conversations
list
[ { "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[{\"44767\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-13 20:26:53.000000+00:00\", \"2021-08-15 11:13:22.000000+00:00\", \"2021-01-14 11:20:09.000000+00:00\", \"2022-03-17 15:51:51.000000+00:00\", \"2019-08-31 17:23:15.000000+00:00\", \"2022-10-22 13:51:20.000000+00:00\", \"2019-04-14 01:09:44.000000+00:00\", \"2020-10-05 04:35:39.000000+00:00\", \"2019-09-18 15:04:26.000000+00:00\", \"2022-05-31 09:04:29.000000+00:00\"], \"session_ids\": [\"0be0245c-232f-4668-9f38-4f40c3d2ebdb\", \"70d42f1b-881c-4add-a511-86514b153255\", \"4b732d3d-3abf-4cb8-a65c-7b3e7cfc3870\", \"a9ebbc1b-0ac6-4b32-b068-c92895427d62\", \"657b1bab-9c8f-4f57-8baf-a2dae68ad94b\", \"57e42135-4197-49ca-be09-80956ad33cec\", \"3901292a-ab0f-4ecc-a1d2-51cb416d3826\", \"285a0a5a-f9fb-4b1b-af20-694ac15ceebd\", \"3be97cb5-3c53-4a4a-8408-6914df4ea83b\", \"48d6f7dd-d96d-452b-ba56-0ecbdc55b118\"], \"total_duration\": 4375.0, \"total_sessions\": 10, \"mean_week_duration\": 23.777}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about 5 users who are residing in cities Kuala Lumpur, Beijing, San Jose, Panama City, Caracas, Belize City + do sorting by app usage time per week in desc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14301\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-12-20 02:42:40.000000+00:00\", \"2022-10-07 02:13:46.000000+00:00\"], \"session_ids\": [\"985d058a-2a59-4f3f-bd52-c446f09ee04c\", \"310f3957-1630-48a1-bb0f-58ecd417076f\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"72318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-07 03:41:31.000000+00:00\", \"2021-02-03 07:46:45.000000+00:00\"], \"session_ids\": [\"59019a75-137f-4923-9ff1-814d0c6eaecd\", \"900fba79-1791-4d2f-9514-2e5a72efd693\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 40.4}, \"71916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-08-05 04:05:40.000000+00:00\", \"2019-11-12 04:34:23.000000+00:00\"], \"session_ids\": [\"197f3e7a-0c30-4637-ba2f-043985a91310\", \"fa4e464d-8152-467f-aebb-fddf9b2d1293\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 1.979}, \"62774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-04 23:04:18.000000+00:00\", \"2019-10-10 17:38:32.000000+00:00\", \"2022-10-21 02:46:58.000000+00:00\"], \"session_ids\": [\"11836398-e990-4c3f-89c3-af6ddcb17167\", \"ce3d16f8-1eec-450a-9273-56a161ba6559\", \"84c6e0b3-27de-458a-a6a5-8516a5a81689\"], \"total_duration\": 156.0, \"total_sessions\": 3, \"mean_week_duration\": 0.987}, \"50255\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-19 17:41:07.000000+00:00\", \"2023-05-18 00:26:50.000000+00:00\"], \"session_ids\": [\"b44900f4-7140-417b-ba30-0b9084ff16e0\", \"05cf01e5-c8e2-43fb-8cd2-d145d428025d\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 2.014}, \"89187\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-03-06 01:08:17.000000+00:00\", \"2022-12-14 15:47:24.000000+00:00\", \"2020-06-03 07:44:05.000000+00:00\"], \"session_ids\": [\"f9baee29-c273-47f0-879d-05912ccb852e\", \"12172d94-5578-44aa-a381-a63abd5f2677\", \"48927738-b225-47d8-829e-9f4333efa0e1\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.333}, \"28921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-15 08:03:06.000000+00:00\", \"2022-07-20 21:59:47.000000+00:00\"], \"session_ids\": [\"f0e32a5c-838a-43de-b7f5-fa4597be8f56\", \"1b0f982c-27c1-4ab0-9941-4fffbb942c70\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 6.452}, \"83242\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-01-21 00:19:59.000000+00:00\", \"2019-03-19 02:05:32.000000+00:00\", \"2020-03-05 23:39:18.000000+00:00\"], \"session_ids\": [\"90bbd267-4818-4cb5-ab4b-a62a54b12e7e\", \"43f05cef-6156-4464-b50c-138e9275da73\", \"54d098cf-a7ac-4b02-961d-ea654c7adcb5\"], \"total_duration\": 319.0, \"total_sessions\": 3, \"mean_week_duration\": 1.587}, \"75651\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-19 03:00:33.000000+00:00\", \"2022-07-01 19:47:33.000000+00:00\"], \"session_ids\": [\"11c6d2a9-15ad-495a-95bf-096fcd0fe023\", \"e22d1e1e-7362-46f3-8a9d-5941f735c6bb\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 3.242}, \"92989\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-10-07 01:48:01.000000+00:00\", \"2022-03-07 22:13:33.000000+00:00\"], \"session_ids\": [\"d29ffd86-3b23-4514-bfba-7834bd45a3d6\", \"8160ce46-c39a-4eed-9ef2-3aba2dc03425\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.554}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Kuala Lumpur, Beijing, San Jose, Panama City, Caracas, Belize City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Kuala Lumpur\", \"Beijing\", \"San Jose\", \"Panama City\", \"Caracas\", \"Belize City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"72318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-07 03:41:31.000000+00:00\", \"2021-02-03 07:46:45.000000+00:00\"], \"session_ids\": [\"59019a75-137f-4923-9ff1-814d0c6eaecd\", \"900fba79-1791-4d2f-9514-2e5a72efd693\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 40.4}, \"62774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-04 23:04:18.000000+00:00\", \"2019-10-10 17:38:32.000000+00:00\", \"2022-10-21 02:46:58.000000+00:00\"], \"session_ids\": [\"11836398-e990-4c3f-89c3-af6ddcb17167\", \"ce3d16f8-1eec-450a-9273-56a161ba6559\", \"84c6e0b3-27de-458a-a6a5-8516a5a81689\"], \"total_duration\": 156.0, \"total_sessions\": 3, \"mean_week_duration\": 0.987}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"72318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-07 03:41:31.000000+00:00\", \"2021-02-03 07:46:45.000000+00:00\"], \"session_ids\": [\"59019a75-137f-4923-9ff1-814d0c6eaecd\", \"900fba79-1791-4d2f-9514-2e5a72efd693\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 40.4}}, {\"62774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-04 23:04:18.000000+00:00\", \"2019-10-10 17:38:32.000000+00:00\", \"2022-10-21 02:46:58.000000+00:00\"], \"session_ids\": [\"11836398-e990-4c3f-89c3-af6ddcb17167\", \"ce3d16f8-1eec-450a-9273-56a161ba6559\", \"84c6e0b3-27de-458a-a6a5-8516a5a81689\"], \"total_duration\": 156.0, \"total_sessions\": 3, \"mean_week_duration\": 0.987}}]\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[{\"72318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-07 03:41:31.000000+00:00\", \"2021-02-03 07:46:45.000000+00:00\"], \"session_ids\": [\"59019a75-137f-4923-9ff1-814d0c6eaecd\", \"900fba79-1791-4d2f-9514-2e5a72efd693\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 40.4}}, {\"62774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-04 23:04:18.000000+00:00\", \"2019-10-10 17:38:32.000000+00:00\", \"2022-10-21 02:46:58.000000+00:00\"], \"session_ids\": [\"11836398-e990-4c3f-89c3-af6ddcb17167\", \"ce3d16f8-1eec-450a-9273-56a161ba6559\", \"84c6e0b3-27de-458a-a6a5-8516a5a81689\"], \"total_duration\": 156.0, \"total_sessions\": 3, \"mean_week_duration\": 0.987}}]\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[{\"72318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-07 03:41:31.000000+00:00\", \"2021-02-03 07:46:45.000000+00:00\"], \"session_ids\": [\"59019a75-137f-4923-9ff1-814d0c6eaecd\", \"900fba79-1791-4d2f-9514-2e5a72efd693\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 40.4}}, {\"62774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-04 23:04:18.000000+00:00\", \"2019-10-10 17:38:32.000000+00:00\", \"2022-10-21 02:46:58.000000+00:00\"], \"session_ids\": [\"11836398-e990-4c3f-89c3-af6ddcb17167\", \"ce3d16f8-1eec-450a-9273-56a161ba6559\", \"84c6e0b3-27de-458a-a6a5-8516a5a81689\"], \"total_duration\": 156.0, \"total_sessions\": 3, \"mean_week_duration\": 0.987}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 6 users who are residents of cities Santiago, New York City, Prague, Guatemala City, Edinburgh, Kingston, Panama City, Rome in addition execute sorting by sum of duration of sessions per week form the highest to the lowest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30716\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-31 21:39:19.000000+00:00\", \"2022-06-15 04:57:15.000000+00:00\"], \"session_ids\": [\"c4ab5cb5-3760-4989-a394-ef68a4c46a64\", \"44b6cd64-fa6f-4ef3-b042-9075b51b0f02\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.798}, \"19770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-16 05:16:11.000000+00:00\", \"2019-10-26 11:02:40.000000+00:00\"], \"session_ids\": [\"21403b91-b335-4212-8386-f97fa3a9bf6f\", \"da7c5c7c-02d8-4282-9366-8ab62c6f3dfe\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 3.712}, \"36132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-02-08 14:52:54.000000+00:00\", \"2023-01-16 02:51:34.000000+00:00\", \"2019-11-06 15:28:22.000000+00:00\"], \"session_ids\": [\"fe584642-e001-4db3-9a00-87a2604c9d9b\", \"90084a75-16ca-4ff8-8377-f1811563593b\", \"0c14dc6a-b89e-4dda-ad09-a472ef106132\"], \"total_duration\": 298.0, \"total_sessions\": 3, \"mean_week_duration\": 1.753}, \"57431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-07 00:39:05.000000+00:00\", \"2022-06-10 18:12:46.000000+00:00\"], \"session_ids\": [\"64d71940-a3ff-42eb-a25c-f19460fe0821\", \"ab77240d-dbbc-483f-8ce3-ab6b20e1f870\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 7.667}, \"25571\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-10-26 09:59:51.000000+00:00\", \"2022-10-02 05:10:37.000000+00:00\", \"2020-04-18 05:20:23.000000+00:00\", \"2021-02-16 23:08:10.000000+00:00\"], \"session_ids\": [\"7cc6cb6e-c2ee-4224-9d34-2f37a2b7b179\", \"d1ef4ca2-6755-4798-99af-dbd86c163c27\", \"df6d0578-8fc3-4ec9-8483-aa0f858b3f57\", \"f1d39c7b-5165-4056-ac37-851a4ad4411c\"], \"total_duration\": 54.0, \"total_sessions\": 4, \"mean_week_duration\": 0.422}, \"42589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-12-11 05:46:11.000000+00:00\", \"2021-04-25 01:21:02.000000+00:00\"], \"session_ids\": [\"48b96183-f191-4255-9797-e82ab969343d\", \"bea15045-811c-47a3-9925-a3ee83c5ef52\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}, \"15983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-21 17:46:11.000000+00:00\", \"2023-04-11 20:14:46.000000+00:00\"], \"session_ids\": [\"bd9b50b4-613f-489e-8dee-ad2435881513\", \"fd59c4c8-6a4c-422c-91f1-bb4cd86baa4c\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 10.562}, \"71425\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-11 11:36:42.000000+00:00\", \"2020-06-21 09:09:37.000000+00:00\"], \"session_ids\": [\"14a0c7ee-8b7c-4f78-99b8-674b066f922c\", \"ad942450-d1da-4e75-aec5-3ba870477ffa\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.625}, \"71665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-29 17:12:08.000000+00:00\", \"2020-03-26 22:04:50.000000+00:00\", \"2021-10-18 17:05:05.000000+00:00\", \"2021-08-15 16:09:24.000000+00:00\", \"2022-09-20 20:50:52.000000+00:00\", \"2023-05-12 00:21:01.000000+00:00\"], \"session_ids\": [\"d84157de-6599-4201-b63f-8a2563ec679f\", \"858d987d-0200-47e3-b891-f337f4a8475d\", \"603b8d73-82ef-4ebf-9830-085e3f9481e7\", \"ced3617a-0971-4b77-9c21-d091592ed9db\", \"fe4e08a3-b6c6-4864-b6d0-16e4987dd935\", \"6ba5cfe8-0e56-4d03-b794-060390d9fef0\"], \"total_duration\": 47.0, \"total_sessions\": 6, \"mean_week_duration\": 0.288}, \"98010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-12-07 22:46:37.000000+00:00\", \"2022-10-02 10:16:24.000000+00:00\", \"2019-10-27 16:13:49.000000+00:00\"], \"session_ids\": [\"95c902c5-3faf-46d0-8a19-ed9e367488c0\", \"eddad498-ef68-4628-acfa-3c34f6fff2ab\", \"81975f9b-b361-4715-8e5c-424137a5cfe0\"], \"total_duration\": 190.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Santiago, New York City, Prague, Guatemala City, Edinburgh, Kingston, Panama City, Rome" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Santiago\", \"New York City\", \"Prague\", \"Guatemala City\", \"Edinburgh\", \"Kingston\", \"Panama City\", \"Rome\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-07 00:39:05.000000+00:00\", \"2022-06-10 18:12:46.000000+00:00\"], \"session_ids\": [\"64d71940-a3ff-42eb-a25c-f19460fe0821\", \"ab77240d-dbbc-483f-8ce3-ab6b20e1f870\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 7.667}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-07 00:39:05.000000+00:00\", \"2022-06-10 18:12:46.000000+00:00\"], \"session_ids\": [\"64d71940-a3ff-42eb-a25c-f19460fe0821\", \"ab77240d-dbbc-483f-8ce3-ab6b20e1f870\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 7.667}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-07 00:39:05.000000+00:00\", \"2022-06-10 18:12:46.000000+00:00\"], \"session_ids\": [\"64d71940-a3ff-42eb-a25c-f19460fe0821\", \"ab77240d-dbbc-483f-8ce3-ab6b20e1f870\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 7.667}}]\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[{\"57431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-07 00:39:05.000000+00:00\", \"2022-06-10 18:12:46.000000+00:00\"], \"session_ids\": [\"64d71940-a3ff-42eb-a25c-f19460fe0821\", \"ab77240d-dbbc-483f-8ce3-ab6b20e1f870\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 7.667}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 2 users who don't belong to cities Bogota, Madrid, Budapest, Rio de Janeiro, Istanbul, Panama City, Mexico City , and put to use sorting by average week duration in ascending order , and show 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{\"64822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-10-20 08:50:01.000000+00:00\", \"2022-02-06 03:24:45.000000+00:00\", \"2021-12-17 14:44:00.000000+00:00\"], \"session_ids\": [\"c52e6063-f4db-4cc6-af97-21d8ce181b44\", \"43debaee-dc44-49ec-8eaf-a95137c3fbe7\", \"d75aecf7-f581-4ed6-94ad-8d260989e0ab\"], \"total_duration\": 452.0, \"total_sessions\": 3, \"mean_week_duration\": 6.647}, \"66619\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-27 19:02:07.000000+00:00\", \"2020-06-29 22:24:18.000000+00:00\", \"2020-09-15 01:29:37.000000+00:00\"], \"session_ids\": [\"a4d43208-b31c-42b6-8592-b54cba0c2508\", \"ee334ed2-ebd8-450e-8d73-cae61f5a6803\", \"7f834aec-cb81-4f7b-a678-b68221f1b90e\"], \"total_duration\": 460.0, \"total_sessions\": 3, \"mean_week_duration\": 28.75}, \"60307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-12-31 17:27:51.000000+00:00\", \"2019-11-23 17:40:49.000000+00:00\", \"2020-10-03 06:05:13.000000+00:00\"], \"session_ids\": [\"554182db-747a-45a2-88ae-8423d6574f55\", \"b568cd0e-a188-4efc-bf24-bc74ba1abba1\", \"5cd62eac-397f-498e-b7b7-41bfa6954214\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 2.156}, \"40164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-21 15:31:47.000000+00:00\", \"2021-08-19 15:12:49.000000+00:00\", \"2023-03-09 06:11:52.000000+00:00\", \"2022-06-14 06:55:27.000000+00:00\"], \"session_ids\": [\"4fc78adc-3288-455b-bcfd-773f6be3b132\", \"e684adfb-5d55-49ca-a725-a5d11311d5b5\", \"d0aae709-0cd1-4954-bf35-76a11ee597b0\", \"2a33e1aa-1fc3-42fa-b559-0f01add8e5ee\"], \"total_duration\": 1468.0, \"total_sessions\": 4, \"mean_week_duration\": 9.722}, \"23411\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-10 00:37:57.000000+00:00\", \"2020-01-09 23:18:41.000000+00:00\"], \"session_ids\": [\"509e0271-9169-463b-bd69-5763b0583337\", \"87e1a375-7bc7-4edd-8970-589589fec6c7\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"19586\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-13 04:26:42.000000+00:00\", \"2019-11-16 14:03:35.000000+00:00\", \"2021-12-31 20:24:25.000000+00:00\", \"2020-12-27 10:00:57.000000+00:00\", \"2021-12-19 22:01:32.000000+00:00\"], \"session_ids\": [\"e9e26945-14d8-47d9-bf25-bb4e5b7958d0\", \"71758711-58f2-438e-ae37-d2d240b9ffcc\", \"9d219ac4-0db6-468c-85b9-cd8450e07509\", \"85d3f875-bb46-4cb5-95cf-c5298643d448\", \"35e34b1e-5845-49d8-bacd-70482bf91ee6\"], \"total_duration\": 1684.0, \"total_sessions\": 5, \"mean_week_duration\": 10.206}, \"68178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-17 07:19:56.000000+00:00\", \"2023-04-28 22:32:18.000000+00:00\", \"2019-06-17 04:34:26.000000+00:00\", \"2019-07-16 03:28:24.000000+00:00\"], \"session_ids\": [\"289fa9b8-579b-4af4-9199-9eb1cea6b902\", \"1649eaaf-b3ea-4d0b-b148-ad74f21eb871\", \"5f0770f5-0d8d-49d5-921b-c149853128bc\", \"51d44715-850e-495c-8f4f-e8fc264b3bd3\"], \"total_duration\": 140.0, \"total_sessions\": 4, \"mean_week_duration\": 0.693}, \"32668\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-19 05:20:52.000000+00:00\", \"2019-09-28 15:56:25.000000+00:00\"], \"session_ids\": [\"6cacdf59-21c8-4075-b499-73d1882b8139\", \"a7a582a7-1012-43a7-b94e-a1fb2a5b2859\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 16.833}, \"64675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-07 08:43:40.000000+00:00\", \"2023-01-11 05:03:38.000000+00:00\", \"2019-05-02 22:45:22.000000+00:00\", \"2019-07-01 11:52:03.000000+00:00\"], \"session_ids\": [\"6003a297-8d1a-4e95-8124-d8ca0f25778a\", \"bb9b1d7f-543c-49f5-a4df-7afc89115567\", \"0accee64-8e89-4ea5-a2bd-0c449abd16a6\", \"99fdddcc-c03e-4ce5-9a3d-e805a0c8b046\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 1.332}, \"19883\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-11-18 13:03:37.000000+00:00\", \"2020-11-28 13:53:40.000000+00:00\"], \"session_ids\": [\"43738b9f-5098-4182-81b9-e6a48e07f363\", \"15638a60-54bd-46ca-8e14-4a3378ce47d4\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 123.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Bogota, Madrid, Budapest, Rio de Janeiro, Istanbul, Panama City, Mexico City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Bogota\", \"Madrid\", \"Budapest\", \"Rio de Janeiro\", \"Istanbul\", \"Panama City\", \"Mexico City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"64822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-10-20 08:50:01.000000+00:00\", \"2022-02-06 03:24:45.000000+00:00\", \"2021-12-17 14:44:00.000000+00:00\"], \"session_ids\": [\"c52e6063-f4db-4cc6-af97-21d8ce181b44\", \"43debaee-dc44-49ec-8eaf-a95137c3fbe7\", \"d75aecf7-f581-4ed6-94ad-8d260989e0ab\"], \"total_duration\": 452.0, \"total_sessions\": 3, \"mean_week_duration\": 6.647}, \"66619\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-27 19:02:07.000000+00:00\", \"2020-06-29 22:24:18.000000+00:00\", \"2020-09-15 01:29:37.000000+00:00\"], \"session_ids\": [\"a4d43208-b31c-42b6-8592-b54cba0c2508\", \"ee334ed2-ebd8-450e-8d73-cae61f5a6803\", \"7f834aec-cb81-4f7b-a678-b68221f1b90e\"], \"total_duration\": 460.0, \"total_sessions\": 3, \"mean_week_duration\": 28.75}, \"60307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-12-31 17:27:51.000000+00:00\", \"2019-11-23 17:40:49.000000+00:00\", \"2020-10-03 06:05:13.000000+00:00\"], \"session_ids\": [\"554182db-747a-45a2-88ae-8423d6574f55\", \"b568cd0e-a188-4efc-bf24-bc74ba1abba1\", \"5cd62eac-397f-498e-b7b7-41bfa6954214\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 2.156}, \"40164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-21 15:31:47.000000+00:00\", \"2021-08-19 15:12:49.000000+00:00\", \"2023-03-09 06:11:52.000000+00:00\", \"2022-06-14 06:55:27.000000+00:00\"], \"session_ids\": [\"4fc78adc-3288-455b-bcfd-773f6be3b132\", \"e684adfb-5d55-49ca-a725-a5d11311d5b5\", \"d0aae709-0cd1-4954-bf35-76a11ee597b0\", \"2a33e1aa-1fc3-42fa-b559-0f01add8e5ee\"], \"total_duration\": 1468.0, \"total_sessions\": 4, \"mean_week_duration\": 9.722}, \"23411\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-10 00:37:57.000000+00:00\", \"2020-01-09 23:18:41.000000+00:00\"], \"session_ids\": [\"509e0271-9169-463b-bd69-5763b0583337\", \"87e1a375-7bc7-4edd-8970-589589fec6c7\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"68178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-17 07:19:56.000000+00:00\", \"2023-04-28 22:32:18.000000+00:00\", \"2019-06-17 04:34:26.000000+00:00\", \"2019-07-16 03:28:24.000000+00:00\"], \"session_ids\": [\"289fa9b8-579b-4af4-9199-9eb1cea6b902\", \"1649eaaf-b3ea-4d0b-b148-ad74f21eb871\", \"5f0770f5-0d8d-49d5-921b-c149853128bc\", \"51d44715-850e-495c-8f4f-e8fc264b3bd3\"], \"total_duration\": 140.0, \"total_sessions\": 4, \"mean_week_duration\": 0.693}, \"32668\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-19 05:20:52.000000+00:00\", \"2019-09-28 15:56:25.000000+00:00\"], \"session_ids\": [\"6cacdf59-21c8-4075-b499-73d1882b8139\", \"a7a582a7-1012-43a7-b94e-a1fb2a5b2859\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 16.833}, \"64675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-07 08:43:40.000000+00:00\", \"2023-01-11 05:03:38.000000+00:00\", \"2019-05-02 22:45:22.000000+00:00\", \"2019-07-01 11:52:03.000000+00:00\"], \"session_ids\": [\"6003a297-8d1a-4e95-8124-d8ca0f25778a\", \"bb9b1d7f-543c-49f5-a4df-7afc89115567\", \"0accee64-8e89-4ea5-a2bd-0c449abd16a6\", \"99fdddcc-c03e-4ce5-9a3d-e805a0c8b046\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 1.332}, \"19883\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-11-18 13:03:37.000000+00:00\", \"2020-11-28 13:53:40.000000+00:00\"], \"session_ids\": [\"43738b9f-5098-4182-81b9-e6a48e07f363\", \"15638a60-54bd-46ca-8e14-4a3378ce47d4\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 123.5}}\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[{\"68178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-17 07:19:56.000000+00:00\", \"2023-04-28 22:32:18.000000+00:00\", \"2019-06-17 04:34:26.000000+00:00\", \"2019-07-16 03:28:24.000000+00:00\"], \"session_ids\": [\"289fa9b8-579b-4af4-9199-9eb1cea6b902\", \"1649eaaf-b3ea-4d0b-b148-ad74f21eb871\", \"5f0770f5-0d8d-49d5-921b-c149853128bc\", \"51d44715-850e-495c-8f4f-e8fc264b3bd3\"], \"total_duration\": 140.0, \"total_sessions\": 4, \"mean_week_duration\": 0.693}}, {\"64675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-07 08:43:40.000000+00:00\", \"2023-01-11 05:03:38.000000+00:00\", \"2019-05-02 22:45:22.000000+00:00\", \"2019-07-01 11:52:03.000000+00:00\"], \"session_ids\": [\"6003a297-8d1a-4e95-8124-d8ca0f25778a\", \"bb9b1d7f-543c-49f5-a4df-7afc89115567\", \"0accee64-8e89-4ea5-a2bd-0c449abd16a6\", \"99fdddcc-c03e-4ce5-9a3d-e805a0c8b046\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 1.332}}, {\"60307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-12-31 17:27:51.000000+00:00\", \"2019-11-23 17:40:49.000000+00:00\", \"2020-10-03 06:05:13.000000+00:00\"], \"session_ids\": [\"554182db-747a-45a2-88ae-8423d6574f55\", \"b568cd0e-a188-4efc-bf24-bc74ba1abba1\", \"5cd62eac-397f-498e-b7b7-41bfa6954214\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 2.156}}, {\"23411\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-10 00:37:57.000000+00:00\", \"2020-01-09 23:18:41.000000+00:00\"], \"session_ids\": [\"509e0271-9169-463b-bd69-5763b0583337\", \"87e1a375-7bc7-4edd-8970-589589fec6c7\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}}, {\"64822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-10-20 