:16.000000+00:00\", \"2019-07-09 12:06:07.000000+00:00\", \"2021-03-18 17:09:58.000000+00:00\", \"2021-01-16 06:20:08.000000+00:00\", \"2022-06-11 15:33:18.000000+00:00\", \"2022-07-08 02:17:21.000000+00:00\"], \"session_ids\": [\"356906d0-b98d-4380-b502-d12f231955d0\", \"412882f8-15f0-4ab6-9856-adf09a9a3b23\", \"211c6bbf-f58c-4f27-b38a-ec3157fd0c4b\", \"42487913-f85a-4582-87aa-11d394b01ad1\", \"41b6b015-77f1-4d72-92ea-fa303302dcd5\", \"e848d269-d0b3-44a3-9d7e-f66f018469b2\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.478}}, {\"8108\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-09-12 22:44:36.000000+00:00\", \"2022-01-22 19:32:17.000000+00:00\", \"2020-07-24 02:19:18.000000+00:00\"], \"session_ids\": [\"fd7f076a-b2c7-4ac4-bd11-d5d6433a04e6\", \"63f616d0-3e43-4c6b-bf0c-8a3409fedc75\", \"2f2a32b1-f57d-4906-8ed4-1f8b66053eac\"], \"total_duration\": 178.0, \"total_sessions\": 3, \"mean_week_duration\": 2.253}}, {\"82906\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-31 06:46:20.000000+00:00\", \"2020-06-29 14:13:25.000000+00:00\"], \"session_ids\": [\"45bfb4a3-8418-4480-ad0d-5491d7ee6cb0\", \"7174e7c6-4404-4583-a703-a70181109c2f\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}}, {\"96803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-19 10:07:25.000000+00:00\", \"2019-10-03 18:03:53.000000+00:00\", \"2019-05-07 01:13:30.000000+00:00\", \"2020-08-24 23:06:22.000000+00:00\"], \"session_ids\": [\"6903d039-f612-4dd3-b064-8a5675c64f85\", \"9d880e76-8159-4497-92ba-1b1a02623ffd\", \"7685955d-1fe1-4b20-a4d9-78ddd7e9e204\", \"dc76a869-23b9-4d7f-9682-397e3d0decf5\"], \"total_duration\": 298.0, \"total_sessions\": 4, \"mean_week_duration\": 3.548}}, {\"49424\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-13 04:20:07.000000+00:00\", \"2022-04-23 22:27:02.000000+00:00\", \"2019-11-13 01:47:00.000000+00:00\"], \"session_ids\": [\"7ac81c27-a1c1-4439-81da-d1941aba5c83\", \"8f38e6b7-325c-4d42-aeb1-c0124352add2\", \"e1998c4e-461d-4795-a7d4-b2a9dbf2d0ca\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 3.055}}, {\"19778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-17 06:24:04.000000+00:00\", \"2020-04-04 22:14:00.000000+00:00\"], \"session_ids\": [\"985910be-d64c-4f97-8a64-dd46ec40c729\", \"047f4e9f-4720-4eb4-b0b2-3ab27dd9cd4f\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 12.333}}, {\"57565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-09 06:47:33.000000+00:00\", \"2020-11-10 22:28:10.000000+00:00\", \"2020-02-25 18:32:49.000000+00:00\"], \"session_ids\": [\"f293b342-5d7a-48c3-9519-c18e54223ffb\", \"2ca06237-12ca-463a-8e18-c3166a9a58f0\", \"29c87c5a-8651-4618-83e0-01c3c392aae6\"], \"total_duration\": 535.0, \"total_sessions\": 3, \"mean_week_duration\": 14.459}}, {\"39508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-28 02:35:21.000000+00:00\", \"2022-06-08 20:21:20.000000+00:00\", \"2022-11-04 08:15:04.000000+00:00\", \"2020-09-11 06:19:31.000000+00:00\", \"2020-10-21 12:23:45.000000+00:00\"], \"session_ids\": [\"c286757b-debc-4ad8-8a50-7008871b5fe0\", \"e2fd5bbc-7705-4109-8db6-86effce20ea9\", \"7c034512-980c-44fc-aab4-f96affd18d83\", \"94bd8cb0-40fa-453c-b700-dec3c2276bea\", \"42cd4a12-a4af-469f-95d1-cd8325cb38c8\"], \"total_duration\": 1806.0, \"total_sessions\": 5, \"mean_week_duration\": 13.579}}]\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[{\"7289\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-23 23:07:53.000000+00:00\", \"2021-09-18 16:46:58.000000+00:00\"], \"session_ids\": [\"0a4ea158-f2ff-41ab-a09f-d11ec87c1b80\", \"a7289d61-d8fe-412b-af61-ce24fdb2a014\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}}, {\"69207\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-06-19 17:01:16.000000+00:00\", \"2019-07-09 12:06:07.000000+00:00\", \"2021-03-18 17:09:58.000000+00:00\", \"2021-01-16 06:20:08.000000+00:00\", \"2022-06-11 15:33:18.000000+00:00\", \"2022-07-08 02:17:21.000000+00:00\"], \"session_ids\": [\"356906d0-b98d-4380-b502-d12f231955d0\", \"412882f8-15f0-4ab6-9856-adf09a9a3b23\", \"211c6bbf-f58c-4f27-b38a-ec3157fd0c4b\", \"42487913-f85a-4582-87aa-11d394b01ad1\", \"41b6b015-77f1-4d72-92ea-fa303302dcd5\", \"e848d269-d0b3-44a3-9d7e-f66f018469b2\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.478}}, {\"8108\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-09-12 22:44:36.000000+00:00\", \"2022-01-22 19:32:17.000000+00:00\", \"2020-07-24 02:19:18.000000+00:00\"], \"session_ids\": [\"fd7f076a-b2c7-4ac4-bd11-d5d6433a04e6\", \"63f616d0-3e43-4c6b-bf0c-8a3409fedc75\", \"2f2a32b1-f57d-4906-8ed4-1f8b66053eac\"], \"total_duration\": 178.0, \"total_sessions\": 3, \"mean_week_duration\": 2.253}}, {\"82906\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-31 06:46:20.000000+00:00\", \"2020-06-29 14:13:25.000000+00:00\"], \"session_ids\": [\"45bfb4a3-8418-4480-ad0d-5491d7ee6cb0\", \"7174e7c6-4404-4583-a703-a70181109c2f\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}}, {\"96803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-19 10:07:25.000000+00:00\", \"2019-10-03 18:03:53.000000+00:00\", \"2019-05-07 01:13:30.000000+00:00\", \"2020-08-24 23:06:22.000000+00:00\"], \"session_ids\": [\"6903d039-f612-4dd3-b064-8a5675c64f85\", \"9d880e76-8159-4497-92ba-1b1a02623ffd\", \"7685955d-1fe1-4b20-a4d9-78ddd7e9e204\", \"dc76a869-23b9-4d7f-9682-397e3d0decf5\"], \"total_duration\": 298.0, \"total_sessions\": 4, \"mean_week_duration\": 3.548}}, {\"49424\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-13 04:20:07.000000+00:00\", \"2022-04-23 22:27:02.000000+00:00\", \"2019-11-13 01:47:00.000000+00:00\"], \"session_ids\": [\"7ac81c27-a1c1-4439-81da-d1941aba5c83\", \"8f38e6b7-325c-4d42-aeb1-c0124352add2\", \"e1998c4e-461d-4795-a7d4-b2a9dbf2d0ca\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 3.055}}, {\"19778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-17 06:24:04.000000+00:00\", \"2020-04-04 22:14:00.000000+00:00\"], \"session_ids\": [\"985910be-d64c-4f97-8a64-dd46ec40c729\", \"047f4e9f-4720-4eb4-b0b2-3ab27dd9cd4f\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 12.333}}, {\"57565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-09 06:47:33.000000+00:00\", \"2020-11-10 22:28:10.000000+00:00\", \"2020-02-25 18:32:49.000000+00:00\"], \"session_ids\": [\"f293b342-5d7a-48c3-9519-c18e54223ffb\", \"2ca06237-12ca-463a-8e18-c3166a9a58f0\", \"29c87c5a-8651-4618-83e0-01c3c392aae6\"], \"total_duration\": 535.0, \"total_sessions\": 3, \"mean_week_duration\": 14.459}}, {\"39508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-28 02:35:21.000000+00:00\", \"2022-06-08 20:21:20.000000+00:00\", \"2022-11-04 08:15:04.000000+00:00\", \"2020-09-11 06:19:31.000000+00:00\", \"2020-10-21 12:23:45.000000+00:00\"], \"session_ids\": [\"c286757b-debc-4ad8-8a50-7008871b5fe0\", \"e2fd5bbc-7705-4109-8db6-86effce20ea9\", \"7c034512-980c-44fc-aab4-f96affd18d83\", \"94bd8cb0-40fa-453c-b700-dec3c2276bea\", \"42cd4a12-a4af-469f-95d1-cd8325cb38c8\"], \"total_duration\": 1806.0, \"total_sessions\": 5, \"mean_week_duration\": 13.579}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 5 users who have the lowest duration total as well as implement sorting by total_duration in asc." } ]
[ { "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{\"98315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-02 17:20:43.000000+00:00\", \"2023-01-04 14:58:10.000000+00:00\", \"2021-07-08 03:52:03.000000+00:00\"], \"session_ids\": [\"2df15569-23b4-4287-b704-03fe8e15da16\", \"2c2ac17d-a58c-45f0-b893-48ebb664cba5\", \"03ddf0ac-693d-40dc-8767-e23fc9b7da18\"], \"total_duration\": 308.0, \"total_sessions\": 3, \"mean_week_duration\": 3.949}, \"66111\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-11 19:19:41.000000+00:00\", \"2020-12-22 00:02:43.000000+00:00\", \"2019-01-12 08:38:28.000000+00:00\", \"2022-05-25 09:42:15.000000+00:00\", \"2021-06-16 20:46:16.000000+00:00\", \"2022-11-18 03:46:26.000000+00:00\", \"2023-03-10 10:15:23.000000+00:00\"], \"session_ids\": [\"69610f95-a3bc-46ac-8cb8-50252a06e4b6\", \"2376c2d6-25b9-4104-ae78-935f0d68ec6f\", \"6ccfae68-099e-4f6b-9550-be032c8d6f18\", \"908f1cc9-836b-42c4-8a8c-e1c9ee01c4a0\", \"cce985e3-1e38-4c03-864e-426309b929cf\", \"8bf395b3-6495-4d3d-845e-9b5ce2688241\", \"4846ac83-f4d1-4a44-87bc-9e858ebff8fe\"], \"total_duration\": 6945.0, \"total_sessions\": 7, \"mean_week_duration\": 30.73}, \"83028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-08-22 05:18:27.000000+00:00\", \"2021-04-28 01:15:53.000000+00:00\"], \"session_ids\": [\"9dd104b8-b51c-44b4-ac70-2c59dd07ef3c\", \"cb04834e-4e95-4445-bc39-3dddd7a89a63\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.943}, \"46144\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-17 17:14:49.000000+00:00\", \"2022-05-07 14:21:22.000000+00:00\"], \"session_ids\": [\"a41b258e-3209-4706-bcc2-257859215b01\", \"2edd8372-d4db-4fdd-a238-59fd5d175e0a\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 13.562}, \"54939\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 5}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-01-21 01:13:32.000000+00:00\", \"2020-02-24 21:59:45.000000+00:00\", \"2022-10-22 06:50:29.000000+00:00\", \"2019-05-29 18:54:24.000000+00:00\", \"2019-11-12 09:27:39.000000+00:00\", \"2021-06-19 20:46:49.000000+00:00\", \"2021-11-23 11:22:21.000000+00:00\", \"2019-01-19 13:57:20.000000+00:00\"], \"session_ids\": [\"4d5361c6-0061-4362-8cb8-459100757cf0\", \"91ad0f1d-0e22-40d5-b22d-46686cf434ac\", \"5494e1ae-0eb3-44ac-b6b4-debaf42685a9\", \"9f70f206-fa81-4d55-994a-6ff06f588635\", \"9938aef0-2f77-4d2b-bd89-9bda27f29cc8\", \"bac98aa1-e64a-4bb8-b114-1c3972a8c04e\", \"fb1b55b4-8a17-4fe2-8577-5b5610805ba9\", \"6dc658cb-b3e4-4c82-97f3-b0b36538ae49\"], \"total_duration\": 136.0, \"total_sessions\": 8, \"mean_week_duration\": 0.694}, \"15282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-23 23:13:26.000000+00:00\", \"2020-08-07 12:56:07.000000+00:00\"], \"session_ids\": [\"09f31585-448e-4b5a-81c4-f27484fe5f63\", \"67423898-9903-4fa9-b846-afd34bf6e22b\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}, \"77532\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-04-07 01:24:19.000000+00:00\", \"2021-12-05 03:05:12.000000+00:00\"], \"session_ids\": [\"83179e5e-cbae-4847-b45a-5c7f4acbad18\", \"42b21391-bcdb-4695-b31e-2b298bc13a73\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 2.942}, \"69564\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-31 09:02:00.000000+00:00\", \"2021-06-27 10:21:17.000000+00:00\"], \"session_ids\": [\"969375c2-afb3-4a2b-b95c-fe01b8da2f51\", \"a3fc109a-8bd4-4ac6-9a18-a9cfc63a8e93\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 17.6}, \"4851\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-06-11 18:41:53.000000+00:00\", \"2019-08-20 03:39:58.000000+00:00\"], \"session_ids\": [\"a12edccb-bde0-4e2c-b08f-caa5c347b500\", \"a7ec6337-fc4a-4596-8142-142a2afe7321\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 7.233}, \"24556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-18 12:14:10.000000+00:00\", \"2023-02-11 06:51:25.000000+00:00\", \"2022-12-24 01:14:05.000000+00:00\", \"2023-03-27 03:41:37.000000+00:00\", \"2021-07-20 20:56:52.000000+00:00\", \"2020-12-15 22:03:18.000000+00:00\"], \"session_ids\": [\"666203a5-f09f-4666-9d5c-d22d60dad5f1\", \"e4258589-aa4f-4125-899e-335782193a39\", \"5ed99094-17f3-4f03-bcd8-505c6a0a72e8\", \"b873671f-6cec-4c2a-88df-772a8f014c00\", \"f3ff0977-77e9-4c8d-babb-115f8bfd59a9\", \"37a0ca57-105d-42dd-bd09-4e8441e4812f\"], \"total_duration\": 268.0, \"total_sessions\": 6, \"mean_week_duration\": 2.252}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest 5 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 5}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"15282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-23 23:13:26.000000+00:00\", \"2020-08-07 12:56:07.000000+00:00\"], \"session_ids\": [\"09f31585-448e-4b5a-81c4-f27484fe5f63\", \"67423898-9903-4fa9-b846-afd34bf6e22b\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"83028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-08-22 05:18:27.000000+00:00\", \"2021-04-28 01:15:53.000000+00:00\"], \"session_ids\": [\"9dd104b8-b51c-44b4-ac70-2c59dd07ef3c\", \"cb04834e-4e95-4445-bc39-3dddd7a89a63\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.943}}, {\"69564\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-31 09:02:00.000000+00:00\", \"2021-06-27 10:21:17.000000+00:00\"], \"session_ids\": [\"969375c2-afb3-4a2b-b95c-fe01b8da2f51\", \"a3fc109a-8bd4-4ac6-9a18-a9cfc63a8e93\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 17.6}}, {\"54939\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 5}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-01-21 01:13:32.000000+00:00\", \"2020-02-24 21:59:45.000000+00:00\", \"2022-10-22 06:50:29.000000+00:00\", \"2019-05-29 18:54:24.000000+00:00\", \"2019-11-12 09:27:39.000000+00:00\", \"2021-06-19 20:46:49.000000+00:00\", \"2021-11-23 11:22:21.000000+00:00\", \"2019-01-19 13:57:20.000000+00:00\"], \"session_ids\": [\"4d5361c6-0061-4362-8cb8-459100757cf0\", \"91ad0f1d-0e22-40d5-b22d-46686cf434ac\", \"5494e1ae-0eb3-44ac-b6b4-debaf42685a9\", \"9f70f206-fa81-4d55-994a-6ff06f588635\", \"9938aef0-2f77-4d2b-bd89-9bda27f29cc8\", \"bac98aa1-e64a-4bb8-b114-1c3972a8c04e\", \"fb1b55b4-8a17-4fe2-8577-5b5610805ba9\", \"6dc658cb-b3e4-4c82-97f3-b0b36538ae49\"], \"total_duration\": 136.0, \"total_sessions\": 8, \"mean_week_duration\": 0.694}}, {\"24556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-18 12:14:10.000000+00:00\", \"2023-02-11 06:51:25.000000+00:00\", \"2022-12-24 01:14:05.000000+00:00\", \"2023-03-27 03:41:37.000000+00:00\", \"2021-07-20 20:56:52.000000+00:00\", \"2020-12-15 22:03:18.000000+00:00\"], \"session_ids\": [\"666203a5-f09f-4666-9d5c-d22d60dad5f1\", \"e4258589-aa4f-4125-899e-335782193a39\", \"5ed99094-17f3-4f03-bcd8-505c6a0a72e8\", \"b873671f-6cec-4c2a-88df-772a8f014c00\", \"f3ff0977-77e9-4c8d-babb-115f8bfd59a9\", \"37a0ca57-105d-42dd-bd09-4e8441e4812f\"], \"total_duration\": 268.0, \"total_sessions\": 6, \"mean_week_duration\": 2.252}}]\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[{\"15282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-23 23:13:26.000000+00:00\", \"2020-08-07 12:56:07.000000+00:00\"], \"session_ids\": [\"09f31585-448e-4b5a-81c4-f27484fe5f63\", \"67423898-9903-4fa9-b846-afd34bf6e22b\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"83028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-08-22 05:18:27.000000+00:00\", \"2021-04-28 01:15:53.000000+00:00\"], \"session_ids\": [\"9dd104b8-b51c-44b4-ac70-2c59dd07ef3c\", \"cb04834e-4e95-4445-bc39-3dddd7a89a63\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.943}}, {\"69564\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-31 09:02:00.000000+00:00\", \"2021-06-27 10:21:17.000000+00:00\"], \"session_ids\": [\"969375c2-afb3-4a2b-b95c-fe01b8da2f51\", \"a3fc109a-8bd4-4ac6-9a18-a9cfc63a8e93\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 17.6}}, {\"54939\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 5}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-01-21 01:13:32.000000+00:00\", \"2020-02-24 21:59:45.000000+00:00\", \"2022-10-22 06:50:29.000000+00:00\", \"2019-05-29 18:54:24.000000+00:00\", \"2019-11-12 09:27:39.000000+00:00\", \"2021-06-19 20:46:49.000000+00:00\", \"2021-11-23 11:22:21.000000+00:00\", \"2019-01-19 13:57:20.000000+00:00\"], \"session_ids\": [\"4d5361c6-0061-4362-8cb8-459100757cf0\", \"91ad0f1d-0e22-40d5-b22d-46686cf434ac\", \"5494e1ae-0eb3-44ac-b6b4-debaf42685a9\", \"9f70f206-fa81-4d55-994a-6ff06f588635\", \"9938aef0-2f77-4d2b-bd89-9bda27f29cc8\", \"bac98aa1-e64a-4bb8-b114-1c3972a8c04e\", \"fb1b55b4-8a17-4fe2-8577-5b5610805ba9\", \"6dc658cb-b3e4-4c82-97f3-b0b36538ae49\"], \"total_duration\": 136.0, \"total_sessions\": 8, \"mean_week_duration\": 0.694}}, {\"24556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-18 12:14:10.000000+00:00\", \"2023-02-11 06:51:25.000000+00:00\", \"2022-12-24 01:14:05.000000+00:00\", \"2023-03-27 03:41:37.000000+00:00\", \"2021-07-20 20:56:52.000000+00:00\", \"2020-12-15 22:03:18.000000+00:00\"], \"session_ids\": [\"666203a5-f09f-4666-9d5c-d22d60dad5f1\", \"e4258589-aa4f-4125-899e-335782193a39\", \"5ed99094-17f3-4f03-bcd8-505c6a0a72e8\", \"b873671f-6cec-4c2a-88df-772a8f014c00\", \"f3ff0977-77e9-4c8d-babb-115f8bfd59a9\", \"37a0ca57-105d-42dd-bd09-4e8441e4812f\"], \"total_duration\": 268.0, \"total_sessions\": 6, \"mean_week_duration\": 2.252}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"15282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-23 23:13:26.000000+00:00\", \"2020-08-07 12:56:07.000000+00:00\"], \"session_ids\": [\"09f31585-448e-4b5a-81c4-f27484fe5f63\", \"67423898-9903-4fa9-b846-afd34bf6e22b\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"83028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-08-22 05:18:27.000000+00:00\", \"2021-04-28 01:15:53.000000+00:00\"], \"session_ids\": [\"9dd104b8-b51c-44b4-ac70-2c59dd07ef3c\", \"cb04834e-4e95-4445-bc39-3dddd7a89a63\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.943}}, {\"69564\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-31 09:02:00.000000+00:00\", \"2021-06-27 10:21:17.000000+00:00\"], \"session_ids\": [\"969375c2-afb3-4a2b-b95c-fe01b8da2f51\", \"a3fc109a-8bd4-4ac6-9a18-a9cfc63a8e93\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 17.6}}, {\"54939\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 5}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-01-21 01:13:32.000000+00:00\", \"2020-02-24 21:59:45.000000+00:00\", \"2022-10-22 06:50:29.000000+00:00\", \"2019-05-29 18:54:24.000000+00:00\", \"2019-11-12 09:27:39.000000+00:00\", \"2021-06-19 20:46:49.000000+00:00\", \"2021-11-23 11:22:21.000000+00:00\", \"2019-01-19 13:57:20.000000+00:00\"], \"session_ids\": [\"4d5361c6-0061-4362-8cb8-459100757cf0\", \"91ad0f1d-0e22-40d5-b22d-46686cf434ac\", \"5494e1ae-0eb3-44ac-b6b4-debaf42685a9\", \"9f70f206-fa81-4d55-994a-6ff06f588635\", \"9938aef0-2f77-4d2b-bd89-9bda27f29cc8\", \"bac98aa1-e64a-4bb8-b114-1c3972a8c04e\", \"fb1b55b4-8a17-4fe2-8577-5b5610805ba9\", \"6dc658cb-b3e4-4c82-97f3-b0b36538ae49\"], \"total_duration\": 136.0, \"total_sessions\": 8, \"mean_week_duration\": 0.694}}, {\"24556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-18 12:14:10.000000+00:00\", \"2023-02-11 06:51:25.000000+00:00\", \"2022-12-24 01:14:05.000000+00:00\", \"2023-03-27 03:41:37.000000+00:00\", \"2021-07-20 20:56:52.000000+00:00\", \"2020-12-15 22:03:18.000000+00:00\"], \"session_ids\": [\"666203a5-f09f-4666-9d5c-d22d60dad5f1\", \"e4258589-aa4f-4125-899e-335782193a39\", \"5ed99094-17f3-4f03-bcd8-505c6a0a72e8\", \"b873671f-6cec-4c2a-88df-772a8f014c00\", \"f3ff0977-77e9-4c8d-babb-115f8bfd59a9\", \"37a0ca57-105d-42dd-bd09-4e8441e4812f\"], \"total_duration\": 268.0, \"total_sessions\": 6, \"mean_week_duration\": 2.252}}]\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[{\"15282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-23 23:13:26.000000+00:00\", \"2020-08-07 