conversations
list
[ { "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[{\"38807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-10 07:14:16.000000+00:00\", \"2021-06-26 01:05:49.000000+00:00\", \"2023-01-28 17:23:51.000000+00:00\", \"2022-02-22 22:47:44.000000+00:00\", \"2020-03-26 03:18:43.000000+00:00\", \"2020-06-18 12:33:54.000000+00:00\"], \"session_ids\": [\"fba5d270-7bb4-4e20-aa8b-1fe02870100b\", \"75389d09-2049-484b-9a28-f5eeb88a2f6c\", \"9d3fb9ac-2b80-4688-aeed-26eaf7b33d43\", \"a1fafe87-f1c2-453a-ae42-97365832b110\", \"c3411305-c9c1-42da-9939-195e18ed0d0c\", \"a7ac8e81-e5b6-4f58-bb51-31d56d6774b9\"], \"total_duration\": 350.0, \"total_sessions\": 6, \"mean_week_duration\": 2.349}}, {\"85496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-03-16 11:53:40.000000+00:00\", \"2022-12-17 08:38:40.000000+00:00\", \"2019-12-13 16:54:52.000000+00:00\", \"2019-07-19 11:10:28.000000+00:00\", \"2021-11-10 22:12:01.000000+00:00\", \"2021-03-15 01:28:56.000000+00:00\"], \"session_ids\": [\"1ef441ac-3bad-409c-8b1f-d4dd229374c4\", \"5c0cc024-21a9-4cba-a34c-6d396f43c21f\", \"bdbe3f22-ad70-4b6c-acfe-1eb0df108cbe\", \"f6e0f823-76ad-4a62-883c-f5ecdd6a65ca\", \"66c4c4bd-155a-4b43-993c-7427fad86192\", \"c5879052-af61-4445-87f4-cf0415398330\"], \"total_duration\": 59.0, \"total_sessions\": 6, \"mean_week_duration\": 0.301}}]\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": "Can you give me information regarding 2 users with a median of duration of sessions per week that is higher than 11 and lower than 41, exclusive 41 as well as carry out sorting by all sessions quantity 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{\"43131\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-06-10 20:47:37.000000+00:00\", \"2022-08-30 23:11:24.000000+00:00\"], \"session_ids\": [\"3f6d71ba-b3b2-4336-9942-c9917d5c86a8\", \"18b18ea9-530f-4c70-8b84-a3fb7de03af1\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.732}, \"22306\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-26 00:36:14.000000+00:00\", \"2019-03-17 10:50:41.000000+00:00\", \"2019-10-21 14:24:03.000000+00:00\"], \"session_ids\": [\"60b60945-26cb-4ca5-8662-9070c82dc7c6\", \"77de3a7a-ab7b-4a67-a72a-e793bf9ac13a\", \"fe16f5a1-7873-4b28-9b0c-f73133db03fb\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 1.265}, \"21720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-18 15:09:38.000000+00:00\", \"2020-08-08 04:25:34.000000+00:00\"], \"session_ids\": [\"39e1765f-6ed6-4ada-ae79-24a1974cef83\", \"35445a86-5a5c-4a49-8926-9c13fab6f302\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.235}, \"46875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-04-21 04:03:08.000000+00:00\", \"2019-10-29 12:41:50.000000+00:00\", \"2021-03-05 11:14:38.000000+00:00\"], \"session_ids\": [\"3f7f8449-a602-47cc-bf0d-c2bc8f6725b4\", \"cf484998-27dd-491c-83ff-c0786a610265\", \"5f824a42-6a90-4f7a-9ab5-3786d879db38\"], \"total_duration\": 440.0, \"total_sessions\": 3, \"mean_week_duration\": 6.197}, \"58855\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-11 08:23:01.000000+00:00\", \"2020-01-20 08:13:32.000000+00:00\"], \"session_ids\": [\"55a01c9e-83f6-42e2-bd7e-37e0f4481fea\", \"cdf8057e-09bc-4973-8cd1-bd9d96022ef2\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 1.058}, \"55637\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-10-26 01:17:49.000000+00:00\", \"2019-03-05 07:06:07.000000+00:00\"], \"session_ids\": [\"459c6e1f-c9e6-497e-be79-c6b069cf410c\", \"43b41125-d72d-401b-9080-ceccfc47ee95\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 3.235}, \"10993\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-24 22:47:13.000000+00:00\", \"2020-04-03 