08:50:01.000000+00:00\", \"2022-02-06 03:24:45.000000+00:00\", \"2021-12-17 14:44:00.000000+00:00\"], \"session_ids\": [\"c52e6063-f4db-4cc6-af97-21d8ce181b44\", \"43debaee-dc44-49ec-8eaf-a95137c3fbe7\", \"d75aecf7-f581-4ed6-94ad-8d260989e0ab\"], \"total_duration\": 452.0, \"total_sessions\": 3, \"mean_week_duration\": 6.647}}, {\"40164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-21 15:31:47.000000+00:00\", \"2021-08-19 15:12:49.000000+00:00\", \"2023-03-09 06:11:52.000000+00:00\", \"2022-06-14 06:55:27.000000+00:00\"], \"session_ids\": [\"4fc78adc-3288-455b-bcfd-773f6be3b132\", \"e684adfb-5d55-49ca-a725-a5d11311d5b5\", \"d0aae709-0cd1-4954-bf35-76a11ee597b0\", \"2a33e1aa-1fc3-42fa-b559-0f01add8e5ee\"], \"total_duration\": 1468.0, \"total_sessions\": 4, \"mean_week_duration\": 9.722}}, {\"32668\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-19 05:20:52.000000+00:00\", \"2019-09-28 15:56:25.000000+00:00\"], \"session_ids\": [\"6cacdf59-21c8-4075-b499-73d1882b8139\", \"a7a582a7-1012-43a7-b94e-a1fb2a5b2859\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 16.833}}, {\"66619\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-27 19:02:07.000000+00:00\", \"2020-06-29 22:24:18.000000+00:00\", \"2020-09-15 01:29:37.000000+00:00\"], \"session_ids\": [\"a4d43208-b31c-42b6-8592-b54cba0c2508\", \"ee334ed2-ebd8-450e-8d73-cae61f5a6803\", \"7f834aec-cb81-4f7b-a678-b68221f1b90e\"], \"total_duration\": 460.0, \"total_sessions\": 3, \"mean_week_duration\": 28.75}}, {\"19883\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-11-18 13:03:37.000000+00:00\", \"2020-11-28 13:53:40.000000+00:00\"], \"session_ids\": [\"43738b9f-5098-4182-81b9-e6a48e07f363\", \"15638a60-54bd-46ca-8e14-4a3378ce47d4\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 123.5}}]\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[{\"68178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-17 07:19:56.000000+00:00\", \"2023-04-28 22:32:18.000000+00:00\", \"2019-06-17 04:34:26.000000+00:00\", \"2019-07-16 03:28:24.000000+00:00\"], \"session_ids\": [\"289fa9b8-579b-4af4-9199-9eb1cea6b902\", \"1649eaaf-b3ea-4d0b-b148-ad74f21eb871\", \"5f0770f5-0d8d-49d5-921b-c149853128bc\", \"51d44715-850e-495c-8f4f-e8fc264b3bd3\"], \"total_duration\": 140.0, \"total_sessions\": 4, \"mean_week_duration\": 0.693}}, {\"64675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-07 08:43:40.000000+00:00\", \"2023-01-11 05:03:38.000000+00:00\", \"2019-05-02 22:45:22.000000+00:00\", \"2019-07-01 11:52:03.000000+00:00\"], \"session_ids\": [\"6003a297-8d1a-4e95-8124-d8ca0f25778a\", \"bb9b1d7f-543c-49f5-a4df-7afc89115567\", \"0accee64-8e89-4ea5-a2bd-0c449abd16a6\", \"99fdddcc-c03e-4ce5-9a3d-e805a0c8b046\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 1.332}}, {\"60307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-12-31 17:27:51.000000+00:00\", \"2019-11-23 17:40:49.000000+00:00\", \"2020-10-03 06:05:13.000000+00:00\"], \"session_ids\": [\"554182db-747a-45a2-88ae-8423d6574f55\", \"b568cd0e-a188-4efc-bf24-bc74ba1abba1\", \"5cd62eac-397f-498e-b7b7-41bfa6954214\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 2.156}}]\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[{\"68178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-17 07:19:56.000000+00:00\", \"2023-04-28 22:32:18.000000+00:00\", \"2019-06-17 04:34:26.000000+00:00\", \"2019-07-16 03:28:24.000000+00:00\"], \"session_ids\": [\"289fa9b8-579b-4af4-9199-9eb1cea6b902\", \"1649eaaf-b3ea-4d0b-b148-ad74f21eb871\", \"5f0770f5-0d8d-49d5-921b-c149853128bc\", \"51d44715-850e-495c-8f4f-e8fc264b3bd3\"], \"total_duration\": 140.0, \"total_sessions\": 4, \"mean_week_duration\": 0.693}}, {\"64675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-07 08:43:40.000000+00:00\", \"2023-01-11 05:03:38.000000+00:00\", \"2019-05-02 22:45:22.000000+00:00\", \"2019-07-01 11:52:03.000000+00:00\"], \"session_ids\": [\"6003a297-8d1a-4e95-8124-d8ca0f25778a\", \"bb9b1d7f-543c-49f5-a4df-7afc89115567\", \"0accee64-8e89-4ea5-a2bd-0c449abd16a6\", \"99fdddcc-c03e-4ce5-9a3d-e805a0c8b046\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 1.332}}, {\"60307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-12-31 17:27:51.000000+00:00\", \"2019-11-23 17:40:49.000000+00:00\", \"2020-10-03 06:05:13.000000+00:00\"], \"session_ids\": [\"554182db-747a-45a2-88ae-8423d6574f55\", \"b568cd0e-a188-4efc-bf24-bc74ba1abba1\", \"5cd62eac-397f-498e-b7b7-41bfa6954214\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 2.156}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 7 users who currently live in cities Berlin, Madrid, Beijing, Edinburgh, Jakarta, Havana, San Pedro and perform sorting by sessions count in ascending." } ]
[ { "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{\"52005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-06-23 12:50:43.000000+00:00\", \"2021-01-04 03:35:09.000000+00:00\", \"2020-05-09 02:48:41.000000+00:00\", \"2020-06-04 20:26:35.000000+00:00\"], \"session_ids\": [\"e5e28fe7-fe78-4ada-a299-5c19ec89adb1\", \"74097bf7-1c06-4077-8e38-0c526f73770a\", \"a88beb43-3304-4a3c-b6f6-0d6b4e85bb23\", \"37682bac-7031-410f-9ab3-c8250beaea7c\"], \"total_duration\": 260.0, \"total_sessions\": 4, \"mean_week_duration\": 1.595}, \"28027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-29 07:26:38.000000+00:00\", \"2019-04-26 07:23:41.000000+00:00\", \"2022-04-04 12:12:04.000000+00:00\"], \"session_ids\": [\"6e8bfb95-3d63-4e6b-a83f-bb838da2a8ea\", \"682416c0-bd7c-4ac1-b58c-85be48d2068a\", \"468b6e35-d7da-4725-9ff2-77d5e94152ab\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.383}, \"12677\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-20 12:08:26.000000+00:00\", \"2021-10-02 00:03:06.000000+00:00\"], \"session_ids\": [\"1297a129-e11e-43d9-8ab6-85456201b2c8\", \"843a02d1-409b-42bc-953b-e8a47925b166\"], \"total_duration\": 371.0, \"total_sessions\": 2, \"mean_week_duration\": 14.84}, \"63422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-02 22:51:22.000000+00:00\", \"2023-06-27 07:34:16.000000+00:00\", \"2023-06-01 16:26:47.000000+00:00\", \"2019-11-19 16:13:00.000000+00:00\", \"2020-04-27 16:04:51.000000+00:00\", \"2023-01-01 18:54:53.000000+00:00\", \"2022-11-20 07:18:41.000000+00:00\"], \"session_ids\": [\"a61b1f49-35dd-4d4b-ae08-839306ced7e4\", \"d01efbc3-1017-4748-bc7d-13faf64a2f0f\", \"7ef96923-d933-480e-9a2d-59368dd42e52\", \"af354ba8-db36-49c8-a48d-b54d82fd65aa\", \"7dbc7fea-58a5-4d3d-a779-dfb78b1e3672\", \"a51cb2d7-ed90-4f5a-a2d9-3baf6aae300b\", \"a3acea85-1648-459f-bc70-557712c9e008\"], \"total_duration\": 1438.0, \"total_sessions\": 7, \"mean_week_duration\": 6.145}, \"92725\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-04 14:58:52.000000+00:00\", \"2021-05-18 22:14:48.000000+00:00\"], \"session_ids\": [\"b201605c-b431-4aae-8213-d7ba53cd0416\", \"0e81c2da-2ef8-4865-bf54-c432cd2b2cd7\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 32.714}, \"52987\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-02-06 00:09:15.000000+00:00\", \"2019-06-22 18:42:51.000000+00:00\"], \"session_ids\": [\"33f6c4e0-9c0b-4267-b30a-d5b3de642991\", \"ac75e657-9ef5-4ed5-90ca-9548e1f16fa3\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 0.942}, \"50734\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Sydney\", \"datetimes\": [\"2021-04-12 01:33:02.000000+00:00\", \"2021-06-15 01:04:28.000000+00:00\", \"2022-07-31 07:55:20.000000+00:00\", \"2021-01-21 06:42:11.000000+00:00\", \"2020-03-18 12:03:24.000000+00:00\", \"2021-06-08 03:26:14.000000+00:00\"], \"session_ids\": [\"a66913ed-b577-4338-a9d5-50647031e604\", \"d7692e4b-bba4-46cf-990c-491eadfb110c\", \"d5186550-cdb8-423a-9140-48fed3197307\", \"abc34317-0ec2-4ea1-8603-39ea1d634e82\", \"a3cd1587-7cdb-4892-8b6e-4a82d2e29457\", \"990ef070-ebea-4fbe-8535-fd79e80a8d17\"], \"total_duration\": 6651.0, \"total_sessions\": 6, \"mean_week_duration\": 53.637}, \"80473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-06 03:14:46.000000+00:00\", \"2023-04-26 06:08:31.000000+00:00\", \"2022-04-11 17:41:43.000000+00:00\"], \"session_ids\": [\"557a3126-d6b5-48ef-98c6-6235f45656a9\", \"7ca60240-df20-4b01-a52b-c5546c5381d0\", \"e6434ed5-85b7-4a05-985d-b2b4c8fac3da\"], \"total_duration\": 661.0, \"total_sessions\": 3, \"mean_week_duration\": 12.018}, \"44821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-24 07:37:00.000000+00:00\", \"2019-06-10 01:11:46.000000+00:00\"], \"session_ids\": [\"121531e4-87d2-480b-8cb8-49c757f85bf5\", \"639a69ac-a9d5-4b7c-aa86-31513a7f6bbe\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.153}, \"62753\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-10 01:49:17.000000+00:00\", \"2020-08-31 14:13:06.000000+00:00\", \"2022-08-29 22:41:00.000000+00:00\", \"2019-10-10 15:48:56.000000+00:00\"], \"session_ids\": [\"533bf926-e763-4aa7-9498-17edbddc3ccb\", \"159c8c1a-7f88-4739-89f6-f1efebaa7a52\", \"78e9b10e-8302-46b0-8e3a-72f0f49c9f4c\", \"da717a7e-cbf5-4aed-a345-2982fc54e769\"], \"total_duration\": 413.0, \"total_sessions\": 4, \"mean_week_duration\": 2.735}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Berlin, Madrid, Beijing, Edinburgh, Jakarta, Havana, San Pedro" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Berlin\", \"Madrid\", \"Beijing\", \"Edinburgh\", \"Jakarta\", \"Havana\", \"San Pedro\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"52005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-06-23 12:50:43.000000+00:00\", \"2021-01-04 03:35:09.000000+00:00\", \"2020-05-09 02:48:41.000000+00:00\", \"2020-06-04 20:26:35.000000+00:00\"], \"session_ids\": [\"e5e28fe7-fe78-4ada-a299-5c19ec89adb1\", \"74097bf7-1c06-4077-8e38-0c526f73770a\", \"a88beb43-3304-4a3c-b6f6-0d6b4e85bb23\", \"37682bac-7031-410f-9ab3-c8250beaea7c\"], \"total_duration\": 260.0, \"total_sessions\": 4, \"mean_week_duration\": 1.595}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-06-23 12:50:43.000000+00:00\", \"2021-01-04 03:35:09.000000+00:00\", \"2020-05-09 02:48:41.000000+00:00\", \"2020-06-04 20:26:35.000000+00:00\"], \"session_ids\": [\"e5e28fe7-fe78-4ada-a299-5c19ec89adb1\", \"74097bf7-1c06-4077-8e38-0c526f73770a\", \"a88beb43-3304-4a3c-b6f6-0d6b4e85bb23\", \"37682bac-7031-410f-9ab3-c8250beaea7c\"], \"total_duration\": 260.0, \"total_sessions\": 4, \"mean_week_duration\": 1.595}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 7 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-06-23 12:50:43.000000+00:00\", \"2021-01-04 03:35:09.000000+00:00\", \"2020-05-09 02:48:41.000000+00:00\", \"2020-06-04 20:26:35.000000+00:00\"], \"session_ids\": [\"e5e28fe7-fe78-4ada-a299-5c19ec89adb1\", \"74097bf7-1c06-4077-8e38-0c526f73770a\", \"a88beb43-3304-4a3c-b6f6-0d6b4e85bb23\", \"37682bac-7031-410f-9ab3-c8250beaea7c\"], \"total_duration\": 260.0, \"total_sessions\": 4, \"mean_week_duration\": 1.595}}]\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[{\"52005\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-06-23 12:50:43.000000+00:00\", \"2021-01-04 03:35:09.000000+00:00\", \"2020-05-09 02:48:41.000000+00:00\", \"2020-06-04 20:26:35.000000+00:00\"], \"session_ids\": [\"e5e28fe7-fe78-4ada-a299-5c19ec89adb1\", \"74097bf7-1c06-4077-8e38-0c526f73770a\", \"a88beb43-3304-4a3c-b6f6-0d6b4e85bb23\", \"37682bac-7031-410f-9ab3-c8250beaea7c\"], \"total_duration\": 260.0, \"total_sessions\": 4, \"mean_week_duration\": 1.595}}]\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 5 users whose median of duration of sessions per week is smaller than 6 and bigger than 46 additionaly do sorting by overall total sessions ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"11481\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-08 03:51:08.000000+00:00\", \"2022-07-26 09:44:23.000000+00:00\"], \"session_ids\": [\"c2eb3c26-6c0f-44e3-960b-e92993beba53\", \"3429d92f-f2ee-4500-a3b5-a8f3c523a392\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 3.091}, \"30421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-09 06:59:18.000000+00:00\", \"2021-06-25 05:51:52.000000+00:00\", \"2022-10-16 14:20:17.000000+00:00\", \"2021-05-24 20:24:14.000000+00:00\"], \"session_ids\": [\"7ce20844-d058-4e90-8090-5c632ef05686\", \"a7dbc51a-384a-46f5-877f-266e7ccc7bf7\", \"eb3de2ca-6cef-4af0-9159-1da6fc0fe5f0\", \"b56eb40e-6336-4174-b39d-54140fc76ac7\"], \"total_duration\": 1018.0, \"total_sessions\": 4, \"mean_week_duration\": 9.255}, \"1081\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-05-04 19:54:58.000000+00:00\", \"2022-03-21 20:13:53.000000+00:00\"], \"session_ids\": [\"b6bab83a-cad8-4dbc-9d0b-e8efc4f6caf9\", \"0f5972f2-9ed0-4dfb-9a82-296328ebedcf\"], \"total_duration\": 390.0, \"total_sessions\": 2, \"mean_week_duration\": 6.61}, \"53555\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-24 08:53:24.000000+00:00\", \"2023-01-13 05:02:53.000000+00:00\"], \"session_ids\": [\"69960071-5adf-4abc-9935-f259183c1d0e\", \"569e8512-6944-444f-aee2-68c554138829\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 2.039}, \"12667\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-01 11:55:35.000000+00:00\", \"2019-09-03 12:03:39.000000+00:00\"], \"session_ids\": [\"c89e07c1-0d69-4719-bd57-9efea441759c\", \"2c383717-7f9e-4c15-b8e0-48bc3fd51c3d\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.509}, \"68335\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-07-15 13:14:22.000000+00:00\", \"2019-05-12 18:09:58.000000+00:00\", \"2021-03-25 15:09:37.000000+00:00\"], \"session_ids\": [\"8e41f0e9-c1c6-40ec-85ae-e30a6c7d232b\", \"a419bd9a-6f1f-4bcb-809b-b115753331b3\", \"eb40270f-5e96-4a2e-b67e-8bf9a1dfda37\"], \"total_duration\": 431.0, \"total_sessions\": 3, \"mean_week_duration\": 4.398}, \"53985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-11-06 01:21:39.000000+00:00\", \"2022-02-20 13:05:02.000000+00:00\"], \"session_ids\": [\"4eb89add-6372-4844-bc90-8e532b72539e\", \"43d83aa2-8acd-4656-b7da-de69aa94487c\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"41910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-15 22:43:02.000000+00:00\", \"2019-04-30 04:30:16.000000+00:00\", \"2021-01-05 06:18:38.000000+00:00\"], \"session_ids\": [\"81371874-f56e-49f3-8c70-95fc45884b20\", \"73f79fe3-e577-48cc-ad89-84fc7fd196d0\", \"cb2b56d5-73d5-42db-98d4-7792f586104b\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 3.842}, \"74255\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-22 14:33:23.000000+00:00\", \"2021-11-09 15:30:26.000000+00:00\"], \"session_ids\": [\"9915590c-6090-4727-a914-7facefbe14a2\", \"d3567ef6-e81f-413f-8a3c-1d44272a641a\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.301}, \"99351\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-21 18:43:57.000000+00:00\", \"2023-01-11 18:38:12.000000+00:00\"], \"session_ids\": [\"7f971bc4-df3e-440b-9639-b93cdf7e87f4\", \"8c67bd46-4756-4026-b2d9-bc42fa0c1787\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 29.562}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 6 and are equal or greater than 46" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 46]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"11481\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-08 03:51:08.000000+00:00\", \"2022-07-26 09:44:23.000000+00:00\"], \"session_ids\": [\"c2eb3c26-6c0f-44e3-960b-e92993beba53\", \"3429d92f-f2ee-4500-a3b5-a8f3c523a392\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 3.091}, \"53555\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-24 08:53:24.000000+00:00\", \"2023-01-13 05:02:53.000000+00:00\"], \"session_ids\": [\"69960071-5adf-4abc-9935-f259183c1d0e\", \"569e8512-6944-444f-aee2-68c554138829\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 2.039}, \"12667\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-01 11:55:35.000000+00:00\", \"2019-09-03 12:03:39.000000+00:00\"], \"session_ids\": [\"c89e07c1-0d69-4719-bd57-9efea441759c\", \"2c383717-7f9e-4c15-b8e0-48bc3fd51c3d\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.509}, \"68335\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-07-15 13:14:22.000000+00:00\", \"2019-05-12 18:09:58.000000+00:00\", \"2021-03-25 15:09:37.000000+00:00\"], \"session_ids\": [\"8e41f0e9-c1c6-40ec-85ae-e30a6c7d232b\", \"a419bd9a-6f1f-4bcb-809b-b115753331b3\", \"eb40270f-5e96-4a2e-b67e-8bf9a1dfda37\"], \"total_duration\": 431.0, \"total_sessions\": 3, \"mean_week_duration\": 4.398}, \"53985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-11-06 01:21:39.000000+00:00\", \"2022-02-20 13:05:02.000000+00:00\"], \"session_ids\": [\"4eb89add-6372-4844-bc90-8e532b72539e\", \"43d83aa2-8acd-4656-b7da-de69aa94487c\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"41910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-15 22:43:02.000000+00:00\", \"2019-04-30 04:30:16.000000+00:00\", \"2021-01-05 06:18:38.000000+00:00\"], \"session_ids\": [\"81371874-f56e-49f3-8c70-95fc45884b20\", \"73f79fe3-e577-48cc-ad89-84fc7fd196d0\", \"cb2b56d5-73d5-42db-98d4-7792f586104b\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 3.842}, \"74255\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-22 14:33:23.000000+00:00\", \"2021-11-09 15:30:26.000000+00:00\"], \"session_ids\": [\"9915590c-6090-4727-a914-7facefbe14a2\", \"d3567ef6-e81f-413f-8a3c-1d44272a641a\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.301}}\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[{\"11481\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-08 03:51:08.000000+00:00\", \"2022-07-26 09:44:23.000000+00:00\"], \"session_ids\": [\"c2eb3c26-6c0f-44e3-960b-e92993beba53\", \"3429d92f-f2ee-4500-a3b5-a8f3c523a392\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 3.091}}, {\"53555\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-24 08:53:24.000000+00:00\", \"2023-01-13 05:02:53.000000+00:00\"], \"session_ids\": [\"69960071-5adf-4abc-9935-f259183c1d0e\", \"569e8512-6944-444f-aee2-68c554138829\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 2.039}}, {\"12667\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-01 11:55:35.000000+00:00\", \"2019-09-03 12:03:39.000000+00:00\"], \"session_ids\": [\"c89e07c1-0d69-4719-bd57-9efea441759c\", \"2c383717-7f9e-4c15-b8e0-48bc3fd51c3d\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.509}}, {\"53985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-11-06 01:21:39.000000+00:00\", \"2022-02-20 13:05:02.000000+00:00\"], \"session_ids\": [\"4eb89add-6372-4844-bc90-8e532b72539e\", \"43d83aa2-8acd-4656-b7da-de69aa94487c\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}, {\"74255\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-22 14:33:23.000000+00:00\", \"2021-11-09 15:30:26.000000+00:00\"], \"session_ids\": [\"9915590c-6090-4727-a914-7facefbe14a2\", \"d3567ef6-e81f-413f-8a3c-1d44272a641a\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.301}}, {\"68335\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-07-15 13:14:22.000000+00:00\", \"2019-05-12 18:09:58.000000+00:00\", \"2021-03-25 15:09:37.000000+00:00\"], \"session_ids\": [\"8e41f0e9-c1c6-40ec-85ae-e30a6c7d232b\", \"a419bd9a-6f1f-4bcb-809b-b115753331b3\", \"eb40270f-5e96-4a2e-b67e-8bf9a1dfda37\"], \"total_duration\": 431.0, \"total_sessions\": 3, \"mean_week_duration\": 4.398}}, {\"41910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-15 22:43:02.000000+00:00\", \"2019-04-30 04:30:16.000000+00:00\", \"2021-01-05 06:18:38.000000+00:00\"], \"session_ids\": [\"81371874-f56e-49f3-8c70-95fc45884b20\", \"73f79fe3-e577-48cc-ad89-84fc7fd196d0\", \"cb2b56d5-73d5-42db-98d4-7792f586104b\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 3.842}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 5 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"11481\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-08 03:51:08.000000+00:00\", \"2022-07-26 09:44:23.000000+00:00\"], \"session_ids\": [\"c2eb3c26-6c0f-44e3-960b-e92993beba53\", \"3429d92f-f2ee-4500-a3b5-a8f3c523a392\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 3.091}}, {\"53555\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-24 08:53:24.000000+00:00\", \"2023-01-13 05:02:53.000000+00:00\"], \"session_ids\": [\"69960071-5adf-4abc-9935-f259183c1d0e\", \"569e8512-6944-444f-aee2-68c554138829\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 2.039}}, {\"12667\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-01 11:55:35.000000+00:00\", \"2019-09-03 12:03:39.000000+00:00\"], \"session_ids\": [\"c89e07c1-0d69-4719-bd57-9efea441759c\", \"2c383717-7f9e-4c15-b8e0-48bc3fd51c3d\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.509}}, {\"53985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-11-06 01:21:39.000000+00:00\", \"2022-02-20 13:05:02.000000+00:00\"], \"session_ids\": [\"4eb89add-6372-4844-bc90-8e532b72539e\", \"43d83aa2-8acd-4656-b7da-de69aa94487c\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}, {\"74255\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-22 14:33:23.000000+00:00\", \"2021-11-09 15:30:26.000000+00:00\"], \"session_ids\": [\"9915590c-6090-4727-a914-7facefbe14a2\", \"d3567ef6-e81f-413f-8a3c-1d44272a641a\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.301}}]\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[{\"11481\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-08 03:51:08.000000+00:00\", \"2022-07-26 09:44:23.000000+00:00\"], \"session_ids\": [\"c2eb3c26-6c0f-44e3-960b-e92993beba53\", \"3429d92f-f2ee-4500-a3b5-a8f3c523a392\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 3.091}}, {\"53555\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-24 08:53:24.000000+00:00\", \"2023-01-13 05:02:53.000000+00:00\"], \"session_ids\": [\"69960071-5adf-4abc-9935-f259183c1d0e\", \"569e8512-6944-444f-aee2-68c554138829\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 2.039}}, {\"12667\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-01 11:55:35.000000+00:00\", \"2019-09-03 12:03:39.000000+00:00\"], \"session_ids\": [\"c89e07c1-0d69-4719-bd57-9efea441759c\", \"2c383717-7f9e-4c15-b8e0-48bc3fd51c3d\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.509}}, {\"53985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-11-06 01:21:39.000000+00:00\", \"2022-02-20 13:05:02.000000+00:00\"], \"session_ids\": [\"4eb89add-6372-4844-bc90-8e532b72539e\", \"43d83aa2-8acd-4656-b7da-de69aa94487c\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}, {\"74255\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-22 14:33:23.000000+00:00\", \"2021-11-09 15:30:26.000000+00:00\"], \"session_ids\": [\"9915590c-6090-4727-a914-7facefbe14a2\", \"d3567ef6-e81f-413f-8a3c-1d44272a641a\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.301}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about