12:56:07.000000+00:00\"], \"session_ids\": [\"09f31585-448e-4b5a-81c4-f27484fe5f63\", \"67423898-9903-4fa9-b846-afd34bf6e22b\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"83028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-08-22 05:18:27.000000+00:00\", \"2021-04-28 01:15:53.000000+00:00\"], \"session_ids\": [\"9dd104b8-b51c-44b4-ac70-2c59dd07ef3c\", \"cb04834e-4e95-4445-bc39-3dddd7a89a63\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.943}}, {\"69564\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-07-31 09:02:00.000000+00:00\", \"2021-06-27 10:21:17.000000+00:00\"], \"session_ids\": [\"969375c2-afb3-4a2b-b95c-fe01b8da2f51\", \"a3fc109a-8bd4-4ac6-9a18-a9cfc63a8e93\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 17.6}}, {\"54939\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 5}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-01-21 01:13:32.000000+00:00\", \"2020-02-24 21:59:45.000000+00:00\", \"2022-10-22 06:50:29.000000+00:00\", \"2019-05-29 18:54:24.000000+00:00\", \"2019-11-12 09:27:39.000000+00:00\", \"2021-06-19 20:46:49.000000+00:00\", \"2021-11-23 11:22:21.000000+00:00\", \"2019-01-19 13:57:20.000000+00:00\"], \"session_ids\": [\"4d5361c6-0061-4362-8cb8-459100757cf0\", \"91ad0f1d-0e22-40d5-b22d-46686cf434ac\", \"5494e1ae-0eb3-44ac-b6b4-debaf42685a9\", \"9f70f206-fa81-4d55-994a-6ff06f588635\", \"9938aef0-2f77-4d2b-bd89-9bda27f29cc8\", \"bac98aa1-e64a-4bb8-b114-1c3972a8c04e\", \"fb1b55b4-8a17-4fe2-8577-5b5610805ba9\", \"6dc658cb-b3e4-4c82-97f3-b0b36538ae49\"], \"total_duration\": 136.0, \"total_sessions\": 8, \"mean_week_duration\": 0.694}}, {\"24556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-18 12:14:10.000000+00:00\", \"2023-02-11 06:51:25.000000+00:00\", \"2022-12-24 01:14:05.000000+00:00\", \"2023-03-27 03:41:37.000000+00:00\", \"2021-07-20 20:56:52.000000+00:00\", \"2020-12-15 22:03:18.000000+00:00\"], \"session_ids\": [\"666203a5-f09f-4666-9d5c-d22d60dad5f1\", \"e4258589-aa4f-4125-899e-335782193a39\", \"5ed99094-17f3-4f03-bcd8-505c6a0a72e8\", \"b873671f-6cec-4c2a-88df-772a8f014c00\", \"f3ff0977-77e9-4c8d-babb-115f8bfd59a9\", \"37a0ca57-105d-42dd-bd09-4e8441e4812f\"], \"total_duration\": 268.0, \"total_sessions\": 6, \"mean_week_duration\": 2.252}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about users who have duration of sessions per week less than 10 ( not including) in addition carry out sorting by sessions count form the lowest to the highest in addition provide me only with 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78530\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-05-26 00:59:19.000000+00:00\", \"2022-06-02 20:14:54.000000+00:00\", \"2019-01-19 17:29:19.000000+00:00\"], \"session_ids\": [\"a58d9252-0e79-4cb6-bc77-8e746159ff82\", \"c9ce50f7-ea39-4a32-beef-2bd4a229a14d\", \"57dcaad6-87db-4a44-b60f-25d492dc3f47\"], \"total_duration\": 222.0, \"total_sessions\": 3, \"mean_week_duration\": 1.261}, \"43886\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-04 02:25:34.000000+00:00\", \"2021-08-18 05:40:33.000000+00:00\"], \"session_ids\": [\"a7a95169-584c-4ab8-9993-f010a3603ac5\", \"8a97f7a1-8ebe-40e1-bfc6-1334107a346f\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.389}, \"21186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-11 06:37:41.000000+00:00\", \"2022-01-18 17:13:34.000000+00:00\", \"2023-06-15 08:34:59.000000+00:00\"], \"session_ids\": [\"fdf217c2-fe21-436f-9528-0334a4b67626\", \"7485e47f-3749-4b13-a4a0-04901d774e52\", \"d958536f-1a97-4b68-a7f4-9a3b1693dc55\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 1.27}, \"93747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-11-18 14:45:40.000000+00:00\", \"2020-03-31 04:46:17.000000+00:00\", \"2019-04-23 17:46:26.000000+00:00\", \"2019-01-06 18:38:51.000000+00:00\", \"2019-03-20 14:37:27.000000+00:00\", \"2020-02-28 20:26:23.000000+00:00\", \"2022-02-08 23:28:26.000000+00:00\", \"2019-06-27 04:35:47.000000+00:00\"], \"session_ids\": [\"933a9109-3b61-4def-b6cb-b6ac31868ab8\", \"0c495452-1d48-4d2a-a426-56f461ecc2ed\", \"2a72260a-0e3a-4e0a-a947-ec61af9288bc\", \"c80ecbc2-c66a-4ad7-a555-d4e672db0dd9\", \"0e7cb29a-dfb2-47e9-9509-6be05782a360\", \"ca7a2b4f-dfa7-4183-a9f5-ee9871d17cfe\", \"5ba7a871-7e85-4421-8d95-bcfb0ce97f01\", \"833df286-90e6-499e-bc1a-9a5d3705657c\"], \"total_duration\": 435.0, \"total_sessions\": 8, \"mean_week_duration\": 2.685}, \"84924\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-05-06 09:50:26.000000+00:00\", \"2021-10-01 08:26:12.000000+00:00\", \"2022-10-06 04:23:24.000000+00:00\", \"2022-02-24 09:55:45.000000+00:00\"], \"session_ids\": [\"e62c16ae-13b6-4d01-826f-1621ee82d5fa\", \"040ef6b3-3cb3-4d28-9c8a-38d352372a8d\", \"9d6fa7cf-df46-4ebb-9e58-87a582296404\", \"9117e7f0-355f-4864-847c-b70380a3df24\"], \"total_duration\": 577.0, \"total_sessions\": 4, \"mean_week_duration\": 3.223}, \"61060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-11-17 07:43:42.000000+00:00\", \"2023-01-07 07:20:51.000000+00:00\"], \"session_ids\": [\"896dc3b7-6574-4d18-a5a3-9213f05f935f\", \"1398cd96-f946-4bef-9dbe-d10484e31977\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.767}, \"56654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-05-21 10:23:14.000000+00:00\", \"2022-03-17 09:34:20.000000+00:00\"], \"session_ids\": [\"f2615ccb-590d-47af-b1bc-536b2f6760a0\", \"5d3c280f-9a67-4fbc-a28c-399ccb50b4b3\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 7.516}, \"76377\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-25 01:10:34.000000+00:00\", \"2023-06-16 08:27:27.000000+00:00\", \"2021-11-05 05:39:55.000000+00:00\", \"2021-04-16 18:14:34.000000+00:00\"], \"session_ids\": [\"cf2f35c3-a827-4c33-8f9c-4386544116b2\", \"b7c8421e-f65c-4d95-8060-22c8d80a9507\", \"9b8a5baf-bfa6-4cff-83d2-722aa6b097ab\", \"9f180e50-fc9c-44b5-9105-c5fd507ef40b\"], \"total_duration\": 423.0, \"total_sessions\": 4, \"mean_week_duration\": 3.743}, \"71251\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-01 07:50:52.000000+00:00\", \"2022-05-02 00:38:50.000000+00:00\"], \"session_ids\": [\"422befe4-f9d8-4714-9413-5894b6dbcc6c\", \"1d9cf50f-4692-4337-9984-e3782653b4ef\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}, \"57222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-29 20:37:58.000000+00:00\", \"2019-08-20 23:16:40.000000+00:00\", \"2021-05-29 10:59:28.000000+00:00\", \"2020-10-31 04:47:03.000000+00:00\", \"2021-08-12 17:36:15.000000+00:00\", \"2019-01-24 14:49:14.000000+00:00\", \"2019-01-18 01:47:44.000000+00:00\", \"2022-12-20 06:33:33.000000+00:00\", \"2022-02-12 16:39:38.000000+00:00\", \"2022-07-10 01:40:44.000000+00:00\"], \"session_ids\": [\"dec835e8-ea88-4fe8-93fc-8186c1c69b5d\", \"9eaa42ff-1f92-4a78-8944-9190436dfb1d\", \"110b91ef-d138-4759-9e40-2e70296c6144\", \"c74d096d-0363-43cc-9845-45aef9a7e202\", \"624ccef8-9a8a-40f8-b926-e0517bc20cf2\", \"c689f33e-eab3-4e5c-b3e3-900288846276\", \"94bc9d23-347c-4215-aeb4-1eb39455189e\", \"ab17f324-aec0-452d-8366-aef57c4f8a1f\", \"466ae5fe-ba25-48d2-ab4c-aa47185e6230\", \"9101c630-2978-4d28-bb40-9f64aea085d7\"], \"total_duration\": 38174.0, \"total_sessions\": 10, \"mean_week_duration\": 186.215}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 34]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78530\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-05-26 00:59:19.000000+00:00\", \"2022-06-02 20:14:54.000000+00:00\", \"2019-01-19 17:29:19.000000+00:00\"], \"session_ids\": [\"a58d9252-0e79-4cb6-bc77-8e746159ff82\", \"c9ce50f7-ea39-4a32-beef-2bd4a229a14d\", \"57dcaad6-87db-4a44-b60f-25d492dc3f47\"], \"total_duration\": 222.0, \"total_sessions\": 3, \"mean_week_duration\": 1.261}, \"43886\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-04 02:25:34.000000+00:00\", \"2021-08-18 05:40:33.000000+00:00\"], \"session_ids\": [\"a7a95169-584c-4ab8-9993-f010a3603ac5\", \"8a97f7a1-8ebe-40e1-bfc6-1334107a346f\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.389}, \"21186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-11 06:37:41.000000+00:00\", \"2022-01-18 17:13:34.000000+00:00\", \"2023-06-15 08:34:59.000000+00:00\"], \"session_ids\": [\"fdf217c2-fe21-436f-9528-0334a4b67626\", \"7485e47f-3749-4b13-a4a0-04901d774e52\", \"d958536f-1a97-4b68-a7f4-9a3b1693dc55\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 1.27}, \"93747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-11-18 14:45:40.000000+00:00\", \"2020-03-31 04:46:17.000000+00:00\", \"2019-04-23 17:46:26.000000+00:00\", \"2019-01-06 18:38:51.000000+00:00\", \"2019-03-20 14:37:27.000000+00:00\", \"2020-02-28 20:26:23.000000+00:00\", \"2022-02-08 23:28:26.000000+00:00\", \"2019-06-27 04:35:47.000000+00:00\"], \"session_ids\": [\"933a9109-3b61-4def-b6cb-b6ac31868ab8\", \"0c495452-1d48-4d2a-a426-56f461ecc2ed\", \"2a72260a-0e3a-4e0a-a947-ec61af9288bc\", \"c80ecbc2-c66a-4ad7-a555-d4e672db0dd9\", \"0e7cb29a-dfb2-47e9-9509-6be05782a360\", \"ca7a2b4f-dfa7-4183-a9f5-ee9871d17cfe\", \"5ba7a871-7e85-4421-8d95-bcfb0ce97f01\", \"833df286-90e6-499e-bc1a-9a5d3705657c\"], \"total_duration\": 435.0, \"total_sessions\": 8, \"mean_week_duration\": 2.685}, \"84924\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-05-06 09:50:26.000000+00:00\", \"2021-10-01 08:26:12.000000+00:00\", \"2022-10-06 04:23:24.000000+00:00\", \"2022-02-24 09:55:45.000000+00:00\"], \"session_ids\": [\"e62c16ae-13b6-4d01-826f-1621ee82d5fa\", \"040ef6b3-3cb3-4d28-9c8a-38d352372a8d\", \"9d6fa7cf-df46-4ebb-9e58-87a582296404\", \"9117e7f0-355f-4864-847c-b70380a3df24\"], \"total_duration\": 577.0, \"total_sessions\": 4, \"mean_week_duration\": 3.223}, \"61060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-11-17 07:43:42.000000+00:00\", \"2023-01-07 07:20:51.000000+00:00\"], \"session_ids\": [\"896dc3b7-6574-4d18-a5a3-9213f05f935f\", \"1398cd96-f946-4bef-9dbe-d10484e31977\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.767}, \"56654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-05-21 10:23:14.000000+00:00\", \"2022-03-17 09:34:20.000000+00:00\"], \"session_ids\": [\"f2615ccb-590d-47af-b1bc-536b2f6760a0\", \"5d3c280f-9a67-4fbc-a28c-399ccb50b4b3\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 7.516}, \"76377\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-25 01:10:34.000000+00:00\", \"2023-06-16 08:27:27.000000+00:00\", \"2021-11-05 05:39:55.000000+00:00\", \"2021-04-16 18:14:34.000000+00:00\"], \"session_ids\": [\"cf2f35c3-a827-4c33-8f9c-4386544116b2\", \"b7c8421e-f65c-4d95-8060-22c8d80a9507\", \"9b8a5baf-bfa6-4cff-83d2-722aa6b097ab\", \"9f180e50-fc9c-44b5-9105-c5fd507ef40b\"], \"total_duration\": 423.0, \"total_sessions\": 4, \"mean_week_duration\": 3.743}, \"71251\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-01 07:50:52.000000+00:00\", \"2022-05-02 00:38:50.000000+00:00\"], \"session_ids\": [\"422befe4-f9d8-4714-9413-5894b6dbcc6c\", \"1d9cf50f-4692-4337-9984-e3782653b4ef\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"43886\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-04 02:25:34.000000+00:00\", \"2021-08-18 05:40:33.000000+00:00\"], \"session_ids\": [\"a7a95169-584c-4ab8-9993-f010a3603ac5\", \"8a97f7a1-8ebe-40e1-bfc6-1334107a346f\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.389}}, {\"61060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-11-17 07:43:42.000000+00:00\", \"2023-01-07 07:20:51.000000+00:00\"], \"session_ids\": [\"896dc3b7-6574-4d18-a5a3-9213f05f935f\", \"1398cd96-f946-4bef-9dbe-d10484e31977\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.767}}, {\"56654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-05-21 10:23:14.000000+00:00\", \"2022-03-17 09:34:20.000000+00:00\"], \"session_ids\": [\"f2615ccb-590d-47af-b1bc-536b2f6760a0\", \"5d3c280f-9a67-4fbc-a28c-399ccb50b4b3\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 7.516}}, {\"71251\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-01 07:50:52.000000+00:00\", \"2022-05-02 00:38:50.000000+00:00\"], \"session_ids\": [\"422befe4-f9d8-4714-9413-5894b6dbcc6c\", \"1d9cf50f-4692-4337-9984-e3782653b4ef\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"78530\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-05-26 00:59:19.000000+00:00\", \"2022-06-02 20:14:54.000000+00:00\", \"2019-01-19 17:29:19.000000+00:00\"], \"session_ids\": [\"a58d9252-0e79-4cb6-bc77-8e746159ff82\", \"c9ce50f7-ea39-4a32-beef-2bd4a229a14d\", \"57dcaad6-87db-4a44-b60f-25d492dc3f47\"], \"total_duration\": 222.0, \"total_sessions\": 3, \"mean_week_duration\": 1.261}}, {\"21186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-11 06:37:41.000000+00:00\", \"2022-01-18 17:13:34.000000+00:00\", \"2023-06-15 08:34:59.000000+00:00\"], \"session_ids\": [\"fdf217c2-fe21-436f-9528-0334a4b67626\", \"7485e47f-3749-4b13-a4a0-04901d774e52\", \"d958536f-1a97-4b68-a7f4-9a3b1693dc55\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 1.27}}, {\"84924\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-05-06 09:50:26.000000+00:00\", \"2021-10-01 08:26:12.000000+00:00\", \"2022-10-06 04:23:24.000000+00:00\", \"2022-02-24 09:55:45.000000+00:00\"], \"session_ids\": [\"e62c16ae-13b6-4d01-826f-1621ee82d5fa\", \"040ef6b3-3cb3-4d28-9c8a-38d352372a8d\", \"9d6fa7cf-df46-4ebb-9e58-87a582296404\", \"9117e7f0-355f-4864-847c-b70380a3df24\"], \"total_duration\": 577.0, \"total_sessions\": 4, \"mean_week_duration\": 3.223}}, {\"76377\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-25 01:10:34.000000+00:00\", \"2023-06-16 08:27:27.000000+00:00\", \"2021-11-05 05:39:55.000000+00:00\", \"2021-04-16 18:14:34.000000+00:00\"], \"session_ids\": [\"cf2f35c3-a827-4c33-8f9c-4386544116b2\", \"b7c8421e-f65c-4d95-8060-22c8d80a9507\", \"9b8a5baf-bfa6-4cff-83d2-722aa6b097ab\", \"9f180e50-fc9c-44b5-9105-c5fd507ef40b\"], \"total_duration\": 423.0, \"total_sessions\": 4, \"mean_week_duration\": 3.743}}, {\"93747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-11-18 14:45:40.000000+00:00\", \"2020-03-31 04:46:17.000000+00:00\", \"2019-04-23 17:46:26.000000+00:00\", \"2019-01-06 18:38:51.000000+00:00\", \"2019-03-20 14:37:27.000000+00:00\", \"2020-02-28 20:26:23.000000+00:00\", \"2022-02-08 23:28:26.000000+00:00\", \"2019-06-27 04:35:47.000000+00:00\"], \"session_ids\": [\"933a9109-3b61-4def-b6cb-b6ac31868ab8\", \"0c495452-1d48-4d2a-a426-56f461ecc2ed\", \"2a72260a-0e3a-4e0a-a947-ec61af9288bc\", \"c80ecbc2-c66a-4ad7-a555-d4e672db0dd9\", \"0e7cb29a-dfb2-47e9-9509-6be05782a360\", \"ca7a2b4f-dfa7-4183-a9f5-ee9871d17cfe\", \"5ba7a871-7e85-4421-8d95-bcfb0ce97f01\", \"833df286-90e6-499e-bc1a-9a5d3705657c\"], \"total_duration\": 435.0, \"total_sessions\": 8, \"mean_week_duration\": 2.685}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"43886\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-04 02:25:34.000000+00:00\", \"2021-08-18 05:40:33.000000+00:00\"], \"session_ids\": [\"a7a95169-584c-4ab8-9993-f010a3603ac5\", \"8a97f7a1-8ebe-40e1-bfc6-1334107a346f\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.389}}, {\"61060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-11-17 07:43:42.000000+00:00\", \"2023-01-07 07:20:51.000000+00:00\"], \"session_ids\": [\"896dc3b7-6574-4d18-a5a3-9213f05f935f\", \"1398cd96-f946-4bef-9dbe-d10484e31977\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.767}}, {\"56654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-05-21 10:23:14.000000+00:00\", \"2022-03-17 09:34:20.000000+00:00\"], \"session_ids\": [\"f2615ccb-590d-47af-b1bc-536b2f6760a0\", \"5d3c280f-9a67-4fbc-a28c-399ccb50b4b3\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 7.516}}]\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[{\"43886\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-04 02:25:34.000000+00:00\", \"2021-08-18 05:40:33.000000+00:00\"], \"session_ids\": [\"a7a95169-584c-4ab8-9993-f010a3603ac5\", \"8a97f7a1-8ebe-40e1-bfc6-1334107a346f\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.389}}, {\"61060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-11-17 07:43:42.000000+00:00\", \"2023-01-07 07:20:51.000000+00:00\"], \"session_ids\": [\"896dc3b7-6574-4d18-a5a3-9213f05f935f\", \"1398cd96-f946-4bef-9dbe-d10484e31977\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.767}}, {\"56654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-05-21 10:23:14.000000+00:00\", \"2022-03-17 09:34:20.000000+00:00\"], \"session_ids\": [\"f2615ccb-590d-47af-b1bc-536b2f6760a0\", \"5d3c280f-9a67-4fbc-a28c-399ccb50b4b3\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 7.516}}]\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 2 users who have sessions summation = 3 additionaly carry out sorting by overall total duration in descending and provide me only with 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"56739\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-07-01 01:01:57.000000+00:00\", \"2020-07-09 04:30:09.000000+00:00\", \"2020-03-04 14:39:20.000000+00:00\", \"2021-10-14 14:03:26.000000+00:00\"], \"session_ids\": [\"cff8ae3f-927e-417a-9661-f4f1a994b816\", \"8be40506-efb3-4210-b7d8-04a1e5aab261\", \"31616cfa-9147-4461-a0fb-cf8ae06c9986\", \"ecd450dc-a68f-4cea-82d0-4eb644aeecff\"], \"total_duration\": 2106.0, \"total_sessions\": 4, \"mean_week_duration\": 17.55}, \"92783\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-29 11:24:28.000000+00:00\", \"2019-01-11 20:51:08.000000+00:00\"], \"session_ids\": [\"8d108a6e-6caf-4f12-80da-0c2b804bc6de\", \"4d47779b-5745-4c32-b6b1-112911868d76\"], \"total_duration\": 445.0, \"total_sessions\": 2, \"mean_week_duration\": 3.836}, \"38691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-16 10:51:33.000000+00:00\", \"2019-09-18 09:55:06.000000+00:00\", \"2019-02-28 04:35:42.000000+00:00\"], \"session_ids\": [\"9b5fed90-64a6-4010-b986-b03a62bb6eb6\", \"69ded560-8202-48b1-8533-8d502faf6e51\", \"902f139f-c67f-4f6a-98fc-28f1bf4a936d\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 0.859}, \"80776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-03-08 02:17:42.000000+00:00\", \"2019-02-07 14:01:38.000000+00:00\"], \"session_ids\": [\"5e047dc3-f4a5-4a05-9794-e8ef39c9c8c8\", \"19912503-c92f-4020-a58c-84660ba69add\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 8.404}, \"59189\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-06-19 01:04:27.000000+00:00\", \"2023-03-09 23:43:22.000000+00:00\", \"2023-01-13 03:38:53.000000+00:00\", \"2022-01-17 23:10:00.000000+00:00\", \"2020-05-01 11:37:09.000000+00:00\", \"2022-11-13 06:03:19.000000+00:00\", \"2020-08-25 23:46:48.000000+00:00\", \"2020-11-21 19:28:39.000000+00:00\", \"2020-01-02 13:49:38.000000+00:00\", \"2023-03-01 14:45:27.000000+00:00\", \"2023-01-02 14:34:00.000000+00:00\"], \"session_ids\": [\"203e4948-4f7f-4083-85a1-47356377e529\", \"022c8953-1989-4c5d-a1be-9ef1463618de\", \"2a81ac7a-8170-4206-91a7-c0307eee052b\", \"9b7be428-ea7f-42b4-bc89-14a3cd34cf92\", \"0d48fa9c-3f5b-4178-a621-85aa8f05c8b4\", \"e1442b44-12a8-4b5e-8caa-2dec15fc22a4\", \"c65ee270-5591-4d92-8a27-1a35dc96e2df\", \"a2ea249e-aa30-4532-aebb-b31135c89c08\", \"bc5c2829-de0c-44ff-a388-afa23c9530b5\", \"af0ccebe-1cea-4dd3-aed3-94aeb1c68302\", \"5185dde7-dd15-4a90-86c0-015357674c07\"], \"total_duration\": 