users whose sessions summation is greater than 10 and less than 2 also do sorting by time in app per week in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-01-14 07:33:55.000000+00:00\", \"2019-11-04 04:38:07.000000+00:00\"], \"session_ids\": [\"b53b56cf-e55d-404e-8d09-2c4834c93c1d\", \"a3d40235-0380-49fd-9ca1-f15635b314d9\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.595}, \"31313\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-23 01:52:05.000000+00:00\", \"2021-02-07 07:08:07.000000+00:00\", \"2023-05-04 02:33:02.000000+00:00\", \"2021-12-11 09:48:41.000000+00:00\", \"2021-03-30 11:05:50.000000+00:00\", \"2022-08-13 16:33:17.000000+00:00\"], \"session_ids\": [\"399662ad-51dc-462b-aa1a-cd135284f3b1\", \"b75e3670-ad1d-405c-abbe-166364836741\", \"085609c3-389e-455e-b12b-04696eb6b5f9\", \"092c24a3-0ba2-4a12-8de0-1d19728d7d01\", \"d3a2ed6b-84fa-48ca-8ad6-583d5d26d8f0\", \"651adb89-12f2-4f75-8029-6592bed40fc2\"], \"total_duration\": 831.0, \"total_sessions\": 6, \"mean_week_duration\": 7.103}, \"71087\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-31 11:53:31.000000+00:00\", \"2020-10-23 07:25:14.000000+00:00\"], \"session_ids\": [\"681c259d-5b87-4869-84af-e899f6a4f04e\", \"8be96388-d048-4ba6-80bb-dd4c2f1630da\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 10.304}, \"27659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"New York City\", \"datetimes\": [\"2021-01-21 05:16:14.000000+00:00\", \"2019-08-27 12:03:35.000000+00:00\"], \"session_ids\": [\"ecbdd009-a1f8-47a6-b889-dbe7419e6e2a\", \"3fe2e513-d0a2-44c0-bf22-66b4380c4a94\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 5.041}, \"67766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-24 05:20:32.000000+00:00\", \"2022-11-11 22:14:01.000000+00:00\", \"2019-11-18 21:51:13.000000+00:00\", \"2022-11-28 01:07:20.000000+00:00\", \"2022-03-26 13:14:33.000000+00:00\", \"2019-04-16 08:42:17.000000+00:00\"], \"session_ids\": [\"d157a4d7-c154-401e-aca9-f33d16547b54\", \"59b2bb94-f570-4c71-9a09-c8fd20fccbd2\", \"ad18fa7d-fa19-4310-9191-105ddec73fb0\", \"3dfa4f53-213c-4eea-98be-e65dd387c351\", \"04190fcd-cb49-46bb-b434-f65a9c3ed84a\", \"3db6c78f-31d1-449b-b2ce-901cc6d418b5\"], \"total_duration\": 3793.0, \"total_sessions\": 6, \"mean_week_duration\": 20.069}, \"17150\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-11-06 16:17:12.000000+00:00\", \"2019-04-28 10:06:36.000000+00:00\", \"2019-03-12 12:50:57.000000+00:00\", \"2021-12-06 21:45:44.000000+00:00\"], \"session_ids\": [\"81a49a76-1fd6-4d5e-9c54-6152b2e45c25\", \"dc3f11d3-b9fe-4289-985d-736c3b8764ee\", \"c7e94463-d1cd-4c87-9433-2fc9762b8b6d\", \"7de40bce-ef52-4a09-81cf-6ef12a94896e\"], \"total_duration\": 106.0, \"total_sessions\": 4, \"mean_week_duration\": 0.555}, \"12984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-10 10:32:38.000000+00:00\", \"2020-09-16 21:51:20.000000+00:00\"], \"session_ids\": [\"8556f6fd-7565-474e-94d3-a61b4472cde4\", \"3449ce7b-10e3-4e05-93bc-24c32d8c8767\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.124}, \"22346\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-10-13 18:26:51.000000+00:00\", \"2021-11-19 05:24:09.000000+00:00\"], \"session_ids\": [\"50519698-ef2e-4379-a861-e67cf9b13486\", \"cb462641-780a-4547-b8e7-b23d52dd4842\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.448}, \"71733\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-11 01:11:44.000000+00:00\", \"2020-07-14 12:13:53.000000+00:00\", \"2019-09-11 03:28:29.000000+00:00\"], \"session_ids\": [\"60bdffe7-2252-409f-b6ec-1d5e401182a5\", \"5aecadb1-aadc-4e0b-bce5-59025ca3ddc9\", \"1c000f7a-54fb-4272-a4fb-90fa80c91284\"], \"total_duration\": 630.0, \"total_sessions\": 3, \"mean_week_duration\": 3.621}, \"30123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-03 19:54:07.000000+00:00\", \"2020-01-23 02:08:39.000000+00:00\"], \"session_ids\": [\"44ba005c-d1b1-4b47-8153-d3ec85a7e00a\", \"9160811b-d1d8-4cb2-b522-1ab893b54722\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 6.328}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 2 and are equal or greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-01-14 07:33:55.000000+00:00\", \"2019-11-04 04:38:07.000000+00:00\"], \"session_ids\": [\"b53b56cf-e55d-404e-8d09-2c4834c93c1d\", \"a3d40235-0380-49fd-9ca1-f15635b314d9\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.595}, \"71087\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-31 11:53:31.000000+00:00\", \"2020-10-23 07:25:14.000000+00:00\"], \"session_ids\": [\"681c259d-5b87-4869-84af-e899f6a4f04e\", \"8be96388-d048-4ba6-80bb-dd4c2f1630da\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 10.304}, \"27659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"New York City\", \"datetimes\": [\"2021-01-21 05:16:14.000000+00:00\", \"2019-08-27 12:03:35.000000+00:00\"], \"session_ids\": [\"ecbdd009-a1f8-47a6-b889-dbe7419e6e2a\", \"3fe2e513-d0a2-44c0-bf22-66b4380c4a94\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 5.041}, \"12984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-10 10:32:38.000000+00:00\", \"2020-09-16 21:51:20.000000+00:00\"], \"session_ids\": [\"8556f6fd-7565-474e-94d3-a61b4472cde4\", \"3449ce7b-10e3-4e05-93bc-24c32d8c8767\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.124}, \"22346\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-10-13 18:26:51.000000+00:00\", \"2021-11-19 05:24:09.000000+00:00\"], \"session_ids\": [\"50519698-ef2e-4379-a861-e67cf9b13486\", \"cb462641-780a-4547-b8e7-b23d52dd4842\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.448}, \"30123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-03 19:54:07.000000+00:00\", \"2020-01-23 02:08:39.000000+00:00\"], \"session_ids\": [\"44ba005c-d1b1-4b47-8153-d3ec85a7e00a\", \"9160811b-d1d8-4cb2-b522-1ab893b54722\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 6.328}}\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[{\"12984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-10 10:32:38.000000+00:00\", \"2020-09-16 21:51:20.000000+00:00\"], \"session_ids\": [\"8556f6fd-7565-474e-94d3-a61b4472cde4\", \"3449ce7b-10e3-4e05-93bc-24c32d8c8767\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.124}}, {\"22346\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-10-13 18:26:51.000000+00:00\", \"2021-11-19 05:24:09.000000+00:00\"], \"session_ids\": [\"50519698-ef2e-4379-a861-e67cf9b13486\", \"cb462641-780a-4547-b8e7-b23d52dd4842\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.448}}, {\"80600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-01-14 07:33:55.000000+00:00\", \"2019-11-04 04:38:07.000000+00:00\"], \"session_ids\": [\"b53b56cf-e55d-404e-8d09-2c4834c93c1d\", \"a3d40235-0380-49fd-9ca1-f15635b314d9\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.595}}, {\"27659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"New York City\", \"datetimes\": [\"2021-01-21 05:16:14.000000+00:00\", \"2019-08-27 12:03:35.000000+00:00\"], \"session_ids\": [\"ecbdd009-a1f8-47a6-b889-dbe7419e6e2a\", \"3fe2e513-d0a2-44c0-bf22-66b4380c4a94\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 5.041}}, {\"30123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-03 19:54:07.000000+00:00\", \"2020-01-23 02:08:39.000000+00:00\"], \"session_ids\": [\"44ba005c-d1b1-4b47-8153-d3ec85a7e00a\", \"9160811b-d1d8-4cb2-b522-1ab893b54722\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 6.328}}, {\"71087\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-31 11:53:31.000000+00:00\", \"2020-10-23 07:25:14.000000+00:00\"], \"session_ids\": [\"681c259d-5b87-4869-84af-e899f6a4f04e\", \"8be96388-d048-4ba6-80bb-dd4c2f1630da\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 10.304}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to finish my work on that task and send the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"12984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-10 10:32:38.000000+00:00\", \"2020-09-16 21:51:20.000000+00:00\"], \"session_ids\": [\"8556f6fd-7565-474e-94d3-a61b4472cde4\", \"3449ce7b-10e3-4e05-93bc-24c32d8c8767\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.124}}, {\"22346\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-10-13 18:26:51.000000+00:00\", \"2021-11-19 05:24:09.000000+00:00\"], \"session_ids\": [\"50519698-ef2e-4379-a861-e67cf9b13486\", \"cb462641-780a-4547-b8e7-b23d52dd4842\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.448}}, {\"80600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-01-14 07:33:55.000000+00:00\", \"2019-11-04 04:38:07.000000+00:00\"], \"session_ids\": [\"b53b56cf-e55d-404e-8d09-2c4834c93c1d\", \"a3d40235-0380-49fd-9ca1-f15635b314d9\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.595}}, {\"27659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"New York City\", \"datetimes\": [\"2021-01-21 05:16:14.000000+00:00\", \"2019-08-27 12:03:35.000000+00:00\"], \"session_ids\": [\"ecbdd009-a1f8-47a6-b889-dbe7419e6e2a\", \"3fe2e513-d0a2-44c0-bf22-66b4380c4a94\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 5.041}}, {\"30123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-03 19:54:07.000000+00:00\", \"2020-01-23 02:08:39.000000+00:00\"], \"session_ids\": [\"44ba005c-d1b1-4b47-8153-d3ec85a7e00a\", \"9160811b-d1d8-4cb2-b522-1ab893b54722\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 6.328}}, {\"71087\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-31 11:53:31.000000+00:00\", \"2020-10-23 07:25:14.000000+00:00\"], \"session_ids\": [\"681c259d-5b87-4869-84af-e899f6a4f04e\", \"8be96388-d048-4ba6-80bb-dd4c2f1630da\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 10.304}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 6 users who have the greatest total duration amount also do sorting by overall total duration in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18876\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-28 23:32:42.000000+00:00\", \"2020-02-24 16:48:37.000000+00:00\", \"2023-02-02 10:08:27.000000+00:00\", \"2019-04-23 08:17:19.000000+00:00\"], \"session_ids\": [\"ec766052-6bc7-4f5e-97c9-fa98fefbc2ad\", \"d610c574-8fda-4df2-b975-033650a6823b\", \"adf0a3bb-8a05-4d73-82ed-04066be7851a\", \"b31f1cac-0a99-4cda-8862-6ca34c847167\"], \"total_duration\": 2176.0, \"total_sessions\": 4, \"mean_week_duration\": 10.615}, \"24685\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-10 19:03:43.000000+00:00\", \"2020-01-18 08:55:06.000000+00:00\"], \"session_ids\": [\"4c06279b-1f60-4ee2-9af6-d5c7233c31fc\", \"281e8bfa-6127-4689-b1bd-cb5069a62264\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 3.406}, \"57839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-11 06:18:18.000000+00:00\", \"2022-03-04 20:15:09.000000+00:00\", \"2020-03-04 07:07:38.000000+00:00\", \"2021-04-02 14:58:13.000000+00:00\", \"2023-01-31 20:22:49.000000+00:00\", \"2019-10-02 03:29:26.000000+00:00\"], \"session_ids\": [\"a301f1a3-ceb9-4b23-8dff-3a83d8d3c2d6\", \"60e8f235-b377-4206-8e40-ed19e3b5933c\", \"fa64e1d0-e6a0-4e2c-9691-fbc1156e2710\", \"ae47c896-cbe3-4ed4-ac7d-a7bd0f3bbcab\", \"982ebbf7-3fcf-4631-a3d6-cff259c9b6da\", \"602ea23f-7632-462e-a4e2-51c578883cc5\"], \"total_duration\": 413.0, \"total_sessions\": 6, \"mean_week_duration\": 1.948}, \"41081\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-02-07 11:22:07.000000+00:00\", \"2019-08-20 18:12:38.000000+00:00\", \"2021-03-09 11:57:57.000000+00:00\", \"2020-10-18 19:50:56.000000+00:00\"], \"session_ids\": [\"4a034685-2496-41b3-9968-97e1b041f17e\", \"77baeb5d-4b28-4fc2-ae47-0d936f8a2043\", \"485637bd-351f-4219-bfdb-2339020502e4\", \"fbf458f5-a173-4a82-91ed-c5b62001046f\"], \"total_duration\": 87.0, \"total_sessions\": 4, \"mean_week_duration\": 0.674}, \"11782\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-31 01:51:04.000000+00:00\", \"2023-01-29 07:54:07.000000+00:00\"], \"session_ids\": [\"4b7abbf7-2b8c-42df-bcfa-d26793520ed0\", \"9080bb60-4457-43c8-a9a8-cc183b2c61d1\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 2.932}, \"54126\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-06-09 16:11:23.000000+00:00\", \"2021-06-10 18:20:41.000000+00:00\", \"2022-10-04 08:57:49.000000+00:00\"], \"session_ids\": [\"f009901d-06b3-40ea-9a3c-bb50d4cf5ed6\", \"d881e648-7ccf-4288-9ab2-ee2f4c5d7d63\", \"82e390b6-8ab4-496f-a713-8769a2a682b9\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.339}, \"21186\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-08-05 10:19:09.000000+00:00\", \"2022-05-26 15:44:26.000000+00:00\"], \"session_ids\": [\"dfa5a9ec-4c85-4ebe-b2bf-f22ac54d7f86\", \"a6940576-7151-4297-a862-d45b05e0eb94\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 4.8}, \"37747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-05 01:46:24.000000+00:00\", \"2021-11-09 20:53:22.000000+00:00\", \"2022-10-18 18:21:33.000000+00:00\"], \"session_ids\": [\"4655a391-61be-4ee9-bc85-488e7533cf01\", \"206f6fb4-fd7c-4dbf-b3ee-da3306a2ef72\", \"5c79ecc6-1bd6-4291-ab60-f2a87f318e90\"], \"total_duration\": 491.0, \"total_sessions\": 3, \"mean_week_duration\": 5.776}, \"11679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-10 15:56:02.000000+00:00\", \"2021-11-22 18:34:25.000000+00:00\", \"2021-09-05 00:09:38.000000+00:00\", \"2023-03-28 08:08:33.000000+00:00\"], \"session_ids\": [\"9b9df347-215b-4219-8ec3-89a13e323e9b\", \"cd6f6c76-7444-45c5-b915-fddf9f2ceef2\", \"a9f3b766-ff84-461b-b37d-58cff62e764a\", \"472d96b1-1097-4ffa-b133-8ed6e1ca4b08\"], \"total_duration\": 2161.0, \"total_sessions\": 4, \"mean_week_duration\": 12.564}, \"19898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-10 07:34:35.000000+00:00\", \"2019-11-16 00:16:33.000000+00:00\", \"2021-03-10 02:06:12.000000+00:00\", \"2020-08-14 18:35:25.000000+00:00\", \"2021-08-28 07:01:51.000000+00:00\"], \"session_ids\": [\"18aaf5e9-2dd3-4958-8e4f-970c928b01ea\", \"825441f9-e08c-4d44-986c-ffd39f95f98c\", \"20252783-4862-4df6-8dc7-f4acac82586b\", \"152eb556-ae9d-4c49-8d38-9f386bb361ef\", \"0971edf8-7e69-441b-828b-9c14a8fb2996\"], \"total_duration\": 1469.0, \"total_sessions\": 5, \"mean_week_duration\": 10.963}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 6 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 6}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"18876\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-28 23:32:42.000000+00:00\", \"2020-02-24 16:48:37.000000+00:00\", \"2023-02-02 10:08:27.000000+00:00\", \"2019-04-23 08:17:19.000000+00:00\"], \"session_ids\": [\"ec766052-6bc7-4f5e-97c9-fa98fefbc2ad\", \"d610c574-8fda-4df2-b975-033650a6823b\", \"adf0a3bb-8a05-4d73-82ed-04066be7851a\", \"b31f1cac-0a99-4cda-8862-6ca34c847167\"], \"total_duration\": 2176.0, \"total_sessions\": 4, \"mean_week_duration\": 10.615}}, {\"11679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-10 15:56:02.000000+00:00\", \"2021-11-22 18:34:25.000000+00:00\", \"2021-09-05 00:09:38.000000+00:00\", \"2023-03-28 08:08:33.000000+00:00\"], \"session_ids\": [\"9b9df347-215b-4219-8ec3-89a13e323e9b\", \"cd6f6c76-7444-45c5-b915-fddf9f2ceef2\", \"a9f3b766-ff84-461b-b37d-58cff62e764a\", \"472d96b1-1097-4ffa-b133-8ed6e1ca4b08\"], \"total_duration\": 2161.0, \"total_sessions\": 4, \"mean_week_duration\": 12.564}}, {\"19898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-10 07:34:35.000000+00:00\", \"2019-11-16 00:16:33.000000+00:00\", \"2021-03-10 02:06:12.000000+00:00\", \"2020-08-14 18:35:25.000000+00:00\", \"2021-08-28 07:01:51.000000+00:00\"], \"session_ids\": [\"18aaf5e9-2dd3-4958-8e4f-970c928b01ea\", \"825441f9-e08c-4d44-986c-ffd39f95f98c\", \"20252783-4862-4df6-8dc7-f4acac82586b\", \"152eb556-ae9d-4c49-8d38-9f386bb361ef\", \"0971edf8-7e69-441b-828b-9c14a8fb2996\"], \"total_duration\": 1469.0, \"total_sessions\": 5, \"mean_week_duration\": 10.963}}, {\"37747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-05 01:46:24.000000+00:00\", \"2021-11-09 20:53:22.000000+00:00\", \"2022-10-18 18:21:33.000000+00:00\"], \"session_ids\": [\"4655a391-61be-4ee9-bc85-488e7533cf01\", \"206f6fb4-fd7c-4dbf-b3ee-da3306a2ef72\", \"5c79ecc6-1bd6-4291-ab60-f2a87f318e90\"], \"total_duration\": 491.0, \"total_sessions\": 3, \"mean_week_duration\": 5.776}}, {\"57839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-11 06:18:18.000000+00:00\", \"2022-03-04 20:15:09.000000+00:00\", \"2020-03-04 07:07:38.000000+00:00\", \"2021-04-02 14:58:13.000000+00:00\", \"2023-01-31 20:22:49.000000+00:00\", \"2019-10-02 03:29:26.000000+00:00\"], \"session_ids\": [\"a301f1a3-ceb9-4b23-8dff-3a83d8d3c2d6\", \"60e8f235-b377-4206-8e40-ed19e3b5933c\", \"fa64e1d0-e6a0-4e2c-9691-fbc1156e2710\", \"ae47c896-cbe3-4ed4-ac7d-a7bd0f3bbcab\", \"982ebbf7-3fcf-4631-a3d6-cff259c9b6da\", \"602ea23f-7632-462e-a4e2-51c578883cc5\"], \"total_duration\": 413.0, \"total_sessions\": 6, \"mean_week_duration\": 1.948}}, {\"54126\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-06-09 16:11:23.000000+00:00\", \"2021-06-10 18:20:41.000000+00:00\", \"2022-10-04 08:57:49.000000+00:00\"], \"session_ids\": [\"f009901d-06b3-40ea-9a3c-bb50d4cf5ed6\", \"d881e648-7ccf-4288-9ab2-ee2f4c5d7d63\", \"82e390b6-8ab4-496f-a713-8769a2a682b9\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.339}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"54126\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-06-09 16:11:23.000000+00:00\", \"2021-06-10 18:20:41.000000+00:00\", \"2022-10-04 08:57:49.000000+00:00\"], \"session_ids\": [\"f009901d-06b3-40ea-9a3c-bb50d4cf5ed6\", \"d881e648-7ccf-4288-9ab2-ee2f4c5d7d63\", \"82e390b6-8ab4-496f-a713-8769a2a682b9\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.339}}, {\"57839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-11 06:18:18.000000+00:00\", \"2022-03-04 20:15:09.000000+00:00\", \"2020-03-04 07:07:38.000000+00:00\", \"2021-04-02 14:58:13.000000+00:00\", \"2023-01-31 20:22:49.000000+00:00\", \"2019-10-02 03:29:26.000000+00:00\"], \"session_ids\": [\"a301f1a3-ceb9-4b23-8dff-3a83d8d3c2d6\", \"60e8f235-b377-4206-8e40-ed19e3b5933c\", \"fa64e1d0-e6a0-4e2c-9691-fbc1156e2710\", \"ae47c896-cbe3-4ed4-ac7d-a7bd0f3bbcab\", \"982ebbf7-3fcf-4631-a3d6-cff259c9b6da\", \"602ea23f-7632-462e-a4e2-51c578883cc5\"], \"total_duration\": 413.0, \"total_sessions\": 6, \"mean_week_duration\": 1.948}}, {\"37747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-05 01:46:24.000000+00:00\", \"2021-11-09 20:53:22.000000+00:00\", \"2022-10-18 18:21:33.000000+00:00\"], \"session_ids\": [\"4655a391-61be-4ee9-bc85-488e7533cf01\", \"206f6fb4-fd7c-4dbf-b3ee-da3306a2ef72\", \"5c79ecc6-1bd6-4291-ab60-f2a87f318e90\"], \"total_duration\": 491.0, \"total_sessions\": 3, \"mean_week_duration\": 5.776}}, {\"19898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-10 07:34:35.000000+00:00\", \"2019-11-16 00:16:33.000000+00:00\", \"2021-03-10 02:06:12.000000+00:00\", \"2020-08-14 18:35:25.000000+00:00\", \"2021-08-28 07:01:51.000000+00:00\"], \"session_ids\": [\"18aaf5e9-2dd3-4958-8e4f-970c928b01ea\", \"825441f9-e08c-4d44-986c-ffd39f95f98c\", \"20252783-4862-4df6-8dc7-f4acac82586b\", \"152eb556-ae9d-4c49-8d38-9f386bb361ef\", \"0971edf8-7e69-441b-828b-9c14a8fb2996\"], \"total_duration\": 1469.0, \"total_sessions\": 5, \"mean_week_duration\": 10.963}}, {\"11679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-10 15:56:02.000000+00:00\", \"2021-11-22 18:34:25.000000+00:00\", \"2021-09-05 00:09:38.000000+00:00\", \"2023-03-28 08:08:33.000000+00:00\"], \"session_ids\": [\"9b9df347-215b-4219-8ec3-89a13e323e9b\", \"cd6f6c76-7444-45c5-b915-fddf9f2ceef2\", \"a9f3b766-ff84-461b-b37d-58cff62e764a\", \"472d96b1-1097-4ffa-b133-8ed6e1ca4b08\"], \"total_duration\": 2161.0, \"total_sessions\": 4, \"mean_week_duration\": 12.564}}, {\"18876\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-28 23:32:42.000000+00:00\", \"2020-02-24 16:48:37.000000+00:00\", \"2023-02-02 10:08:27.000000+00:00\", \"2019-04-23 08:17:19.000000+00:00\"], \"session_ids\": [\"ec766052-6bc7-4f5e-97c9-fa98fefbc2ad\", \"d610c574-8fda-4df2-b975-033650a6823b\", \"adf0a3bb-8a05-4d73-82ed-04066be7851a\", \"b31f1cac-0a99-4cda-8862-6ca34c847167\"], \"total_duration\": 2176.0, \"total_sessions\": 4, \"mean_week_duration\": 10.615}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"54126\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-06-09 16:11:23.000000+00:00\", \"2021-06-10 18:20:41.000000+00:00\", \"2022-10-04 08:57:49.000000+00:00\"], \"session_ids\": [\"f009901d-06b3-40ea-9a3c-bb50d4cf5ed6\", \"d881e648-7ccf-4288-9ab2-ee2f4c5d7d63\", \"82e390b6-8ab4-496f-a713-8769a2a682b9\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.339}}, {\"57839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-11 06:18:18.000000+00:00\", \"2022-03-04 20:15:09.000000+00:00\", \"2020-03-04 07:07:38.000000+00:00\", \"2021-04-02 14:58:13.000000+00:00\", \"2023-01-31 20:22:49.000000+00:00\", \"2019-10-02 03:29:26.000000+00:00\"], \"session_ids\": [\"a301f1a3-ceb9-4b23-8dff-3a83d8d3c2d6\", \"60e8f235-b377-4206-8e40-ed19e3b5933c\", \"fa64e1d0-e6a0-4e2c-9691-fbc1156e2710\", \"ae47c896-cbe3-4ed4-ac7d-a7bd0f3bbcab\", \"982ebbf7-3fcf-4631-a3d6-cff259c9b6da\", \"602ea23f-7632-462e-a4e2-51c578883cc5\"], \"total_duration\": 413.0, \"total_sessions\": 6, \"mean_week_duration\": 1.948}}, {\"37747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-05 01:46:24.000000+00:00\", \"2021-11-09 20:53:22.000000+00:00\", \"2022-10-18 18:21:33.000000+00:00\"], \"session_ids\": [\"4655a391-61be-4ee9-bc85-488e7533cf01\", \"206f6fb4-fd7c-4dbf-b3ee-da3306a2ef72\", \"5c79ecc6-1bd6-4291-ab60-f2a87f318e90\"], \"total_duration\": 491.0, \"total_sessions\": 3, \"mean_week_duration\": 5.776}}, {\"19898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-10 07:34:35.000000+00:00\", \"2019-11-16 00:16:33.000000+00:00\", \"2021-03-10 02:06:12.000000+00:00\", \"2020-08-14 18:35:25.000000+00:00\", \"2021-08-28 07:01:51.000000+00:00\"], \"session_ids\": [\"18aaf5e9-2dd3-4958-8e4f-970c928b01ea\", \"825441f9-e08c-4d44-986c-ffd39f95f98c\", \"20252783-4862-4df6-8dc7-f4acac82586b\", \"152eb556-ae9d-4c49-8d38-9f386bb361ef\", \"0971edf8-7e69-441b-828b-9c14a8fb2996\"], \"total_duration\": 1469.0, \"total_sessions\": 5, \"mean_week_duration\": 10.963}}, {\"11679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-10 15:56:02.000000+00:00\", \"2021-11-22 18:34:25.000000+00:00\", \"2021-09-05 00:09:38.000000+00:00\", \"2023-03-28 08:08:33.000000+00:00\"], \"session_ids\": [\"9b9df347-215b-4219-8ec3-89a13e323e9b\", \"cd6f6c76-7444-45c5-b915-fddf9f2ceef2\", \"a9f3b766-ff84-461b-b37d-58cff62e764a\", \"472d96b1-1097-4ffa-b133-8ed6e1ca4b08\"], \"total_duration\": 2161.0, \"total_sessions\": 4, \"mean_week_duration\": 12.564}}, {\"18876\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-28 23:32:42.000000+00:00\", \"2020-02-24 16:48:37.000000+00:00\", \"2023-02-02 10:08:27.000000+00:00\", \"2019-04-23 08:17:19.000000+00:00\"], \"session_ids\": [\"ec766052-6bc7-4f5e-97c9-fa98fefbc2ad\", \"d610c574-8fda-4df2-b975-033650a6823b\", \"adf0a3bb-8a05-4d73-82ed-04066be7851a\", \"b31f1cac-0a99-4cda-8862-6ca34c847167\"], \"total_duration\": 2176.0, \"total_sessions\": 4, \"mean_week_duration\": 10.615}}]\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[{\"54126\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-06-09 16:11:23.000000+00:00\", \"2021-06-10 18:20:41.000000+00:00\", \"2022-10-04 08:57:49.000000+00:00\"], \"session_ids\": [\"f009901d-06b3-40ea-9a3c-bb50d4cf5ed6\", \"d881e648-7ccf-4288-9ab2-ee2f4c5d7d63\", \"82e390b6-8ab4-496f-a713-8769a2a682b9\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.339}}, {\"57839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-11 06:18:18.000000+00:00\", \"2022-03-04 20:15:09.000000+00:00\", \"2020-03-04 07:07:38.000000+00:00\", \"2021-04-02 14:58:13.000000+00:00\", \"2023-01-31 20:22:49.000000+00:00\", \"2019-10-02 03:29:26.000000+00:00\"], \"session_ids\": [\"a301f1a3-ceb9-4b23-8dff-3a83d8d3c2d6\", \"60e8f235-b377-4206-8e40-ed19e3b5933c\", \"fa64e1d0-e6a0-4e2c-9691-fbc1156e2710\", \"ae47c896-cbe3-4ed4-ac7d-a7bd0f3bbcab\", \"982ebbf7-3fcf-4631-a3d6-cff259c9b6da\", \"602ea23f-7632-462e-a4e2-51c578883cc5\"], \"total_duration\": 413.0, \"total_sessions\": 6, \"mean_week_duration\": 1.948}}, {\"37747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-05 01:46:24.000000+00:00\", \"2021-11-09 20:53:22.000000+00:00\", \"2022-10-18 18:21:33.000000+00:00\"], \"session_ids\": [\"4655a391-61be-4ee9-bc85-488e7533cf01\", \"206f6fb4-fd7c-4dbf-b3ee-da3306a2ef72\", \"5c79ecc6-1bd6-4291-ab60-f2a87f318e90\"], \"total_duration\": 491.0, \"total_sessions\": 3, \"mean_week_duration\": 5.776}}, {\"19898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-10 07:34:35.000000+00:00\", \"2019-11-16 00:16:33.000000+00:00\", \"2021-03-10 02:06:12.000000+00:00\", \"2020-08-14 18:35:25.000000+00:00\", \"2021-08-28 07:01:51.000000+00:00\"], \"session_ids\": [\"18aaf5e9-2dd3-4958-8e4f-970c928b01ea\", \"825441f9-e08c-4d44-986c-ffd39f95f98c\", \"20252783-4862-4df6-8dc7-f4acac82586b\", \"152eb556-ae9d-4c49-8d38-9f386bb361ef\", \"0971edf8-7e69-441b-828b-9c14a8fb2996\"], \"total_duration\": 1469.0, \"total_sessions\": 5, \"mean_week_duration\": 10.963}}, {\"11679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-10 15:56:02.000000+00:00\", \"2021-11-22 18:34:25.000000+00:00\", \"2021-09-05 00:09:38.000000+00:00\", \"2023-03-28 08:08:33.000000+00:00\"], \"session_ids\": [\"9b9df347-215b-4219-8ec3-89a13e323e9b\", \"cd6f6c76-7444-45c5-b915-fddf9f2ceef2\", \"a9f3b766-ff84-461b-b37d-58cff62e764a\", \"472d96b1-1097-4ffa-b133-8ed6e1ca4b08\"], \"total_duration\": 2161.0, \"total_sessions\": 4, \"mean_week_duration\": 12.564}}, {\"18876\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-28 23:32:42.000000+00:00\", \"2020-02-24 16:48:37.000000+00:00\", \"2023-02-02 10:08:27.000000+00:00\", \"2019-04-23 08:17:19.000000+00:00\"], \"session_ids\": [\"ec766052-6bc7-4f5e-97c9-fa98fefbc2ad\", \"d610c574-8fda-4df2-b975-033650a6823b\", \"adf0a3bb-8a05-4d73-82ed-04066be7851a\", \"b31f1cac-0a99-4cda-8862-6ca34c847167\"], \"total_duration\": 2176.0, \"total_sessions\": 4, \"mean_week_duration\": 10.615}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on users who are residing in city Budapest and in addition sort by town naming in desc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21865\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-31 04:50:29.000000+00:00\", \"2022-11-25 18:10:51.000000+00:00\", \"2022-01-25 06:49:33.000000+00:00\"], \"session_ids\": [\"4520db38-399b-4c1a-bfec-c80c058d3f10\", \"96942731-e9e8-43b9-8ba0-096d36873df5\", \"03163ee5-5f36-4e13-9232-fed58f29ad28\"], \"total_duration\": 682.0, \"total_sessions\": 3, \"mean_week_duration\": 9.743}, \"5398\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-05 13:46:15.000000+00:00\", \"2020-04-02 06:25:33.000000+00:00\"], \"session_ids\": [\"39397600-820a-4888-8903-43dd73f4be0a\", \"41df136f-2e7e-4501-9d32-807d1d747ce4\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 3.739}, \"43919\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-06 06:48:44.000000+00:00\", \"2022-04-12 11:44:41.000000+00:00\"], \"session_ids\": [\"3f0a79d9-8f07-470e-b81c-28ac31bc9c8a\", \"5fe947d4-d10b-4ebd-9466-523bbcf45210\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.488}, \"26984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-12-16 05:30:21.000000+00:00\", \"2020-11-28 15:53:45.000000+00:00\", \"2022-12-25 01:31:56.000000+00:00\"], \"session_ids\": [\"4c0950b9-8e18-4116-a0c9-52b1ae71f614\", \"c9c20f2c-ae67-4b7f-9e3c-20a85c62f172\", \"0d20e023-faeb-4aa0-bb27-0674c40dcede\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.481}, \"42949\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-03-02 10:05:03.000000+00:00\", \"2022-08-01 15:00:10.000000+00:00\"], \"session_ids\": [\"9d60162c-23e0-432b-89d6-c331710fff9d\", \"8b2bfbe2-1ba4-486e-9cf1-c7029f53a172\"], \"total_duration\": 277.0, \"total_sessions\": 2, \"mean_week_duration\": 8.935}, \"1928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 16:43:25.000000+00:00\", \"2023-05-19 00:35:17.000000+00:00\"], \"session_ids\": [\"0e4beb83-1b72-49df-a861-6fff4fe0d5dc\", \"52bcf37a-a667-4e38-96f8-461e08b91421\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 0.335}, \"32443\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-11-15 18:07:46.000000+00:00\", \"2019-11-14 02:33:01.000000+00:00\"], \"session_ids\": [\"2453e3e8-a40d-4eb9-94ce-b7f9d93699c8\", \"fa082bc3-adee-450c-98ba-901cc9efa542\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 4.509}, \"92263\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-13 22:20:46.000000+00:00\", \"2020-11-19 09:25:58.000000+00:00\", \"2023-02-27 21:53:04.000000+00:00\"], \"session_ids\": [\"5c3b82a4-d511-498c-8528-ce3e0ae59c08\", \"9f1d5f6c-fe0b-41ee-b00e-8589ffe13229\", \"a7344887-6f33-489c-bcdb-53250b31dfd7\"], \"total_duration\": 758.0, \"total_sessions\": 3, \"mean_week_duration\": 3.828}, \"27489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-20 11:19:38.000000+00:00\", \"2021-12-03 11:14:53.000000+00:00\"], \"session_ids\": [\"8a7be316-93a8-4795-8cec-8fb94d3ebe66\", \"dcad8117-6a0d-4a29-aeda-010f0eccf6bd\"], \"total_duration\": 277.0, \"total_sessions\": 2, \"mean_week_duration\": 3.42}, \"83386\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-20 15:21:44.000000+00:00\", \"2023-03-07 03:44:45.000000+00:00\", \"2019-09-29 15:33:32.000000+00:00\", \"2020-04-27 06:17:54.000000+00:00\"], \"session_ids\": [\"27467b6e-bc59-44ac-93bf-f5d0d346b99f\", \"804046c5-522f-4a5f-a956-1be242368ba6\", \"eb7d05a2-8751-4aa0-b272-8de3f9dea5e3\", \"02008a87-bda3-45df-b9a3-52b9e52fdad5\"], \"total_duration\": 352.0, \"total_sessions\": 4, \"mean_week_duration\": 1.956}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Budapest" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Budapest\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to 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": "Display 5 users pieces of information who have site usage time smaller than 3181 and strictly bigger than 1260 as well as apply sorting by overall sessions count in desc order as well as get rid of all entries, except 3." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42017\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-10 12:21:41.000000+00:00\", \"2022-11-09 04:22:37.000000+00:00\", \"2019-09-12 23:23:38.000000+00:00\", \"2020-03-08 19:39:10.000000+00:00\", \"2022-06-23 08:16:33.000000+00:00\", \"2021-05-21 17:09:55.000000+00:00\", \"2020-12-25 16:16:22.000000+00:00\", \"2020-06-04 14:37:21.000000+00:00\"], \"session_ids\": [\"9d636413-2940-484f-960a-ed00c8d54738\", \"a436033b-d253-4229-b7f1-3e7a865e2d3d\", \"a9d2b655-38b5-4ad2-8bad-ea1741d86b56\", \"4b43d8db-e8a5-47ff-b67a-91fc9d2bbafd\", \"695d00ee-d088-42fd-a311-e73d1179dde7\", \"ce2613df-9dac-494a-b207-2cdbf3f40b5b\", \"53b8ef17-3a38-42bf-8246-b2a771445c24\", \"c1703d19-56c3-4bbc-9e24-5b6d6b4be562\"], \"total_duration\": 1409.0, \"total_sessions\": 8, \"mean_week_duration\": 8.539}, \"35874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-14 14:05:12.000000+00:00\", \"2021-01-06 23:17:31.000000+00:00\", \"2020-10-16 12:32:21.000000+00:00\"], \"session_ids\": [\"b620e5e1-a13f-4eeb-a926-abcc310af9b3\", \"cf61d707-e930-4153-bec6-79083b7eb147\", \"e388b67c-80e4-4c89-b419-75fdd30cbfb5\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 5.013}, \"67705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-30 17:24:29.000000+00:00\", \"2021-01-01 15:29:16.000000+00:00\"], \"session_ids\": [\"02c7572d-222a-4b7c-9ba2-06d9c5112f87\", \"ccd2927b-f6af-4348-b88b-f2cbd4932e97\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.971}, \"24972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-28 10:49:46.000000+00:00\", \"2022-12-28 19:37:04.000000+00:00\"], \"session_ids\": [\"38911bad-feee-464c-b530-c5144e5deb9e\", \"e93a9516-3f89-42f3-9af2-b4b82a9ede97\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 30.667}, \"33834\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-03-11 02:49:07.000000+00:00\", \"2020-02-25 07:43:51.000000+00:00\"], \"session_ids\": [\"cd2f62cb-9e02-40d3-8c1b-570918e4f05f\", \"39e0f4c8-e5a8-4223-aa64-02f675959c74\"], \"total_duration\": 374.0, \"total_sessions\": 2, \"mean_week_duration\": 7.333}, \"79362\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-23 07:49:16.000000+00:00\", \"2020-12-25 23:04:57.000000+00:00\"], \"session_ids\": [\"a559f12f-09cb-481c-bce8-86672cae258f\", \"42ae4eab-d566-4fc1-8555-a6024f972eae\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 2.509}, \"89685\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-21 13:40:38.000000+00:00\", \"2021-05-21 13:02:43.000000+00:00\"], \"session_ids\": [\"9eaa4dfd-3e7b-450c-b2f8-8dd7fa3188f2\", \"e5ba8657-24dc-40c2-860e-5057d51fdfb4\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 3.083}, \"70435\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-07-01 03:26:19.000000+00:00\", \"2022-11-06 10:28:51.000000+00:00\", \"2022-05-27 18:25:35.000000+00:00\", \"2021-12-31 12:12:01.000000+00:00\", \"2019-12-01 20:46:31.000000+00:00\", \"2019-05-02 05:17:01.000000+00:00\", \"2019-02-05 07:09:27.000000+00:00\", \"2020-05-27 14:15:56.000000+00:00\", \"2021-08-30 11:23:38.000000+00:00\"], \"session_ids\": [\"d7f9e7bd-9209-49c6-8ce9-ffe1ac8c4968\", \"00f5c078-33a7-4036-9b94-f346f8d75ce4\", \"80098842-ebcd-4fa0-82bc-06f6541638ce\", \"74ad30ed-1ca3-42ff-aeb5-597dd84f5a5d\", \"ecfbffdf-7725-478e-b2c5-7c6be7816e8d\", \"81f5e3fa-21a7-442f-87c8-6f675e02a156\", \"2f757dda-5239-4723-8d39-0cfca20b4e55\", \"6c17698b-bc3e-44b4-8cf2-8d37fc36de27\", \"81ee6e51-bcf5-4d74-a4f1-49eee2952ffd\"], \"total_duration\": 22240.0, \"total_sessions\": 9, \"mean_week_duration\": 113.469}, \"57474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-04-07 06:29:45.000000+00:00\", \"2022-11-18 04:47:28.000000+00:00\"], \"session_ids\": [\"94bef71b-a4c9-4898-bb09-0c3f40cba136\", \"544c3170-0d35-465f-a141-07a06218dd62\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.138}, \"2845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-21 07:11:08.000000+00:00\", \"2020-02-16 07:17:23.000000+00:00\"], \"session_ids\": [\"e4e7fc8a-9626-4209-a01f-6576be94698f\", \"1d1fd05b-e576-46fe-b703-fc9552c048a3\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.217}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 1260 and are equal or less than 3181" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1260, 3181]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42017\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-10 12:21:41.000000+00:00\", \"2022-11-09 04:22:37.000000+00:00\", \"2019-09-12 23:23:38.000000+00:00\", \"2020-03-08 19:39:10.000000+00:00\", \"2022-06-23 08:16:33.000000+00:00\", \"2021-05-21 17:09:55.000000+00:00\", \"2020-12-25 16:16:22.000000+00:00\", \"2020-06-04 14:37:21.000000+00:00\"], \"session_ids\": [\"9d636413-2940-484f-960a-ed00c8d54738\", \"a436033b-d253-4229-b7f1-3e7a865e2d3d\", \"a9d2b655-38b5-4ad2-8bad-ea1741d86b56\", \"4b43d8db-e8a5-47ff-b67a-91fc9d2bbafd\", \"695d00ee-d088-42fd-a311-e73d1179dde7\", \"ce2613df-9dac-494a-b207-2cdbf3f40b5b\", \"53b8ef17-3a38-42bf-8246-b2a771445c24\", \"c1703d19-56c3-4bbc-9e24-5b6d6b4be562\"], \"total_duration\": 1409.0, \"total_sessions\": 8, \"mean_week_duration\": 8.539}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"42017\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-10 12:21:41.000000+00:00\", \"2022-11-09 04:22:37.000000+00:00\", \"2019-09-12 23:23:38.000000+00:00\", \"2020-03-08 19:39:10.000000+00:00\", \"2022-06-23 08:16:33.000000+00:00\", \"2021-05-21 17:09:55.000000+00:00\", \"2020-12-25 16:16:22.000000+00:00\", \"2020-06-04 14:37:21.000000+00:00\"], \"session_ids\": [\"9d636413-2940-484f-960a-ed00c8d54738\", \"a436033b-d253-4229-b7f1-3e7a865e2d3d\", \"a9d2b655-38b5-4ad2-8bad-ea1741d86b56\", \"4b43d8db-e8a5-47ff-b67a-91fc9d2bbafd\", \"695d00ee-d088-42fd-a311-e73d1179dde7\", \"ce2613df-9dac-494a-b207-2cdbf3f40b5b\", \"53b8ef17-3a38-42bf-8246-b2a771445c24\", \"c1703d19-56c3-4bbc-9e24-5b6d6b4be562\"], \"total_duration\": 1409.0, \"total_sessions\": 8, \"mean_week_duration\": 8.539}}]\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[{\"42017\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-10 12:21:41.000000+00:00\", \"2022-11-09 04:22:37.000000+00:00\", \"2019-09-12 23:23:38.000000+00:00\", \"2020-03-08 19:39:10.000000+00:00\", \"2022-06-23 08:16:33.000000+00:00\", \"2021-05-21 17:09:55.000000+00:00\", \"2020-12-25 16:16:22.000000+00:00\", \"2020-06-04 14:37:21.000000+00:00\"], \"session_ids\": [\"9d636413-2940-484f-960a-ed00c8d54738\", \"a436033b-d253-4229-b7f1-3e7a865e2d3d\", \"a9d2b655-38b5-4ad2-8bad-ea1741d86b56\", \"4b43d8db-e8a5-47ff-b67a-91fc9d2bbafd\", \"695d00ee-d088-42fd-a311-e73d1179dde7\", \"ce2613df-9dac-494a-b207-2cdbf3f40b5b\", \"53b8ef17-3a38-42bf-8246-b2a771445c24\", \"c1703d19-56c3-4bbc-9e24-5b6d6b4be562\"], \"total_duration\": 1409.0, \"total_sessions\": 8, \"mean_week_duration\": 8.539}}]\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[{\"42017\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-10 12:21:41.000000+00:00\", \"2022-11-09 04:22:37.000000+00:00\", \"2019-09-12 23:23:38.000000+00:00\", \"2020-03-08 19:39:10.000000+00:00\", \"2022-06-23 08:16:33.000000+00:00\", \"2021-05-21 17:09:55.000000+00:00\", \"2020-12-25 16:16:22.000000+00:00\", \"2020-06-04 14:37:21.000000+00:00\"], \"session_ids\": [\"9d636413-2940-484f-960a-ed00c8d54738\", \"a436033b-d253-4229-b7f1-3e7a865e2d3d\", \"a9d2b655-38b5-4ad2-8bad-ea1741d86b56\", \"4b43d8db-e8a5-47ff-b67a-91fc9d2bbafd\", \"695d00ee-d088-42fd-a311-e73d1179dde7\", \"ce2613df-9dac-494a-b207-2cdbf3f40b5b\", \"53b8ef17-3a38-42bf-8246-b2a771445c24\", \"c1703d19-56c3-4bbc-9e24-5b6d6b4be562\"], \"total_duration\": 1409.0, \"total_sessions\": 8, \"mean_week_duration\": 8.539}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about user with a sessions count that is higher than 3 and lower than 7, exclusive 7 , execute sorting by total_duration form the highest value to the lowest value in addition provide me only with 4 pieces of information." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58938\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-26 04:09:56.000000+00:00\", \"2021-06-17 18:18:30.000000+00:00\"], \"session_ids\": [\"5414a142-2890-48f8-884d-528a2af69765\", \"e1bdf963-4842-4b3c-9623-9ad35b7791dd\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 11.0}, \"31235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-10-17 21:03:51.000000+00:00\", \"2020-02-16 19:42:19.000000+00:00\", \"2023-05-25 23:15:01.000000+00:00\", \"2019-01-06 11:12:38.000000+00:00\"], \"session_ids\": [\"ef65080f-8f9c-4c7e-b4ea-f006617d726d\", \"4009bdba-38da-449e-8e5f-64dde94646cb\", \"6d49f171-3954-41b3-a0e6-304c5f6adffa\", \"5aaacf48-b98b-41ba-89a9-9927bfb3ef84\"], \"total_duration\": 431.0, \"total_sessions\": 4, \"mean_week_duration\": 1.882}, \"43386\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-16 13:59:37.000000+00:00\", \"2022-08-19 11:01:33.000000+00:00\", \"2020-10-05 07:56:52.000000+00:00\", \"2020-07-07 06:40:21.000000+00:00\", \"2019-10-14 10:02:51.000000+00:00\", \"2021-04-29 06:48:07.000000+00:00\", \"2020-04-30 11:20:05.000000+00:00\"], \"session_ids\": [\"bd668fd5-0009-40ab-b14d-f5db5d12c3c0\", \"d2b6b11a-2c62-4199-acb8-a8f754fd2939\", \"7ff1677f-dc7a-4a6f-b5c4-6434dee6a44f\", \"df54fdee-30fd-4b57-8c9d-a2109339d31c\", \"345f0756-3d22-4b73-b5cb-40d5c3212708\", \"58e1200a-8698-4dca-b22b-bafa6ffb5f73\", \"dc6aa2ef-d297-432e-921a-591113fd3a71\"], \"total_duration\": 359.0, \"total_sessions\": 7, \"mean_week_duration\": 2.409}, \"34835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-01 16:54:34.000000+00:00\", \"2022-09-05 09:55:25.000000+00:00\", \"2022-10-06 03:35:09.000000+00:00\", \"2019-08-24 03:34:17.000000+00:00\", \"2020-01-08 21:36:59.000000+00:00\", \"2021-03-06 05:51:40.000000+00:00\", \"2019-05-17 18:23:28.000000+00:00\"], \"session_ids\": [\"9279d066-2304-4cc6-a2f0-25bc659ac7fd\", \"268d0cbf-9762-4ff8-bc31-78188f216b0c\", \"ac54a249-0ed5-43f2-a62b-2527c16afcc9\", \"98eda7d9-f78c-43d0-8f17-8715377fc5d6\", \"5f9b2838-02d5-442d-a67f-c30239065aa5\", \"a0371eda-d141-44ad-bb27-322ab1375e75\", \"94c12b46-6f3b-4edd-a400-5b1cc2f4c6fa\"], \"total_duration\": 938.0, \"total_sessions\": 7, \"mean_week_duration\": 5.299}, \"84359\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-15 22:52:36.000000+00:00\", \"2020-09-16 05:09:40.000000+00:00\"], \"session_ids\": [\"e1d8fc86-b862-44b4-b29e-ddf5242ef383\", \"6356ada3-44fe-4dd3-a157-0cb26d32f74a\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 4.108}, \"76759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-19 15:32:26.000000+00:00\", \"2020-02-09 09:31:21.000000+00:00\"], \"session_ids\": [\"5e4938e7-92f7-4421-a094-4d1285b0ed5c\", \"8a4c3b35-ec78-4e49-a0dd-d0359c1d64dd\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 69.5}, \"12995\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-10-18 02:53:07.000000+00:00\", \"2020-10-07 02:07:33.000000+00:00\"], \"session_ids\": [\"159ccdac-63ca-4a53-924f-d8b02914cfb8\", \"4e8867d4-e210-4084-a560-7e12328bbb25\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 1.706}, \"73126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-31 09:48:26.000000+00:00\", \"2021-06-10 12:43:10.000000+00:00\"], \"session_ids\": [\"da3d53e6-15a3-4c4f-a73d-247bedbfd55b\", \"18882b1c-b75a-4f28-be02-5ec9aad18e0a\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 14.312}, \"57354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-31 11:54:19.000000+00:00\", \"2019-11-21 14:33:16.000000+00:00\", \"2020-01-16 11:21:12.000000+00:00\", \"2022-01-31 19:01:21.000000+00:00\", \"2021-07-21 07:26:16.000000+00:00\", \"2021-11-11 16:40:16.000000+00:00\", \"2023-05-10 00:49:30.000000+00:00\", \"2019-07-27 16:08:03.000000+00:00\", \"2022-03-10 05:41:11.000000+00:00\"], \"session_ids\": [\"dbbbab6e-1966-4560-8c76-367c7c9baa6b\", \"14298f7b-e147-437d-8100-410154619b08\", \"9f22bcc4-71be-459b-9fa8-8edbbf84f79d\", \"ceb02d86-d008-4987-85d1-1f5e53d796e9\", \"e4db648e-70d7-463d-9e65-7b962a5f8249\", \"bfec20e7-656f-456d-a931-a53905aae35f\", \"24eee62c-4b5a-4ee5-8091-e00296414e65\", \"50042bb6-b791-45f1-9fe5-45ae03425617\", \"7a077507-6edb-4742-9cab-86e6571910f0\"], \"total_duration\": 15926.0, \"total_sessions\": 9, \"mean_week_duration\": 80.434}, \"69549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-05 18:53:41.000000+00:00\", \"2020-06-27 14:20:03.000000+00:00\", \"2022-02-25 17:16:04.000000+00:00\"], \"session_ids\": [\"ae455472-214a-4ab2-9ab8-aae1cb3c9bcd\", \"54d3bab5-32ec-421b-8b4e-7fa260ecf7b5\", \"d67564de-945c-498d-bd17-8a92f5d8af26\"], \"total_duration\": 181.0, \"total_sessions\": 3, \"mean_week_duration\": 2.08}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 3 and are less 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{\"31235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-10-17 21:03:51.000000+00:00\", \"2020-02-16 19:42:19.000000+00:00\", \"2023-05-25 23:15:01.000000+00:00\", \"2019-01-06 11:12:38.000000+00:00\"], \"session_ids\": [\"ef65080f-8f9c-4c7e-b4ea-f006617d726d\", \"4009bdba-38da-449e-8e5f-64dde94646cb\", \"6d49f171-3954-41b3-a0e6-304c5f6adffa\", \"5aaacf48-b98b-41ba-89a9-9927bfb3ef84\"], \"total_duration\": 431.0, \"total_sessions\": 4, \"mean_week_duration\": 1.882}, \"69549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-05 18:53:41.000000+00:00\", \"2020-06-27 14:20:03.000000+00:00\", \"2022-02-25 17:16:04.000000+00:00\"], \"session_ids\": [\"ae455472-214a-4ab2-9ab8-aae1cb3c9bcd\", \"54d3bab5-32ec-421b-8b4e-7fa260ecf7b5\", \"d67564de-945c-498d-bd17-8a92f5d8af26\"], \"total_duration\": 181.0, \"total_sessions\": 3, \"mean_week_duration\": 2.08}}\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[{\"31235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-10-17 21:03:51.000000+00:00\", \"2020-02-16 19:42:19.000000+00:00\", \"2023-05-25 23:15:01.000000+00:00\", \"2019-01-06 11:12:38.000000+00:00\"], \"session_ids\": [\"ef65080f-8f9c-4c7e-b4ea-f006617d726d\", \"4009bdba-38da-449e-8e5f-64dde94646cb\", \"6d49f171-3954-41b3-a0e6-304c5f6adffa\", \"5aaacf48-b98b-41ba-89a9-9927bfb3ef84\"], \"total_duration\": 431.0, \"total_sessions\": 4, \"mean_week_duration\": 1.882}}, {\"69549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-05 18:53:41.000000+00:00\", \"2020-06-27 14:20:03.000000+00:00\", \"2022-02-25 17:16:04.000000+00:00\"], \"session_ids\": [\"ae455472-214a-4ab2-9ab8-aae1cb3c9bcd\", \"54d3bab5-32ec-421b-8b4e-7fa260ecf7b5\", \"d67564de-945c-498d-bd17-8a92f5d8af26\"], \"total_duration\": 181.0, \"total_sessions\": 3, \"mean_week_duration\": 2.08}}]\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[{\"31235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-10-17 21:03:51.000000+00:00\", \"2020-02-16 19:42:19.000000+00:00\", \"2023-05-25 23:15:01.000000+00:00\", \"2019-01-06 11:12:38.000000+00:00\"], \"session_ids\": [\"ef65080f-8f9c-4c7e-b4ea-f006617d726d\", \"4009bdba-38da-449e-8e5f-64dde94646cb\", \"6d49f171-3954-41b3-a0e6-304c5f6adffa\", \"5aaacf48-b98b-41ba-89a9-9927bfb3ef84\"], \"total_duration\": 431.0, \"total_sessions\": 4, \"mean_week_duration\": 1.882}}, {\"69549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-05 