2085.0, \"total_sessions\": 11, \"mean_week_duration\": 12.56}, \"65818\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-02-21 17:39:33.000000+00:00\", \"2021-10-20 18:07:28.000000+00:00\", \"2022-03-06 19:55:46.000000+00:00\", \"2023-05-05 01:57:02.000000+00:00\"], \"session_ids\": [\"4639dcc3-1d49-4ce8-90cb-9a97fc85511a\", \"43c81d75-502c-4ef9-a292-902e5998dc47\", \"314dd279-b635-40d6-a201-b2c500edbd8e\", \"2e8c108e-c88e-4ca4-9284-9b160b27d0a1\"], \"total_duration\": 364.0, \"total_sessions\": 4, \"mean_week_duration\": 1.662}, \"98621\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-05-05 05:44:25.000000+00:00\", \"2021-08-23 11:49:31.000000+00:00\"], \"session_ids\": [\"c7a72145-4356-4191-9dfb-8678fbf27cd7\", \"d885a23d-002a-4b54-a3a6-a5f38efd4929\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 5.375}, \"96799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-02 01:10:42.000000+00:00\", \"2019-09-13 14:56:55.000000+00:00\", \"2021-01-20 20:47:17.000000+00:00\", \"2022-09-09 09:31:44.000000+00:00\"], \"session_ids\": [\"ee5cddc1-a144-498d-aa11-1d3f48853edd\", \"86856b10-2d12-43f9-8e10-4b134b4fcc0d\", \"5d1ab9d2-03bc-4f77-8b70-1746d7f2e131\", \"24e4937b-4f00-4ad7-9dd5-0eb307bbde85\"], \"total_duration\": 194.0, \"total_sessions\": 4, \"mean_week_duration\": 1.135}, \"22257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-24 22:39:32.000000+00:00\", \"2021-01-18 15:43:34.000000+00:00\"], \"session_ids\": [\"9a3d6862-fdc0-49ed-94a5-a856b513d325\", \"52d3d0aa-3a41-4212-8d0d-36742a861f62\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 11.59}, \"21185\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-17 13:17:19.000000+00:00\", \"2021-01-01 21:39:40.000000+00:00\"], \"session_ids\": [\"0f78de3d-161c-445e-a002-ec7c808aa0ed\", \"cadc1476-6b85-452c-8554-142c78d7ac1a\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.97}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[3, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"38691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-16 10:51:33.000000+00:00\", \"2019-09-18 09:55:06.000000+00:00\", \"2019-02-28 04:35:42.000000+00:00\"], \"session_ids\": [\"9b5fed90-64a6-4010-b986-b03a62bb6eb6\", \"69ded560-8202-48b1-8533-8d502faf6e51\", \"902f139f-c67f-4f6a-98fc-28f1bf4a936d\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 0.859}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by 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[{\"38691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-16 10:51:33.000000+00:00\", \"2019-09-18 09:55:06.000000+00:00\", \"2019-02-28 04:35:42.000000+00:00\"], \"session_ids\": [\"9b5fed90-64a6-4010-b986-b03a62bb6eb6\", \"69ded560-8202-48b1-8533-8d502faf6e51\", \"902f139f-c67f-4f6a-98fc-28f1bf4a936d\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 0.859}}]\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[{\"38691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-16 10:51:33.000000+00:00\", \"2019-09-18 09:55:06.000000+00:00\", \"2019-02-28 04:35:42.000000+00:00\"], \"session_ids\": [\"9b5fed90-64a6-4010-b986-b03a62bb6eb6\", \"69ded560-8202-48b1-8533-8d502faf6e51\", \"902f139f-c67f-4f6a-98fc-28f1bf4a936d\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 0.859}}]\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[{\"38691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-16 10:51:33.000000+00:00\", \"2019-09-18 09:55:06.000000+00:00\", \"2019-02-28 04:35:42.000000+00:00\"], \"session_ids\": [\"9b5fed90-64a6-4010-b986-b03a62bb6eb6\", \"69ded560-8202-48b1-8533-8d502faf6e51\", \"902f139f-c67f-4f6a-98fc-28f1bf4a936d\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 0.859}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 2 users who are folks of cities Santo Domingo, Budapest, Edinburgh, Panama City, Nassau plus put to use sorting by name of the city form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"24042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-03 04:48:20.000000+00:00\", \"2023-03-05 16:00:15.000000+00:00\", \"2020-09-14 09:07:48.000000+00:00\"], \"session_ids\": [\"e2a4e25b-9102-4ed4-8aa3-8eb1ee7860e2\", \"f334f215-62de-48c5-ab4a-112d8b632743\", \"1fc78f03-2ed2-46e8-aa9a-a0b1074fa7d5\"], \"total_duration\": 621.0, \"total_sessions\": 3, \"mean_week_duration\": 4.814}, \"25271\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-15 11:02:23.000000+00:00\", \"2021-03-19 09:18:12.000000+00:00\"], \"session_ids\": [\"8e13fd0f-66da-477a-8e30-d4e6df6ea36e\", \"d0da6dc2-ed30-4f99-b02a-2e886754e3e8\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 7.029}, \"3768\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-10-18 09:44:09.000000+00:00\", \"2021-08-14 19:33:25.000000+00:00\", \"2022-08-15 06:23:58.000000+00:00\", \"2020-07-07 00:22:05.000000+00:00\", \"2019-04-02 13:17:00.000000+00:00\"], \"session_ids\": [\"5e357669-932c-481e-8ae9-404b5c03ad54\", \"b8b4f71c-18c1-4b2d-9739-9a3bd6b2f243\", \"e8dcc53e-7774-48c4-8a4f-1c53801e1a7f\", \"8b35222b-609b-48d3-82d3-d805f616e32c\", \"dc278a70-12cd-4676-b179-0afad523a66d\"], \"total_duration\": 479.0, \"total_sessions\": 5, \"mean_week_duration\": 2.722}, \"92676\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-30 21:33:25.000000+00:00\", \"2022-03-14 07:48:11.000000+00:00\"], \"session_ids\": [\"3f86c623-b7c0-481b-8b50-6ee4c887591d\", \"b1def0ad-dea9-4eee-8e4e-45620ec0ab1c\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 2.453}, \"75514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-25 12:45:08.000000+00:00\", \"2019-11-23 08:28:59.000000+00:00\", \"2022-10-30 10:56:09.000000+00:00\", \"2019-09-07 23:35:28.000000+00:00\", \"2021-11-14 05:50:19.000000+00:00\"], \"session_ids\": [\"eac1970b-0174-47e1-b676-64ff413d38c2\", \"51a99ae8-3414-4fe1-bdd2-494a735f2584\", \"94e141eb-6ba9-400f-8dd8-79210ef223f7\", \"38099923-c83d-4f4b-8ec3-98d959d12d77\", \"ab4b50c9-5d9f-45b8-b26a-b76268484449\"], \"total_duration\": 1170.0, \"total_sessions\": 5, \"mean_week_duration\": 5.909}, \"2131\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-30 08:41:17.000000+00:00\", \"2019-01-23 00:39:40.000000+00:00\", \"2019-11-16 04:55:44.000000+00:00\", \"2020-10-01 07:46:35.000000+00:00\", \"2019-08-13 07:20:15.000000+00:00\", \"2023-04-10 03:04:26.000000+00:00\", \"2019-02-17 01:19:44.000000+00:00\", \"2022-11-18 11:48:22.000000+00:00\", \"2023-03-08 18:49:19.000000+00:00\"], \"session_ids\": [\"b9c9e771-df6d-457d-9ef4-39f5f6bf8252\", \"61ba7d5a-1835-486c-8faf-3318349d365f\", \"b14feb4c-69d2-48f4-be5c-5ce4a64f2124\", \"bc77ed56-380e-4358-9d7f-874fcf2fe9a4\", \"c0cb2d67-973e-41c6-ab61-1a10ab3836ae\", \"fec81713-76c0-4257-b214-2071d9a40d9d\", \"1faec79d-b36c-426c-9c5c-f5e720750940\", \"a0a42f0a-cecf-44eb-8998-30d9e7312f15\", \"b4c84824-b001-4440-a6f1-8ea66d824505\"], \"total_duration\": 1754.0, \"total_sessions\": 9, \"mean_week_duration\": 7.973}, \"58135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-26 13:16:16.000000+00:00\", \"2020-02-11 01:49:02.000000+00:00\", \"2020-12-02 20:16:57.000000+00:00\", \"2020-04-18 06:09:46.000000+00:00\", \"2019-09-13 07:58:49.000000+00:00\"], \"session_ids\": [\"7b4d7d59-f6e9-4e87-ae5e-0032fbd125f0\", \"a36f82b3-767b-43b8-84b8-ac8aa6ca1c42\", \"f608db92-4dd4-4451-bf62-9b925be2ee4c\", \"c7e62377-b2f4-4848-8277-b2990143a5f2\", \"4363d741-45bf-4bd6-a7a1-b6ebf74b9082\"], \"total_duration\": 1451.0, \"total_sessions\": 5, \"mean_week_duration\": 14.959}, \"17189\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-01-06 06:52:41.000000+00:00\", \"2020-06-23 09:08:20.000000+00:00\", \"2022-07-25 15:21:01.000000+00:00\"], \"session_ids\": [\"150a6aa9-0019-4b00-b6a2-705361d47af2\", \"a2352459-3c10-4f70-b549-4d20557ed6e1\", \"e295f80c-831b-443f-b888-e3ca35a20185\"], \"total_duration\": 883.0, \"total_sessions\": 3, \"mean_week_duration\": 8.101}, \"26105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-03 00:35:29.000000+00:00\", \"2019-10-19 10:47:33.000000+00:00\", \"2020-03-24 14:16:08.000000+00:00\", \"2021-06-19 22:17:55.000000+00:00\"], \"session_ids\": [\"5269d238-61ee-4713-b20d-32ae45aeed4e\", \"26d61f8c-808b-4b6a-92e1-1b607b353aec\", \"cebc3ff4-7bf6-4aa7-9131-89a2a7af6560\", \"2d152cc5-15d5-4549-8311-a1484e100bbe\"], \"total_duration\": 1657.0, \"total_sessions\": 4, \"mean_week_duration\": 12.945}, \"41074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-29 18:38:28.000000+00:00\", \"2019-03-18 06:49:35.000000+00:00\", \"2019-05-14 01:44:42.000000+00:00\", \"2019-06-17 12:23:20.000000+00:00\"], \"session_ids\": [\"78e9b5b9-a522-437e-827c-8aaa320a8a94\", \"2ec5b8c6-d34c-45aa-be7d-ec507288455c\", \"0d492b36-90b2-4425-836e-65139a94bca8\", \"83659f59-c42f-4258-a1e3-8fb3c0245b86\"], \"total_duration\": 473.0, \"total_sessions\": 4, \"mean_week_duration\": 12.784}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Santo Domingo, Budapest, Edinburgh, Panama City, Nassau" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Santo Domingo\", \"Budapest\", \"Edinburgh\", \"Panama City\", \"Nassau\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-26 13:16:16.000000+00:00\", \"2020-02-11 01:49:02.000000+00:00\", \"2020-12-02 20:16:57.000000+00:00\", \"2020-04-18 06:09:46.000000+00:00\", \"2019-09-13 07:58:49.000000+00:00\"], \"session_ids\": [\"7b4d7d59-f6e9-4e87-ae5e-0032fbd125f0\", \"a36f82b3-767b-43b8-84b8-ac8aa6ca1c42\", \"f608db92-4dd4-4451-bf62-9b925be2ee4c\", \"c7e62377-b2f4-4848-8277-b2990143a5f2\", \"4363d741-45bf-4bd6-a7a1-b6ebf74b9082\"], \"total_duration\": 1451.0, \"total_sessions\": 5, \"mean_week_duration\": 14.959}}\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[{\"58135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-26 13:16:16.000000+00:00\", \"2020-02-11 01:49:02.000000+00:00\", \"2020-12-02 20:16:57.000000+00:00\", \"2020-04-18 06:09:46.000000+00:00\", \"2019-09-13 07:58:49.000000+00:00\"], \"session_ids\": [\"7b4d7d59-f6e9-4e87-ae5e-0032fbd125f0\", \"a36f82b3-767b-43b8-84b8-ac8aa6ca1c42\", \"f608db92-4dd4-4451-bf62-9b925be2ee4c\", \"c7e62377-b2f4-4848-8277-b2990143a5f2\", \"4363d741-45bf-4bd6-a7a1-b6ebf74b9082\"], \"total_duration\": 1451.0, \"total_sessions\": 5, \"mean_week_duration\": 14.959}}]\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[{\"58135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-26 13:16:16.000000+00:00\", \"2020-02-11 01:49:02.000000+00:00\", \"2020-12-02 20:16:57.000000+00:00\", \"2020-04-18 06:09:46.000000+00:00\", \"2019-09-13 07:58:49.000000+00:00\"], \"session_ids\": [\"7b4d7d59-f6e9-4e87-ae5e-0032fbd125f0\", \"a36f82b3-767b-43b8-84b8-ac8aa6ca1c42\", \"f608db92-4dd4-4451-bf62-9b925be2ee4c\", \"c7e62377-b2f4-4848-8277-b2990143a5f2\", \"4363d741-45bf-4bd6-a7a1-b6ebf74b9082\"], \"total_duration\": 1451.0, \"total_sessions\": 5, \"mean_week_duration\": 14.959}}]\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[{\"58135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-26 13:16:16.000000+00:00\", \"2020-02-11 01:49:02.000000+00:00\", \"2020-12-02 20:16:57.000000+00:00\", \"2020-04-18 06:09:46.000000+00:00\", \"2019-09-13 07:58:49.000000+00:00\"], \"session_ids\": [\"7b4d7d59-f6e9-4e87-ae5e-0032fbd125f0\", \"a36f82b3-767b-43b8-84b8-ac8aa6ca1c42\", \"f608db92-4dd4-4451-bf62-9b925be2ee4c\", \"c7e62377-b2f4-4848-8277-b2990143a5f2\", \"4363d741-45bf-4bd6-a7a1-b6ebf74b9082\"], \"total_duration\": 1451.0, \"total_sessions\": 5, \"mean_week_duration\": 14.959}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about user with a overall duration of sessions per week that is above 26 and below 22, exclusive 26 additionaly carry out sorting by town name in asc 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{\"27859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 6}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-11 16:56:27.000000+00:00\", \"2020-03-10 09:05:43.000000+00:00\"], \"session_ids\": [\"93bdf466-26c2-410a-b25b-65155fa7373e\", \"e3c2db5b-30ce-409d-97c8-fdf59ff86843\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.255}, \"16068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-23 20:57:50.000000+00:00\", \"2019-04-30 16:38:21.000000+00:00\"], \"session_ids\": [\"af5a0099-7d55-4b2a-8d05-cc5252ef5bca\", \"c96d06cb-5eb0-40b9-8def-b054e5d2171c\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 1.195}, \"68213\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-17 20:38:42.000000+00:00\", \"2022-05-30 00:09:05.000000+00:00\"], \"session_ids\": [\"c1b695ad-ae88-42c0-a911-8fdc0524de10\", \"d85030d3-6f45-4c44-9c5c-c9b79bec48ea\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.329}, \"99839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-04-10 07:04:48.000000+00:00\", \"2021-04-12 02:05:40.000000+00:00\", \"2021-07-16 11:32:02.000000+00:00\", \"2022-07-27 18:02:45.000000+00:00\"], \"session_ids\": [\"06fa7e63-2dca-4ee4-bf74-29365160498a\", \"80e96df2-4452-4f7e-a0ed-5a9dae0d4aff\", \"15e792f6-2737-4f4a-9937-575d8504f800\", \"698246e8-88f0-40fc-b747-d705dd819bcb\"], \"total_duration\": 1071.0, \"total_sessions\": 4, \"mean_week_duration\": 6.227}, \"85405\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-03-22 13:18:37.000000+00:00\", \"2023-04-28 21:23:15.000000+00:00\"], \"session_ids\": [\"65846280-71a9-45f0-90da-fcdf10e62c35\", \"efc69e37-059f-4343-b6e9-a5ce57f8a26d\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 34.333}, \"87091\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-11 19:22:58.000000+00:00\", \"2022-04-14 19:04:16.000000+00:00\", \"2022-07-25 17:37:42.000000+00:00\"], \"session_ids\": [\"bf6a8100-29f2-40e5-8ae9-e58dc763f42c\", \"bc7c13d5-e438-4c23-b791-798518498d98\", \"fed68891-027a-4418-ba38-be594a36a92c\"], \"total_duration\": 264.0, \"total_sessions\": 3, \"mean_week_duration\": 8.516}, \"40393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-27 14:16:25.000000+00:00\", \"2021-07-28 14:42:07.000000+00:00\"], \"session_ids\": [\"e5f7885a-6c50-4f83-8e59-bc10520ae3ad\", \"d7e7498f-0d9a-4cf1-8f0f-96d9fbf32e3f\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 13.667}, \"91591\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-07-29 01:11:34.000000+00:00\", \"2019-11-25 04:10:40.000000+00:00\"], \"session_ids\": [\"be2c4e67-8987-414e-89df-88c395f54097\", \"50f0a17d-fd43-4631-97c6-51e6489f8f43\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.941}, \"54019\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-06 00:22:53.000000+00:00\", \"2019-07-20 07:53:32.000000+00:00\"], \"session_ids\": [\"23cddbc2-6ffd-4bed-a6ea-fb1b3fdd9724\", \"a42632bc-bc38-4fbe-96ad-c0de628980fb\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 8.212}, \"89185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-01-29 22:34:39.000000+00:00\", \"2020-01-28 12:08:43.000000+00:00\", \"2023-02-08 06:16:39.000000+00:00\"], \"session_ids\": [\"b294c5b7-b1cd-4f12-a178-ce55e11c814b\", \"17aba870-f2b2-46b3-b559-abc7816640a1\", \"ca512683-6c16-4764-b992-288285e8ce28\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 1.582}}\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 22 and are greater than 26" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[22, 26]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 6}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-11 16:56:27.000000+00:00\", \"2020-03-10 09:05:43.000000+00:00\"], \"session_ids\": [\"93bdf466-26c2-410a-b25b-65155fa7373e\", \"e3c2db5b-30ce-409d-97c8-fdf59ff86843\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.255}, \"16068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-23 20:57:50.000000+00:00\", \"2019-04-30 16:38:21.000000+00:00\"], \"session_ids\": [\"af5a0099-7d55-4b2a-8d05-cc5252ef5bca\", \"c96d06cb-5eb0-40b9-8def-b054e5d2171c\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 1.195}, \"68213\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-17 20:38:42.000000+00:00\", \"2022-05-30 00:09:05.000000+00:00\"], \"session_ids\": [\"c1b695ad-ae88-42c0-a911-8fdc0524de10\", \"d85030d3-6f45-4c44-9c5c-c9b79bec48ea\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.329}, \"99839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-04-10 07:04:48.000000+00:00\", \"2021-04-12 02:05:40.000000+00:00\", \"2021-07-16 11:32:02.000000+00:00\", \"2022-07-27 18:02:45.000000+00:00\"], \"session_ids\": [\"06fa7e63-2dca-4ee4-bf74-29365160498a\", \"80e96df2-4452-4f7e-a0ed-5a9dae0d4aff\", \"15e792f6-2737-4f4a-9937-575d8504f800\", \"698246e8-88f0-40fc-b747-d705dd819bcb\"], \"total_duration\": 1071.0, \"total_sessions\": 4, \"mean_week_duration\": 6.227}, \"87091\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-11 19:22:58.000000+00:00\", \"2022-04-14 19:04:16.000000+00:00\", \"2022-07-25 17:37:42.000000+00:00\"], \"session_ids\": [\"bf6a8100-29f2-40e5-8ae9-e58dc763f42c\", \"bc7c13d5-e438-4c23-b791-798518498d98\", \"fed68891-027a-4418-ba38-be594a36a92c\"], \"total_duration\": 264.0, \"total_sessions\": 3, \"mean_week_duration\": 8.516}, \"40393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-27 14:16:25.000000+00:00\", \"2021-07-28 14:42:07.000000+00:00\"], \"session_ids\": [\"e5f7885a-6c50-4f83-8e59-bc10520ae3ad\", \"d7e7498f-0d9a-4cf1-8f0f-96d9fbf32e3f\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 13.667}, \"91591\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-07-29 01:11:34.000000+00:00\", \"2019-11-25 04:10:40.000000+00:00\"], \"session_ids\": [\"be2c4e67-8987-414e-89df-88c395f54097\", \"50f0a17d-fd43-4631-97c6-51e6489f8f43\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.941}, \"54019\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-06 00:22:53.000000+00:00\", \"2019-07-20 07:53:32.000000+00:00\"], \"session_ids\": [\"23cddbc2-6ffd-4bed-a6ea-fb1b3fdd9724\", \"a42632bc-bc38-4fbe-96ad-c0de628980fb\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 8.212}, \"89185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-01-29 22:34:39.000000+00:00\", \"2020-01-28 12:08:43.000000+00:00\", \"2023-02-08 06:16:39.000000+00:00\"], \"session_ids\": [\"b294c5b7-b1cd-4f12-a178-ce55e11c814b\", \"17aba870-f2b2-46b3-b559-abc7816640a1\", \"ca512683-6c16-4764-b992-288285e8ce28\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 1.582}, \"85405\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-03-22 13:18:37.000000+00:00\", \"2023-04-28 21:23:15.000000+00:00\"], \"session_ids\": [\"65846280-71a9-45f0-90da-fcdf10e62c35\", \"efc69e37-059f-4343-b6e9-a5ce57f8a26d\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 34.333}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"68213\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-17 20:38:42.000000+00:00\", \"2022-05-30 00:09:05.000000+00:00\"], \"session_ids\": [\"c1b695ad-ae88-42c0-a911-8fdc0524de10\", \"d85030d3-6f45-4c44-9c5c-c9b79bec48ea\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.329}}, {\"40393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-27 14:16:25.000000+00:00\", \"2021-07-28 