18:53:41.000000+00:00\", \"2020-06-27 14:20:03.000000+00:00\", \"2022-02-25 17:16:04.000000+00:00\"], \"session_ids\": [\"ae455472-214a-4ab2-9ab8-aae1cb3c9bcd\", \"54d3bab5-32ec-421b-8b4e-7fa260ecf7b5\", \"d67564de-945c-498d-bd17-8a92f5d8af26\"], \"total_duration\": 181.0, \"total_sessions\": 3, \"mean_week_duration\": 2.08}}]\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[{\"31235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-10-17 21:03:51.000000+00:00\", \"2020-02-16 19:42:19.000000+00:00\", \"2023-05-25 23:15:01.000000+00:00\", \"2019-01-06 11:12:38.000000+00:00\"], \"session_ids\": [\"ef65080f-8f9c-4c7e-b4ea-f006617d726d\", \"4009bdba-38da-449e-8e5f-64dde94646cb\", \"6d49f171-3954-41b3-a0e6-304c5f6adffa\", \"5aaacf48-b98b-41ba-89a9-9927bfb3ef84\"], \"total_duration\": 431.0, \"total_sessions\": 4, \"mean_week_duration\": 1.882}}, {\"69549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-05 18:53:41.000000+00:00\", \"2020-06-27 14:20:03.000000+00:00\", \"2022-02-25 17:16:04.000000+00:00\"], \"session_ids\": [\"ae455472-214a-4ab2-9ab8-aae1cb3c9bcd\", \"54d3bab5-32ec-421b-8b4e-7fa260ecf7b5\", \"d67564de-945c-498d-bd17-8a92f5d8af26\"], \"total_duration\": 181.0, \"total_sessions\": 3, \"mean_week_duration\": 2.08}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 4 users pieces of information who currently live in city Cape Town in addition put to use sorting by town name form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61727\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-09 08:26:00.000000+00:00\", \"2021-03-28 17:00:39.000000+00:00\"], \"session_ids\": [\"b23589d9-f0ea-4079-af28-52d6c943c26b\", \"f7318cf5-28af-4f4a-9e46-fe2910b4fba9\"], \"total_duration\": 377.0, \"total_sessions\": 2, \"mean_week_duration\": 4.961}, \"44820\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-04 20:44:31.000000+00:00\", \"2020-09-07 08:08:15.000000+00:00\", \"2019-01-14 08:48:53.000000+00:00\", \"2022-08-05 19:05:37.000000+00:00\", \"2020-03-22 17:01:09.000000+00:00\", \"2020-06-30 02:01:23.000000+00:00\", \"2019-04-25 16:40:00.000000+00:00\", \"2019-02-27 00:57:31.000000+00:00\", \"2020-04-25 03:19:59.000000+00:00\", \"2019-07-19 16:01:16.000000+00:00\"], \"session_ids\": [\"52ecfea1-e341-4601-a5a8-4cc603986415\", \"0835edbf-3f6f-4315-958d-906f74a60a08\", \"724651aa-47a9-4a1b-89d9-7f4356934d81\", \"5e4d8da1-b13c-412a-bf13-ca96ebf6e60d\", \"2a74de66-8c3c-43cc-affe-859ace977e8b\", \"16147603-6dc6-4904-b699-19daa9b26b24\", \"6e9a0959-f2a5-4eb7-b400-a4f979d7b61e\", \"d347dae4-6ea7-45a3-9e9a-2a3529491cd7\", \"8233e2e0-5021-4def-b0d1-7780139cbb44\", \"1a1d2798-be36-4b09-b6d3-f0545d40d8f4\"], \"total_duration\": 4510.0, \"total_sessions\": 10, \"mean_week_duration\": 24.247}, \"13844\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-25 09:06:49.000000+00:00\", \"2023-01-28 11:35:45.000000+00:00\"], \"session_ids\": [\"d99a1b4d-7e4a-4f55-ae25-651facf09648\", \"383a11a6-33eb-4d6c-bd76-d2fb086f411c\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 1.444}, \"46775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-08 14:34:04.000000+00:00\", \"2019-11-27 05:21:22.000000+00:00\", \"2022-12-30 12:39:57.000000+00:00\", \"2019-12-03 09:28:32.000000+00:00\", \"2019-10-30 00:42:49.000000+00:00\", \"2020-02-25 05:03:07.000000+00:00\"], \"session_ids\": [\"d71479d7-0154-4f77-95e1-9a9868ff7fe0\", \"1b360398-c200-4cda-94dc-e4382776bc79\", \"49009eea-8855-4fe6-84ad-22c0aa631c22\", \"57fe266e-f668-4567-a21f-5ca9868be3cf\", \"3becf83c-8260-409d-b7b5-8a593c936d7e\", \"e85b86c8-4f1b-4e92-ba70-8615417ccd46\"], \"total_duration\": 4453.0, \"total_sessions\": 6, \"mean_week_duration\": 26.825}, \"85028\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-03 07:28:47.000000+00:00\", \"2022-05-15 14:02:36.000000+00:00\", \"2019-03-13 16:18:24.000000+00:00\", \"2020-04-17 23:03:44.000000+00:00\", \"2019-12-01 05:36:32.000000+00:00\"], \"session_ids\": [\"7303208d-d290-48f8-bc60-27653e3530fb\", \"61605d20-579a-42df-9b50-9491713d8cd0\", \"c6a418b4-dad4-486b-9ebc-d698d288e51c\", \"c39b6f66-f2ac-446d-9a07-f961ec228dfa\", \"63d1d7da-b27a-43f5-9e7f-e559d5e6643c\"], \"total_duration\": 1744.0, \"total_sessions\": 5, \"mean_week_duration\": 10.506}, \"26843\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-05-18 11:51:18.000000+00:00\", \"2020-02-18 10:17:59.000000+00:00\", \"2022-06-03 04:48:58.000000+00:00\", \"2019-01-05 22:06:39.000000+00:00\", \"2022-02-17 18:06:50.000000+00:00\", \"2021-11-05 22:56:49.000000+00:00\"], \"session_ids\": [\"7568a094-d1ac-40ee-b123-0e3ba1457e43\", \"68775e05-eea1-4d92-8ca9-6edd0ac91d88\", \"7d3d226c-99db-42b5-af1b-0cc1d9781138\", \"72922321-e0c5-4567-8f21-2dc104733f5b\", \"a334eb55-12c0-403a-bdc5-2c195ee23159\", \"dd89d5e2-1725-47a3-8e87-b6a577faadf9\"], \"total_duration\": 117.0, \"total_sessions\": 6, \"mean_week_duration\": 0.513}, \"90940\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-31 02:39:35.000000+00:00\", \"2022-09-22 03:19:35.000000+00:00\", \"2021-06-26 02:10:47.000000+00:00\", \"2022-03-08 08:17:29.000000+00:00\", \"2022-07-15 22:43:42.000000+00:00\", \"2020-07-12 09:47:09.000000+00:00\", \"2019-07-27 22:12:03.000000+00:00\", \"2020-11-05 01:02:36.000000+00:00\", \"2019-08-20 22:15:54.000000+00:00\", \"2020-02-27 01:43:19.000000+00:00\", \"2019-12-28 15:53:56.000000+00:00\"], \"session_ids\": [\"4ae011f3-d633-4830-8960-158f082e51ee\", \"528c16ff-80b3-478b-be6f-bae780fa8841\", \"ac2a790f-83b0-4190-83aa-84cfaa52ed5d\", \"65496909-69f1-4b2a-b1a9-42bbc7e00d33\", \"41c37b96-f154-4f4f-a2b4-9ae47deebb04\", \"2b77fbee-4b62-4c04-a7ba-f910d410ef89\", \"e68ff957-dd81-4467-8658-d62cff425eea\", \"0922730e-3ebb-41c8-9edb-4c901c1dadbe\", \"000925ba-0ebb-4f60-9b2d-0dd330d9cfe9\", \"3edf73ed-7aaa-4c3e-9701-5cbf9a1fa053\", \"5a22e6b4-eafb-4098-9980-bf8f42a51296\"], \"total_duration\": 145.0, \"total_sessions\": 11, \"mean_week_duration\": 0.879}, \"91851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 7, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-22 19:28:56.000000+00:00\", \"2021-10-22 07:03:07.000000+00:00\", \"2023-01-24 06:39:53.000000+00:00\"], \"session_ids\": [\"43081acc-9d06-4bee-bf5c-25f4f094b5e4\", \"c0c858fd-706b-424f-9c3e-03478a147eb1\", \"46248d70-a902-4b32-a027-28c664b96457\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.606}, \"35059\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-07 20:23:51.000000+00:00\", \"2019-08-16 01:30:36.000000+00:00\", \"2022-12-01 21:04:41.000000+00:00\", \"2019-03-03 15:34:47.000000+00:00\", \"2022-05-31 20:58:16.000000+00:00\", \"2021-08-05 20:08:56.000000+00:00\", \"2020-02-10 02:37:41.000000+00:00\"], \"session_ids\": [\"c7fa4ecf-f3e1-403c-8f57-795fa461fe76\", \"c1d6abfe-286a-4dcb-8c6d-d9d593ba4157\", \"07e841ea-a952-4bb2-9078-49da64a133d2\", \"19df6114-4339-4ab7-a751-ede655654016\", \"29a86795-9bda-4692-a16c-9d9c6ed14556\", \"7f6388ef-f3aa-42fa-994a-6b6221d631d8\", \"e8492ff7-f47e-4791-8816-96b73c71a928\"], \"total_duration\": 576.0, \"total_sessions\": 7, \"mean_week_duration\": 2.939}, \"33730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-16 00:35:26.000000+00:00\", \"2022-11-28 00:49:13.000000+00:00\", \"2021-02-10 03:48:09.000000+00:00\", \"2019-07-17 05:55:00.000000+00:00\", \"2019-03-11 17:39:55.000000+00:00\", \"2023-05-09 16:57:10.000000+00:00\"], \"session_ids\": [\"c19b9400-01f7-4e14-b23c-58575148b89e\", \"da0fca56-512b-4639-91c2-f0ee162486f4\", \"a6fa5fd5-0d49-4456-9554-e34bddd725c4\", \"6a9ca498-6383-4e9f-9dd4-97bf84e55eb3\", \"da6c14e8-81ac-4a63-aa6f-2edb7e4a78a4\", \"eca65fcb-7634-4e53-805f-36906f4b4c18\"], \"total_duration\": 379.0, \"total_sessions\": 6, \"mean_week_duration\": 1.747}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Cape Town" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Cape Town\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 5 users who have total duration greater than 1896 and less than 2808 (not including) additionaly apply sorting by name of the town from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23079\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-09-10 18:40:16.000000+00:00\", \"2023-03-03 03:01:24.000000+00:00\", \"2021-04-05 05:46:35.000000+00:00\", \"2022-04-09 03:52:04.000000+00:00\", \"2021-08-02 16:23:42.000000+00:00\", \"2022-02-17 01:18:42.000000+00:00\"], \"session_ids\": [\"13be95a6-3116-4b32-8d66-d8cae84916ab\", \"43eca262-65fd-4bc2-9e4e-a9c31fc6cecc\", \"cc1d1a33-8b06-4472-b8fe-c3c0fc377b2e\", \"54f744bc-4968-4e1b-a943-553115ef5254\", \"f22c0364-d335-4493-a99e-c51db6cd3861\", \"de3dffd3-3202-421c-9c18-9e37059e8d35\"], \"total_duration\": 5234.0, \"total_sessions\": 6, \"mean_week_duration\": 52.34}, \"5677\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-17 00:39:07.000000+00:00\", \"2019-09-18 03:16:28.000000+00:00\", \"2019-08-29 00:36:34.000000+00:00\"], \"session_ids\": [\"1e082425-ffe5-4e90-8a3e-90ffa7650ff4\", \"72ea9238-f4e4-4b11-adce-f1300dc9e4c1\", \"8a26c24f-f347-4491-97b9-d83b25e72869\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.394}, \"50932\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-19 13:45:41.000000+00:00\", \"2020-05-29 13:27:35.000000+00:00\", \"2021-04-04 02:28:07.000000+00:00\"], \"session_ids\": [\"b684d34a-0d6f-490c-85a0-6cdc248caea8\", \"5de970dd-8be5-4196-b969-41610c5120c6\", \"6eab8d35-c30c-4f20-a8c9-8ad23b76c546\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.493}, \"87744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-02 10:24:00.000000+00:00\", \"2021-10-02 06:54:14.000000+00:00\"], \"session_ids\": [\"713b4a8c-0afe-4b3b-9719-fb91aad037ff\", \"156f178d-a599-4725-9434-83841ae06300\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 6.444}, \"8703\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-12 01:07:28.000000+00:00\", \"2022-11-02 16:18:36.000000+00:00\", \"2020-12-15 04:03:08.000000+00:00\", \"2022-12-28 23:16:32.000000+00:00\", \"2021-06-16 13:53:06.000000+00:00\"], \"session_ids\": [\"6ba4ef5b-fd89-4ec6-a74b-be7b0e4e29fa\", \"5549497f-611a-447e-b6c9-3f428465cbcf\", \"ae190332-b008-41eb-95cc-40db98f6d18d\", \"1f4e8951-0c36-48ae-a462-5fb042230661\", \"f76ed208-77b2-420e-b815-ea70b123eb1c\"], \"total_duration\": 2739.0, \"total_sessions\": 5, \"mean_week_duration\": 24.676}, \"21353\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-21 08:49:24.000000+00:00\", \"2021-07-02 06:55:06.000000+00:00\", \"2023-02-04 06:45:22.000000+00:00\"], \"session_ids\": [\"2832102f-f564-4ec7-b6ab-a36d3c9e45c6\", \"7b4082be-5d52-4af9-95c9-a41c9791dfa6\", \"e8f71d39-a00e-4a60-8302-d4ab0790833a\"], \"total_duration\": 184.0, \"total_sessions\": 3, \"mean_week_duration\": 2.217}, \"4003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-12-17 09:37:05.000000+00:00\", \"2019-05-30 00:33:26.000000+00:00\", \"2019-07-10 07:03:26.000000+00:00\", \"2022-04-01 07:21:55.000000+00:00\", \"2023-04-15 18:16:37.000000+00:00\", \"2019-11-13 15:46:08.000000+00:00\", \"2020-01-26 10:42:12.000000+00:00\"], \"session_ids\": [\"5199e0ee-6b7d-489b-be21-b49ad1f06cb0\", \"5b61650a-8faa-430d-b0fa-f272c5f64ad3\", \"658b56b1-5653-47c8-8645-b82a83a9c736\", \"134d0ba3-3145-46d6-8df8-28b4b47ff4f8\", \"c0c7ce9e-9910-4952-b632-1a64a87e1118\", \"f4423bce-f3ec-4f60-8a76-ec58a5ff02e2\", \"783c0880-7746-4c41-9859-9b763af29230\"], \"total_duration\": 2432.0, \"total_sessions\": 7, \"mean_week_duration\": 11.98}, \"92179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-17 06:51:41.000000+00:00\", \"2022-04-27 10:16:11.000000+00:00\"], \"session_ids\": [\"d5264133-15e2-4882-9f8a-d4e9b05e4213\", \"d964493f-c0f9-49a2-8f58-922fc3ee5608\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.38}, \"13359\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-23 03:47:44.000000+00:00\", \"2022-02-26 22:44:01.000000+00:00\"], \"session_ids\": [\"1afac925-78a2-47e8-b253-d1e8e18cbe9c\", \"7d0d44e9-d8bd-4e24-ade4-02dfd0e1e6f9\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.481}, \"82136\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-13 11:57:34.000000+00:00\", \"2021-08-31 07:53:51.000000+00:00\", \"2021-06-03 18:16:21.000000+00:00\"], \"session_ids\": [\"77291aad-0967-4745-b505-cea3adf7cf62\", \"63223614-d1e7-487e-a5ca-13f22f7fc8a4\", \"5c8ccfb6-befa-4eb0-8556-a5d5431110cd\"], \"total_duration\": 245.0, \"total_sessions\": 3, \"mean_week_duration\": 5.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 1896 and are less than 2808" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1896, 2808]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"8703\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-12 01:07:28.000000+00:00\", \"2022-11-02 16:18:36.000000+00:00\", \"2020-12-15 04:03:08.000000+00:00\", \"2022-12-28 23:16:32.000000+00:00\", \"2021-06-16 13:53:06.000000+00:00\"], \"session_ids\": [\"6ba4ef5b-fd89-4ec6-a74b-be7b0e4e29fa\", \"5549497f-611a-447e-b6c9-3f428465cbcf\", \"ae190332-b008-41eb-95cc-40db98f6d18d\", \"1f4e8951-0c36-48ae-a462-5fb042230661\", \"f76ed208-77b2-420e-b815-ea70b123eb1c\"], \"total_duration\": 2739.0, \"total_sessions\": 5, \"mean_week_duration\": 24.676}, \"4003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-12-17 09:37:05.000000+00:00\", \"2019-05-30 00:33:26.000000+00:00\", \"2019-07-10 07:03:26.000000+00:00\", \"2022-04-01 07:21:55.000000+00:00\", \"2023-04-15 18:16:37.000000+00:00\", \"2019-11-13 15:46:08.000000+00:00\", \"2020-01-26 10:42:12.000000+00:00\"], \"session_ids\": [\"5199e0ee-6b7d-489b-be21-b49ad1f06cb0\", \"5b61650a-8faa-430d-b0fa-f272c5f64ad3\", \"658b56b1-5653-47c8-8645-b82a83a9c736\", \"134d0ba3-3145-46d6-8df8-28b4b47ff4f8\", \"c0c7ce9e-9910-4952-b632-1a64a87e1118\", \"f4423bce-f3ec-4f60-8a76-ec58a5ff02e2\", \"783c0880-7746-4c41-9859-9b763af29230\"], \"total_duration\": 2432.0, \"total_sessions\": 7, \"mean_week_duration\": 11.98}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"8703\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-12 01:07:28.000000+00:00\", \"2022-11-02 16:18:36.000000+00:00\", \"2020-12-15 04:03:08.000000+00:00\", \"2022-12-28 23:16:32.000000+00:00\", \"2021-06-16 13:53:06.000000+00:00\"], \"session_ids\": [\"6ba4ef5b-fd89-4ec6-a74b-be7b0e4e29fa\", \"5549497f-611a-447e-b6c9-3f428465cbcf\", \"ae190332-b008-41eb-95cc-40db98f6d18d\", \"1f4e8951-0c36-48ae-a462-5fb042230661\", \"f76ed208-77b2-420e-b815-ea70b123eb1c\"], \"total_duration\": 2739.0, \"total_sessions\": 5, \"mean_week_duration\": 24.676}}, {\"4003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-12-17 09:37:05.000000+00:00\", \"2019-05-30 00:33:26.000000+00:00\", \"2019-07-10 07:03:26.000000+00:00\", \"2022-04-01 07:21:55.000000+00:00\", \"2023-04-15 18:16:37.000000+00:00\", \"2019-11-13 15:46:08.000000+00:00\", \"2020-01-26 10:42:12.000000+00:00\"], \"session_ids\": [\"5199e0ee-6b7d-489b-be21-b49ad1f06cb0\", \"5b61650a-8faa-430d-b0fa-f272c5f64ad3\", \"658b56b1-5653-47c8-8645-b82a83a9c736\", \"134d0ba3-3145-46d6-8df8-28b4b47ff4f8\", \"c0c7ce9e-9910-4952-b632-1a64a87e1118\", \"f4423bce-f3ec-4f60-8a76-ec58a5ff02e2\", \"783c0880-7746-4c41-9859-9b763af29230\"], \"total_duration\": 2432.0, \"total_sessions\": 7, \"mean_week_duration\": 11.98}}]\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[{\"8703\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-12 01:07:28.000000+00:00\", \"2022-11-02 16:18:36.000000+00:00\", \"2020-12-15 04:03:08.000000+00:00\", \"2022-12-28 23:16:32.000000+00:00\", \"2021-06-16 13:53:06.000000+00:00\"], \"session_ids\": [\"6ba4ef5b-fd89-4ec6-a74b-be7b0e4e29fa\", \"5549497f-611a-447e-b6c9-3f428465cbcf\", \"ae190332-b008-41eb-95cc-40db98f6d18d\", \"1f4e8951-0c36-48ae-a462-5fb042230661\", \"f76ed208-77b2-420e-b815-ea70b123eb1c\"], \"total_duration\": 2739.0, \"total_sessions\": 5, \"mean_week_duration\": 24.676}}, {\"4003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-12-17 09:37:05.000000+00:00\", \"2019-05-30 00:33:26.000000+00:00\", \"2019-07-10 07:03:26.000000+00:00\", \"2022-04-01 07:21:55.000000+00:00\", \"2023-04-15 18:16:37.000000+00:00\", \"2019-11-13 15:46:08.000000+00:00\", \"2020-01-26 10:42:12.000000+00:00\"], \"session_ids\": [\"5199e0ee-6b7d-489b-be21-b49ad1f06cb0\", \"5b61650a-8faa-430d-b0fa-f272c5f64ad3\", \"658b56b1-5653-47c8-8645-b82a83a9c736\", \"134d0ba3-3145-46d6-8df8-28b4b47ff4f8\", \"c0c7ce9e-9910-4952-b632-1a64a87e1118\", \"f4423bce-f3ec-4f60-8a76-ec58a5ff02e2\", \"783c0880-7746-4c41-9859-9b763af29230\"], \"total_duration\": 2432.0, \"total_sessions\": 7, \"mean_week_duration\": 11.98}}]\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[{\"8703\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-12 01:07:28.000000+00:00\", \"2022-11-02 16:18:36.000000+00:00\", \"2020-12-15 04:03:08.000000+00:00\", \"2022-12-28 23:16:32.000000+00:00\", \"2021-06-16 13:53:06.000000+00:00\"], \"session_ids\": [\"6ba4ef5b-fd89-4ec6-a74b-be7b0e4e29fa\", \"5549497f-611a-447e-b6c9-3f428465cbcf\", \"ae190332-b008-41eb-95cc-40db98f6d18d\", \"1f4e8951-0c36-48ae-a462-5fb042230661\", \"f76ed208-77b2-420e-b815-ea70b123eb1c\"], \"total_duration\": 2739.0, \"total_sessions\": 5, \"mean_week_duration\": 24.676}}, {\"4003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-12-17 09:37:05.000000+00:00\", \"2019-05-30 00:33:26.000000+00:00\", \"2019-07-10 07:03:26.000000+00:00\", \"2022-04-01 07:21:55.000000+00:00\", \"2023-04-15 18:16:37.000000+00:00\", \"2019-11-13 15:46:08.000000+00:00\", \"2020-01-26 10:42:12.000000+00:00\"], \"session_ids\": [\"5199e0ee-6b7d-489b-be21-b49ad1f06cb0\", \"5b61650a-8faa-430d-b0fa-f272c5f64ad3\", \"658b56b1-5653-47c8-8645-b82a83a9c736\", \"134d0ba3-3145-46d6-8df8-28b4b47ff4f8\", \"c0c7ce9e-9910-4952-b632-1a64a87e1118\", \"f4423bce-f3ec-4f60-8a76-ec58a5ff02e2\", \"783c0880-7746-4c41-9859-9b763af29230\"], \"total_duration\": 2432.0, \"total_sessions\": 7, \"mean_week_duration\": 11.98}}]\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 5 users with a overall quantity of sessions of sessions that is below 3, inclusive num 3 , apply sorting by name of the town in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"90927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-16 10:44:38.000000+00:00\", \"2022-04-20 12:48:04.000000+00:00\"], \"session_ids\": [\"9df6f310-f0a4-4d3b-9fe8-5dd1108b3138\", \"e7c62f26-c261-4644-a51d-b0c10575a821\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 3.185}, \"82918\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-08-31 21:05:16.000000+00:00\", \"2023-01-31 10:51:32.000000+00:00\"], \"session_ids\": [\"feece73b-b15e-4dc9-b899-514d6668dd39\", \"3f5dc393-e892-4530-abfd-135ca02f5a69\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 1.983}, \"24111\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-07 14:42:39.000000+00:00\", \"2020-12-31 22:18:47.000000+00:00\", \"2021-05-20 15:07:18.000000+00:00\", \"2020-02-12 00:11:52.000000+00:00\"], \"session_ids\": [\"06eec112-ee8d-4be5-9baa-55bc86a437ca\", \"29e7743c-0ec2-4e1c-a45c-bbb76394b8d2\", \"bb1074ef-2e6c-4c7a-a5a4-f6847db783b5\", \"d0a551dd-4d29-43df-84fc-ce5e908bab79\"], \"total_duration\": 1639.0, \"total_sessions\": 4, \"mean_week_duration\": 9.933}, \"16799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-29 21:20:23.000000+00:00\", \"2022-05-05 06:58:16.000000+00:00\", \"2019-10-25 18:35:27.000000+00:00\"], \"session_ids\": [\"ad518716-6fee-4ae7-b062-498b7014e38b\", \"d018548a-1718-4580-8816-b939c7c95f5e\", \"9fce3448-cd25-453b-a344-7e743a20175e\"], \"total_duration\": 1093.0, \"total_sessions\": 3, \"mean_week_duration\": 8.28}, \"13353\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-04 15:46:36.000000+00:00\", \"2019-09-19 16:14:51.000000+00:00\", \"2023-05-23 18:07:29.000000+00:00\", \"2021-03-30 18:34:56.000000+00:00\", \"2019-09-28 08:38:11.000000+00:00\", \"2022-10-28 18:06:05.000000+00:00\"], \"session_ids\": [\"85d04d8a-445e-4bd2-ac44-0fa62a162c18\", \"38dd4d90-3dec-437d-bda8-f8ca1aa1c979\", \"3d0eb6c1-5045-4ec0-8c20-539c656ef80f\", \"7b4c6477-46d1-4f0d-af87-863c1094485e\", \"c6445ede-29f7-403d-b54b-fb85e320d1e1\", \"af8c6f65-a4de-49c6-8ebe-e023b0412a7c\"], \"total_duration\": 162.0, \"total_sessions\": 6, \"mean_week_duration\": 0.844}, \"82098\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-01 06:05:27.000000+00:00\", \"2020-08-30 04:30:46.000000+00:00\", \"2021-11-27 19:25:08.000000+00:00\", \"2020-12-25 04:09:38.000000+00:00\", \"2021-01-18 18:26:57.000000+00:00\"], \"session_ids\": [\"a39a452f-6c88-47d2-b0da-3f6399295ede\", \"0862374d-76b8-4c6c-ba30-77b05c627db4\", \"b1a8b090-cc85-4cc6-90b7-7fc30e886f7f\", \"f5944fca-7156-4c21-9d2c-febc80e9db0b\", \"c67734f8-55cf-4147-b45b-4ae83739edbe\"], \"total_duration\": 1506.0, \"total_sessions\": 5, \"mean_week_duration\": 20.351}, \"17323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-22 03:47:37.000000+00:00\", \"2022-05-16 11:16:34.000000+00:00\"], \"session_ids\": [\"efd24b22-373f-41ac-b339-3283fc5ef75d\", \"88dfbe2c-ffe2-4987-8a84-0201c2ebf7d2\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 4.088}, \"51386\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-10 18:00:00.000000+00:00\", \"2022-07-09 21:23:25.000000+00:00\"], \"session_ids\": [\"274b0681-e3eb-467b-ae5f-a480d5ace3d4\", \"0f9fd5f6-cefd-4f77-9a88-c81a177d4635\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 4.778}, \"40888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-13 11:04:39.000000+00:00\", \"2023-04-17 14:04:05.000000+00:00\"], \"session_ids\": [\"20f1cbf8-cdb0-446b-aab5-d5ff63881da1\", \"b1c74a32-a765-46df-8194-52907172fd4e\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 11.4}, \"5897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-18 14:59:46.000000+00:00\", \"2021-04-26 17:59:40.000000+00:00\", \"2019-10-26 20:47:04.000000+00:00\"], \"session_ids\": [\"baaaf3c9-d188-4ecd-850e-8d94a49dc9aa\", \"122c85d6-fff2-4ef2-af1a-467635adc8c1\", \"c22a60d2-7aad-47cb-9ff7-2c90fd1ef307\"], \"total_duration\": 234.0, \"total_sessions\": 3, \"mean_week_duration\": 2.962}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"90927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-16 10:44:38.000000+00:00\", \"2022-04-20 12:48:04.000000+00:00\"], \"session_ids\": [\"9df6f310-f0a4-4d3b-9fe8-5dd1108b3138\", \"e7c62f26-c261-4644-a51d-b0c10575a821\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 3.185}, \"82918\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-08-31 21:05:16.000000+00:00\", \"2023-01-31 10:51:32.000000+00:00\"], \"session_ids\": [\"feece73b-b15e-4dc9-b899-514d6668dd39\", \"3f5dc393-e892-4530-abfd-135ca02f5a69\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 1.983}, \"16799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-29 21:20:23.000000+00:00\", \"2022-05-05 06:58:16.000000+00:00\", \"2019-10-25 