14:42:07.000000+00:00\"], \"session_ids\": [\"e5f7885a-6c50-4f83-8e59-bc10520ae3ad\", \"d7e7498f-0d9a-4cf1-8f0f-96d9fbf32e3f\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 13.667}}, {\"85405\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-03-22 13:18:37.000000+00:00\", \"2023-04-28 21:23:15.000000+00:00\"], \"session_ids\": [\"65846280-71a9-45f0-90da-fcdf10e62c35\", \"efc69e37-059f-4343-b6e9-a5ce57f8a26d\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 34.333}}, {\"91591\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-07-29 01:11:34.000000+00:00\", \"2019-11-25 04:10:40.000000+00:00\"], \"session_ids\": [\"be2c4e67-8987-414e-89df-88c395f54097\", \"50f0a17d-fd43-4631-97c6-51e6489f8f43\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.941}}, {\"99839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-04-10 07:04:48.000000+00:00\", \"2021-04-12 02:05:40.000000+00:00\", \"2021-07-16 11:32:02.000000+00:00\", \"2022-07-27 18:02:45.000000+00:00\"], \"session_ids\": [\"06fa7e63-2dca-4ee4-bf74-29365160498a\", \"80e96df2-4452-4f7e-a0ed-5a9dae0d4aff\", \"15e792f6-2737-4f4a-9937-575d8504f800\", \"698246e8-88f0-40fc-b747-d705dd819bcb\"], \"total_duration\": 1071.0, \"total_sessions\": 4, \"mean_week_duration\": 6.227}}, {\"87091\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-11 19:22:58.000000+00:00\", \"2022-04-14 19:04:16.000000+00:00\", \"2022-07-25 17:37:42.000000+00:00\"], \"session_ids\": [\"bf6a8100-29f2-40e5-8ae9-e58dc763f42c\", \"bc7c13d5-e438-4c23-b791-798518498d98\", \"fed68891-027a-4418-ba38-be594a36a92c\"], \"total_duration\": 264.0, \"total_sessions\": 3, \"mean_week_duration\": 8.516}}, {\"16068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-23 20:57:50.000000+00:00\", \"2019-04-30 16:38:21.000000+00:00\"], \"session_ids\": [\"af5a0099-7d55-4b2a-8d05-cc5252ef5bca\", \"c96d06cb-5eb0-40b9-8def-b054e5d2171c\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 1.195}}, {\"27859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 6}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-11 16:56:27.000000+00:00\", \"2020-03-10 09:05:43.000000+00:00\"], \"session_ids\": [\"93bdf466-26c2-410a-b25b-65155fa7373e\", \"e3c2db5b-30ce-409d-97c8-fdf59ff86843\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.255}}, {\"54019\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-06 00:22:53.000000+00:00\", \"2019-07-20 07:53:32.000000+00:00\"], \"session_ids\": [\"23cddbc2-6ffd-4bed-a6ea-fb1b3fdd9724\", \"a42632bc-bc38-4fbe-96ad-c0de628980fb\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 8.212}}, {\"89185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-01-29 22:34:39.000000+00:00\", \"2020-01-28 12:08:43.000000+00:00\", \"2023-02-08 06:16:39.000000+00:00\"], \"session_ids\": [\"b294c5b7-b1cd-4f12-a178-ce55e11c814b\", \"17aba870-f2b2-46b3-b559-abc7816640a1\", \"ca512683-6c16-4764-b992-288285e8ce28\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 1.582}}]\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[{\"68213\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-17 20:38:42.000000+00:00\", \"2022-05-30 00:09:05.000000+00:00\"], \"session_ids\": [\"c1b695ad-ae88-42c0-a911-8fdc0524de10\", \"d85030d3-6f45-4c44-9c5c-c9b79bec48ea\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.329}}]\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[{\"68213\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-17 20:38:42.000000+00:00\", \"2022-05-30 00:09:05.000000+00:00\"], \"session_ids\": [\"c1b695ad-ae88-42c0-a911-8fdc0524de10\", \"d85030d3-6f45-4c44-9c5c-c9b79bec48ea\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.329}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding users whose duration summation of sessions per week is smaller than 23 and bigger than 33 , moreover put to use sorting by app usage time per week from the smallest to the largest and provide me only with 4 pieces of data." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98471\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-05 07:51:26.000000+00:00\", \"2019-10-07 05:39:10.000000+00:00\", \"2021-02-06 00:24:25.000000+00:00\", \"2021-08-04 03:53:25.000000+00:00\", \"2020-02-09 08:08:52.000000+00:00\", \"2020-09-01 07:18:44.000000+00:00\", \"2021-02-09 08:06:48.000000+00:00\", \"2022-07-07 21:06:43.000000+00:00\", \"2019-01-17 01:34:44.000000+00:00\", \"2022-02-10 08:51:11.000000+00:00\", \"2021-12-12 05:09:39.000000+00:00\"], \"session_ids\": [\"153f2755-1ebb-4fae-be63-5ccb3cfb0d3f\", \"f0a2f718-266c-4b36-b578-47975d436b8c\", \"b2b86796-f9d4-491b-a5c4-917cb7d30d63\", \"52374aec-d59a-4634-a3b0-f9c23cf7ddce\", \"5c6387c2-e37b-4254-b3d9-1a1086c8eea8\", \"028873f7-90a0-43a1-b616-dbcaeb1c2f01\", \"5a90f1a8-db54-43a2-b2f5-2adc3bd50dbd\", \"94043597-8d10-4825-9746-7ee6e2f731e0\", \"a8309963-8b2f-4d60-8f35-be5ada90bdbf\", \"4cb01809-2d8d-412f-8c25-392b1a96667c\", \"57858830-16cb-45d9-b6fd-d60783eddfd4\"], \"total_duration\": 53504.0, \"total_sessions\": 11, \"mean_week_duration\": 295.602}, \"38545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-17 01:15:27.000000+00:00\", \"2023-05-15 14:49:38.000000+00:00\", \"2023-02-14 16:15:02.000000+00:00\"], \"session_ids\": [\"0551b25a-5f08-4bf1-890d-309b42674524\", \"14e9f9d9-03fc-4d51-b292-8299327d2e3b\", \"3dfd01c2-2c81-41d5-8622-697382a1daa6\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 0.699}, \"90166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-26 01:41:46.000000+00:00\", \"2019-04-16 22:38:29.000000+00:00\"], \"session_ids\": [\"be51ca4f-c82b-4276-b37f-9318081aa8f5\", \"dbd7f60c-89f7-4d66-9147-568e7d87e00c\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 1.289}, \"61967\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-14 22:34:45.000000+00:00\", \"2019-06-09 11:15:45.000000+00:00\", \"2023-02-07 14:16:02.000000+00:00\"], \"session_ids\": [\"da58a1d4-0216-43f7-a722-d5a6c58b489f\", \"09ff97a5-1716-4590-a3de-3e95ee684959\", \"8dcf83a7-c7e3-4f80-9666-b58d83ce72cf\"], \"total_duration\": 362.0, \"total_sessions\": 3, \"mean_week_duration\": 1.885}, \"88638\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-11 07:19:55.000000+00:00\", \"2021-10-10 22:44:19.000000+00:00\"], \"session_ids\": [\"3736f4ed-2bfc-4576-bbdc-0264b2769919\", \"23f4e3f9-b7d2-4ec5-b4e5-40c08fdf7493\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 23.2}, \"19017\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-12 01:16:15.000000+00:00\", \"2022-10-10 23:24:26.000000+00:00\", \"2022-07-23 01:00:15.000000+00:00\", \"2022-07-23 23:31:31.000000+00:00\"], \"session_ids\": [\"134ce902-017b-4114-81ef-dfa5f8f519fc\", \"90f2ab47-b94d-44fa-8ebd-f6e12854e67f\", \"b18cc883-d89d-44a9-be3a-c4e7510c3f76\", \"3779c675-ea55-4f2d-9596-9bc24a440d2b\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 1.164}, \"41629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-26 06:32:53.000000+00:00\", \"2021-11-07 07:42:37.000000+00:00\", \"2021-10-24 04:12:53.000000+00:00\", \"2019-01-28 18:08:11.000000+00:00\", \"2020-06-06 14:33:33.000000+00:00\", \"2022-05-23 11:46:13.000000+00:00\"], \"session_ids\": [\"0623258b-2299-4e40-862a-bdad2fc041a5\", \"44570ac8-18e7-431c-8cf5-08f841119611\", \"2fa58630-2055-4be7-ac99-b5c6f8e86542\", \"008a2079-1d35-46b8-b5e1-899b6e277058\", \"943c0a88-263f-44f0-bc97-17839e6a2520\", \"34716e08-0788-4b43-b53f-3e9ede588d13\"], \"total_duration\": 3935.0, \"total_sessions\": 6, \"mean_week_duration\": 22.746}, \"69247\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-08-18 08:42:20.000000+00:00\", \"2019-12-01 18:17:55.000000+00:00\", \"2021-03-11 09:35:35.000000+00:00\", \"2019-11-07 23:01:02.000000+00:00\"], \"session_ids\": [\"675d9b12-ca09-45c4-9556-205cab77900f\", \"3e5f5c48-1f7a-4808-95a4-6b530b25775d\", \"4540b9f9-df55-406f-b5d9-0511c473d45c\", \"c0da1058-2706-41d3-997b-ad4f5c95d7fa\"], \"total_duration\": 307.0, \"total_sessions\": 4, \"mean_week_duration\": 3.301}, \"53559\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-04-27 09:25:23.000000+00:00\", \"2019-01-23 08:53:48.000000+00:00\"], \"session_ids\": [\"7b6d3bbc-316c-4b98-b334-338aa43ae48b\", \"ab04c165-2edc-4041-9e96-d504df09db1b\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 30.5}, \"29325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-08-19 23:57:17.000000+00:00\", \"2020-01-23 14:47:44.000000+00:00\"], \"session_ids\": [\"5f6b555c-59e2-4bc6-817f-441fba97fef1\", \"204b76a0-295c-4c0f-a4fa-57f1bb6da548\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}}\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 23 and are equal or greater than 33" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[23, 33]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"38545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-17 01:15:27.000000+00:00\", \"2023-05-15 14:49:38.000000+00:00\", \"2023-02-14 16:15:02.000000+00:00\"], \"session_ids\": [\"0551b25a-5f08-4bf1-890d-309b42674524\", \"14e9f9d9-03fc-4d51-b292-8299327d2e3b\", \"3dfd01c2-2c81-41d5-8622-697382a1daa6\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 0.699}, \"90166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-26 01:41:46.000000+00:00\", \"2019-04-16 22:38:29.000000+00:00\"], \"session_ids\": [\"be51ca4f-c82b-4276-b37f-9318081aa8f5\", \"dbd7f60c-89f7-4d66-9147-568e7d87e00c\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 1.289}, \"61967\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-14 22:34:45.000000+00:00\", \"2019-06-09 11:15:45.000000+00:00\", \"2023-02-07 14:16:02.000000+00:00\"], \"session_ids\": [\"da58a1d4-0216-43f7-a722-d5a6c58b489f\", \"09ff97a5-1716-4590-a3de-3e95ee684959\", \"8dcf83a7-c7e3-4f80-9666-b58d83ce72cf\"], \"total_duration\": 362.0, \"total_sessions\": 3, \"mean_week_duration\": 1.885}, \"19017\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-12 01:16:15.000000+00:00\", \"2022-10-10 23:24:26.000000+00:00\", \"2022-07-23 01:00:15.000000+00:00\", \"2022-07-23 23:31:31.000000+00:00\"], \"session_ids\": [\"134ce902-017b-4114-81ef-dfa5f8f519fc\", \"90f2ab47-b94d-44fa-8ebd-f6e12854e67f\", \"b18cc883-d89d-44a9-be3a-c4e7510c3f76\", \"3779c675-ea55-4f2d-9596-9bc24a440d2b\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 1.164}, \"41629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-26 06:32:53.000000+00:00\", \"2021-11-07 07:42:37.000000+00:00\", \"2021-10-24 04:12:53.000000+00:00\", \"2019-01-28 18:08:11.000000+00:00\", \"2020-06-06 14:33:33.000000+00:00\", \"2022-05-23 11:46:13.000000+00:00\"], \"session_ids\": [\"0623258b-2299-4e40-862a-bdad2fc041a5\", \"44570ac8-18e7-431c-8cf5-08f841119611\", \"2fa58630-2055-4be7-ac99-b5c6f8e86542\", \"008a2079-1d35-46b8-b5e1-899b6e277058\", \"943c0a88-263f-44f0-bc97-17839e6a2520\", \"34716e08-0788-4b43-b53f-3e9ede588d13\"], \"total_duration\": 3935.0, \"total_sessions\": 6, \"mean_week_duration\": 22.746}, \"69247\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-08-18 08:42:20.000000+00:00\", \"2019-12-01 18:17:55.000000+00:00\", \"2021-03-11 09:35:35.000000+00:00\", \"2019-11-07 23:01:02.000000+00:00\"], \"session_ids\": [\"675d9b12-ca09-45c4-9556-205cab77900f\", \"3e5f5c48-1f7a-4808-95a4-6b530b25775d\", \"4540b9f9-df55-406f-b5d9-0511c473d45c\", \"c0da1058-2706-41d3-997b-ad4f5c95d7fa\"], \"total_duration\": 307.0, \"total_sessions\": 4, \"mean_week_duration\": 3.301}, \"29325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-08-19 23:57:17.000000+00:00\", \"2020-01-23 14:47:44.000000+00:00\"], \"session_ids\": [\"5f6b555c-59e2-4bc6-817f-441fba97fef1\", \"204b76a0-295c-4c0f-a4fa-57f1bb6da548\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}, \"98471\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-05 07:51:26.000000+00:00\", \"2019-10-07 05:39:10.000000+00:00\", \"2021-02-06 00:24:25.000000+00:00\", \"2021-08-04 03:53:25.000000+00:00\", \"2020-02-09 08:08:52.000000+00:00\", \"2020-09-01 07:18:44.000000+00:00\", \"2021-02-09 08:06:48.000000+00:00\", \"2022-07-07 21:06:43.000000+00:00\", \"2019-01-17 01:34:44.000000+00:00\", \"2022-02-10 08:51:11.000000+00:00\", \"2021-12-12 05:09:39.000000+00:00\"], \"session_ids\": [\"153f2755-1ebb-4fae-be63-5ccb3cfb0d3f\", \"f0a2f718-266c-4b36-b578-47975d436b8c\", \"b2b86796-f9d4-491b-a5c4-917cb7d30d63\", \"52374aec-d59a-4634-a3b0-f9c23cf7ddce\", \"5c6387c2-e37b-4254-b3d9-1a1086c8eea8\", \"028873f7-90a0-43a1-b616-dbcaeb1c2f01\", \"5a90f1a8-db54-43a2-b2f5-2adc3bd50dbd\", \"94043597-8d10-4825-9746-7ee6e2f731e0\", \"a8309963-8b2f-4d60-8f35-be5ada90bdbf\", \"4cb01809-2d8d-412f-8c25-392b1a96667c\", \"57858830-16cb-45d9-b6fd-d60783eddfd4\"], \"total_duration\": 53504.0, \"total_sessions\": 11, \"mean_week_duration\": 295.602}}\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[{\"38545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-17 01:15:27.000000+00:00\", \"2023-05-15 14:49:38.000000+00:00\", \"2023-02-14 16:15:02.000000+00:00\"], \"session_ids\": [\"0551b25a-5f08-4bf1-890d-309b42674524\", \"14e9f9d9-03fc-4d51-b292-8299327d2e3b\", \"3dfd01c2-2c81-41d5-8622-697382a1daa6\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 0.699}}, {\"19017\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-12 01:16:15.000000+00:00\", \"2022-10-10 23:24:26.000000+00:00\", \"2022-07-23 01:00:15.000000+00:00\", \"2022-07-23 23:31:31.000000+00:00\"], \"session_ids\": [\"134ce902-017b-4114-81ef-dfa5f8f519fc\", \"90f2ab47-b94d-44fa-8ebd-f6e12854e67f\", \"b18cc883-d89d-44a9-be3a-c4e7510c3f76\", \"3779c675-ea55-4f2d-9596-9bc24a440d2b\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 1.164}}, {\"29325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-08-19 23:57:17.000000+00:00\", \"2020-01-23 14:47:44.000000+00:00\"], \"session_ids\": [\"5f6b555c-59e2-4bc6-817f-441fba97fef1\", \"204b76a0-295c-4c0f-a4fa-57f1bb6da548\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}}, {\"90166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-26 01:41:46.000000+00:00\", \"2019-04-16 22:38:29.000000+00:00\"], \"session_ids\": [\"be51ca4f-c82b-4276-b37f-9318081aa8f5\", \"dbd7f60c-89f7-4d66-9147-568e7d87e00c\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 1.289}}, {\"61967\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-14 22:34:45.000000+00:00\", \"2019-06-09 11:15:45.000000+00:00\", \"2023-02-07 14:16:02.000000+00:00\"], \"session_ids\": [\"da58a1d4-0216-43f7-a722-d5a6c58b489f\", \"09ff97a5-1716-4590-a3de-3e95ee684959\", \"8dcf83a7-c7e3-4f80-9666-b58d83ce72cf\"], \"total_duration\": 362.0, \"total_sessions\": 3, \"mean_week_duration\": 1.885}}, {\"69247\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-08-18 08:42:20.000000+00:00\", \"2019-12-01 18:17:55.000000+00:00\", \"2021-03-11 09:35:35.000000+00:00\", \"2019-11-07 23:01:02.000000+00:00\"], \"session_ids\": [\"675d9b12-ca09-45c4-9556-205cab77900f\", \"3e5f5c48-1f7a-4808-95a4-6b530b25775d\", \"4540b9f9-df55-406f-b5d9-0511c473d45c\", \"c0da1058-2706-41d3-997b-ad4f5c95d7fa\"], \"total_duration\": 307.0, \"total_sessions\": 4, \"mean_week_duration\": 3.301}}, {\"41629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-26 06:32:53.000000+00:00\", \"2021-11-07 07:42:37.000000+00:00\", \"2021-10-24 04:12:53.000000+00:00\", \"2019-01-28 18:08:11.000000+00:00\", \"2020-06-06 14:33:33.000000+00:00\", \"2022-05-23 11:46:13.000000+00:00\"], \"session_ids\": [\"0623258b-2299-4e40-862a-bdad2fc041a5\", \"44570ac8-18e7-431c-8cf5-08f841119611\", \"2fa58630-2055-4be7-ac99-b5c6f8e86542\", \"008a2079-1d35-46b8-b5e1-899b6e277058\", \"943c0a88-263f-44f0-bc97-17839e6a2520\", \"34716e08-0788-4b43-b53f-3e9ede588d13\"], \"total_duration\": 3935.0, \"total_sessions\": 6, \"mean_week_duration\": 22.746}}, {\"98471\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-05 07:51:26.000000+00:00\", \"2019-10-07 05:39:10.000000+00:00\", \"2021-02-06 00:24:25.000000+00:00\", \"2021-08-04 03:53:25.000000+00:00\", \"2020-02-09 08:08:52.000000+00:00\", \"2020-09-01 07:18:44.000000+00:00\", \"2021-02-09 08:06:48.000000+00:00\", \"2022-07-07 21:06:43.000000+00:00\", \"2019-01-17 01:34:44.000000+00:00\", \"2022-02-10 08:51:11.000000+00:00\", \"2021-12-12 05:09:39.000000+00:00\"], \"session_ids\": [\"153f2755-1ebb-4fae-be63-5ccb3cfb0d3f\", \"f0a2f718-266c-4b36-b578-47975d436b8c\", \"b2b86796-f9d4-491b-a5c4-917cb7d30d63\", \"52374aec-d59a-4634-a3b0-f9c23cf7ddce\", \"5c6387c2-e37b-4254-b3d9-1a1086c8eea8\", \"028873f7-90a0-43a1-b616-dbcaeb1c2f01\", \"5a90f1a8-db54-43a2-b2f5-2adc3bd50dbd\", \"94043597-8d10-4825-9746-7ee6e2f731e0\", \"a8309963-8b2f-4d60-8f35-be5ada90bdbf\", \"4cb01809-2d8d-412f-8c25-392b1a96667c\", \"57858830-16cb-45d9-b6fd-d60783eddfd4\"], \"total_duration\": 53504.0, \"total_sessions\": 11, \"mean_week_duration\": 295.602}}]\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[{\"38545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-17 01:15:27.000000+00:00\", \"2023-05-15 14:49:38.000000+00:00\", \"2023-02-14 16:15:02.000000+00:00\"], \"session_ids\": [\"0551b25a-5f08-4bf1-890d-309b42674524\", \"14e9f9d9-03fc-4d51-b292-8299327d2e3b\", \"3dfd01c2-2c81-41d5-8622-697382a1daa6\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 0.699}}, {\"19017\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-12 01:16:15.000000+00:00\", \"2022-10-10 23:24:26.000000+00:00\", \"2022-07-23 01:00:15.000000+00:00\", \"2022-07-23 23:31:31.000000+00:00\"], \"session_ids\": [\"134ce902-017b-4114-81ef-dfa5f8f519fc\", \"90f2ab47-b94d-44fa-8ebd-f6e12854e67f\", \"b18cc883-d89d-44a9-be3a-c4e7510c3f76\", \"3779c675-ea55-4f2d-9596-9bc24a440d2b\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 1.164}}, {\"29325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-08-19 23:57:17.000000+00:00\", \"2020-01-23 14:47:44.000000+00:00\"], \"session_ids\": [\"5f6b555c-59e2-4bc6-817f-441fba97fef1\", \"204b76a0-295c-4c0f-a4fa-57f1bb6da548\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}}, {\"90166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-26 01:41:46.000000+00:00\", \"2019-04-16 22:38:29.000000+00:00\"], \"session_ids\": [\"be51ca4f-c82b-4276-b37f-9318081aa8f5\", \"dbd7f60c-89f7-4d66-9147-568e7d87e00c\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 1.289}}]\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[{\"38545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-17 01:15:27.000000+00:00\", \"2023-05-15 14:49:38.000000+00:00\", \"2023-02-14 16:15:02.000000+00:00\"], \"session_ids\": [\"0551b25a-5f08-4bf1-890d-309b42674524\", \"14e9f9d9-03fc-4d51-b292-8299327d2e3b\", \"3dfd01c2-2c81-41d5-8622-697382a1daa6\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 0.699}}, {\"19017\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-12 01:16:15.000000+00:00\", \"2022-10-10 23:24:26.000000+00:00\", \"2022-07-23 01:00:15.000000+00:00\", \"2022-07-23 23:31:31.000000+00:00\"], \"session_ids\": [\"134ce902-017b-4114-81ef-dfa5f8f519fc\", \"90f2ab47-b94d-44fa-8ebd-f6e12854e67f\", \"b18cc883-d89d-44a9-be3a-c4e7510c3f76\", \"3779c675-ea55-4f2d-9596-9bc24a440d2b\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 1.164}}, {\"29325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-08-19 23:57:17.000000+00:00\", \"2020-01-23 14:47:44.000000+00:00\"], \"session_ids\": [\"5f6b555c-59e2-4bc6-817f-441fba97fef1\", \"204b76a0-295c-4c0f-a4fa-57f1bb6da548\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 1.174}}, {\"90166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-26 01:41:46.000000+00:00\", \"2019-04-16 22:38:29.000000+00:00\"], \"session_ids\": [\"be51ca4f-c82b-4276-b37f-9318081aa8f5\", \"dbd7f60c-89f7-4d66-9147-568e7d87e00c\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 1.289}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about user whose total duration amount exceeds 4749 while staying below 550, exclusive 4749 plus do sorting by town naming in desc order also show me only 2 records." } ]
[ { "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{\"61572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-13 23:07:45.000000+00:00\", \"2021-02-18 18:04:08.000000+00:00\"], \"session_ids\": [\"ec35b0a4-064e-40e3-8c67-c17e7e7ea586\", \"6678a752-76e8-4f28-b66a-4069b34ece6b\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 14.2}, \"70336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-19 16:35:06.000000+00:00\", \"2023-01-18 05:44:11.000000+00:00\", \"2019-10-27 06:47:49.000000+00:00\", \"2023-04-01 23:21:31.000000+00:00\", \"2020-11-21 04:36:35.000000+00:00\", \"2023-06-08 23:39:13.000000+00:00\", \"2019-07-14 03:56:14.000000+00:00\", \"2021-05-12 02:51:14.000000+00:00\", \"2019-08-26 19:42:17.000000+00:00\"], \"session_ids\": [\"084dc34e-2bb6-4603-ae5b-f1de66a62c4f\", \"9d804e08-7554-4f13-a0db-7b5ab2c3ea1f\", \"8dbabbc5-297e-4696-b23e-57a41ada537f\", \"7ba1f34b-b202-4700-9a13-ed7bff1c8f09\", \"e5bfa167-1148-41e0-9bac-700c0ce7617d\", \"c24d39b2-2d1a-47b6-85b7-822fc209ac18\", \"723c92aa-9aec-4112-b850-d2fb5ca7775b\", \"32e23241-7cbf-475b-ab49-86624438e1b6\", \"d1073ce4-0309-4b7c-a161-381f124499e9\"], \"total_duration\": 810.0, \"total_sessions\": 9, \"mean_week_duration\": 3.971}, \"69954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-01-07 13:36:51.000000+00:00\", \"2020-01-29 17:10:48.000000+00:00\"], \"session_ids\": [\"4b3346e8-21e2-4d88-b77a-17501156c707\", \"9168fd65-8073-451e-a698-dc86829ad03d\"], \"total_duration\": 371.0, \"total_sessions\": 2, \"mean_week_duration\": 2.409}, \"13794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-28 15:01:57.000000+00:00\", \"2022-12-02 22:59:50.000000+00:00\"], \"session_ids\": [\"cd0ab871-44c2-4bb1-be10-d9a720e7fcb8\", \"c4d543d3-bc5d-4043-ab32-a80fa9f7ae71\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 6.75}, \"41082\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-04-08 05:12:56.000000+00:00\", \"2022-03-10 15:43:32.000000+00:00\", \"2019-02-26 03:04:02.000000+00:00\"], \"session_ids\": [\"6b9961b5-da10-4539-85fb-ffe1ff10c215\", \"fc324914-42f6-47c7-9121-4a99efc33e29\", \"7ae7eb2a-99f5-49e8-aaa9-a39159221d2d\"], \"total_duration\": 636.0, \"total_sessions\": 3, \"mean_week_duration\": 4.0}, \"39550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-29 15:41:15.000000+00:00\", \"2021-05-08 14:59:27.000000+00:00\", \"2022-05-20 10:40:41.000000+00:00\", \"2021-07-10 11:18:47.000000+00:00\", \"2019-06-24 03:10:38.000000+00:00\", \"2019-02-02 22:12:04.000000+00:00\", \"2020-02-04 00:52:21.000000+00:00\", \"2020-10-18 17:20:27.000000+00:00\", \"2022-09-21 21:09:49.000000+00:00\", \"2023-06-21 03:16:54.000000+00:00\", \"2020-05-22 03:23:19.000000+00:00\"], \"session_ids\": [\"efae155e-810e-4095-9dde-dc463611578e\", \"72302226-f1eb-453a-aa72-dc01e244dc9d\", \"377a7834-5fc3-4d94-85a9-cb14646553bb\", \"c7c65a62-b21c-4bfb-8e1d-0b28453dfd0f\", \"88575018-46b9-401d-be2f-828236ec9f76\", \"2ca48bad-facc-4866-902b-45e3e587804a\", \"b49ee59c-49dd-47e1-b071-20978121b34f\", \"5b84a80f-dfb6-4e51-8c75-f95b58ce8812\", \"12eb299a-d7ee-4755-b120-a89f211a1103\", \"186875c9-34bd-46cf-a3e8-dec41ed69d4e\", \"ab37b1d5-76dc-4737-9a8e-dee89c82c1b3\"], \"total_duration\": 8854.0, \"total_sessions\": 11, \"mean_week_duration\": 38.664}, \"84884\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-05-18 02:23:31.000000+00:00\", \"2020-10-03 09:31:54.000000+00:00\", \"2020-06-23 19:16:06.000000+00:00\", \"2020-12-17 13:05:24.000000+00:00\", \"2021-04-03 12:18:36.000000+00:00\"], \"session_ids\": [\"37b23771-6379-4305-91bb-b1db98df6cd8\", \"9e34416a-2f80-4af5-9eac-f76179920ddd\", \"d47dcba9-a4d3-447b-b57d-48a034e018d5\", \"d4270677-c0f9-4161-a1c7-162be3e7c7d4\", \"bc7289f1-8545-4a74-be84-23c836afd6d3\"], \"total_duration\": 1300.0, \"total_sessions\": 5, \"mean_week_duration\": 8.553}, \"13198\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-10 05:24:13.000000+00:00\", \"2020-02-21 10:55:25.000000+00:00\", \"2022-01-27 05:40:52.000000+00:00\"], \"session_ids\": [\"b8bca8b4-bace-4b02-b132-14d6b0ba012a\", \"843493be-0de3-49de-9164-76d8b2986cd4\", \"9c80cd01-1baf-4c7e-9c5a-a03ddf22360e\"], \"total_duration\": 739.0, \"total_sessions\": 3, \"mean_week_duration\": 7.317}, \"85222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"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\": \"Nassau\", \"datetimes\": [\"2020-05-08 08:20:32.000000+00:00\", \"2021-09-01 08:48:09.000000+00:00\", \"2022-12-11 11:11:46.000000+00:00\"], \"session_ids\": [\"179cbcff-e689-4f54-88d2-2992c8cecbe0\", \"c1d14722-8f6d-4510-941d-3c26aa9a0fd6\", \"baffac06-48be-4fa7-afac-c678e654594e\"], \"total_duration\": 306.0, \"total_sessions\": 3, \"mean_week_duration\": 2.25}, \"57193\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-23 19:58:08.000000+00:00\", \"2021-02-10 04:33:52.000000+00:00\"], \"session_ids\": [\"8d0a5db7-b2fa-40c6-9ab5-aaf3002eee8c\", \"1cf24420-138b-4f0f-886f-2873bda3f700\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 3.237}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 550 and are greater than 4749" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[550, 4749]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-13 23:07:45.000000+00:00\", \"2021-02-18 18:04:08.000000+00:00\"], \"session_ids\": [\"ec35b0a4-064e-40e3-8c67-c17e7e7ea586\", \"6678a752-76e8-4f28-b66a-4069b34ece6b\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 14.2}, \"69954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-01-07 13:36:51.000000+00:00\", \"2020-01-29 17:10:48.000000+00:00\"], \"session_ids\": [\"4b3346e8-21e2-4d88-b77a-17501156c707\", \"9168fd65-8073-451e-a698-dc86829ad03d\"], \"total_duration\": 371.0, \"total_sessions\": 2, \"mean_week_duration\": 2.409}, \"13794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-28 15:01:57.000000+00:00\", \"2022-12-02 22:59:50.000000+00:00\"], \"session_ids\": [\"cd0ab871-44c2-4bb1-be10-d9a720e7fcb8\", \"c4d543d3-bc5d-4043-ab32-a80fa9f7ae71\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 6.75}, \"85222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"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\": \"Nassau\", \"datetimes\": [\"2020-05-08 08:20:32.000000+00:00\", \"2021-09-01 08:48:09.000000+00:00\", \"2022-12-11 11:11:46.000000+00:00\"], \"session_ids\": [\"179cbcff-e689-4f54-88d2-2992c8cecbe0\", \"c1d14722-8f6d-4510-941d-3c26aa9a0fd6\", \"baffac06-48be-4fa7-afac-c678e654594e\"], \"total_duration\": 306.0, \"total_sessions\": 3, \"mean_week_duration\": 2.25}, \"57193\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-23 19:58:08.000000+00:00\", \"2021-02-10 04:33:52.000000+00:00\"], \"session_ids\": [\"8d0a5db7-b2fa-40c6-9ab5-aaf3002eee8c\", \"1cf24420-138b-4f0f-886f-2873bda3f700\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 3.237}, \"39550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-29 15:41:15.000000+00:00\", \"2021-05-08 14:59:27.000000+00:00\", \"2022-05-20 10:40:41.000000+00:00\", \"2021-07-10 11:18:47.000000+00:00\", \"2019-06-24 03:10:38.000000+00:00\", \"2019-02-02 22:12:04.000000+00:00\", \"2020-02-04 00:52:21.000000+00:00\", \"2020-10-18 17:20:27.000000+00:00\", \"2022-09-21 21:09:49.000000+00:00\", \"2023-06-21 03:16:54.000000+00:00\", \"2020-05-22 03:23:19.000000+00:00\"], \"session_ids\": [\"efae155e-810e-4095-9dde-dc463611578e\", \"72302226-f1eb-453a-aa72-dc01e244dc9d\", \"377a7834-5fc3-4d94-85a9-cb14646553bb\", \"c7c65a62-b21c-4bfb-8e1d-0b28453dfd0f\", \"88575018-46b9-401d-be2f-828236ec9f76\", \"2ca48bad-facc-4866-902b-45e3e587804a\", \"b49ee59c-49dd-47e1-b071-20978121b34f\", \"5b84a80f-dfb6-4e51-8c75-f95b58ce8812\", \"12eb299a-d7ee-4755-b120-a89f211a1103\", \"186875c9-34bd-46cf-a3e8-dec41ed69d4e\", \"ab37b1d5-76dc-4737-9a8e-dee89c82c1b3\"], \"total_duration\": 8854.0, \"total_sessions\": 11, \"mean_week_duration\": 38.664}}\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[{\"13794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-28 15:01:57.000000+00:00\", \"2022-12-02 22:59:50.000000+00:00\"], \"session_ids\": [\"cd0ab871-44c2-4bb1-be10-d9a720e7fcb8\", \"c4d543d3-bc5d-4043-ab32-a80fa9f7ae71\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 6.75}}, {\"57193\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-23 19:58:08.000000+00:00\", \"2021-02-10 04:33:52.000000+00:00\"], \"session_ids\": [\"8d0a5db7-b2fa-40c6-9ab5-aaf3002eee8c\", \"1cf24420-138b-4f0f-886f-2873bda3f700\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 3.237}}, {\"85222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"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\": \"Nassau\", \"datetimes\": [\"2020-05-08 08:20:32.000000+00:00\", \"2021-09-01 08:48:09.000000+00:00\", \"2022-12-11 11:11:46.000000+00:00\"], \"session_ids\": [\"179cbcff-e689-4f54-88d2-2992c8cecbe0\", \"c1d14722-8f6d-4510-941d-3c26aa9a0fd6\", \"baffac06-48be-4fa7-afac-c678e654594e\"], \"total_duration\": 306.0, \"total_sessions\": 3, \"mean_week_duration\": 2.25}}, {\"61572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-13 23:07:45.000000+00:00\", \"2021-02-18 18:04:08.000000+00:00\"], \"session_ids\": [\"ec35b0a4-064e-40e3-8c67-c17e7e7ea586\", \"6678a752-76e8-4f28-b66a-4069b34ece6b\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 14.2}}, {\"69954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-01-07 13:36:51.000000+00:00\", \"2020-01-29 17:10:48.000000+00:00\"], \"session_ids\": [\"4b3346e8-21e2-4d88-b77a-17501156c707\", \"9168fd65-8073-451e-a698-dc86829ad03d\"], \"total_duration\": 371.0, \"total_sessions\": 2, \"mean_week_duration\": 2.409}}, {\"39550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-29 15:41:15.000000+00:00\", \"2021-05-08 14:59:27.000000+00:00\", \"2022-05-20 10:40:41.000000+00:00\", \"2021-07-10 11:18:47.000000+00:00\", \"2019-06-24 03:10:38.000000+00:00\", \"2019-02-02 22:12:04.000000+00:00\", \"2020-02-04 00:52:21.000000+00:00\", \"2020-10-18 17:20:27.000000+00:00\", \"2022-09-21 21:09:49.000000+00:00\", \"2023-06-21 03:16:54.000000+00:00\", \"2020-05-22 03:23:19.000000+00:00\"], \"session_ids\": [\"efae155e-810e-4095-9dde-dc463611578e\", \"72302226-f1eb-453a-aa72-dc01e244dc9d\", \"377a7834-5fc3-4d94-85a9-cb14646553bb\", \"c7c65a62-b21c-4bfb-8e1d-0b28453dfd0f\", \"88575018-46b9-401d-be2f-828236ec9f76\", \"2ca48bad-facc-4866-902b-45e3e587804a\", \"b49ee59c-49dd-47e1-b071-20978121b34f\", \"5b84a80f-dfb6-4e51-8c75-f95b58ce8812\", \"12eb299a-d7ee-4755-b120-a89f211a1103\", \"186875c9-34bd-46cf-a3e8-dec41ed69d4e\", \"ab37b1d5-76dc-4737-9a8e-dee89c82c1b3\"], \"total_duration\": 8854.0, \"total_sessions\": 11, \"mean_week_duration\": 38.664}}]\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[{\"13794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-28 15:01:57.000000+00:00\", \"2022-12-02 22:59:50.000000+00:00\"], \"session_ids\": [\"cd0ab871-44c2-4bb1-be10-d9a720e7fcb8\", \"c4d543d3-bc5d-4043-ab32-a80fa9f7ae71\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 6.75}}, {\"57193\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-23 19:58:08.000000+00:00\", \"2021-02-10 04:33:52.000000+00:00\"], \"session_ids\": [\"8d0a5db7-b2fa-40c6-9ab5-aaf3002eee8c\", \"1cf24420-138b-4f0f-886f-2873bda3f700\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 3.237}}]\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[{\"13794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-28 15:01:57.000000+00:00\", \"2022-12-02 22:59:50.000000+00:00\"], \"session_ids\": [\"cd0ab871-44c2-4bb1-be10-d9a720e7fcb8\", \"c4d543d3-bc5d-4043-ab32-a80fa9f7ae71\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 6.75}}, {\"57193\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-23 19:58:08.000000+00:00\", \"2021-02-10 04:33:52.000000+00:00\"], \"session_ids\": [\"8d0a5db7-b2fa-40c6-9ab5-aaf3002eee8c\", \"1cf24420-138b-4f0f-886f-2873bda3f700\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 3.237}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 4 users who have mean week duration less than 20 (not including) as well as carry out sorting by aver of time using the app per week form the lowest to the highest as well as 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{\"89122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-06-06 13:23:22.000000+00:00\", \"2022-11-15 04:03:31.000000+00:00\"], \"session_ids\": [\"c43e6ac2-55ec-4b65-8a12-2aca9ca4d4c3\", \"a4838884-27f3-4239-8138-624cd3de01af\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 5.621}, \"49650\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-11 21:30:12.000000+00:00\", \"2019-07-26 19:21:08.000000+00:00\"], \"session_ids\": [\"61fb47ed-17d0-4ea3-88b9-d07c61d1e2bd\", \"965e7d6a-0f0c-4351-b250-93d4f9ba0b81\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 1.679}, \"74744\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-17 21:36:02.000000+00:00\", \"2020-06-22 19:14:49.000000+00:00\"], \"session_ids\": [\"4856354e-9027-4984-b578-074325891472\", \"6938e34c-f8a7-4201-bf49-ad79cb62d86e\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 458.0}, \"97826\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-21 19:52:44.000000+00:00\", \"2020-03-28 11:02:19.000000+00:00\", \"2021-09-07 13:35:34.000000+00:00\"], \"session_ids\": [\"afa1c31d-41b4-4c2a-b478-f0a07e9a2e2c\", \"3bce6e2e-535f-4f4e-bc0f-1cb4e6418e1d\", \"1a82910b-1674-4064-8d02-df29e9257435\"], \"total_duration\": 359.0, \"total_sessions\": 3, \"mean_week_duration\": 3.663}, \"29362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-09 03:19:58.000000+00:00\", \"2022-02-13 02:18:36.000000+00:00\"], \"session_ids\": [\"3b8c952d-c3cd-4eb3-8858-76c8ee5851c8\", \"e17c15b6-1737-4764-b53f-b03e60d199a4\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 3.348}, \"72170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-21 19:59:28.000000+00:00\", \"2019-06-02 19:48:47.000000+00:00\", \"2021-11-18 04:09:14.000000+00:00\", \"2020-05-17 15:22:02.000000+00:00\", \"2023-05-29 07:04:43.000000+00:00\", \"2019-04-08 09:56:38.000000+00:00\", \"2020-11-13 12:37:01.000000+00:00\", \"2022-10-15 17:05:28.000000+00:00\"], \"session_ids\": [\"1d7866c2-a536-4ec0-8d16-5048ba93bc4b\", \"e2cbf5d4-b00d-4de7-88c0-33cd8b0ae927\", \"6ee68703-f308-4676-aaa8-eae9a7c660b7\", \"3d5357c7-f3a6-4676-bccf-ecacaa291aa2\", \"2f6096da-0340-47d3-b173-fbe47d1b7c8a\", \"cc3029c6-9463-49fb-af86-c5ee3d9b2243\", \"2a9e1f2e-9823-46a2-bcf0-a00b813357c6\", \"36c974b2-89ea-4aa8-9c42-94d18a47fc12\"], \"total_duration\": 615.0, \"total_sessions\": 8, \"mean_week_duration\": 2.847}, \"78308\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-10-07 12:02:43.000000+00:00\", \"2022-02-08 14:30:26.000000+00:00\", \"2020-01-10 20:34:07.000000+00:00\"], \"session_ids\": [\"b06e5a3f-f6c0-46cb-a1ab-1e713782f121\", \"61d38ce8-3948-499a-ab8a-1e56b2926e0e\", \"31f137bc-0def-4a61-b1a1-eba3dc04dae1\"], \"total_duration\": 359.0, \"total_sessions\": 3, \"mean_week_duration\": 2.51}, \"35736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-01 07:06:01.000000+00:00\", \"2022-06-29 21:29:55.000000+00:00\"], \"session_ids\": [\"4bc99cd8-fcf8-440b-adb7-38d1f6e83b65\", \"01e7d9e4-b6ce-4a3b-b887-a951e80a42dc\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}, \"34507\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-14 18:45:05.000000+00:00\", \"2022-03-25 13:42:42.000000+00:00\", \"2021-04-26 13:08:10.000000+00:00\"], \"session_ids\": [\"05dbada1-afd3-4f5a-93fc-a5bfc6be97fe\", \"c00083f8-bbe5-4628-b41b-9984a6d14bc4\", \"1fe71c5c-546a-4403-bfcc-d59de35ab287\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.886}, \"18098\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-05 21:20:04.000000+00:00\", \"2019-11-13 16:20:41.000000+00:00\", \"2023-01-02 08:15:20.000000+00:00\", \"2019-07-25 12:17:14.000000+00:00\", \"2022-03-11 15:43:44.000000+00:00\", \"2023-06-09 12:06:38.000000+00:00\", \"2021-06-10 00:59:25.000000+00:00\", \"2019-07-12 18:17:14.000000+00:00\"], \"session_ids\": [\"217e5792-e41d-447d-8f45-3c9fe01a462f\", \"6a7e13db-58c5-4d3d-a153-1bd9a4694db4\", \"764ad0ae-31b1-434c-b62f-a37bc9c38232\", \"3c106fe6-ae9c-4153-aa0b-8bfe5826fab3\", \"ac2bbde4-55b3-4c93-b079-23515ccbab56\", \"819b5028-f1ae-4501-bd2d-aafd184c96c3\", \"98bcb27a-fbbf-4094-9ee8-197bdda66a11\", \"924a5546-2542-4898-b4f5-7bf72ca7043c\"], \"total_duration\": 9587.0, \"total_sessions\": 8, \"mean_week_duration\": 46.995}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 20" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 37]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-06-06 13:23:22.000000+00:00\", \"2022-11-15 04:03:31.000000+00:00\"], \"session_ids\": [\"c43e6ac2-55ec-4b65-8a12-2aca9ca4d4c3\", \"a4838884-27f3-4239-8138-624cd3de01af\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 5.621}, \"49650\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-11 21:30:12.000000+00:00\", \"2019-07-26 19:21:08.000000+00:00\"], \"session_ids\": [\"61fb47ed-17d0-4ea3-88b9-d07c61d1e2bd\", \"965e7d6a-0f0c-4351-b250-93d4f9ba0b81\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 1.679}, \"97826\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-21 19:52:44.000000+00:00\", \"2020-03-28 11:02:19.000000+00:00\", \"2021-09-07 13:35:34.000000+00:00\"], \"session_ids\": [\"afa1c31d-41b4-4c2a-b478-f0a07e9a2e2c\", \"3bce6e2e-535f-4f4e-bc0f-1cb4e6418e1d\", \"1a82910b-1674-4064-8d02-df29e9257435\"], \"total_duration\": 359.0, \"total_sessions\": 3, \"mean_week_duration\": 3.663}, \"29362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-09 03:19:58.000000+00:00\", \"2022-02-13 02:18:36.000000+00:00\"], \"session_ids\": [\"3b8c952d-c3cd-4eb3-8858-76c8ee5851c8\", \"e17c15b6-1737-4764-b53f-b03e60d199a4\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 3.348}, \"72170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-21 19:59:28.000000+00:00\", \"2019-06-02 19:48:47.000000+00:00\", \"2021-11-18 04:09:14.000000+00:00\", \"2020-05-17 15:22:02.000000+00:00\", \"2023-05-29 07:04:43.000000+00:00\", \"2019-04-08 09:56:38.000000+00:00\", \"2020-11-13 12:37:01.000000+00:00\", \"2022-10-15 17:05:28.000000+00:00\"], \"session_ids\": [\"1d7866c2-a536-4ec0-8d16-5048ba93bc4b\", \"e2cbf5d4-b00d-4de7-88c0-33cd8b0ae927\", \"6ee68703-f308-4676-aaa8-eae9a7c660b7\", \"3d5357c7-f3a6-4676-bccf-ecacaa291aa2\", \"2f6096da-0340-47d3-b173-fbe47d1b7c8a\", \"cc3029c6-9463-49fb-af86-c5ee3d9b2243\", \"2a9e1f2e-9823-46a2-bcf0-a00b813357c6\", \"36c974b2-89ea-4aa8-9c42-94d18a47fc12\"], \"total_duration\": 