18:35:27.000000+00:00\"], \"session_ids\": [\"ad518716-6fee-4ae7-b062-498b7014e38b\", \"d018548a-1718-4580-8816-b939c7c95f5e\", \"9fce3448-cd25-453b-a344-7e743a20175e\"], \"total_duration\": 1093.0, \"total_sessions\": 3, \"mean_week_duration\": 8.28}, \"17323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-22 03:47:37.000000+00:00\", \"2022-05-16 11:16:34.000000+00:00\"], \"session_ids\": [\"efd24b22-373f-41ac-b339-3283fc5ef75d\", \"88dfbe2c-ffe2-4987-8a84-0201c2ebf7d2\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 4.088}, \"51386\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-10 18:00:00.000000+00:00\", \"2022-07-09 21:23:25.000000+00:00\"], \"session_ids\": [\"274b0681-e3eb-467b-ae5f-a480d5ace3d4\", \"0f9fd5f6-cefd-4f77-9a88-c81a177d4635\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 4.778}, \"40888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-13 11:04:39.000000+00:00\", \"2023-04-17 14:04:05.000000+00:00\"], \"session_ids\": [\"20f1cbf8-cdb0-446b-aab5-d5ff63881da1\", \"b1c74a32-a765-46df-8194-52907172fd4e\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 11.4}, \"5897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-18 14:59:46.000000+00:00\", \"2021-04-26 17:59:40.000000+00:00\", \"2019-10-26 20:47:04.000000+00:00\"], \"session_ids\": [\"baaaf3c9-d188-4ecd-850e-8d94a49dc9aa\", \"122c85d6-fff2-4ef2-af1a-467635adc8c1\", \"c22a60d2-7aad-47cb-9ff7-2c90fd1ef307\"], \"total_duration\": 234.0, \"total_sessions\": 3, \"mean_week_duration\": 2.962}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51386\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-10 18:00:00.000000+00:00\", \"2022-07-09 21:23:25.000000+00:00\"], \"session_ids\": [\"274b0681-e3eb-467b-ae5f-a480d5ace3d4\", \"0f9fd5f6-cefd-4f77-9a88-c81a177d4635\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 4.778}}, {\"90927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-16 10:44:38.000000+00:00\", \"2022-04-20 12:48:04.000000+00:00\"], \"session_ids\": [\"9df6f310-f0a4-4d3b-9fe8-5dd1108b3138\", \"e7c62f26-c261-4644-a51d-b0c10575a821\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 3.185}}, {\"17323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-22 03:47:37.000000+00:00\", \"2022-05-16 11:16:34.000000+00:00\"], \"session_ids\": [\"efd24b22-373f-41ac-b339-3283fc5ef75d\", \"88dfbe2c-ffe2-4987-8a84-0201c2ebf7d2\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 4.088}}, {\"16799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-29 21:20:23.000000+00:00\", \"2022-05-05 06:58:16.000000+00:00\", \"2019-10-25 18:35:27.000000+00:00\"], \"session_ids\": [\"ad518716-6fee-4ae7-b062-498b7014e38b\", \"d018548a-1718-4580-8816-b939c7c95f5e\", \"9fce3448-cd25-453b-a344-7e743a20175e\"], \"total_duration\": 1093.0, \"total_sessions\": 3, \"mean_week_duration\": 8.28}}, {\"40888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-13 11:04:39.000000+00:00\", \"2023-04-17 14:04:05.000000+00:00\"], \"session_ids\": [\"20f1cbf8-cdb0-446b-aab5-d5ff63881da1\", \"b1c74a32-a765-46df-8194-52907172fd4e\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 11.4}}, {\"5897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-18 14:59:46.000000+00:00\", \"2021-04-26 17:59:40.000000+00:00\", \"2019-10-26 20:47:04.000000+00:00\"], \"session_ids\": [\"baaaf3c9-d188-4ecd-850e-8d94a49dc9aa\", \"122c85d6-fff2-4ef2-af1a-467635adc8c1\", \"c22a60d2-7aad-47cb-9ff7-2c90fd1ef307\"], \"total_duration\": 234.0, \"total_sessions\": 3, \"mean_week_duration\": 2.962}}, {\"82918\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-08-31 21:05:16.000000+00:00\", \"2023-01-31 10:51:32.000000+00:00\"], \"session_ids\": [\"feece73b-b15e-4dc9-b899-514d6668dd39\", \"3f5dc393-e892-4530-abfd-135ca02f5a69\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 1.983}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 5 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51386\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-10 18:00:00.000000+00:00\", \"2022-07-09 21:23:25.000000+00:00\"], \"session_ids\": [\"274b0681-e3eb-467b-ae5f-a480d5ace3d4\", \"0f9fd5f6-cefd-4f77-9a88-c81a177d4635\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 4.778}}, {\"90927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-16 10:44:38.000000+00:00\", \"2022-04-20 12:48:04.000000+00:00\"], \"session_ids\": [\"9df6f310-f0a4-4d3b-9fe8-5dd1108b3138\", \"e7c62f26-c261-4644-a51d-b0c10575a821\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 3.185}}, {\"17323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-22 03:47:37.000000+00:00\", \"2022-05-16 11:16:34.000000+00:00\"], \"session_ids\": [\"efd24b22-373f-41ac-b339-3283fc5ef75d\", \"88dfbe2c-ffe2-4987-8a84-0201c2ebf7d2\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 4.088}}, {\"16799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-29 21:20:23.000000+00:00\", \"2022-05-05 06:58:16.000000+00:00\", \"2019-10-25 18:35:27.000000+00:00\"], \"session_ids\": [\"ad518716-6fee-4ae7-b062-498b7014e38b\", \"d018548a-1718-4580-8816-b939c7c95f5e\", \"9fce3448-cd25-453b-a344-7e743a20175e\"], \"total_duration\": 1093.0, \"total_sessions\": 3, \"mean_week_duration\": 8.28}}, {\"40888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-13 11:04:39.000000+00:00\", \"2023-04-17 14:04:05.000000+00:00\"], \"session_ids\": [\"20f1cbf8-cdb0-446b-aab5-d5ff63881da1\", \"b1c74a32-a765-46df-8194-52907172fd4e\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 11.4}}]\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[{\"51386\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-10 18:00:00.000000+00:00\", \"2022-07-09 21:23:25.000000+00:00\"], \"session_ids\": [\"274b0681-e3eb-467b-ae5f-a480d5ace3d4\", \"0f9fd5f6-cefd-4f77-9a88-c81a177d4635\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 4.778}}, {\"90927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-16 10:44:38.000000+00:00\", \"2022-04-20 12:48:04.000000+00:00\"], \"session_ids\": [\"9df6f310-f0a4-4d3b-9fe8-5dd1108b3138\", \"e7c62f26-c261-4644-a51d-b0c10575a821\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 3.185}}, {\"17323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-22 03:47:37.000000+00:00\", \"2022-05-16 11:16:34.000000+00:00\"], \"session_ids\": [\"efd24b22-373f-41ac-b339-3283fc5ef75d\", \"88dfbe2c-ffe2-4987-8a84-0201c2ebf7d2\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 4.088}}, {\"16799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-29 21:20:23.000000+00:00\", \"2022-05-05 06:58:16.000000+00:00\", \"2019-10-25 18:35:27.000000+00:00\"], \"session_ids\": [\"ad518716-6fee-4ae7-b062-498b7014e38b\", \"d018548a-1718-4580-8816-b939c7c95f5e\", \"9fce3448-cd25-453b-a344-7e743a20175e\"], \"total_duration\": 1093.0, \"total_sessions\": 3, \"mean_week_duration\": 8.28}}, {\"40888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-13 11:04:39.000000+00:00\", \"2023-04-17 14:04:05.000000+00:00\"], \"session_ids\": [\"20f1cbf8-cdb0-446b-aab5-d5ff63881da1\", \"b1c74a32-a765-46df-8194-52907172fd4e\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 11.4}}]\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 8 users whose time spent on the site bigger than 4047 and smaller than 769 additionaly apply sorting by duration of sessions per week in asc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"26393\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-13 17:06:03.000000+00:00\", \"2019-02-07 11:33:04.000000+00:00\", \"2019-01-14 15:50:34.000000+00:00\"], \"session_ids\": [\"fcc26c7e-1fb9-472b-bdfb-fa8eebced619\", \"184c145f-6615-41db-b63f-dc98ec1955b6\", \"f6081054-097f-4eb4-bdd1-86ce5de7e8a4\"], \"total_duration\": 764.0, \"total_sessions\": 3, \"mean_week_duration\": 8.304}, \"24541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-21 17:43:29.000000+00:00\", \"2019-02-22 20:42:55.000000+00:00\"], \"session_ids\": [\"e4107609-e2b1-4afd-84e7-7748ab7d434e\", \"2e8dbb5a-055f-4835-8667-0bd61a3f9e54\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 4.212}, \"62011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-11-05 01:41:37.000000+00:00\", \"2021-10-08 07:53:28.000000+00:00\"], \"session_ids\": [\"5936ddfb-2c4d-4e1e-b405-391388de8800\", \"7a55fa74-721e-49d4-b125-0d29dfc080a4\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 14.5}, \"2160\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-31 15:52:43.000000+00:00\", \"2020-02-04 18:01:48.000000+00:00\"], \"session_ids\": [\"0342464d-caf7-46fa-badd-b69d2017e5c4\", \"66065476-8b9e-4a83-86c4-0bde676ec124\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 9.979}, \"76873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-22 01:14:49.000000+00:00\", \"2019-05-31 06:13:22.000000+00:00\", \"2019-11-21 17:46:48.000000+00:00\"], \"session_ids\": [\"8fb5345d-ff9d-4460-bb8b-10c000b4fb63\", \"ac7735d4-03e3-4f7d-8328-b3a2371d27e2\", \"3e64c323-dd47-4cb2-acf9-c836b29250e5\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 1.514}, \"3193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-19 21:37:02.000000+00:00\", \"2022-06-04 19:33:59.000000+00:00\"], \"session_ids\": [\"43c23f5d-d5a0-4c35-bd62-b1a1d95af8c8\", \"ca7e49fa-db60-43e1-9509-bba6efc92cd6\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}, \"49872\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-21 21:01:43.000000+00:00\", \"2020-03-29 18:48:48.000000+00:00\"], \"session_ids\": [\"97323613-50e1-4e7a-ac5b-0d2c920c65fc\", \"2eef996b-78db-4d0a-b14d-a4d46dd0e31e\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.769}, \"31170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-13 05:36:21.000000+00:00\", \"2022-06-23 03:15:59.000000+00:00\"], \"session_ids\": [\"ab9e36e6-a2f9-4541-962a-06bf23def408\", \"db764b30-f9be-4f7f-93bb-c2ef0b5b5c83\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.193}, \"40360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-18 13:29:13.000000+00:00\", \"2022-04-28 05:45:53.000000+00:00\"], \"session_ids\": [\"11e379a2-f9a7-4412-9bb3-efcf20fba331\", \"5c321afa-dd15-47fc-88de-b4b943a88a55\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 5.667}, \"11654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-25 11:40:29.000000+00:00\", \"2021-11-09 12:30:10.000000+00:00\", \"2022-09-04 21:52:32.000000+00:00\"], \"session_ids\": [\"02e115c3-5a20-4b17-9249-1f8b8a853194\", \"761710e8-a491-4c13-a7b3-275bb31ac768\", \"b108c213-b818-4249-bba3-aa945ef353e4\"], \"total_duration\": 456.0, \"total_sessions\": 3, \"mean_week_duration\": 5.63}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 769 and are equal or greater than 4047" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[769, 4047]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"26393\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-13 17:06:03.000000+00:00\", \"2019-02-07 11:33:04.000000+00:00\", \"2019-01-14 15:50:34.000000+00:00\"], \"session_ids\": [\"fcc26c7e-1fb9-472b-bdfb-fa8eebced619\", \"184c145f-6615-41db-b63f-dc98ec1955b6\", \"f6081054-097f-4eb4-bdd1-86ce5de7e8a4\"], \"total_duration\": 764.0, \"total_sessions\": 3, \"mean_week_duration\": 8.304}, \"24541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-21 17:43:29.000000+00:00\", \"2019-02-22 20:42:55.000000+00:00\"], \"session_ids\": [\"e4107609-e2b1-4afd-84e7-7748ab7d434e\", \"2e8dbb5a-055f-4835-8667-0bd61a3f9e54\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 4.212}, \"62011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-11-05 01:41:37.000000+00:00\", \"2021-10-08 07:53:28.000000+00:00\"], \"session_ids\": [\"5936ddfb-2c4d-4e1e-b405-391388de8800\", \"7a55fa74-721e-49d4-b125-0d29dfc080a4\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 14.5}, \"2160\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-31 15:52:43.000000+00:00\", \"2020-02-04 18:01:48.000000+00:00\"], \"session_ids\": [\"0342464d-caf7-46fa-badd-b69d2017e5c4\", \"66065476-8b9e-4a83-86c4-0bde676ec124\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 9.979}, \"76873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-22 01:14:49.000000+00:00\", \"2019-05-31 06:13:22.000000+00:00\", \"2019-11-21 17:46:48.000000+00:00\"], \"session_ids\": [\"8fb5345d-ff9d-4460-bb8b-10c000b4fb63\", \"ac7735d4-03e3-4f7d-8328-b3a2371d27e2\", \"3e64c323-dd47-4cb2-acf9-c836b29250e5\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 1.514}, \"3193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-19 21:37:02.000000+00:00\", \"2022-06-04 19:33:59.000000+00:00\"], \"session_ids\": [\"43c23f5d-d5a0-4c35-bd62-b1a1d95af8c8\", \"ca7e49fa-db60-43e1-9509-bba6efc92cd6\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}, \"49872\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-21 21:01:43.000000+00:00\", \"2020-03-29 18:48:48.000000+00:00\"], \"session_ids\": [\"97323613-50e1-4e7a-ac5b-0d2c920c65fc\", \"2eef996b-78db-4d0a-b14d-a4d46dd0e31e\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.769}, \"31170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-13 05:36:21.000000+00:00\", \"2022-06-23 03:15:59.000000+00:00\"], \"session_ids\": [\"ab9e36e6-a2f9-4541-962a-06bf23def408\", \"db764b30-f9be-4f7f-93bb-c2ef0b5b5c83\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.193}, \"40360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-18 13:29:13.000000+00:00\", \"2022-04-28 05:45:53.000000+00:00\"], \"session_ids\": [\"11e379a2-f9a7-4412-9bb3-efcf20fba331\", \"5c321afa-dd15-47fc-88de-b4b943a88a55\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 5.667}, \"11654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-25 11:40:29.000000+00:00\", \"2021-11-09 12:30:10.000000+00:00\", \"2022-09-04 21:52:32.000000+00:00\"], \"session_ids\": [\"02e115c3-5a20-4b17-9249-1f8b8a853194\", \"761710e8-a491-4c13-a7b3-275bb31ac768\", \"b108c213-b818-4249-bba3-aa945ef353e4\"], \"total_duration\": 456.0, \"total_sessions\": 3, \"mean_week_duration\": 5.63}}\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[{\"3193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-19 21:37:02.000000+00:00\", \"2022-06-04 19:33:59.000000+00:00\"], \"session_ids\": [\"43c23f5d-d5a0-4c35-bd62-b1a1d95af8c8\", \"ca7e49fa-db60-43e1-9509-bba6efc92cd6\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"49872\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-21 21:01:43.000000+00:00\", \"2020-03-29 18:48:48.000000+00:00\"], \"session_ids\": [\"97323613-50e1-4e7a-ac5b-0d2c920c65fc\", \"2eef996b-78db-4d0a-b14d-a4d46dd0e31e\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.769}}, {\"31170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-13 05:36:21.000000+00:00\", \"2022-06-23 03:15:59.000000+00:00\"], \"session_ids\": [\"ab9e36e6-a2f9-4541-962a-06bf23def408\", \"db764b30-f9be-4f7f-93bb-c2ef0b5b5c83\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.193}}, {\"76873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-22 01:14:49.000000+00:00\", \"2019-05-31 06:13:22.000000+00:00\", \"2019-11-21 17:46:48.000000+00:00\"], \"session_ids\": [\"8fb5345d-ff9d-4460-bb8b-10c000b4fb63\", \"ac7735d4-03e3-4f7d-8328-b3a2371d27e2\", \"3e64c323-dd47-4cb2-acf9-c836b29250e5\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 1.514}}, {\"24541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-21 17:43:29.000000+00:00\", \"2019-02-22 20:42:55.000000+00:00\"], \"session_ids\": [\"e4107609-e2b1-4afd-84e7-7748ab7d434e\", \"2e8dbb5a-055f-4835-8667-0bd61a3f9e54\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 4.212}}, {\"11654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-25 11:40:29.000000+00:00\", \"2021-11-09 12:30:10.000000+00:00\", \"2022-09-04 21:52:32.000000+00:00\"], \"session_ids\": [\"02e115c3-5a20-4b17-9249-1f8b8a853194\", \"761710e8-a491-4c13-a7b3-275bb31ac768\", \"b108c213-b818-4249-bba3-aa945ef353e4\"], \"total_duration\": 456.0, \"total_sessions\": 3, \"mean_week_duration\": 5.63}}, {\"40360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-18 13:29:13.000000+00:00\", \"2022-04-28 05:45:53.000000+00:00\"], \"session_ids\": [\"11e379a2-f9a7-4412-9bb3-efcf20fba331\", \"5c321afa-dd15-47fc-88de-b4b943a88a55\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 5.667}}, {\"26393\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-13 17:06:03.000000+00:00\", \"2019-02-07 11:33:04.000000+00:00\", \"2019-01-14 15:50:34.000000+00:00\"], \"session_ids\": [\"fcc26c7e-1fb9-472b-bdfb-fa8eebced619\", \"184c145f-6615-41db-b63f-dc98ec1955b6\", \"f6081054-097f-4eb4-bdd1-86ce5de7e8a4\"], \"total_duration\": 764.0, \"total_sessions\": 3, \"mean_week_duration\": 8.304}}, {\"2160\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-31 15:52:43.000000+00:00\", \"2020-02-04 18:01:48.000000+00:00\"], \"session_ids\": [\"0342464d-caf7-46fa-badd-b69d2017e5c4\", \"66065476-8b9e-4a83-86c4-0bde676ec124\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 9.979}}, {\"62011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-11-05 01:41:37.000000+00:00\", \"2021-10-08 07:53:28.000000+00:00\"], \"session_ids\": [\"5936ddfb-2c4d-4e1e-b405-391388de8800\", \"7a55fa74-721e-49d4-b125-0d29dfc080a4\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 14.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 8 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"3193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-19 21:37:02.000000+00:00\", \"2022-06-04 19:33:59.000000+00:00\"], \"session_ids\": [\"43c23f5d-d5a0-4c35-bd62-b1a1d95af8c8\", \"ca7e49fa-db60-43e1-9509-bba6efc92cd6\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"49872\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-21 21:01:43.000000+00:00\", \"2020-03-29 18:48:48.000000+00:00\"], \"session_ids\": [\"97323613-50e1-4e7a-ac5b-0d2c920c65fc\", \"2eef996b-78db-4d0a-b14d-a4d46dd0e31e\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.769}}, {\"31170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-13 05:36:21.000000+00:00\", \"2022-06-23 03:15:59.000000+00:00\"], \"session_ids\": [\"ab9e36e6-a2f9-4541-962a-06bf23def408\", \"db764b30-f9be-4f7f-93bb-c2ef0b5b5c83\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.193}}, {\"76873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-22 01:14:49.000000+00:00\", \"2019-05-31 06:13:22.000000+00:00\", \"2019-11-21 17:46:48.000000+00:00\"], \"session_ids\": [\"8fb5345d-ff9d-4460-bb8b-10c000b4fb63\", \"ac7735d4-03e3-4f7d-8328-b3a2371d27e2\", \"3e64c323-dd47-4cb2-acf9-c836b29250e5\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 1.514}}, {\"24541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-21 17:43:29.000000+00:00\", \"2019-02-22 20:42:55.000000+00:00\"], \"session_ids\": [\"e4107609-e2b1-4afd-84e7-7748ab7d434e\", \"2e8dbb5a-055f-4835-8667-0bd61a3f9e54\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 4.212}}, {\"11654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-25 11:40:29.000000+00:00\", \"2021-11-09 12:30:10.000000+00:00\", \"2022-09-04 21:52:32.000000+00:00\"], \"session_ids\": [\"02e115c3-5a20-4b17-9249-1f8b8a853194\", \"761710e8-a491-4c13-a7b3-275bb31ac768\", \"b108c213-b818-4249-bba3-aa945ef353e4\"], \"total_duration\": 456.0, \"total_sessions\": 3, \"mean_week_duration\": 5.63}}, {\"40360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-18 13:29:13.000000+00:00\", \"2022-04-28 05:45:53.000000+00:00\"], \"session_ids\": [\"11e379a2-f9a7-4412-9bb3-efcf20fba331\", \"5c321afa-dd15-47fc-88de-b4b943a88a55\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 5.667}}, {\"26393\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-13 17:06:03.000000+00:00\", \"2019-02-07 11:33:04.000000+00:00\", \"2019-01-14 15:50:34.000000+00:00\"], \"session_ids\": [\"fcc26c7e-1fb9-472b-bdfb-fa8eebced619\", \"184c145f-6615-41db-b63f-dc98ec1955b6\", \"f6081054-097f-4eb4-bdd1-86ce5de7e8a4\"], \"total_duration\": 764.0, \"total_sessions\": 3, \"mean_week_duration\": 8.304}}]\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[{\"3193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-19 21:37:02.000000+00:00\", \"2022-06-04 19:33:59.000000+00:00\"], \"session_ids\": [\"43c23f5d-d5a0-4c35-bd62-b1a1d95af8c8\", \"ca7e49fa-db60-43e1-9509-bba6efc92cd6\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"49872\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-21 21:01:43.000000+00:00\", \"2020-03-29 18:48:48.000000+00:00\"], \"session_ids\": [\"97323613-50e1-4e7a-ac5b-0d2c920c65fc\", \"2eef996b-78db-4d0a-b14d-a4d46dd0e31e\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.769}}, {\"31170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-13 05:36:21.000000+00:00\", \"2022-06-23 03:15:59.000000+00:00\"], \"session_ids\": [\"ab9e36e6-a2f9-4541-962a-06bf23def408\", \"db764b30-f9be-4f7f-93bb-c2ef0b5b5c83\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.193}}, {\"76873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-22 01:14:49.000000+00:00\", \"2019-05-31 06:13:22.000000+00:00\", \"2019-11-21 17:46:48.000000+00:00\"], \"session_ids\": [\"8fb5345d-ff9d-4460-bb8b-10c000b4fb63\", \"ac7735d4-03e3-4f7d-8328-b3a2371d27e2\", \"3e64c323-dd47-4cb2-acf9-c836b29250e5\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 1.514}}, {\"24541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-21 17:43:29.000000+00:00\", \"2019-02-22 20:42:55.000000+00:00\"], \"session_ids\": [\"e4107609-e2b1-4afd-84e7-7748ab7d434e\", \"2e8dbb5a-055f-4835-8667-0bd61a3f9e54\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 4.212}}, {\"11654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-25 11:40:29.000000+00:00\", \"2021-11-09 12:30:10.000000+00:00\", \"2022-09-04 21:52:32.000000+00:00\"], \"session_ids\": [\"02e115c3-5a20-4b17-9249-1f8b8a853194\", \"761710e8-a491-4c13-a7b3-275bb31ac768\", \"b108c213-b818-4249-bba3-aa945ef353e4\"], \"total_duration\": 456.0, \"total_sessions\": 3, \"mean_week_duration\": 5.63}}, {\"40360\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-18 13:29:13.000000+00:00\", \"2022-04-28 05:45:53.000000+00:00\"], \"session_ids\": [\"11e379a2-f9a7-4412-9bb3-efcf20fba331\", \"5c321afa-dd15-47fc-88de-b4b943a88a55\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 5.667}}, {\"26393\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-13 17:06:03.000000+00:00\", \"2019-02-07 11:33:04.000000+00:00\", \"2019-01-14 15:50:34.000000+00:00\"], \"session_ids\": [\"fcc26c7e-1fb9-472b-bdfb-fa8eebced619\", \"184c145f-6615-41db-b63f-dc98ec1955b6\", \"f6081054-097f-4eb4-bdd1-86ce5de7e8a4\"], \"total_duration\": 764.0, \"total_sessions\": 3, \"mean_week_duration\": 8.304}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about user who has total_duration smaller than 682 and bigger than 4743 (not including) and in addition perform sorting by time in app