615.0, \"total_sessions\": 8, \"mean_week_duration\": 2.847}, \"78308\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-10-07 12:02:43.000000+00:00\", \"2022-02-08 14:30:26.000000+00:00\", \"2020-01-10 20:34:07.000000+00:00\"], \"session_ids\": [\"b06e5a3f-f6c0-46cb-a1ab-1e713782f121\", \"61d38ce8-3948-499a-ab8a-1e56b2926e0e\", \"31f137bc-0def-4a61-b1a1-eba3dc04dae1\"], \"total_duration\": 359.0, \"total_sessions\": 3, \"mean_week_duration\": 2.51}, \"35736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-01 07:06:01.000000+00:00\", \"2022-06-29 21:29:55.000000+00:00\"], \"session_ids\": [\"4bc99cd8-fcf8-440b-adb7-38d1f6e83b65\", \"01e7d9e4-b6ce-4a3b-b887-a951e80a42dc\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}, \"34507\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-14 18:45:05.000000+00:00\", \"2022-03-25 13:42:42.000000+00:00\", \"2021-04-26 13:08:10.000000+00:00\"], \"session_ids\": [\"05dbada1-afd3-4f5a-93fc-a5bfc6be97fe\", \"c00083f8-bbe5-4628-b41b-9984a6d14bc4\", \"1fe71c5c-546a-4403-bfcc-d59de35ab287\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.886}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"35736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-01 07:06:01.000000+00:00\", \"2022-06-29 21:29:55.000000+00:00\"], \"session_ids\": [\"4bc99cd8-fcf8-440b-adb7-38d1f6e83b65\", \"01e7d9e4-b6ce-4a3b-b887-a951e80a42dc\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}}, {\"49650\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-11 21:30:12.000000+00:00\", \"2019-07-26 19:21:08.000000+00:00\"], \"session_ids\": [\"61fb47ed-17d0-4ea3-88b9-d07c61d1e2bd\", \"965e7d6a-0f0c-4351-b250-93d4f9ba0b81\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 1.679}}, {\"34507\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-14 18:45:05.000000+00:00\", \"2022-03-25 13:42:42.000000+00:00\", \"2021-04-26 13:08:10.000000+00:00\"], \"session_ids\": [\"05dbada1-afd3-4f5a-93fc-a5bfc6be97fe\", \"c00083f8-bbe5-4628-b41b-9984a6d14bc4\", \"1fe71c5c-546a-4403-bfcc-d59de35ab287\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.886}}, {\"78308\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-10-07 12:02:43.000000+00:00\", \"2022-02-08 14:30:26.000000+00:00\", \"2020-01-10 20:34:07.000000+00:00\"], \"session_ids\": [\"b06e5a3f-f6c0-46cb-a1ab-1e713782f121\", \"61d38ce8-3948-499a-ab8a-1e56b2926e0e\", \"31f137bc-0def-4a61-b1a1-eba3dc04dae1\"], \"total_duration\": 359.0, \"total_sessions\": 3, \"mean_week_duration\": 2.51}}, {\"72170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-21 19:59:28.000000+00:00\", \"2019-06-02 19:48:47.000000+00:00\", \"2021-11-18 04:09:14.000000+00:00\", \"2020-05-17 15:22:02.000000+00:00\", \"2023-05-29 07:04:43.000000+00:00\", \"2019-04-08 09:56:38.000000+00:00\", \"2020-11-13 12:37:01.000000+00:00\", \"2022-10-15 17:05:28.000000+00:00\"], \"session_ids\": [\"1d7866c2-a536-4ec0-8d16-5048ba93bc4b\", \"e2cbf5d4-b00d-4de7-88c0-33cd8b0ae927\", \"6ee68703-f308-4676-aaa8-eae9a7c660b7\", \"3d5357c7-f3a6-4676-bccf-ecacaa291aa2\", \"2f6096da-0340-47d3-b173-fbe47d1b7c8a\", \"cc3029c6-9463-49fb-af86-c5ee3d9b2243\", \"2a9e1f2e-9823-46a2-bcf0-a00b813357c6\", \"36c974b2-89ea-4aa8-9c42-94d18a47fc12\"], \"total_duration\": 615.0, \"total_sessions\": 8, \"mean_week_duration\": 2.847}}, {\"29362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-09 03:19:58.000000+00:00\", \"2022-02-13 02:18:36.000000+00:00\"], \"session_ids\": [\"3b8c952d-c3cd-4eb3-8858-76c8ee5851c8\", \"e17c15b6-1737-4764-b53f-b03e60d199a4\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 3.348}}, {\"97826\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-21 19:52:44.000000+00:00\", \"2020-03-28 11:02:19.000000+00:00\", \"2021-09-07 13:35:34.000000+00:00\"], \"session_ids\": [\"afa1c31d-41b4-4c2a-b478-f0a07e9a2e2c\", \"3bce6e2e-535f-4f4e-bc0f-1cb4e6418e1d\", \"1a82910b-1674-4064-8d02-df29e9257435\"], \"total_duration\": 359.0, \"total_sessions\": 3, \"mean_week_duration\": 3.663}}, {\"89122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-06-06 13:23:22.000000+00:00\", \"2022-11-15 04:03:31.000000+00:00\"], \"session_ids\": [\"c43e6ac2-55ec-4b65-8a12-2aca9ca4d4c3\", \"a4838884-27f3-4239-8138-624cd3de01af\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 5.621}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"35736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-01 07:06:01.000000+00:00\", \"2022-06-29 21:29:55.000000+00:00\"], \"session_ids\": [\"4bc99cd8-fcf8-440b-adb7-38d1f6e83b65\", \"01e7d9e4-b6ce-4a3b-b887-a951e80a42dc\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}}, {\"49650\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-11 21:30:12.000000+00:00\", \"2019-07-26 19:21:08.000000+00:00\"], \"session_ids\": [\"61fb47ed-17d0-4ea3-88b9-d07c61d1e2bd\", \"965e7d6a-0f0c-4351-b250-93d4f9ba0b81\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 1.679}}, {\"34507\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-14 18:45:05.000000+00:00\", \"2022-03-25 13:42:42.000000+00:00\", \"2021-04-26 13:08:10.000000+00:00\"], \"session_ids\": [\"05dbada1-afd3-4f5a-93fc-a5bfc6be97fe\", \"c00083f8-bbe5-4628-b41b-9984a6d14bc4\", \"1fe71c5c-546a-4403-bfcc-d59de35ab287\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.886}}]\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[{\"35736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-01 07:06:01.000000+00:00\", \"2022-06-29 21:29:55.000000+00:00\"], \"session_ids\": [\"4bc99cd8-fcf8-440b-adb7-38d1f6e83b65\", \"01e7d9e4-b6ce-4a3b-b887-a951e80a42dc\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}}, {\"49650\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-11 21:30:12.000000+00:00\", \"2019-07-26 19:21:08.000000+00:00\"], \"session_ids\": [\"61fb47ed-17d0-4ea3-88b9-d07c61d1e2bd\", \"965e7d6a-0f0c-4351-b250-93d4f9ba0b81\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 1.679}}, {\"34507\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-14 18:45:05.000000+00:00\", \"2022-03-25 13:42:42.000000+00:00\", \"2021-04-26 13:08:10.000000+00:00\"], \"session_ids\": [\"05dbada1-afd3-4f5a-93fc-a5bfc6be97fe\", \"c00083f8-bbe5-4628-b41b-9984a6d14bc4\", \"1fe71c5c-546a-4403-bfcc-d59de35ab287\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.886}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 3 users whose quantity of sessions is bigger than 4 and smaller than 10 and in addition apply sorting by app usage time from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-20 17:31:46.000000+00:00\", \"2022-12-26 11:45:49.000000+00:00\", \"2021-08-28 18:19:44.000000+00:00\"], \"session_ids\": [\"04e5062a-3889-48c6-871c-0e82f58e465f\", \"c0b909db-d62e-4803-b73a-5e21f22629c7\", \"b8811473-7e9d-4143-9a27-2e42d989c358\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 1.481}, \"78940\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-12-17 02:21:13.000000+00:00\", \"2022-03-25 17:48:35.000000+00:00\"], \"session_ids\": [\"45af0f8e-b97c-45e9-8a64-887ab727bb1a\", \"b0a3c191-ea98-4660-b2b5-23c65dbefcae\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 10.605}, \"7203\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-22 03:08:10.000000+00:00\", \"2021-12-03 13:32:01.000000+00:00\"], \"session_ids\": [\"ef693602-c7e4-4199-9d33-ef514b4ef8f3\", \"c5027826-7a31-4360-89e4-ea6c77b1ec9e\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.531}, \"40571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-21 01:05:52.000000+00:00\", \"2021-03-28 04:55:42.000000+00:00\"], \"session_ids\": [\"9a4ad8e0-c638-4a12-bf0e-7cf334789c59\", \"5f2b1266-5307-45fa-b16e-96b00ffdb06b\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 4.634}, \"46508\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-15 02:15:33.000000+00:00\", \"2023-04-07 20:38:58.000000+00:00\"], \"session_ids\": [\"52df10fc-1c3e-4fe6-af94-eb4bd36256ec\", \"1b7497b3-6a46-4328-aa42-bc171eac6cab\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 110.75}, \"25510\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-01-18 14:43:28.000000+00:00\", \"2019-11-01 22:12:28.000000+00:00\"], \"session_ids\": [\"c956fc4b-1ffb-4924-8f82-7eb232d62937\", \"371dac9e-6113-4247-bda5-b3b0913e787d\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"99877\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-10-19 23:04:24.000000+00:00\", \"2020-08-10 07:15:37.000000+00:00\", \"2022-05-10 22:15:09.000000+00:00\"], \"session_ids\": [\"561572ed-f023-434e-b118-de5bd3cbcb0e\", \"9fdc7c27-fffc-43b2-a479-540bedbcd694\", \"c722c840-6dba-4da7-b08b-84e71d535fb1\"], \"total_duration\": 429.0, \"total_sessions\": 3, \"mean_week_duration\": 3.73}, \"51645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-22 12:46:59.000000+00:00\", \"2023-01-21 23:19:25.000000+00:00\", \"2019-01-31 07:36:09.000000+00:00\", \"2022-01-19 20:08:03.000000+00:00\", \"2020-08-15 08:03:05.000000+00:00\", \"2021-05-23 23:59:38.000000+00:00\", \"2020-04-27 07:54:35.000000+00:00\"], \"session_ids\": [\"2e942ba8-4c2b-4780-a8d4-2cb1d1665e54\", \"a1fd8078-50fe-4100-8b7b-e6744514b8e0\", \"edb3d3a3-422c-4016-be85-85d9d824fba0\", \"113eacf8-d688-48d0-acb2-afeb480507a5\", \"44d0b9d0-02b9-4f32-97a2-433c8a988737\", \"bcc4a49b-6c9b-454a-bacb-df531ea131a2\", \"7830dfff-5595-4323-a775-1605f3dc5c17\"], \"total_duration\": 6313.0, \"total_sessions\": 7, \"mean_week_duration\": 30.351}, \"70220\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-01-11 21:03:11.000000+00:00\", \"2023-03-24 01:11:30.000000+00:00\"], \"session_ids\": [\"5868eaa5-cd82-4fa0-8f88-7a6c69edda61\", \"9f0d7461-13fe-40b0-8b84-6e3d8c38b3b4\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}, \"11863\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-06 17:58:34.000000+00:00\", \"2020-05-12 18:22:36.000000+00:00\", \"2020-03-03 18:04:26.000000+00:00\", \"2021-10-02 02:52:41.000000+00:00\"], \"session_ids\": [\"7dd45122-d97f-437f-a56c-96ba65a49d81\", \"3aaab076-8d21-4cde-9fc2-f5ee57522ecd\", \"2c761321-e479-403b-9b71-63969d0764ce\", \"51dcb890-6d03-4c50-bae4-050845733a73\"], \"total_duration\": 404.0, \"total_sessions\": 4, \"mean_week_duration\": 4.253}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 4 and are equal or less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"51645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-22 12:46:59.000000+00:00\", \"2023-01-21 23:19:25.000000+00:00\", \"2019-01-31 07:36:09.000000+00:00\", \"2022-01-19 20:08:03.000000+00:00\", \"2020-08-15 08:03:05.000000+00:00\", \"2021-05-23 23:59:38.000000+00:00\", \"2020-04-27 07:54:35.000000+00:00\"], \"session_ids\": [\"2e942ba8-4c2b-4780-a8d4-2cb1d1665e54\", \"a1fd8078-50fe-4100-8b7b-e6744514b8e0\", \"edb3d3a3-422c-4016-be85-85d9d824fba0\", \"113eacf8-d688-48d0-acb2-afeb480507a5\", \"44d0b9d0-02b9-4f32-97a2-433c8a988737\", \"bcc4a49b-6c9b-454a-bacb-df531ea131a2\", \"7830dfff-5595-4323-a775-1605f3dc5c17\"], \"total_duration\": 6313.0, \"total_sessions\": 7, \"mean_week_duration\": 30.351}, \"11863\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-06 17:58:34.000000+00:00\", \"2020-05-12 18:22:36.000000+00:00\", \"2020-03-03 18:04:26.000000+00:00\", \"2021-10-02 02:52:41.000000+00:00\"], \"session_ids\": [\"7dd45122-d97f-437f-a56c-96ba65a49d81\", \"3aaab076-8d21-4cde-9fc2-f5ee57522ecd\", \"2c761321-e479-403b-9b71-63969d0764ce\", \"51dcb890-6d03-4c50-bae4-050845733a73\"], \"total_duration\": 404.0, \"total_sessions\": 4, \"mean_week_duration\": 4.253}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by 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[{\"51645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-22 12:46:59.000000+00:00\", \"2023-01-21 23:19:25.000000+00:00\", \"2019-01-31 07:36:09.000000+00:00\", \"2022-01-19 20:08:03.000000+00:00\", \"2020-08-15 08:03:05.000000+00:00\", \"2021-05-23 23:59:38.000000+00:00\", \"2020-04-27 07:54:35.000000+00:00\"], \"session_ids\": [\"2e942ba8-4c2b-4780-a8d4-2cb1d1665e54\", \"a1fd8078-50fe-4100-8b7b-e6744514b8e0\", \"edb3d3a3-422c-4016-be85-85d9d824fba0\", \"113eacf8-d688-48d0-acb2-afeb480507a5\", \"44d0b9d0-02b9-4f32-97a2-433c8a988737\", \"bcc4a49b-6c9b-454a-bacb-df531ea131a2\", \"7830dfff-5595-4323-a775-1605f3dc5c17\"], \"total_duration\": 6313.0, \"total_sessions\": 7, \"mean_week_duration\": 30.351}}, {\"11863\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-06 17:58:34.000000+00:00\", \"2020-05-12 18:22:36.000000+00:00\", \"2020-03-03 18:04:26.000000+00:00\", \"2021-10-02 02:52:41.000000+00:00\"], \"session_ids\": [\"7dd45122-d97f-437f-a56c-96ba65a49d81\", \"3aaab076-8d21-4cde-9fc2-f5ee57522ecd\", \"2c761321-e479-403b-9b71-63969d0764ce\", \"51dcb890-6d03-4c50-bae4-050845733a73\"], \"total_duration\": 404.0, \"total_sessions\": 4, \"mean_week_duration\": 4.253}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-22 12:46:59.000000+00:00\", \"2023-01-21 23:19:25.000000+00:00\", \"2019-01-31 07:36:09.000000+00:00\", \"2022-01-19 20:08:03.000000+00:00\", \"2020-08-15 08:03:05.000000+00:00\", \"2021-05-23 23:59:38.000000+00:00\", \"2020-04-27 07:54:35.000000+00:00\"], \"session_ids\": [\"2e942ba8-4c2b-4780-a8d4-2cb1d1665e54\", \"a1fd8078-50fe-4100-8b7b-e6744514b8e0\", \"edb3d3a3-422c-4016-be85-85d9d824fba0\", \"113eacf8-d688-48d0-acb2-afeb480507a5\", \"44d0b9d0-02b9-4f32-97a2-433c8a988737\", \"bcc4a49b-6c9b-454a-bacb-df531ea131a2\", \"7830dfff-5595-4323-a775-1605f3dc5c17\"], \"total_duration\": 6313.0, \"total_sessions\": 7, \"mean_week_duration\": 30.351}}, {\"11863\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-06 17:58:34.000000+00:00\", \"2020-05-12 18:22:36.000000+00:00\", \"2020-03-03 18:04:26.000000+00:00\", \"2021-10-02 02:52:41.000000+00:00\"], \"session_ids\": [\"7dd45122-d97f-437f-a56c-96ba65a49d81\", \"3aaab076-8d21-4cde-9fc2-f5ee57522ecd\", \"2c761321-e479-403b-9b71-63969d0764ce\", \"51dcb890-6d03-4c50-bae4-050845733a73\"], \"total_duration\": 404.0, \"total_sessions\": 4, \"mean_week_duration\": 4.253}}]\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[{\"51645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-22 12:46:59.000000+00:00\", \"2023-01-21 23:19:25.000000+00:00\", \"2019-01-31 07:36:09.000000+00:00\", \"2022-01-19 20:08:03.000000+00:00\", \"2020-08-15 08:03:05.000000+00:00\", \"2021-05-23 23:59:38.000000+00:00\", \"2020-04-27 07:54:35.000000+00:00\"], \"session_ids\": [\"2e942ba8-4c2b-4780-a8d4-2cb1d1665e54\", \"a1fd8078-50fe-4100-8b7b-e6744514b8e0\", \"edb3d3a3-422c-4016-be85-85d9d824fba0\", \"113eacf8-d688-48d0-acb2-afeb480507a5\", \"44d0b9d0-02b9-4f32-97a2-433c8a988737\", \"bcc4a49b-6c9b-454a-bacb-df531ea131a2\", \"7830dfff-5595-4323-a775-1605f3dc5c17\"], \"total_duration\": 6313.0, \"total_sessions\": 7, \"mean_week_duration\": 30.351}}, {\"11863\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-06 17:58:34.000000+00:00\", \"2020-05-12 18:22:36.000000+00:00\", \"2020-03-03 18:04:26.000000+00:00\", \"2021-10-02 02:52:41.000000+00:00\"], \"session_ids\": [\"7dd45122-d97f-437f-a56c-96ba65a49d81\", \"3aaab076-8d21-4cde-9fc2-f5ee57522ecd\", \"2c761321-e479-403b-9b71-63969d0764ce\", \"51dcb890-6d03-4c50-bae4-050845733a73\"], \"total_duration\": 404.0, \"total_sessions\": 4, \"mean_week_duration\": 4.253}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show 8 users to me whose sessions count exceeds 7 while staying below 3, exclusively 3 and 7 , implement sorting by total sessions risingly and show me only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96229\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-03 14:57:07.000000+00:00\", \"2022-09-30 23:55:18.000000+00:00\", \"2022-11-13 11:23:59.000000+00:00\", \"2021-02-04 12:09:39.000000+00:00\", \"2020-03-18 18:39:45.000000+00:00\", \"2021-01-23 15:36:43.000000+00:00\", \"2022-06-18 20:20:12.000000+00:00\", \"2019-09-26 23:28:54.000000+00:00\", \"2021-09-09 16:31:48.000000+00:00\"], \"session_ids\": [\"18614264-252b-4689-b8f6-b8116b63aeb2\", \"1b822467-b70b-4a18-b38a-56b7bb8d893b\", \"66f496a6-aa18-41c5-a63e-46b6193f9eb2\", \"1b67f05a-569b-43a5-a64f-86789ba3123c\", \"599d30a0-3a8c-4116-a3ac-406409913da0\", \"e2c68472-7514-4671-ad35-7612f48f9c9a\", \"8456f330-3270-41fb-9dda-9b7080f17952\", \"d9aac247-783b-4b54-91fd-d3a3292a4e3f\", \"dcf96d0f-73ba-4c36-9947-35ed6d8af03e\"], \"total_duration\": 16582.0, \"total_sessions\": 9, \"mean_week_duration\": 101.11}, \"54215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-22 17:19:16.000000+00:00\", \"2019-07-24 01:10:59.000000+00:00\", \"2021-04-28 14:20:11.000000+00:00\", \"2019-04-26 01:36:21.000000+00:00\"], \"session_ids\": [\"0257a43a-29fc-464e-90c8-b30fdd0936cc\", \"c71a6bbe-7664-4f8d-9385-b0d1d1ae38a1\", \"28e4e4e4-4d93-4009-a503-98b380052857\", \"4683e3b1-934f-4e2e-b28c-7bb55b2de748\"], \"total_duration\": 540.0, \"total_sessions\": 4, \"mean_week_duration\": 5.143}, \"9849\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-24 05:28:13.000000+00:00\", \"2019-11-29 06:13:11.000000+00:00\"], \"session_ids\": [\"2c2303a9-81b9-48a1-b375-768bdb0768c3\", \"49074fae-ff1e-4c65-956f-139937aae63d\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.22}, \"98620\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-19 12:18:23.000000+00:00\", \"2019-12-24 15:37:55.000000+00:00\"], \"session_ids\": [\"1d48f66c-16a7-461f-99d0-9c2bdfdbb77a\", \"034941f6-0138-4686-bb83-6150f86b2a8f\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 8.238}, \"89801\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-19 20:57:29.000000+00:00\", \"2021-04-01 11:40:32.000000+00:00\"], \"session_ids\": [\"a7315130-4a27-4827-93bb-c320a93e6100\", \"f6f2f235-0711-4936-9780-7743b939c8de\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 87.333}, \"92783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-12 05:37:38.000000+00:00\", \"2021-01-11 03:29:28.000000+00:00\"], \"session_ids\": [\"72b74cc9-648e-4bed-ad79-e96e5ee646dd\", \"5da915f1-1725-4142-9e7a-1108961e0c42\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 3.38}, \"74123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-11 10:23:58.000000+00:00\", \"2020-08-04 00:35:38.000000+00:00\"], \"session_ids\": [\"2c16628f-947e-4b0c-a0ea-1fdba993fed6\", \"b226b9d3-de9f-4d58-8cec-23008ec627bc\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.911}, \"20408\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-08-11 13:07:24.000000+00:00\", \"2020-09-02 14:15:04.000000+00:00\"], \"session_ids\": [\"e286b900-b69e-4657-aa2d-1fd56963028e\", \"afe18a89-d618-452d-8135-a7e4b54a42a2\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 97.75}, \"65568\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-10 20:22:46.000000+00:00\", \"2023-06-30 12:10:07.000000+00:00\"], \"session_ids\": [\"37db1e1b-d399-43f5-b533-d61a4841061d\", \"9aaa9e17-c529-489f-8205-13ff571e58fd\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.691}, \"45714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-05 15:17:00.000000+00:00\", \"2023-01-18 