descendingly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"8654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-05 21:19:27.000000+00:00\", \"2021-04-04 17:21:16.000000+00:00\", \"2022-12-17 13:27:18.000000+00:00\"], \"session_ids\": [\"b95effe5-1721-4e4a-baa7-8892eeb8ef9b\", \"685b372c-9ebd-4c48-9c4c-bc0d19132842\", \"b6d5b991-d998-4419-93fb-f53a98601f87\"], \"total_duration\": 609.0, \"total_sessions\": 3, \"mean_week_duration\": 6.843}, \"21779\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-02-25 22:31:33.000000+00:00\", \"2021-06-23 15:34:14.000000+00:00\"], \"session_ids\": [\"3e086b9f-0995-4841-ade7-bdba883ad854\", \"c0f7bdd2-a1a1-479a-8cbe-cb3b7149868d\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 4.957}, \"96944\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-19 04:11:01.000000+00:00\", \"2021-09-03 17:40:26.000000+00:00\", \"2020-02-26 01:26:33.000000+00:00\", \"2020-12-31 12:40:30.000000+00:00\", \"2019-08-27 21:39:06.000000+00:00\", \"2019-12-17 20:26:30.000000+00:00\", \"2023-01-06 09:55:37.000000+00:00\"], \"session_ids\": [\"b39c67d5-59e1-419c-9bb3-797a382220d6\", \"440b36d5-39a5-43e0-bb23-a8f4e7948674\", \"8de82963-b441-410f-ab7b-8fbf2b31db51\", \"6eb09780-deb3-4cff-8956-b67e8a081cae\", \"7ae29f9c-f366-4106-991c-d038a7f1a33e\", \"00a4afaa-f098-4094-a7fe-0a1d4c00f304\", \"3da1ed26-385c-4cb7-a58a-961a3e146085\"], \"total_duration\": 6234.0, \"total_sessions\": 7, \"mean_week_duration\": 35.42}, \"29090\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-09-17 08:03:50.000000+00:00\", \"2019-04-18 23:02:32.000000+00:00\"], \"session_ids\": [\"95feb093-8308-4804-ac5d-4e354f00cfc2\", \"83abd3b7-2953-4618-8a90-e43e89aad719\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.687}, \"84062\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-31 01:52:56.000000+00:00\", \"2020-12-30 02:42:49.000000+00:00\", \"2019-09-06 16:17:37.000000+00:00\"], \"session_ids\": [\"3ea3e195-0b2e-49e0-979e-bf1cdd051999\", \"873143e3-f81b-48c1-a989-51494395af61\", \"05ba06fe-7710-4aef-ade9-4eea17213e19\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.348}, \"3290\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-05-07 18:59:15.000000+00:00\", \"2021-04-15 06:29:48.000000+00:00\", \"2019-10-25 20:56:21.000000+00:00\", \"2021-02-18 06:12:45.000000+00:00\", \"2019-09-16 06:53:50.000000+00:00\", \"2019-09-20 19:14:46.000000+00:00\"], \"session_ids\": [\"6f229724-a803-4dd8-bd24-dd3153e0d9fa\", \"043ec6e3-afec-4f6d-a864-07ba1af4014a\", \"03a2bbd7-6d81-49ba-89f6-546f68c93f93\", \"228ce10b-084e-42bd-918c-88cf2c6eb7f9\", \"ce75ce69-9a9b-4cee-8619-260e8c7199d3\", \"087b90ca-de68-4394-8443-dc510d416c98\"], \"total_duration\": 716.0, \"total_sessions\": 6, \"mean_week_duration\": 3.768}, \"65791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-03-20 10:54:00.000000+00:00\", \"2019-02-03 05:48:52.000000+00:00\"], \"session_ids\": [\"322adf38-78fa-4e97-9ba1-b713f615e716\", \"1a07e351-5342-42ed-8075-7ed66af248a7\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 2.982}, \"22005\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-10-03 05:48:53.000000+00:00\", \"2021-11-21 21:57:38.000000+00:00\", \"2021-01-03 03:57:52.000000+00:00\", \"2023-02-02 06:40:09.000000+00:00\"], \"session_ids\": [\"b1abe784-585f-4196-9a31-e87166b64c3c\", \"de001900-f0f1-406a-8cf1-26e0df2fb13b\", \"aba032db-dd3d-49a5-a9fa-d6461152eef0\", \"65a457af-da07-4363-8ede-15b7e168e171\"], \"total_duration\": 127.0, \"total_sessions\": 4, \"mean_week_duration\": 0.73}, \"62716\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-02 07:10:12.000000+00:00\", \"2019-06-06 22:04:33.000000+00:00\"], \"session_ids\": [\"288bc226-8559-4365-951e-758f50297ebd\", \"a08375ca-21fc-46e4-9f8b-02bf58c21b5f\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 19.682}, \"80198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-22 12:49:26.000000+00:00\", \"2020-02-20 13:59:15.000000+00:00\", \"2021-01-26 01:15:05.000000+00:00\", \"2021-10-22 07:19:35.000000+00:00\", \"2019-01-24 06:27:19.000000+00:00\", \"2020-03-03 10:21:17.000000+00:00\", \"2021-12-09 05:50:08.000000+00:00\"], \"session_ids\": [\"f94ba422-4e4a-473c-92b8-08be70f64581\", \"688716d0-aa9f-416e-93f6-83226daf68ba\", \"abdc6c64-45c4-484c-85e9-ac9f618d431f\", \"79f0e2c2-0994-4859-98bc-9b7d31ab7b30\", \"59176ba7-cc4c-4773-ae22-c1b75e48baf6\", \"7eea9e1e-d37f-4c31-ad9b-ef6bbfd32436\", \"dbd58c21-0cdf-4412-b243-84c8ae26fc68\"], \"total_duration\": 1190.0, \"total_sessions\": 7, \"mean_week_duration\": 7.933}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 682 and are greater than 4743" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[682, 4743]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"8654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-05 21:19:27.000000+00:00\", \"2021-04-04 17:21:16.000000+00:00\", \"2022-12-17 13:27:18.000000+00:00\"], \"session_ids\": [\"b95effe5-1721-4e4a-baa7-8892eeb8ef9b\", \"685b372c-9ebd-4c48-9c4c-bc0d19132842\", \"b6d5b991-d998-4419-93fb-f53a98601f87\"], \"total_duration\": 609.0, \"total_sessions\": 3, \"mean_week_duration\": 6.843}, \"21779\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-02-25 22:31:33.000000+00:00\", \"2021-06-23 15:34:14.000000+00:00\"], \"session_ids\": [\"3e086b9f-0995-4841-ade7-bdba883ad854\", \"c0f7bdd2-a1a1-479a-8cbe-cb3b7149868d\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 4.957}, \"29090\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-09-17 08:03:50.000000+00:00\", \"2019-04-18 23:02:32.000000+00:00\"], \"session_ids\": [\"95feb093-8308-4804-ac5d-4e354f00cfc2\", \"83abd3b7-2953-4618-8a90-e43e89aad719\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.687}, \"84062\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-31 01:52:56.000000+00:00\", \"2020-12-30 02:42:49.000000+00:00\", \"2019-09-06 16:17:37.000000+00:00\"], \"session_ids\": [\"3ea3e195-0b2e-49e0-979e-bf1cdd051999\", \"873143e3-f81b-48c1-a989-51494395af61\", \"05ba06fe-7710-4aef-ade9-4eea17213e19\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.348}, \"65791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-03-20 10:54:00.000000+00:00\", \"2019-02-03 05:48:52.000000+00:00\"], \"session_ids\": [\"322adf38-78fa-4e97-9ba1-b713f615e716\", \"1a07e351-5342-42ed-8075-7ed66af248a7\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 2.982}, \"22005\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-10-03 05:48:53.000000+00:00\", \"2021-11-21 21:57:38.000000+00:00\", \"2021-01-03 03:57:52.000000+00:00\", \"2023-02-02 06:40:09.000000+00:00\"], \"session_ids\": [\"b1abe784-585f-4196-9a31-e87166b64c3c\", \"de001900-f0f1-406a-8cf1-26e0df2fb13b\", \"aba032db-dd3d-49a5-a9fa-d6461152eef0\", \"65a457af-da07-4363-8ede-15b7e168e171\"], \"total_duration\": 127.0, \"total_sessions\": 4, \"mean_week_duration\": 0.73}, \"62716\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-02 07:10:12.000000+00:00\", \"2019-06-06 22:04:33.000000+00:00\"], \"session_ids\": [\"288bc226-8559-4365-951e-758f50297ebd\", \"a08375ca-21fc-46e4-9f8b-02bf58c21b5f\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 19.682}, \"96944\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-19 04:11:01.000000+00:00\", \"2021-09-03 17:40:26.000000+00:00\", \"2020-02-26 01:26:33.000000+00:00\", \"2020-12-31 12:40:30.000000+00:00\", \"2019-08-27 21:39:06.000000+00:00\", \"2019-12-17 20:26:30.000000+00:00\", \"2023-01-06 09:55:37.000000+00:00\"], \"session_ids\": [\"b39c67d5-59e1-419c-9bb3-797a382220d6\", \"440b36d5-39a5-43e0-bb23-a8f4e7948674\", \"8de82963-b441-410f-ab7b-8fbf2b31db51\", \"6eb09780-deb3-4cff-8956-b67e8a081cae\", \"7ae29f9c-f366-4106-991c-d038a7f1a33e\", \"00a4afaa-f098-4094-a7fe-0a1d4c00f304\", \"3da1ed26-385c-4cb7-a58a-961a3e146085\"], \"total_duration\": 6234.0, \"total_sessions\": 7, \"mean_week_duration\": 35.42}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"96944\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-19 04:11:01.000000+00:00\", \"2021-09-03 17:40:26.000000+00:00\", \"2020-02-26 01:26:33.000000+00:00\", \"2020-12-31 12:40:30.000000+00:00\", \"2019-08-27 21:39:06.000000+00:00\", \"2019-12-17 20:26:30.000000+00:00\", \"2023-01-06 09:55:37.000000+00:00\"], \"session_ids\": [\"b39c67d5-59e1-419c-9bb3-797a382220d6\", \"440b36d5-39a5-43e0-bb23-a8f4e7948674\", \"8de82963-b441-410f-ab7b-8fbf2b31db51\", \"6eb09780-deb3-4cff-8956-b67e8a081cae\", \"7ae29f9c-f366-4106-991c-d038a7f1a33e\", \"00a4afaa-f098-4094-a7fe-0a1d4c00f304\", \"3da1ed26-385c-4cb7-a58a-961a3e146085\"], \"total_duration\": 6234.0, \"total_sessions\": 7, \"mean_week_duration\": 35.42}}, {\"8654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-05 21:19:27.000000+00:00\", \"2021-04-04 17:21:16.000000+00:00\", \"2022-12-17 13:27:18.000000+00:00\"], \"session_ids\": [\"b95effe5-1721-4e4a-baa7-8892eeb8ef9b\", \"685b372c-9ebd-4c48-9c4c-bc0d19132842\", \"b6d5b991-d998-4419-93fb-f53a98601f87\"], \"total_duration\": 609.0, \"total_sessions\": 3, \"mean_week_duration\": 6.843}}, {\"62716\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-02 07:10:12.000000+00:00\", \"2019-06-06 22:04:33.000000+00:00\"], \"session_ids\": [\"288bc226-8559-4365-951e-758f50297ebd\", \"a08375ca-21fc-46e4-9f8b-02bf58c21b5f\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 19.682}}, {\"21779\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-02-25 22:31:33.000000+00:00\", \"2021-06-23 15:34:14.000000+00:00\"], \"session_ids\": [\"3e086b9f-0995-4841-ade7-bdba883ad854\", \"c0f7bdd2-a1a1-479a-8cbe-cb3b7149868d\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 4.957}}, {\"65791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-03-20 10:54:00.000000+00:00\", \"2019-02-03 05:48:52.000000+00:00\"], \"session_ids\": [\"322adf38-78fa-4e97-9ba1-b713f615e716\", \"1a07e351-5342-42ed-8075-7ed66af248a7\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 2.982}}, {\"22005\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-10-03 05:48:53.000000+00:00\", \"2021-11-21 21:57:38.000000+00:00\", \"2021-01-03 03:57:52.000000+00:00\", \"2023-02-02 06:40:09.000000+00:00\"], \"session_ids\": [\"b1abe784-585f-4196-9a31-e87166b64c3c\", \"de001900-f0f1-406a-8cf1-26e0df2fb13b\", \"aba032db-dd3d-49a5-a9fa-d6461152eef0\", \"65a457af-da07-4363-8ede-15b7e168e171\"], \"total_duration\": 127.0, \"total_sessions\": 4, \"mean_week_duration\": 0.73}}, {\"29090\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-09-17 08:03:50.000000+00:00\", \"2019-04-18 23:02:32.000000+00:00\"], \"session_ids\": [\"95feb093-8308-4804-ac5d-4e354f00cfc2\", \"83abd3b7-2953-4618-8a90-e43e89aad719\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.687}}, {\"84062\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-31 01:52:56.000000+00:00\", \"2020-12-30 02:42:49.000000+00:00\", \"2019-09-06 16:17:37.000000+00:00\"], \"session_ids\": [\"3ea3e195-0b2e-49e0-979e-bf1cdd051999\", \"873143e3-f81b-48c1-a989-51494395af61\", \"05ba06fe-7710-4aef-ade9-4eea17213e19\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.348}}]\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[{\"96944\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-19 04:11:01.000000+00:00\", \"2021-09-03 17:40:26.000000+00:00\", \"2020-02-26 01:26:33.000000+00:00\", \"2020-12-31 12:40:30.000000+00:00\", \"2019-08-27 21:39:06.000000+00:00\", \"2019-12-17 20:26:30.000000+00:00\", \"2023-01-06 09:55:37.000000+00:00\"], \"session_ids\": [\"b39c67d5-59e1-419c-9bb3-797a382220d6\", \"440b36d5-39a5-43e0-bb23-a8f4e7948674\", \"8de82963-b441-410f-ab7b-8fbf2b31db51\", \"6eb09780-deb3-4cff-8956-b67e8a081cae\", \"7ae29f9c-f366-4106-991c-d038a7f1a33e\", \"00a4afaa-f098-4094-a7fe-0a1d4c00f304\", \"3da1ed26-385c-4cb7-a58a-961a3e146085\"], \"total_duration\": 6234.0, \"total_sessions\": 7, \"mean_week_duration\": 35.42}}]\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[{\"96944\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-19 04:11:01.000000+00:00\", \"2021-09-03 17:40:26.000000+00:00\", \"2020-02-26 01:26:33.000000+00:00\", \"2020-12-31 12:40:30.000000+00:00\", \"2019-08-27 21:39:06.000000+00:00\", \"2019-12-17 20:26:30.000000+00:00\", \"2023-01-06 09:55:37.000000+00:00\"], \"session_ids\": [\"b39c67d5-59e1-419c-9bb3-797a382220d6\", \"440b36d5-39a5-43e0-bb23-a8f4e7948674\", \"8de82963-b441-410f-ab7b-8fbf2b31db51\", \"6eb09780-deb3-4cff-8956-b67e8a081cae\", \"7ae29f9c-f366-4106-991c-d038a7f1a33e\", \"00a4afaa-f098-4094-a7fe-0a1d4c00f304\", \"3da1ed26-385c-4cb7-a58a-961a3e146085\"], \"total_duration\": 6234.0, \"total_sessions\": 7, \"mean_week_duration\": 35.42}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about users whose number of sessions is greater than 9 and less than 5 also put to use sorting by total_duration desc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35637\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-10-08 00:19:43.000000+00:00\", \"2022-04-06 01:40:59.000000+00:00\"], \"session_ids\": [\"1aa1c042-fd5b-4837-b6db-f0237b0ba5ae\", \"cc0b02b4-28b4-4423-99a3-734bd324c2d5\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 16.926}, \"50086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-04-02 16:15:43.000000+00:00\", \"2021-03-18 01:26:08.000000+00:00\", \"2020-12-13 02:06:51.000000+00:00\"], \"session_ids\": [\"954c2de1-8c45-4a89-b115-8d10d5e47b3c\", \"041dbadc-5837-4510-9962-21d0b914368c\", \"64e7e622-7995-42c6-aeb4-a583a2d35897\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 3.544}, \"35273\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-02-06 02:59:11.000000+00:00\", \"2021-03-22 20:54:04.000000+00:00\", \"2021-05-04 10:27:57.000000+00:00\", \"2023-06-18 17:40:46.000000+00:00\", \"2020-04-01 07:02:03.000000+00:00\", \"2019-06-30 21:38:38.000000+00:00\"], \"session_ids\": [\"9bc8af45-13dd-49f9-be56-145ab7d2c4fb\", \"c5912000-1050-4e33-af6c-7ecc594c9419\", \"4b78d21c-78ba-4f79-ad42-260395d69c2b\", \"f9d93b05-e87a-435e-9df9-ccdc1ec2611e\", \"0401fd85-592e-4ea6-b7ff-fc2e940ed33e\", \"e16358a5-5da0-4e13-809c-604741a2077e\"], \"total_duration\": 3094.0, \"total_sessions\": 6, \"mean_week_duration\": 14.947}, \"52067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-02 06:46:57.000000+00:00\", \"2021-10-02 21:45:21.000000+00:00\"], \"session_ids\": [\"edbc64d2-6634-42f1-b40a-b09cacbdbe5c\", \"ec228410-b487-41b5-b1ad-9fd4e451c1d3\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 5.318}, \"69126\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-25 20:36:47.000000+00:00\", \"2020-03-23 09:42:11.000000+00:00\"], \"session_ids\": [\"4b1f2fad-faa2-46b4-b3f1-a129fbaf0b96\", \"8aaf8b52-cafa-41a9-870f-70e7b579e56d\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.241}, \"99914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-08 19:15:26.000000+00:00\", \"2019-05-29 22:21:29.000000+00:00\"], \"session_ids\": [\"4e6e6270-dd37-4506-8026-508b5be69fb6\", \"e902a330-5043-4934-a03e-7a9e955ac13d\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 4.127}, \"8554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-02 12:01:29.000000+00:00\", \"2021-05-11 12:28:14.000000+00:00\"], \"session_ids\": [\"cc590678-cd89-4386-9301-ce3be75efccf\", \"38123841-c365-4293-9844-da33a8cd23a0\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 5.452}, \"43246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-13 02:17:16.000000+00:00\", \"2019-11-13 09:38:18.000000+00:00\"], \"session_ids\": [\"b2e6d7da-ea69-49d5-a06c-cf32d2b35a11\", \"10baa2e2-b10e-4f66-9fd7-140e23f08cf9\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 1.404}, \"18638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-01 12:38:22.000000+00:00\", \"2019-04-04 12:12:43.000000+00:00\"], \"session_ids\": [\"b407d479-b1d0-4c58-9596-9e726af1f744\", \"18eb4536-416f-494e-90dd-d2ef8abb02eb\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 3.859}, \"12331\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-16 21:00:45.000000+00:00\", \"2022-07-25 16:58:43.000000+00:00\"], \"session_ids\": [\"6876ca34-7623-483b-9400-f2f2e10116db\", \"622c48f7-db1a-491d-82c6-dc0dec52dee8\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 4.324}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 5 and are equal or greater than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[5, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35637\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-10-08 00:19:43.000000+00:00\", \"2022-04-06 01:40:59.000000+00:00\"], \"session_ids\": [\"1aa1c042-fd5b-4837-b6db-f0237b0ba5ae\", \"cc0b02b4-28b4-4423-99a3-734bd324c2d5\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 16.926}, \"50086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-04-02 16:15:43.000000+00:00\", \"2021-03-18 01:26:08.000000+00:00\", \"2020-12-13 02:06:51.000000+00:00\"], \"session_ids\": [\"954c2de1-8c45-4a89-b115-8d10d5e47b3c\", \"041dbadc-5837-4510-9962-21d0b914368c\", \"64e7e622-7995-42c6-aeb4-a583a2d35897\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 3.544}, \"52067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-02 06:46:57.000000+00:00\", \"2021-10-02 21:45:21.000000+00:00\"], \"session_ids\": [\"edbc64d2-6634-42f1-b40a-b09cacbdbe5c\", \"ec228410-b487-41b5-b1ad-9fd4e451c1d3\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 5.318}, \"69126\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-25 20:36:47.000000+00:00\", \"2020-03-23 09:42:11.000000+00:00\"], \"session_ids\": [\"4b1f2fad-faa2-46b4-b3f1-a129fbaf0b96\", \"8aaf8b52-cafa-41a9-870f-70e7b579e56d\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.241}, \"99914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-08 19:15:26.000000+00:00\", \"2019-05-29 22:21:29.000000+00:00\"], \"session_ids\": [\"4e6e6270-dd37-4506-8026-508b5be69fb6\", \"e902a330-5043-4934-a03e-7a9e955ac13d\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 4.127}, \"8554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-02 12:01:29.000000+00:00\", \"2021-05-11 12:28:14.000000+00:00\"], \"session_ids\": [\"cc590678-cd89-4386-9301-ce3be75efccf\", \"38123841-c365-4293-9844-da33a8cd23a0\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 5.452}, \"43246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-13 02:17:16.000000+00:00\", \"2019-11-13 09:38:18.000000+00:00\"], \"session_ids\": [\"b2e6d7da-ea69-49d5-a06c-cf32d2b35a11\", \"10baa2e2-b10e-4f66-9fd7-140e23f08cf9\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 1.404}, \"18638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-01 12:38:22.000000+00:00\", \"2019-04-04 12:12:43.000000+00:00\"], \"session_ids\": [\"b407d479-b1d0-4c58-9596-9e726af1f744\", \"18eb4536-416f-494e-90dd-d2ef8abb02eb\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 3.859}, \"12331\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-16 21:00:45.000000+00:00\", \"2022-07-25 16:58:43.000000+00:00\"], \"session_ids\": [\"6876ca34-7623-483b-9400-f2f2e10116db\", \"622c48f7-db1a-491d-82c6-dc0dec52dee8\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 4.324}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"35637\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-10-08 00:19:43.000000+00:00\", \"2022-04-06 01:40:59.000000+00:00\"], \"session_ids\": [\"1aa1c042-fd5b-4837-b6db-f0237b0ba5ae\", \"cc0b02b4-28b4-4423-99a3-734bd324c2d5\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 16.926}}, {\"99914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-08 19:15:26.000000+00:00\", \"2019-05-29 22:21:29.000000+00:00\"], \"session_ids\": [\"4e6e6270-dd37-4506-8026-508b5be69fb6\", \"e902a330-5043-4934-a03e-7a9e955ac13d\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 4.127}}, {\"8554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-02 12:01:29.000000+00:00\", \"2021-05-11 12:28:14.000000+00:00\"], \"session_ids\": [\"cc590678-cd89-4386-9301-ce3be75efccf\", \"38123841-c365-4293-9844-da33a8cd23a0\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 5.452}}, {\"50086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-04-02 16:15:43.000000+00:00\", \"2021-03-18 01:26:08.000000+00:00\", \"2020-12-13 02:06:51.000000+00:00\"], \"session_ids\": [\"954c2de1-8c45-4a89-b115-8d10d5e47b3c\", \"041dbadc-5837-4510-9962-21d0b914368c\", \"64e7e622-7995-42c6-aeb4-a583a2d35897\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 3.544}}, {\"18638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-01 12:38:22.000000+00:00\", \"2019-04-04 12:12:43.000000+00:00\"], \"session_ids\": [\"b407d479-b1d0-4c58-9596-9e726af1f744\", \"18eb4536-416f-494e-90dd-d2ef8abb02eb\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 3.859}}, {\"43246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-13 02:17:16.000000+00:00\", \"2019-11-13 09:38:18.000000+00:00\"], \"session_ids\": [\"b2e6d7da-ea69-49d5-a06c-cf32d2b35a11\", \"10baa2e2-b10e-4f66-9fd7-140e23f08cf9\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 1.404}}, {\"12331\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-16 21:00:45.000000+00:00\", \"2022-07-25 16:58:43.000000+00:00\"], \"session_ids\": [\"6876ca34-7623-483b-9400-f2f2e10116db\", \"622c48f7-db1a-491d-82c6-dc0dec52dee8\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 4.324}}, {\"52067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-02 06:46:57.000000+00:00\", \"2021-10-02 21:45:21.000000+00:00\"], \"session_ids\": [\"edbc64d2-6634-42f1-b40a-b09cacbdbe5c\", \"ec228410-b487-41b5-b1ad-9fd4e451c1d3\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 5.318}}, {\"69126\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-25 20:36:47.000000+00:00\", \"2020-03-23 09:42:11.000000+00:00\"], \"session_ids\": [\"4b1f2fad-faa2-46b4-b3f1-a129fbaf0b96\", \"8aaf8b52-cafa-41a9-870f-70e7b579e56d\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.241}}]\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[{\"35637\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-10-08 00:19:43.000000+00:00\", \"2022-04-06 01:40:59.000000+00:00\"], \"session_ids\": [\"1aa1c042-fd5b-4837-b6db-f0237b0ba5ae\", \"cc0b02b4-28b4-4423-99a3-734bd324c2d5\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 16.926}}, {\"99914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-08 19:15:26.000000+00:00\", \"2019-05-29 22:21:29.000000+00:00\"], \"session_ids\": [\"4e6e6270-dd37-4506-8026-508b5be69fb6\", \"e902a330-5043-4934-a03e-7a9e955ac13d\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 4.127}}, {\"8554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-02 12:01:29.000000+00:00\", \"2021-05-11 12:28:14.000000+00:00\"], \"session_ids\": [\"cc590678-cd89-4386-9301-ce3be75efccf\", \"38123841-c365-4293-9844-da33a8cd23a0\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 5.452}}, {\"50086\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-04-02 16:15:43.000000+00:00\", \"2021-03-18 01:26:08.000000+00:00\", \"2020-12-13 02:06:51.000000+00:00\"], \"session_ids\": [\"954c2de1-8c45-4a89-b115-8d10d5e47b3c\", \"041dbadc-5837-4510-9962-21d0b914368c\", \"64e7e622-7995-42c6-aeb4-a583a2d35897\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 3.544}}, {\"18638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-01 12:38:22.000000+00:00\", \"2019-04-04 12:12:43.000000+00:00\"], \"session_ids\": [\"b407d479-b1d0-4c58-9596-9e726af1f744\", \"18eb4536-416f-494e-90dd-d2ef8abb02eb\"], \"total_duration\": 355.0, \"total_sessions\": 2, \"mean_week_duration\": 3.859}}, {\"43246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-13 02:17:16.000000+00:00\", \"2019-11-13 09:38:18.000000+00:00\"], \"session_ids\": [\"b2e6d7da-ea69-49d5-a06c-cf32d2b35a11\", \"10baa2e2-b10e-4f66-9fd7-140e23f08cf9\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 1.404}}, {\"12331\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-16 21:00:45.000000+00:00\", \"2022-07-25 16:58:43.000000+00:00\"], \"session_ids\": [\"6876ca34-7623-483b-9400-f2f2e10116db\", \"622c48f7-db1a-491d-82c6-dc0dec52dee8\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 4.324}}, {\"52067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-02 06:46:57.000000+00:00\", \"2021-10-02 21:45:21.000000+00:00\"], \"session_ids\": [\"edbc64d2-6634-42f1-b40a-b09cacbdbe5c\", \"ec228410-b487-41b5-b1ad-9fd4e451c1d3\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 5.318}}, {\"69126\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-25 20:36:47.000000+00:00\", \"2020-03-23 09:42:11.000000+00:00\"], \"session_ids\": [\"4b1f2fad-faa2-46b4-b3f1-a129fbaf0b96\", \"8aaf8b52-cafa-41a9-870f-70e7b579e56d\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.241}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on user who isn't currently living in cities Athens, Bogota, Lisbon as well as execute sorting by sum of duration from the largest value to the smallest value and provide me only with 3 pieces of information." } ]
[ { "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{\"12402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-02 14:12:40.000000+00:00\", \"2020-03-01 21:32:54.000000+00:00\"], \"session_ids\": [\"2cb5a7a3-28c3-4198-8e05-f398d8686cf9\", \"bdea7868-c7da-4d30-bfa6-8a8cb8d029a5\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 0.665}, \"10657\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-01 09:06:41.000000+00:00\", \"2023-01-20 06:40:50.000000+00:00\", \"2022-02-04 06:13:45.000000+00:00\"], \"session_ids\": [\"c4166dfc-ea04-4645-9b3d-4285d4bf9db6\", \"dbc20fdc-c585-4d1c-aa60-9343c2d88b0f\", \"27c35a2a-64eb-45b7-a8e7-f8ca564ddef1\"], \"total_duration\": 690.0, \"total_sessions\": 3, \"mean_week_duration\": 3.255}, \"48463\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-16 13:44:58.000000+00:00\", \"2020-09-10 00:22:01.000000+00:00\"], \"session_ids\": [\"5ab56a89-4555-4698-8dd9-e540a2892d62\", \"628bb1b2-3a9d-4030-95c9-a7a37aa0b0ec\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.413}, \"40377\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-23 22:09:29.000000+00:00\", \"2019-12-25 17:10:59.000000+00:00\"], \"session_ids\": [\"4f39a463-6bbf-44c9-898b-1b476f4d5292\", \"f3f1904d-6a0e-495b-96ae-fefaf27e104c\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 1.112}, \"88528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-08 23:45:23.000000+00:00\", \"2022-03-20 23:39:25.000000+00:00\", \"2021-12-20 10:41:20.000000+00:00\", \"2021-06-12 18:40:51.000000+00:00\"], \"session_ids\": [\"739917df-5132-4777-94ad-7e78a7e8b158\", \"d404cf9a-1644-499a-9ffe-4ff06ad3085f\", \"ee3c9601-2eb5-4a5d-8afb-05beddeaf436\", \"88d79809-3fa2-467b-8962-a46ae832fa66\"], \"total_duration\": 2017.0, \"total_sessions\": 4, \"mean_week_duration\": 25.212}, \"61465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-19 14:55:43.000000+00:00\", \"2019-07-20 05:30:57.000000+00:00\", \"2023-03-08 00:29:28.000000+00:00\"], \"session_ids\": [\"e8e375d3-5a4d-4fad-b6cb-ac3714a89f38\", \"4cc6b52c-8b3b-4f6b-a2ed-a17033cb262f\", \"a1caaae2-00dd-4ac6-8465-fb24cb5c607f\"], \"total_duration\": 681.0, \"total_sessions\": 3, \"mean_week_duration\": 3.584}, \"66298\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-10 15:19:40.000000+00:00\", \"2019-03-04 11:49:36.000000+00:00\", \"2019-01-22 11:40:55.000000+00:00\"], \"session_ids\": [\"1bfa07b5-d3a0-454a-b4dd-15eb78410f32\", \"d02a6138-8bf6-40a6-94a7-55c013550237\", \"d18420e9-597d-442b-b250-7fb1d3d6d7b1\"], \"total_duration\": 768.0, \"total_sessions\": 3, \"mean_week_duration\": 4.129}, \"50408\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-05-15 14:56:29.000000+00:00\", \"2019-10-06 10:37:54.000000+00:00\"], \"session_ids\": [\"e207fdb9-f7fd-4578-83d7-fc15c09b9269\", \"9986bf00-e628-472f-8d8c-8a28eda3176f\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 12.75}, \"40299\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-25 11:45:26.000000+00:00\", \"2021-12-15 15:32:17.000000+00:00\"], \"session_ids\": [\"6dda2f01-62bf-4269-8c6c-7ffafdbd64df\", \"d475a24c-682e-48db-900c-b288ade76493\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 22.533}, \"85522\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-03 04:27:09.000000+00:00\", \"2022-06-27 11:08:47.000000+00:00\"], \"session_ids\": [\"c8278900-9176-423f-9e59-fe0f7bce4c8c\", \"aecbf13f-5013-440c-95e8-5ce95d8ceb13\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 12.526}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Athens, Bogota, Larebon" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Athens\", \"Bogota\", \"Lisbon\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-02 14:12:40.000000+00:00\", \"2020-03-01 21:32:54.000000+00:00\"], \"session_ids\": [\"2cb5a7a3-28c3-4198-8e05-f398d8686cf9\", \"bdea7868-c7da-4d30-bfa6-8a8cb8d029a5\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 0.665}, \"10657\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-01 09:06:41.000000+00:00\", \"2023-01-20 06:40:50.000000+00:00\", \"2022-02-04 06:13:45.000000+00:00\"], \"session_ids\": [\"c4166dfc-ea04-4645-9b3d-4285d4bf9db6\", \"dbc20fdc-c585-4d1c-aa60-9343c2d88b0f\", \"27c35a2a-64eb-45b7-a8e7-f8ca564ddef1\"], \"total_duration\": 690.0, \"total_sessions\": 3, \"mean_week_duration\": 3.255}, \"48463\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-16 13:44:58.000000+00:00\", \"2020-09-10 00:22:01.000000+00:00\"], \"session_ids\": [\"5ab56a89-4555-4698-8dd9-e540a2892d62\", \"628bb1b2-3a9d-4030-95c9-a7a37aa0b0ec\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.413}, \"40377\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-23 22:09:29.000000+00:00\", \"2019-12-25 17:10:59.000000+00:00\"], \"session_ids\": [\"4f39a463-6bbf-44c9-898b-1b476f4d5292\", \"f3f1904d-6a0e-495b-96ae-fefaf27e104c\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 1.112}, \"88528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-08 23:45:23.000000+00:00\", \"2022-03-20 23:39:25.000000+00:00\", \"2021-12-20 10:41:20.000000+00:00\", \"2021-06-12 18:40:51.000000+00:00\"], \"session_ids\": [\"739917df-5132-4777-94ad-7e78a7e8b158\", \"d404cf9a-1644-499a-9ffe-4ff06ad3085f\", \"ee3c9601-2eb5-4a5d-8afb-05beddeaf436\", \"88d79809-3fa2-467b-8962-a46ae832fa66\"], \"total_duration\": 2017.0, \"total_sessions\": 4, \"mean_week_duration\": 25.212}, \"61465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-19 14:55:43.000000+00:00\", \"2019-07-20 05:30:57.000000+00:00\", \"2023-03-08 00:29:28.000000+00:00\"], \"session_ids\": [\"e8e375d3-5a4d-4fad-b6cb-ac3714a89f38\", \"4cc6b52c-8b3b-4f6b-a2ed-a17033cb262f\", \"a1caaae2-00dd-4ac6-8465-fb24cb5c607f\"], \"total_duration\": 681.0, \"total_sessions\": 3, \"mean_week_duration\": 3.584}, \"66298\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-10 15:19:40.000000+00:00\", \"2019-03-04 11:49:36.000000+00:00\", \"2019-01-22 11:40:55.000000+00:00\"], \"session_ids\": [\"1bfa07b5-d3a0-454a-b4dd-15eb78410f32\", \"d02a6138-8bf6-40a6-94a7-55c013550237\", \"d18420e9-597d-442b-b250-7fb1d3d6d7b1\"], \"total_duration\": 768.0, \"total_sessions\": 3, \"mean_week_duration\": 4.129}, \"50408\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-05-15 14:56:29.000000+00:00\", \"2019-10-06 10:37:54.000000+00:00\"], \"session_ids\": [\"e207fdb9-f7fd-4578-83d7-fc15c09b9269\", \"9986bf00-e628-472f-8d8c-8a28eda3176f\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 12.75}, \"40299\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-25 11:45:26.000000+00:00\", \"2021-12-15 15:32:17.000000+00:00\"], \"session_ids\": [\"6dda2f01-62bf-4269-8c6c-7ffafdbd64df\", \"d475a24c-682e-48db-900c-b288ade76493\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 22.533}, \"85522\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-03 04:27:09.000000+00:00\", \"2022-06-27 11:08:47.000000+00:00\"], \"session_ids\": [\"c8278900-9176-423f-9e59-fe0f7bce4c8c\", \"aecbf13f-5013-440c-95e8-5ce95d8ceb13\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 12.526}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"88528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-08 23:45:23.000000+00:00\", \"2022-03-20 23:39:25.000000+00:00\", \"2021-12-20 10:41:20.000000+00:00\", \"2021-06-12 18:40:51.000000+00:00\"], \"session_ids\": [\"739917df-5132-4777-94ad-7e78a7e8b158\", \"d404cf9a-1644-499a-9ffe-4ff06ad3085f\", \"ee3c9601-2eb5-4a5d-8afb-05beddeaf436\", \"88d79809-3fa2-467b-8962-a46ae832fa66\"], \"total_duration\": 2017.0, \"total_sessions\": 4, \"mean_week_duration\": 25.212}}, {\"66298\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-10 15:19:40.000000+00:00\", \"2019-03-04 11:49:36.000000+00:00\", \"2019-01-22 11:40:55.000000+00:00\"], \"session_ids\": [\"1bfa07b5-d3a0-454a-b4dd-15eb78410f32\", \"d02a6138-8bf6-40a6-94a7-55c013550237\", \"d18420e9-597d-442b-b250-7fb1d3d6d7b1\"], \"total_duration\": 768.0, \"total_sessions\": 3, \"mean_week_duration\": 4.129}}, {\"10657\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-01 09:06:41.000000+00:00\", \"2023-01-20 06:40:50.000000+00:00\", \"2022-02-04 06:13:45.000000+00:00\"], \"session_ids\": [\"c4166dfc-ea04-4645-9b3d-4285d4bf9db6\", \"dbc20fdc-c585-4d1c-aa60-9343c2d88b0f\", \"27c35a2a-64eb-45b7-a8e7-f8ca564ddef1\"], \"total_duration\": 690.0, \"total_sessions\": 3, \"mean_week_duration\": 3.255}}, {\"61465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-19 14:55:43.000000+00:00\", \"2019-07-20 05:30:57.000000+00:00\", \"2023-03-08 00:29:28.000000+00:00\"], \"session_ids\": [\"e8e375d3-5a4d-4fad-b6cb-ac3714a89f38\", \"4cc6b52c-8b3b-4f6b-a2ed-a17033cb262f\", \"a1caaae2-00dd-4ac6-8465-fb24cb5c607f\"], \"total_duration\": 681.0, \"total_sessions\": 3, \"mean_week_duration\": 3.584}}, {\"50408\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-05-15 14:56:29.000000+00:00\", \"2019-10-06 10:37:54.000000+00:00\"], \"session_ids\": [\"e207fdb9-f7fd-4578-83d7-fc15c09b9269\", \"9986bf00-e628-472f-8d8c-8a28eda3176f\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 12.75}}, {\"40299\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-25 11:45:26.000000+00:00\", \"2021-12-15 15:32:17.000000+00:00\"], \"session_ids\": [\"6dda2f01-62bf-4269-8c6c-7ffafdbd64df\", \"d475a24c-682e-48db-900c-b288ade76493\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 22.533}}, {\"85522\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-03 04:27:09.000000+00:00\", \"2022-06-27 11:08:47.000000+00:00\"], \"session_ids\": [\"c8278900-9176-423f-9e59-fe0f7bce4c8c\", \"aecbf13f-5013-440c-95e8-5ce95d8ceb13\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 12.526}}, {\"48463\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-16 13:44:58.000000+00:00\", \"2020-09-10 00:22:01.000000+00:00\"], \"session_ids\": [\"5ab56a89-4555-4698-8dd9-e540a2892d62\", \"628bb1b2-3a9d-4030-95c9-a7a37aa0b0ec\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.413}}, {\"40377\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-23 22:09:29.000000+00:00\", \"2019-12-25 17:10:59.000000+00:00\"], \"session_ids\": [\"4f39a463-6bbf-44c9-898b-1b476f4d5292\", \"f3f1904d-6a0e-495b-96ae-fefaf27e104c\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 1.112}}, {\"12402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-02 14:12:40.000000+00:00\", \"2020-03-01 21:32:54.000000+00:00\"], \"session_ids\": [\"2cb5a7a3-28c3-4198-8e05-f398d8686cf9\", \"bdea7868-c7da-4d30-bfa6-8a8cb8d029a5\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 0.665}}]\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[{\"88528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-08 23:45:23.000000+00:00\", \"2022-03-20 23:39:25.000000+00:00\", \"2021-12-20 10:41:20.000000+00:00\", \"2021-06-12 18:40:51.000000+00:00\"], \"session_ids\": [\"739917df-5132-4777-94ad-7e78a7e8b158\", \"d404cf9a-1644-499a-9ffe-4ff06ad3085f\", \"ee3c9601-2eb5-4a5d-8afb-05beddeaf436\", \"88d79809-3fa2-467b-8962-a46ae832fa66\"], \"total_duration\": 2017.0, \"total_sessions\": 4, \"mean_week_duration\": 25.212}}, {\"66298\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-10 15:19:40.000000+00:00\", \"2019-03-04 11:49:36.000000+00:00\", \"2019-01-22 11:40:55.000000+00:00\"], \"session_ids\": [\"1bfa07b5-d3a0-454a-b4dd-15eb78410f32\", \"d02a6138-8bf6-40a6-94a7-55c013550237\", \"d18420e9-597d-442b-b250-7fb1d3d6d7b1\"], \"total_duration\": 768.0, \"total_sessions\": 3, \"mean_week_duration\": 4.129}}, {\"10657\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-01 09:06:41.000000+00:00\", \"2023-01-20 06:40:50.000000+00:00\", \"2022-02-04 06:13:45.000000+00:00\"], \"session_ids\": [\"c4166dfc-ea04-4645-9b3d-4285d4bf9db6\", \"dbc20fdc-c585-4d1c-aa60-9343c2d88b0f\", \"27c35a2a-64eb-45b7-a8e7-f8ca564ddef1\"], \"total_duration\": 690.0, \"total_sessions\": 3, \"mean_week_duration\": 3.255}}]\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[{\"88528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-08 23:45:23.000000+00:00\", \"2022-03-20 23:39:25.000000+00:00\", \"2021-12-20 10:41:20.000000+00:00\", \"2021-06-12 18:40:51.000000+00:00\"], \"session_ids\": [\"739917df-5132-4777-94ad-7e78a7e8b158\", \"d404cf9a-1644-499a-9ffe-4ff06ad3085f\", \"ee3c9601-2eb5-4a5d-8afb-05beddeaf436\", \"88d79809-3fa2-467b-8962-a46ae832fa66\"], \"total_duration\": 2017.0, \"total_sessions\": 4, \"mean_week_duration\": 25.212}}, {\"66298\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-10 15:19:40.000000+00:00\", \"2019-03-04 11:49:36.000000+00:00\", \"2019-01-22 11:40:55.000000+00:00\"], \"session_ids\": [\"1bfa07b5-d3a0-454a-b4dd-15eb78410f32\", \"d02a6138-8bf6-40a6-94a7-55c013550237\", \"d18420e9-597d-442b-b250-7fb1d3d6d7b1\"], \"total_duration\": 768.0, \"total_sessions\": 3, \"mean_week_duration\": 4.129}}, {\"10657\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-01 09:06:41.000000+00:00\", \"2023-01-20 06:40:50.000000+00:00\", \"2022-02-04 06:13:45.000000+00:00\"], \"session_ids\": [\"c4166dfc-ea04-4645-9b3d-4285d4bf9db6\", \"dbc20fdc-c585-4d1c-aa60-9343c2d88b0f\", \"27c35a2a-64eb-45b7-a8e7-f8ca564ddef1\"], \"total_duration\": 690.0, \"total_sessions\": 3, \"mean_week_duration\": 3.255}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about 3 users who aren't living in cities Singapore City, Helsinki, Cairo as well as implement sorting by time in app form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74691\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-15 07:41:03.000000+00:00\", \"2019-04-15 21:58:34.000000+00:00\", \"2019-07-31 18:50:49.000000+00:00\", \"2022-02-20 15:41:32.000000+00:00\", \"2019-07-23 23:10:56.000000+00:00\", \"2020-10-01 12:39:56.000000+00:00\", \"2021-10-04 01:22:16.000000+00:00\"], \"session_ids\": [\"b99b76bd-910b-43df-8f84-88aa0ea07cdd\", \"ab61e0c0-d768-4186-be16-3de40bffda07\", \"d72241b9-1259-4131-b7b3-56aa06379404\", \"bb670643-5515-45bd-badd-5f1fc49ce26f\", \"b94ce49f-19a7-4f7f-bcf7-bcfe53549499\", \"ed2bda84-29ba-4fd6-a2ca-4441b684c33e\", \"23c829d2-1e1b-458d-a06e-f932cf6cf175\"], \"total_duration\": 6052.0, \"total_sessions\": 7, \"mean_week_duration\": 40.617}, \"84226\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-25 05:59:35.000000+00:00\", \"2022-10-08 16:08:55.000000+00:00\", \"2022-01-01 11:17:58.000000+00:00\"], \"session_ids\": [\"416be542-2489-4444-885a-55589da21c53\", \"b6f18d9f-524e-43ea-8e40-1b8530119f63\", \"227e36f6-0371-4d6e-b788-0a0fcac1c997\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 5.075}, \"23406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-27 12:01:27.000000+00:00\", \"2020-04-27 05:05:05.000000+00:00\"], \"session_ids\": [\"b2520e3c-e0db-4b0b-93fd-169f94e27374\", \"ec0f65c5-8788-4e0e-9dda-8093b942c057\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.076}, \"77709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-08 08:28:51.000000+00:00\", \"2022-02-20 10:24:08.000000+00:00\", \"2020-03-23 20:19:56.000000+00:00\", \"2022-09-25 10:49:46.000000+00:00\"], \"session_ids\": [\"9ad163da-c99f-4df0-b5ac-cbeb09bf582b\", \"db0a8453-1cc2-4d0a-961c-4e608f1b7ddd\", \"ed885a5d-d154-4e47-ad6f-4275d86cccfa\", \"77e59cb3-3f09-4a7c-ad84-9c39b5aa7f80\"], \"total_duration\": 1466.0, \"total_sessions\": 4, \"mean_week_duration\": 8.099}, \"48097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-07-31 23:10:20.000000+00:00\", \"2020-04-22 06:42:53.000000+00:00\"], \"session_ids\": [\"8410fab4-29af-430c-828d-93dbb165e591\", \"f809ff8b-e747-4de9-bfd1-028791a8eb7b\"], \"total_duration\": 451.0, \"total_sessions\": 2, \"mean_week_duration\": 6.731}, \"30455\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-12-13 09:38:40.000000+00:00\", \"2019-03-15 10:54:32.000000+00:00\"], \"session_ids\": [\"957b7501-4d00-4a3c-a8a0-b18036e32045\", \"4a49cef4-98c1-4b15-ae62-f31bc3748ead\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 2.479}, \"32567\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-07 00:40:18.000000+00:00\", \"2021-12-01 04:46:45.000000+00:00\", \"2020-12-29 13:35:34.000000+00:00\", \"2020-05-30 04:49:45.000000+00:00\"], \"session_ids\": [\"c2e91f62-9250-49a3-a795-3dd012951d98\", \"36461aa9-94b4-4b24-8886-9432a2cb9419\", \"fa09ad84-218d-4046-a7b2-9372c24faa5b\", \"578fe204-2ba5-4628-8dee-306ccfe26dde\"], \"total_duration\": 566.0, \"total_sessions\": 4, \"mean_week_duration\": 5.009}, \"25312\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-13 10:52:16.000000+00:00\", \"2021-01-12 07:10:51.000000+00:00\"], \"session_ids\": [\"17eb6406-9cd9-426e-87bf-2d5ece13ac6e\", \"e9c1f2b0-3f3c-4012-bd28-85242e4382e0\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 2.545}, \"62894\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-13 04:45:53.000000+00:00\", \"2022-01-08 03:55:21.000000+00:00\"], \"session_ids\": [\"35295f2e-bdfa-4cc3-a5a1-b87fc53e44e6\", \"0b65ad8d-277c-4ed3-9bdd-042af1af7dda\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 3.504}, \"8582\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-31 13:49:24.000000+00:00\", \"2021-04-14 03:33:51.000000+00:00\", \"2020-06-08 02:05:40.000000+00:00\"], \"session_ids\": [\"128afed8-08dd-43ad-9620-49d28ccc3603\", \"087923e9-0cc4-42d0-bccf-caeec5112360\", \"cf889361-5264-47e0-a1b9-79404516d7b0\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 2.578}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Singapore City, Helsinki, Cairo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Singapore City\", \"Helsinki\", \"Cairo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74691\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-15 07:41:03.000000+00:00\", \"2019-04-15 21:58:34.000000+00:00\", \"2019-07-31 18:50:49.000000+00:00\", \"2022-02-20 15:41:32.000000+00:00\", \"2019-07-23 23:10:56.000000+00:00\", \"2020-10-01 12:39:56.000000+00:00\", \"2021-10-04 01:22:16.000000+00:00\"], \"session_ids\": [\"b99b76bd-910b-43df-8f84-88aa0ea07cdd\", \"ab61e0c0-d768-4186-be16-3de40bffda07\", \"d72241b9-1259-4131-b7b3-56aa06379404\", \"bb670643-5515-45bd-badd-5f1fc49ce26f\", \"b94ce49f-19a7-4f7f-bcf7-bcfe53549499\", \"ed2bda84-29ba-4fd6-a2ca-4441b684c33e\", \"23c829d2-1e1b-458d-a06e-f932cf6cf175\"], \"total_duration\": 6052.0, \"total_sessions\": 7, \"mean_week_duration\": 40.617}, \"84226\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-25 05:59:35.000000+00:00\", \"2022-10-08 16:08:55.000000+00:00\", \"2022-01-01 11:17:58.000000+00:00\"], \"session_ids\": [\"416be542-2489-4444-885a-55589da21c53\", \"b6f18d9f-524e-43ea-8e40-1b8530119f63\", \"227e36f6-0371-4d6e-b788-0a0fcac1c997\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 5.075}, \"23406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-27 12:01:27.000000+00:00\", \"2020-04-27 05:05:05.000000+00:00\"], \"session_ids\": [\"b2520e3c-e0db-4b0b-93fd-169f94e27374\", \"ec0f65c5-8788-4e0e-9dda-8093b942c057\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.076}, \"77709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-08 08:28:51.000000+00:00\", \"2022-02-20 10:24:08.000000+00:00\", \"2020-03-23 20:19:56.000000+00:00\", \"2022-09-25 10:49:46.000000+00:00\"], \"session_ids\": [\"9ad163da-c99f-4df0-b5ac-cbeb09bf582b\", \"db0a8453-1cc2-4d0a-961c-4e608f1b7ddd\", \"ed885a5d-d154-4e47-ad6f-4275d86cccfa\", \"77e59cb3-3f09-4a7c-ad84-9c39b5aa7f80\"], \"total_duration\": 1466.0, \"total_sessions\": 4, \"mean_week_duration\": 8.099}, \"48097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-07-31 23:10:20.000000+00:00\", \"2020-04-22 06:42:53.000000+00:00\"], \"session_ids\": [\"8410fab4-29af-430c-828d-93dbb165e591\", \"f809ff8b-e747-4de9-bfd1-028791a8eb7b\"], \"total_duration\": 451.0, \"total_sessions\": 2, \"mean_week_duration\": 6.731}, \"32567\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-07 00:40:18.000000+00:00\", \"2021-12-01 04:46:45.000000+00:00\", \"2020-12-29 13:35:34.000000+00:00\", \"2020-05-30 04:49:45.000000+00:00\"], \"session_ids\": [\"c2e91f62-9250-49a3-a795-3dd012951d98\", \"36461aa9-94b4-4b24-8886-9432a2cb9419\", \"fa09ad84-218d-4046-a7b2-9372c24faa5b\", \"578fe204-2ba5-4628-8dee-306ccfe26dde\"], \"total_duration\": 566.0, \"total_sessions\": 4, \"mean_week_duration\": 5.009}, \"25312\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-13 10:52:16.000000+00:00\", \"2021-01-12 07:10:51.000000+00:00\"], \"session_ids\": [\"17eb6406-9cd9-426e-87bf-2d5ece13ac6e\", \"e9c1f2b0-3f3c-4012-bd28-85242e4382e0\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 2.545}, \"62894\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-13 04:45:53.000000+00:00\", \"2022-01-08 03:55:21.000000+00:00\"], \"session_ids\": 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