18:55:40.000000+00:00\"], \"session_ids\": [\"60e13417-deeb-4e2a-b8b4-69e4940d186f\", \"482a26c0-418a-49a2-aa33-7553af7d4ed4\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 21.7}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 3 and are greater than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9849\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-24 05:28:13.000000+00:00\", \"2019-11-29 06:13:11.000000+00:00\"], \"session_ids\": [\"2c2303a9-81b9-48a1-b375-768bdb0768c3\", \"49074fae-ff1e-4c65-956f-139937aae63d\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.22}, \"98620\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-19 12:18:23.000000+00:00\", \"2019-12-24 15:37:55.000000+00:00\"], \"session_ids\": [\"1d48f66c-16a7-461f-99d0-9c2bdfdbb77a\", \"034941f6-0138-4686-bb83-6150f86b2a8f\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 8.238}, \"89801\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-19 20:57:29.000000+00:00\", \"2021-04-01 11:40:32.000000+00:00\"], \"session_ids\": [\"a7315130-4a27-4827-93bb-c320a93e6100\", \"f6f2f235-0711-4936-9780-7743b939c8de\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 87.333}, \"92783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-12 05:37:38.000000+00:00\", \"2021-01-11 03:29:28.000000+00:00\"], \"session_ids\": [\"72b74cc9-648e-4bed-ad79-e96e5ee646dd\", \"5da915f1-1725-4142-9e7a-1108961e0c42\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 3.38}, \"74123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-11 10:23:58.000000+00:00\", \"2020-08-04 00:35:38.000000+00:00\"], \"session_ids\": [\"2c16628f-947e-4b0c-a0ea-1fdba993fed6\", \"b226b9d3-de9f-4d58-8cec-23008ec627bc\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.911}, \"20408\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-08-11 13:07:24.000000+00:00\", \"2020-09-02 14:15:04.000000+00:00\"], \"session_ids\": [\"e286b900-b69e-4657-aa2d-1fd56963028e\", \"afe18a89-d618-452d-8135-a7e4b54a42a2\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 97.75}, \"65568\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-10 20:22:46.000000+00:00\", \"2023-06-30 12:10:07.000000+00:00\"], \"session_ids\": [\"37db1e1b-d399-43f5-b533-d61a4841061d\", \"9aaa9e17-c529-489f-8205-13ff571e58fd\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.691}, \"45714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-05 15:17:00.000000+00:00\", \"2023-01-18 18:55:40.000000+00:00\"], \"session_ids\": [\"60e13417-deeb-4e2a-b8b4-69e4940d186f\", \"482a26c0-418a-49a2-aa33-7553af7d4ed4\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 21.7}, \"96229\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-03 14:57:07.000000+00:00\", \"2022-09-30 23:55:18.000000+00:00\", \"2022-11-13 11:23:59.000000+00:00\", \"2021-02-04 12:09:39.000000+00:00\", \"2020-03-18 18:39:45.000000+00:00\", \"2021-01-23 15:36:43.000000+00:00\", \"2022-06-18 20:20:12.000000+00:00\", \"2019-09-26 23:28:54.000000+00:00\", \"2021-09-09 16:31:48.000000+00:00\"], \"session_ids\": [\"18614264-252b-4689-b8f6-b8116b63aeb2\", \"1b822467-b70b-4a18-b38a-56b7bb8d893b\", \"66f496a6-aa18-41c5-a63e-46b6193f9eb2\", \"1b67f05a-569b-43a5-a64f-86789ba3123c\", \"599d30a0-3a8c-4116-a3ac-406409913da0\", \"e2c68472-7514-4671-ad35-7612f48f9c9a\", \"8456f330-3270-41fb-9dda-9b7080f17952\", \"d9aac247-783b-4b54-91fd-d3a3292a4e3f\", \"dcf96d0f-73ba-4c36-9947-35ed6d8af03e\"], \"total_duration\": 16582.0, \"total_sessions\": 9, \"mean_week_duration\": 101.11}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9849\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-24 05:28:13.000000+00:00\", \"2019-11-29 06:13:11.000000+00:00\"], \"session_ids\": [\"2c2303a9-81b9-48a1-b375-768bdb0768c3\", \"49074fae-ff1e-4c65-956f-139937aae63d\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.22}}, {\"98620\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-19 12:18:23.000000+00:00\", \"2019-12-24 15:37:55.000000+00:00\"], \"session_ids\": [\"1d48f66c-16a7-461f-99d0-9c2bdfdbb77a\", \"034941f6-0138-4686-bb83-6150f86b2a8f\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 8.238}}, {\"89801\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-19 20:57:29.000000+00:00\", \"2021-04-01 11:40:32.000000+00:00\"], \"session_ids\": [\"a7315130-4a27-4827-93bb-c320a93e6100\", \"f6f2f235-0711-4936-9780-7743b939c8de\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 87.333}}, {\"92783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-12 05:37:38.000000+00:00\", \"2021-01-11 03:29:28.000000+00:00\"], \"session_ids\": [\"72b74cc9-648e-4bed-ad79-e96e5ee646dd\", \"5da915f1-1725-4142-9e7a-1108961e0c42\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 3.38}}, {\"74123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-11 10:23:58.000000+00:00\", \"2020-08-04 00:35:38.000000+00:00\"], \"session_ids\": [\"2c16628f-947e-4b0c-a0ea-1fdba993fed6\", \"b226b9d3-de9f-4d58-8cec-23008ec627bc\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.911}}, {\"20408\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-08-11 13:07:24.000000+00:00\", \"2020-09-02 14:15:04.000000+00:00\"], \"session_ids\": [\"e286b900-b69e-4657-aa2d-1fd56963028e\", \"afe18a89-d618-452d-8135-a7e4b54a42a2\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 97.75}}, {\"65568\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-10 20:22:46.000000+00:00\", \"2023-06-30 12:10:07.000000+00:00\"], \"session_ids\": [\"37db1e1b-d399-43f5-b533-d61a4841061d\", \"9aaa9e17-c529-489f-8205-13ff571e58fd\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.691}}, {\"45714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-05 15:17:00.000000+00:00\", \"2023-01-18 18:55:40.000000+00:00\"], \"session_ids\": [\"60e13417-deeb-4e2a-b8b4-69e4940d186f\", \"482a26c0-418a-49a2-aa33-7553af7d4ed4\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 21.7}}, {\"96229\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-03 14:57:07.000000+00:00\", \"2022-09-30 23:55:18.000000+00:00\", \"2022-11-13 11:23:59.000000+00:00\", \"2021-02-04 12:09:39.000000+00:00\", \"2020-03-18 18:39:45.000000+00:00\", \"2021-01-23 15:36:43.000000+00:00\", \"2022-06-18 20:20:12.000000+00:00\", \"2019-09-26 23:28:54.000000+00:00\", \"2021-09-09 16:31:48.000000+00:00\"], \"session_ids\": [\"18614264-252b-4689-b8f6-b8116b63aeb2\", \"1b822467-b70b-4a18-b38a-56b7bb8d893b\", \"66f496a6-aa18-41c5-a63e-46b6193f9eb2\", \"1b67f05a-569b-43a5-a64f-86789ba3123c\", \"599d30a0-3a8c-4116-a3ac-406409913da0\", \"e2c68472-7514-4671-ad35-7612f48f9c9a\", \"8456f330-3270-41fb-9dda-9b7080f17952\", \"d9aac247-783b-4b54-91fd-d3a3292a4e3f\", \"dcf96d0f-73ba-4c36-9947-35ed6d8af03e\"], \"total_duration\": 16582.0, \"total_sessions\": 9, \"mean_week_duration\": 101.11}}]\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[{\"9849\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-24 05:28:13.000000+00:00\", \"2019-11-29 06:13:11.000000+00:00\"], \"session_ids\": [\"2c2303a9-81b9-48a1-b375-768bdb0768c3\", \"49074fae-ff1e-4c65-956f-139937aae63d\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.22}}, {\"98620\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-19 12:18:23.000000+00:00\", \"2019-12-24 15:37:55.000000+00:00\"], \"session_ids\": [\"1d48f66c-16a7-461f-99d0-9c2bdfdbb77a\", \"034941f6-0138-4686-bb83-6150f86b2a8f\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 8.238}}]\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[{\"9849\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-24 05:28:13.000000+00:00\", \"2019-11-29 06:13:11.000000+00:00\"], \"session_ids\": [\"2c2303a9-81b9-48a1-b375-768bdb0768c3\", \"49074fae-ff1e-4c65-956f-139937aae63d\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.22}}, {\"98620\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-19 12:18:23.000000+00:00\", \"2019-12-24 15:37:55.000000+00:00\"], \"session_ids\": [\"1d48f66c-16a7-461f-99d0-9c2bdfdbb77a\", \"034941f6-0138-4686-bb83-6150f86b2a8f\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 8.238}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about users with a sum of sessions of sessions that is below 3, inclusive num 3 in addition sort by overall total duration from the smallest to the largest , display only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-02 04:51:27.000000+00:00\", \"2023-04-07 21:04:51.000000+00:00\", \"2019-11-21 11:57:14.000000+00:00\"], \"session_ids\": [\"8380c552-008b-42b8-a1ba-68cd7b5d3eb0\", \"670c2dc3-71aa-4575-8299-3dd7f809c695\", \"479e8200-c04a-45b9-9373-93b5fc180dbd\"], \"total_duration\": 206.0, \"total_sessions\": 3, \"mean_week_duration\": 1.164}, \"53904\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-08 17:54:11.000000+00:00\", \"2021-03-20 15:36:26.000000+00:00\", \"2019-03-03 21:56:36.000000+00:00\", \"2023-03-19 17:03:57.000000+00:00\", \"2022-11-25 04:23:34.000000+00:00\", \"2020-12-21 11:57:06.000000+00:00\", \"2022-01-01 06:55:19.000000+00:00\", \"2019-08-31 19:18:19.000000+00:00\", \"2019-12-07 11:26:17.000000+00:00\"], \"session_ids\": [\"adebbd70-712b-4027-a822-b0a5ee195f0a\", \"38b56d5c-dc29-4608-b406-c3387c0567a6\", \"52b58239-5a60-47f9-9ecf-e66f4768c67f\", \"9d81a9d0-fcb1-4f1f-b659-9039c25b3d6d\", \"29268c45-9214-4a75-a678-d720af87a064\", \"d10cdd79-1ac4-481e-a55c-e2ccee065b6e\", \"3bbe01b1-7277-4d87-97d0-88a2615df826\", \"93ee95b8-eb39-400d-b9e8-df02f85ef81e\", \"4194c3eb-525e-4a31-aa90-4d217bf0b6c3\"], \"total_duration\": 258.0, \"total_sessions\": 9, \"mean_week_duration\": 1.206}, \"67147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-11 06:35:15.000000+00:00\", \"2022-06-06 19:21:55.000000+00:00\", \"2022-07-08 15:28:31.000000+00:00\"], \"session_ids\": [\"ed238677-8037-444e-914a-3af398773e5d\", \"42e2043d-80a0-423f-ac38-ecc535ee3fcc\", \"aa1c1eb1-c1bf-4c38-b0f8-eb95d30d2e69\"], \"total_duration\": 929.0, \"total_sessions\": 3, \"mean_week_duration\": 5.77}, \"14409\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-08 22:26:43.000000+00:00\", \"2022-04-27 19:13:33.000000+00:00\", \"2020-11-23 01:54:36.000000+00:00\"], \"session_ids\": [\"726862f9-9494-4cee-8f79-fad6a6689fc9\", \"0f31a096-f172-4b86-be44-d91918fa1897\", \"31d18f7a-de94-4113-ae23-a53bb0565dd2\"], \"total_duration\": 190.0, \"total_sessions\": 3, \"mean_week_duration\": 2.533}, \"62490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-10 08:59:56.000000+00:00\", \"2022-09-17 18:12:18.000000+00:00\", \"2019-01-21 05:08:18.000000+00:00\"], \"session_ids\": [\"98bbd758-d3a1-4f36-9865-53a82dbfe9e2\", \"4bb4e308-1df1-455d-bea7-0f6d3f834afd\", \"5f1c60ad-a456-4fb2-982c-5a3ee18e5499\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.131}, \"71668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-12 18:12:17.000000+00:00\", \"2021-11-10 11:47:26.000000+00:00\"], \"session_ids\": [\"831280bc-b9e0-496c-9050-e88700eadd54\", \"7c352e0a-9667-471e-8d2f-97f69ad28f6f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.718}, \"46007\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-27 14:01:08.000000+00:00\", \"2019-03-25 09:05:36.000000+00:00\"], \"session_ids\": [\"9d550a63-037b-44fe-abf1-bca6fe0529a5\", \"d6d27196-4193-4868-8d36-61bc1e69b173\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 3.471}, \"87272\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-11 20:18:02.000000+00:00\", \"2021-03-15 21:20:08.000000+00:00\"], \"session_ids\": [\"8b7ca810-deb9-4476-9c8b-d0a26e7db585\", \"3503f685-fbb6-4710-a677-e260395f653a\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 2.554}, \"65600\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-31 07:35:37.000000+00:00\", \"2020-03-10 08:24:54.000000+00:00\"], \"session_ids\": [\"1d07886a-76fa-4b3e-978a-62106c5dc81c\", \"eda24598-a0ed-470b-8597-313f09fa790d\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}, \"28090\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-06-21 02:27:51.000000+00:00\", \"2022-02-28 09:28:11.000000+00:00\"], \"session_ids\": [\"7de82ab1-e3d8-4a36-8a5e-59a29bc3503d\", \"238b198b-603a-4521-8e89-d69ba3a044db\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 8.278}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less 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{\"78072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-02 04:51:27.000000+00:00\", \"2023-04-07 21:04:51.000000+00:00\", \"2019-11-21 11:57:14.000000+00:00\"], \"session_ids\": [\"8380c552-008b-42b8-a1ba-68cd7b5d3eb0\", \"670c2dc3-71aa-4575-8299-3dd7f809c695\", \"479e8200-c04a-45b9-9373-93b5fc180dbd\"], \"total_duration\": 206.0, \"total_sessions\": 3, \"mean_week_duration\": 1.164}, \"67147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-11 06:35:15.000000+00:00\", \"2022-06-06 19:21:55.000000+00:00\", \"2022-07-08 15:28:31.000000+00:00\"], \"session_ids\": [\"ed238677-8037-444e-914a-3af398773e5d\", \"42e2043d-80a0-423f-ac38-ecc535ee3fcc\", \"aa1c1eb1-c1bf-4c38-b0f8-eb95d30d2e69\"], \"total_duration\": 929.0, \"total_sessions\": 3, \"mean_week_duration\": 5.77}, \"14409\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-08 22:26:43.000000+00:00\", \"2022-04-27 19:13:33.000000+00:00\", \"2020-11-23 01:54:36.000000+00:00\"], \"session_ids\": [\"726862f9-9494-4cee-8f79-fad6a6689fc9\", \"0f31a096-f172-4b86-be44-d91918fa1897\", \"31d18f7a-de94-4113-ae23-a53bb0565dd2\"], \"total_duration\": 190.0, \"total_sessions\": 3, \"mean_week_duration\": 2.533}, \"62490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-10 08:59:56.000000+00:00\", \"2022-09-17 18:12:18.000000+00:00\", \"2019-01-21 05:08:18.000000+00:00\"], \"session_ids\": [\"98bbd758-d3a1-4f36-9865-53a82dbfe9e2\", \"4bb4e308-1df1-455d-bea7-0f6d3f834afd\", \"5f1c60ad-a456-4fb2-982c-5a3ee18e5499\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.131}, \"71668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-12 18:12:17.000000+00:00\", \"2021-11-10 11:47:26.000000+00:00\"], \"session_ids\": [\"831280bc-b9e0-496c-9050-e88700eadd54\", \"7c352e0a-9667-471e-8d2f-97f69ad28f6f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.718}, \"46007\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-27 14:01:08.000000+00:00\", \"2019-03-25 09:05:36.000000+00:00\"], \"session_ids\": [\"9d550a63-037b-44fe-abf1-bca6fe0529a5\", \"d6d27196-4193-4868-8d36-61bc1e69b173\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 3.471}, \"87272\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-11 20:18:02.000000+00:00\", \"2021-03-15 21:20:08.000000+00:00\"], \"session_ids\": [\"8b7ca810-deb9-4476-9c8b-d0a26e7db585\", \"3503f685-fbb6-4710-a677-e260395f653a\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 2.554}, \"65600\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-31 07:35:37.000000+00:00\", \"2020-03-10 08:24:54.000000+00:00\"], \"session_ids\": [\"1d07886a-76fa-4b3e-978a-62106c5dc81c\", \"eda24598-a0ed-470b-8597-313f09fa790d\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}, \"28090\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-06-21 02:27:51.000000+00:00\", \"2022-02-28 09:28:11.000000+00:00\"], \"session_ids\": [\"7de82ab1-e3d8-4a36-8a5e-59a29bc3503d\", \"238b198b-603a-4521-8e89-d69ba3a044db\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 8.278}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"62490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-10 08:59:56.000000+00:00\", \"2022-09-17 18:12:18.000000+00:00\", \"2019-01-21 05:08:18.000000+00:00\"], \"session_ids\": [\"98bbd758-d3a1-4f36-9865-53a82dbfe9e2\", \"4bb4e308-1df1-455d-bea7-0f6d3f834afd\", \"5f1c60ad-a456-4fb2-982c-5a3ee18e5499\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.131}}, {\"65600\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-31 07:35:37.000000+00:00\", \"2020-03-10 08:24:54.000000+00:00\"], \"session_ids\": [\"1d07886a-76fa-4b3e-978a-62106c5dc81c\", \"eda24598-a0ed-470b-8597-313f09fa790d\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}}, {\"71668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-12 18:12:17.000000+00:00\", \"2021-11-10 11:47:26.000000+00:00\"], \"session_ids\": [\"831280bc-b9e0-496c-9050-e88700eadd54\", \"7c352e0a-9667-471e-8d2f-97f69ad28f6f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.718}}, {\"87272\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-11 20:18:02.000000+00:00\", \"2021-03-15 21:20:08.000000+00:00\"], \"session_ids\": [\"8b7ca810-deb9-4476-9c8b-d0a26e7db585\", \"3503f685-fbb6-4710-a677-e260395f653a\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 2.554}}, {\"14409\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-08 22:26:43.000000+00:00\", \"2022-04-27 19:13:33.000000+00:00\", \"2020-11-23 01:54:36.000000+00:00\"], \"session_ids\": [\"726862f9-9494-4cee-8f79-fad6a6689fc9\", \"0f31a096-f172-4b86-be44-d91918fa1897\", \"31d18f7a-de94-4113-ae23-a53bb0565dd2\"], \"total_duration\": 190.0, \"total_sessions\": 3, \"mean_week_duration\": 2.533}}, {\"78072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-02 04:51:27.000000+00:00\", \"2023-04-07 21:04:51.000000+00:00\", \"2019-11-21 11:57:14.000000+00:00\"], \"session_ids\": [\"8380c552-008b-42b8-a1ba-68cd7b5d3eb0\", \"670c2dc3-71aa-4575-8299-3dd7f809c695\", \"479e8200-c04a-45b9-9373-93b5fc180dbd\"], \"total_duration\": 206.0, \"total_sessions\": 3, \"mean_week_duration\": 1.164}}, {\"28090\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-06-21 02:27:51.000000+00:00\", \"2022-02-28 09:28:11.000000+00:00\"], \"session_ids\": [\"7de82ab1-e3d8-4a36-8a5e-59a29bc3503d\", \"238b198b-603a-4521-8e89-d69ba3a044db\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 8.278}}, {\"46007\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-27 14:01:08.000000+00:00\", \"2019-03-25 09:05:36.000000+00:00\"], \"session_ids\": [\"9d550a63-037b-44fe-abf1-bca6fe0529a5\", \"d6d27196-4193-4868-8d36-61bc1e69b173\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 3.471}}, {\"67147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-11 06:35:15.000000+00:00\", \"2022-06-06 19:21:55.000000+00:00\", \"2022-07-08 15:28:31.000000+00:00\"], \"session_ids\": [\"ed238677-8037-444e-914a-3af398773e5d\", \"42e2043d-80a0-423f-ac38-ecc535ee3fcc\", \"aa1c1eb1-c1bf-4c38-b0f8-eb95d30d2e69\"], \"total_duration\": 929.0, \"total_sessions\": 3, \"mean_week_duration\": 5.77}}]\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[{\"62490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-10 08:59:56.000000+00:00\", \"2022-09-17 18:12:18.000000+00:00\", \"2019-01-21 05:08:18.000000+00:00\"], \"session_ids\": [\"98bbd758-d3a1-4f36-9865-53a82dbfe9e2\", \"4bb4e308-1df1-455d-bea7-0f6d3f834afd\", \"5f1c60ad-a456-4fb2-982c-5a3ee18e5499\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.131}}, {\"65600\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-31 07:35:37.000000+00:00\", \"2020-03-10 08:24:54.000000+00:00\"], \"session_ids\": [\"1d07886a-76fa-4b3e-978a-62106c5dc81c\", \"eda24598-a0ed-470b-8597-313f09fa790d\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}}]\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[{\"62490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-10 08:59:56.000000+00:00\", \"2022-09-17 18:12:18.000000+00:00\", \"2019-01-21 05:08:18.000000+00:00\"], \"session_ids\": [\"98bbd758-d3a1-4f36-9865-53a82dbfe9e2\", \"4bb4e308-1df1-455d-bea7-0f6d3f834afd\", \"5f1c60ad-a456-4fb2-982c-5a3ee18e5499\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.131}}, {\"65600\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-31 07:35:37.000000+00:00\", \"2020-03-10 08:24:54.000000+00:00\"], \"session_ids\": [\"1d07886a-76fa-4b3e-978a-62106c5dc81c\", \"eda24598-a0ed-470b-8597-313f09fa790d\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 8 users who are top-tier based on value of duration summation and in addition sort by duration summation of sessions per week in asc order additionaly provide me only with 3 pieces of data." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-31 08:19:21.000000+00:00\", \"2021-07-13 04:57:23.000000+00:00\"], \"session_ids\": [\"16cb99f7-5dcc-44ad-9702-7d2e262837eb\", \"b74faddf-f0c1-4a24-ab48-bbd7d515be4d\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 7.429}, \"89726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-10-04 14:14:18.000000+00:00\", \"2022-06-23 21:25:16.000000+00:00\"], \"session_ids\": [\"c374a2b5-d661-4f9b-8ea0-1fdf4780a594\", \"c7b5fb7f-a777-4409-b4d7-6322d6a41363\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.733}, \"81255\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-26 11:28:02.000000+00:00\", \"2023-01-30 16:18:14.000000+00:00\"], \"session_ids\": [\"71888fe3-dfc7-46df-8e24-0955990b2a6f\", \"98ec036a-0c10-41df-8077-8602fecbc096\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.879}, \"90963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-08-19 16:51:54.000000+00:00\", \"2023-02-20 21:15:09.000000+00:00\", \"2019-04-26 14:37:55.000000+00:00\"], \"session_ids\": [\"85bb71e1-64fe-4625-b066-b995c442000e\", \"4dec8606-df21-4071-99fa-c4a64fb75eb8\", \"51e5b590-8b61-458c-9ff5-88fa06a9f68f\"], \"total_duration\": 660.0, \"total_sessions\": 3, \"mean_week_duration\": 3.3}, \"65352\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-05 00:15:41.000000+00:00\", \"2020-02-24 20:15:23.000000+00:00\"], \"session_ids\": [\"adf8c4d4-4801-467f-8926-3925a263a925\", \"dbd0dc0a-b1c6-45c9-9611-652e38a124c1\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 2.814}, \"68361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-09 02:29:39.000000+00:00\", \"2022-08-31 17:24:57.000000+00:00\", \"2021-10-15 03:30:07.000000+00:00\", \"2021-03-11 12:22:22.000000+00:00\", \"2019-12-09 07:00:00.000000+00:00\", \"2021-12-13 06:20:38.000000+00:00\", \"2020-12-04 20:57:35.000000+00:00\", \"2023-05-03 20:37:54.000000+00:00\", \"2023-06-17 08:25:04.000000+00:00\"], \"session_ids\": [\"e8502196-2e0d-47d1-aaa5-dd253e6917c9\", \"e30f7a0f-28fb-4d53-809a-fadb4d7fce9a\", \"b90cc466-a1b0-45fb-9cbe-85f008f90c13\", \"aad5be3e-69a3-4c8b-b01c-e1e93794e9f0\", \"3d9bee27-bdb9-4c2a-9095-9d96351fc8d1\", \"9e7624e4-8796-4a58-9214-d73e44e5e078\", \"5435b30d-7467-4d5a-8d0c-0edca10cdbb4\", \"b3b885b2-be74-44ac-82a5-01559573d269\", \"084a8725-bab5-4eed-80f9-bbbafe80e895\"], \"total_duration\": 319.0, \"total_sessions\": 9, \"mean_week_duration\": 1.734}, \"30746\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-01-06 07:55:21.000000+00:00\", \"2020-08-18 00:57:18.000000+00:00\"], \"session_ids\": [\"4b3fc04b-f5e3-427e-bb32-2ec6485305dc\", \"6f0e947f-624b-4e20-844d-8f0b75718214\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 2.192}, \"52371\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-24 05:46:08.000000+00:00\", \"2021-11-12 09:25:03.000000+00:00\"], \"session_ids\": [\"ee8dc6ef-191f-44e3-9d99-fc29bb9be6ac\", \"cfc2295c-5641-4236-a03e-6890ec27ce1f\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 9.421}, \"45652\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-20 13:10:14.000000+00:00\", \"2019-03-02 15:58:57.000000+00:00\"], \"session_ids\": [\"e9866191-ae24-4124-a8a9-2beb14319d84\", \"7d22ec22-586c-4071-8d74-bcb779d97272\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.109}, \"79137\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-05 22:13:53.000000+00:00\", \"2022-08-01 23:04:28.000000+00:00\"], \"session_ids\": [\"0393691e-4609-4b2b-afe6-8b5bc4e6c7c7\", \"13b1ff64-9a21-47a1-b779-60e828224df6\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest 8 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 8}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"90963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-08-19 16:51:54.000000+00:00\", \"2023-02-20 21:15:09.000000+00:00\", \"2019-04-26 14:37:55.000000+00:00\"], \"session_ids\": [\"85bb71e1-64fe-4625-b066-b995c442000e\", \"4dec8606-df21-4071-99fa-c4a64fb75eb8\", \"51e5b590-8b61-458c-9ff5-88fa06a9f68f\"], \"total_duration\": 660.0, \"total_sessions\": 3, \"mean_week_duration\": 3.3}}, {\"65352\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-05 00:15:41.000000+00:00\", \"2020-02-24 20:15:23.000000+00:00\"], \"session_ids\": [\"adf8c4d4-4801-467f-8926-3925a263a925\", \"dbd0dc0a-b1c6-45c9-9611-652e38a124c1\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 2.814}}, {\"68361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-09 02:29:39.000000+00:00\", \"2022-08-31 17:24:57.000000+00:00\", \"2021-10-15 03:30:07.000000+00:00\", \"2021-03-11 12:22:22.000000+00:00\", \"2019-12-09 07:00:00.000000+00:00\", \"2021-12-13 06:20:38.000000+00:00\", \"2020-12-04 20:57:35.000000+00:00\", \"2023-05-03 20:37:54.000000+00:00\", \"2023-06-17 08:25:04.000000+00:00\"], \"session_ids\": [\"e8502196-2e0d-47d1-aaa5-dd253e6917c9\", \"e30f7a0f-28fb-4d53-809a-fadb4d7fce9a\", \"b90cc466-a1b0-45fb-9cbe-85f008f90c13\", \"aad5be3e-69a3-4c8b-b01c-e1e93794e9f0\", \"3d9bee27-bdb9-4c2a-9095-9d96351fc8d1\", \"9e7624e4-8796-4a58-9214-d73e44e5e078\", \"5435b30d-7467-4d5a-8d0c-0edca10cdbb4\", \"b3b885b2-be74-44ac-82a5-01559573d269\", \"084a8725-bab5-4eed-80f9-bbbafe80e895\"], \"total_duration\": 319.0, \"total_sessions\": 9, \"mean_week_duration\": 1.734}}, {\"52371\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-24 05:46:08.000000+00:00\", \"2021-11-12 09:25:03.000000+00:00\"], \"session_ids\": [\"ee8dc6ef-191f-44e3-9d99-fc29bb9be6ac\", \"cfc2295c-5641-4236-a03e-6890ec27ce1f\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 9.421}}, {\"30746\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-01-06 07:55:21.000000+00:00\", \"2020-08-18 00:57:18.000000+00:00\"], \"session_ids\": [\"4b3fc04b-f5e3-427e-bb32-2ec6485305dc\", \"6f0e947f-624b-4e20-844d-8f0b75718214\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 2.192}}, {\"79137\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-05 22:13:53.000000+00:00\", \"2022-08-01 23:04:28.000000+00:00\"], \"session_ids\": [\"0393691e-4609-4b2b-afe6-8b5bc4e6c7c7\", \"13b1ff64-9a21-47a1-b779-60e828224df6\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}, {\"81255\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-26 11:28:02.000000+00:00\", \"2023-01-30 16:18:14.000000+00:00\"], \"session_ids\": [\"71888fe3-dfc7-46df-8e24-0955990b2a6f\", \"98ec036a-0c10-41df-8077-8602fecbc096\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.879}}, {\"43006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-31 08:19:21.000000+00:00\", \"2021-07-13 04:57:23.000000+00:00\"], \"session_ids\": [\"16cb99f7-5dcc-44ad-9702-7d2e262837eb\", \"b74faddf-f0c1-4a24-ab48-bbd7d515be4d\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 7.429}}]\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[{\"81255\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-26 11:28:02.000000+00:00\", \"2023-01-30 16:18:14.000000+00:00\"], \"session_ids\": [\"71888fe3-dfc7-46df-8e24-0955990b2a6f\", \"98ec036a-0c10-41df-8077-8602fecbc096\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.879}}, {\"79137\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-05 22:13:53.000000+00:00\", \"2022-08-01 23:04:28.000000+00:00\"], \"session_ids\": [\"0393691e-4609-4b2b-afe6-8b5bc4e6c7c7\", \"13b1ff64-9a21-47a1-b779-60e828224df6\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}, {\"68361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-09 02:29:39.000000+00:00\", \"2022-08-31 17:24:57.000000+00:00\", \"2021-10-15 03:30:07.000000+00:00\", \"2021-03-11 12:22:22.000000+00:00\", \"2019-12-09 07:00:00.000000+00:00\", \"2021-12-13 06:20:38.000000+00:00\", \"2020-12-04 20:57:35.000000+00:00\", \"2023-05-03 20:37:54.000000+00:00\", \"2023-06-17 08:25:04.000000+00:00\"], \"session_ids\": [\"e8502196-2e0d-47d1-aaa5-dd253e6917c9\", \"e30f7a0f-28fb-4d53-809a-fadb4d7fce9a\", \"b90cc466-a1b0-45fb-9cbe-85f008f90c13\", \"aad5be3e-69a3-4c8b-b01c-e1e93794e9f0\", \"3d9bee27-bdb9-4c2a-9095-9d96351fc8d1\", \"9e7624e4-8796-4a58-9214-d73e44e5e078\", \"5435b30d-7467-4d5a-8d0c-0edca10cdbb4\", \"b3b885b2-be74-44ac-82a5-01559573d269\", \"084a8725-bab5-4eed-80f9-bbbafe80e895\"], \"total_duration\": 319.0, \"total_sessions\": 9, \"mean_week_duration\": 1.734}}, {\"30746\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-01-06 07:55:21.000000+00:00\", \"2020-08-18 00:57:18.000000+00:00\"], \"session_ids\": [\"4b3fc04b-f5e3-427e-bb32-2ec6485305dc\", \"6f0e947f-624b-4e20-844d-8f0b75718214\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 2.192}}, {\"65352\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-05 00:15:41.000000+00:00\", \"2020-02-24 20:15:23.000000+00:00\"], \"session_ids\": [\"adf8c4d4-4801-467f-8926-3925a263a925\", \"dbd0dc0a-b1c6-45c9-9611-652e38a124c1\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 2.814}}, {\"90963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-08-19 16:51:54.000000+00:00\", \"2023-02-20 21:15:09.000000+00:00\", \"2019-04-26 14:37:55.000000+00:00\"], \"session_ids\": [\"85bb71e1-64fe-4625-b066-b995c442000e\", \"4dec8606-df21-4071-99fa-c4a64fb75eb8\", \"51e5b590-8b61-458c-9ff5-88fa06a9f68f\"], \"total_duration\": 660.0, \"total_sessions\": 3, \"mean_week_duration\": 3.3}}, {\"43006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-31 08:19:21.000000+00:00\", \"2021-07-13 04:57:23.000000+00:00\"], \"session_ids\": [\"16cb99f7-5dcc-44ad-9702-7d2e262837eb\", \"b74faddf-f0c1-4a24-ab48-bbd7d515be4d\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 7.429}}, {\"52371\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-24 05:46:08.000000+00:00\", \"2021-11-12 09:25:03.000000+00:00\"], \"session_ids\": [\"ee8dc6ef-191f-44e3-9d99-fc29bb9be6ac\", \"cfc2295c-5641-4236-a03e-6890ec27ce1f\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 9.421}}]\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[{\"81255\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-26 11:28:02.000000+00:00\", \"2023-01-30 16:18:14.000000+00:00\"], \"session_ids\": [\"71888fe3-dfc7-46df-8e24-0955990b2a6f\", \"98ec036a-0c10-41df-8077-8602fecbc096\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.879}}, {\"79137\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-05 22:13:53.000000+00:00\", \"2022-08-01 23:04:28.000000+00:00\"], \"session_ids\": [\"0393691e-4609-4b2b-afe6-8b5bc4e6c7c7\", \"13b1ff64-9a21-47a1-b779-60e828224df6\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}, {\"68361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-09 02:29:39.000000+00:00\", \"2022-08-31 17:24:57.000000+00:00\", \"2021-10-15 03:30:07.000000+00:00\", \"2021-03-11 12:22:22.000000+00:00\", \"2019-12-09 07:00:00.000000+00:00\", \"2021-12-13 06:20:38.000000+00:00\", \"2020-12-04 20:57:35.000000+00:00\", \"2023-05-03 20:37:54.000000+00:00\", \"2023-06-17 08:25:04.000000+00:00\"], \"session_ids\": [\"e8502196-2e0d-47d1-aaa5-dd253e6917c9\", \"e30f7a0f-28fb-4d53-809a-fadb4d7fce9a\", \"b90cc466-a1b0-45fb-9cbe-85f008f90c13\", \"aad5be3e-69a3-4c8b-b01c-e1e93794e9f0\", \"3d9bee27-bdb9-4c2a-9095-9d96351fc8d1\", \"9e7624e4-8796-4a58-9214-d73e44e5e078\", \"5435b30d-7467-4d5a-8d0c-0edca10cdbb4\", \"b3b885b2-be74-44ac-82a5-01559573d269\", \"084a8725-bab5-4eed-80f9-bbbafe80e895\"], \"total_duration\": 319.0, \"total_sessions\": 9, \"mean_week_duration\": 1.734}}]\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[{\"81255\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-26 11:28:02.000000+00:00\", \"2023-01-30 16:18:14.000000+00:00\"], \"session_ids\": [\"71888fe3-dfc7-46df-8e24-0955990b2a6f\", \"98ec036a-0c10-41df-8077-8602fecbc096\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.879}}, {\"79137\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-05 22:13:53.000000+00:00\", \"2022-08-01 23:04:28.000000+00:00\"], \"session_ids\": [\"0393691e-4609-4b2b-afe6-8b5bc4e6c7c7\", \"13b1ff64-9a21-47a1-b779-60e828224df6\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}, {\"68361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-09 02:29:39.000000+00:00\", \"2022-08-31 17:24:57.000000+00:00\", \"2021-10-15 03:30:07.000000+00:00\", \"2021-03-11 12:22:22.000000+00:00\", \"2019-12-09 07:00:00.000000+00:00\", \"2021-12-13 06:20:38.000000+00:00\", \"2020-12-04 20:57:35.000000+00:00\", \"2023-05-03 20:37:54.000000+00:00\", \"2023-06-17 08:25:04.000000+00:00\"], \"session_ids\": [\"e8502196-2e0d-47d1-aaa5-dd253e6917c9\", \"e30f7a0f-28fb-4d53-809a-fadb4d7fce9a\", \"b90cc466-a1b0-45fb-9cbe-85f008f90c13\", \"aad5be3e-69a3-4c8b-b01c-e1e93794e9f0\", \"3d9bee27-bdb9-4c2a-9095-9d96351fc8d1\", \"9e7624e4-8796-4a58-9214-d73e44e5e078\", \"5435b30d-7467-4d5a-8d0c-0edca10cdbb4\", \"b3b885b2-be74-44ac-82a5-01559573d269\", \"084a8725-bab5-4eed-80f9-bbbafe80e895\"], \"total_duration\": 319.0, \"total_sessions\": 9, \"mean_week_duration\": 1.734}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 4 users who have sum of sessions smaller than 10 and strictly bigger than 5 in addition perform sorting by app usage time per week ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"41034\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-23 23:47:29.000000+00:00\", \"2023-06-16 23:06:46.000000+00:00\"], \"session_ids\": [\"5681315c-796a-43ef-adee-b6b37741c911\", \"46ed0cd5-d177-4e63-bfff-8acd267f3bdc\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.778}, \"59338\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-16 06:46:26.000000+00:00\", \"2020-09-23 17:19:23.000000+00:00\"], \"session_ids\": [\"e0210ed8-36c5-46f1-9668-41e467f1e467\", \"bddaa60c-4881-450c-9865-c638654801ec\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 1.321}, \"73334\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-21 00:27:33.000000+00:00\", \"2019-07-14 21:44:17.000000+00:00\", \"2020-04-29 13:56:47.000000+00:00\", \"2020-09-03 08:45:51.000000+00:00\", \"2022-12-27 03:17:51.000000+00:00\", \"2020-03-28 13:35:58.000000+00:00\"], \"session_ids\": [\"96128adc-0ef7-4bd3-8a35-6089ffa1758a\", \"7f225631-57f6-4d9e-ba1e-2026c51997f7\", \"a5c70f54-9aaf-47a0-b44e-7a79713163b9\", \"4f54fd8d-780c-465a-9667-f8b584756ba8\", \"2079bbd9-ac34-4bad-8aa1-1bbc6b5da9b3\", \"7181b2bb-710f-410a-a3af-ab13dad67738\"], \"total_duration\": 1261.0, \"total_sessions\": 6, \"mean_week_duration\": 6.967}, \"51279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-27 13:02:46.000000+00:00\", \"2021-10-20 10:32:44.000000+00:00\", \"2021-06-18 11:12:37.000000+00:00\"], \"session_ids\": [\"3ed52a75-8555-436a-9397-c79c0a54f8c6\", \"983426d0-7404-4935-a01b-bc56b69396ff\", \"ec1006e4-1fb6-410d-932c-f295169dee5e\"], \"total_duration\": 216.0, \"total_sessions\": 3, \"mean_week_duration\": 2.634}, \"13696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-05-31 04:18:02.000000+00:00\", \"2022-10-22 20:24:07.000000+00:00\", \"2019-03-06 23:10:57.000000+00:00\", \"2022-08-06 09:16:11.000000+00:00\", \"2020-12-05 16:33:24.000000+00:00\"], \"session_ids\": [\"fc1df08e-021e-4577-bf37-fa8de6fcba6e\", \"9a8976d7-242c-4f44-a8f1-6bb2cc87cf16\", \"4648e150-2601-4a2f-89a0-1703df5545c2\", \"9ae6b348-eb2c-4940-a80f-16a8577bea5d\", \"41c255de-bf93-4a28-80ff-e53e6a524251\"], \"total_duration\": 1088.0, \"total_sessions\": 5, \"mean_week_duration\": 5.726}, \"81830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-09-16 18:20:47.000000+00:00\", \"2022-11-06 11:41:54.000000+00:00\"], \"session_ids\": [\"a15c75cd-7144-4624-91e3-31037e38d1a7\", \"3e4a54df-0173-475c-8eb7-ed0dcf18bfa3\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 1.527}, \"86895\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-08 23:00:13.000000+00:00\", \"2019-05-30 17:10:48.000000+00:00\", \"2023-05-04 08:06:23.000000+00:00\"], \"session_ids\": [\"a05d6522-295f-495c-aedd-afd92c4891a3\", \"7e70b7dc-696e-4037-b6b6-4ddc41590294\", \"2883b798-5988-4ae1-adea-46a3b61c1356\"], \"total_duration\": 401.0, \"total_sessions\": 3, \"mean_week_duration\": 1.956}, \"19279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-06-24 14:58:25.000000+00:00\", \"2022-03-19 23:25:51.000000+00:00\", \"2023-03-20 22:30:34.000000+00:00\", \"2021-07-24 11:09:43.000000+00:00\"], \"session_ids\": [\"5a767044-21e6-40c4-9a70-bcaf1a46ec3c\", \"418daabb-7554-40fb-a5c6-ebdc85e3b867\", \"1c7f785b-a091-4678-9b48-c010cb82c6ca\", \"28836e21-eaf8-49c6-9489-367e7b659e78\"], \"total_duration\": 1535.0, \"total_sessions\": 4, \"mean_week_duration\": 17.644}, \"2337\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-26 08:57:19.000000+00:00\", \"2020-10-24 04:09:29.000000+00:00\"], \"session_ids\": [\"a1e4a635-4d6b-40a2-bb4e-e8bfe9f0f680\", \"7bc21504-5f81-4eb7-b431-4a5666ac6ed5\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 13.667}, \"50068\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-10 03:01:28.000000+00:00\", \"2020-05-24 09:52:01.000000+00:00\"], \"session_ids\": [\"98324180-eb5c-484a-a27c-2d9bae59ae66\", \"5f165038-0918-4dc6-a518-7c90f99ac787\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 5 and are equal or less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73334\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-21 00:27:33.000000+00:00\", \"2019-07-14 21:44:17.000000+00:00\", \"2020-04-29 13:56:47.000000+00:00\", \"2020-09-03 08:45:51.000000+00:00\", \"2022-12-27 03:17:51.000000+00:00\", \"2020-03-28 13:35:58.000000+00:00\"], \"session_ids\": [\"96128adc-0ef7-4bd3-8a35-6089ffa1758a\", \"7f225631-57f6-4d9e-ba1e-2026c51997f7\", \"a5c70f54-9aaf-47a0-b44e-7a79713163b9\", \"4f54fd8d-780c-465a-9667-f8b584756ba8\", \"2079bbd9-ac34-4bad-8aa1-1bbc6b5da9b3\", \"7181b2bb-710f-410a-a3af-ab13dad67738\"], \"total_duration\": 1261.0, \"total_sessions\": 6, \"mean_week_duration\": 6.967}}\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[{\"73334\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-21 00:27:33.000000+00:00\", \"2019-07-14 21:44:17.000000+00:00\", \"2020-04-29 13:56:47.000000+00:00\", \"2020-09-03 08:45:51.000000+00:00\", \"2022-12-27 03:17:51.000000+00:00\", \"2020-03-28 13:35:58.000000+00:00\"], \"session_ids\": [\"96128adc-0ef7-4bd3-8a35-6089ffa1758a\", \"7f225631-57f6-4d9e-ba1e-2026c51997f7\", \"a5c70f54-9aaf-47a0-b44e-7a79713163b9\", \"4f54fd8d-780c-465a-9667-f8b584756ba8\", \"2079bbd9-ac34-4bad-8aa1-1bbc6b5da9b3\", \"7181b2bb-710f-410a-a3af-ab13dad67738\"], \"total_duration\": 1261.0, \"total_sessions\": 6, \"mean_week_duration\": 6.967}}]\n```\n" } ]