20:42:55.000000+00:00\"], \"session_ids\": [\"1d2505d9-143c-4d85-809b-4d108b58dc86\", \"2b69d40e-e6a5-49ed-81d3-396bf2de6a57\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 3.662}, \"83647\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-01-27 20:43:07.000000+00:00\", \"2020-06-11 18:39:48.000000+00:00\"], \"session_ids\": [\"866f63c1-9ae2-42d5-9939-dc415dc2942e\", \"8b09657f-6398-4220-b384-659947008db8\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 19.8}, \"53645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-23 15:59:23.000000+00:00\", \"2019-07-02 20:20:25.000000+00:00\"], \"session_ids\": [\"6811b7d3-d773-4939-87a6-16ed7f7b5fe2\", \"22742133-a261-4c0c-b6b5-bd7d6e55eb4b\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}, \"35897\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-07-02 22:57:45.000000+00:00\", \"2022-02-10 06:02:06.000000+00:00\", \"2019-12-20 03:19:42.000000+00:00\", \"2019-07-26 19:10:00.000000+00:00\", \"2020-02-19 09:43:04.000000+00:00\", \"2021-01-11 23:59:38.000000+00:00\", \"2022-07-03 15:32:31.000000+00:00\", \"2019-07-07 23:42:14.000000+00:00\"], \"session_ids\": [\"42d1df54-766e-471b-801a-05becf2a757f\", \"8ff0467e-3369-4d20-a5a9-755bdd653cb7\", \"3dbb5c20-a4db-4616-ad73-36bbb5aa1a2c\", \"ddd235f2-0588-4a06-a131-b7b45faee681\", \"206c601d-7d84-4c06-b69c-11efa94ad6d3\", \"43dc7846-3cec-4dc4-a6cb-b2a3a8f7c7ea\", \"86c4cf08-597d-4b89-b705-06b931a7d43b\", \"8bcfcc8f-9e0b-466a-b104-cb8de8c5a871\"], \"total_duration\": 8277.0, \"total_sessions\": 8, \"mean_week_duration\": 53.058}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 11 and are less than 41" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 41]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83647\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-01-27 20:43:07.000000+00:00\", \"2020-06-11 18:39:48.000000+00:00\"], \"session_ids\": [\"866f63c1-9ae2-42d5-9939-dc415dc2942e\", \"8b09657f-6398-4220-b384-659947008db8\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 19.8}, \"53645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-23 15:59:23.000000+00:00\", \"2019-07-02 20:20:25.000000+00:00\"], \"session_ids\": [\"6811b7d3-d773-4939-87a6-16ed7f7b5fe2\", \"22742133-a261-4c0c-b6b5-bd7d6e55eb4b\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"83647\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-01-27 20:43:07.000000+00:00\", \"2020-06-11 18:39:48.000000+00:00\"], \"session_ids\": [\"866f63c1-9ae2-42d5-9939-dc415dc2942e\", \"8b09657f-6398-4220-b384-659947008db8\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 19.8}}, {\"53645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-23 15:59:23.000000+00:00\", \"2019-07-02 20:20:25.000000+00:00\"], \"session_ids\": [\"6811b7d3-d773-4939-87a6-16ed7f7b5fe2\", \"22742133-a261-4c0c-b6b5-bd7d6e55eb4b\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"83647\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-01-27 20:43:07.000000+00:00\", \"2020-06-11 18:39:48.000000+00:00\"], \"session_ids\": [\"866f63c1-9ae2-42d5-9939-dc415dc2942e\", \"8b09657f-6398-4220-b384-659947008db8\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 19.8}}, {\"53645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-23 15:59:23.000000+00:00\", \"2019-07-02 20:20:25.000000+00:00\"], \"session_ids\": [\"6811b7d3-d773-4939-87a6-16ed7f7b5fe2\", \"22742133-a261-4c0c-b6b5-bd7d6e55eb4b\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}}]\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[{\"83647\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-01-27 20:43:07.000000+00:00\", \"2020-06-11 18:39:48.000000+00:00\"], \"session_ids\": [\"866f63c1-9ae2-42d5-9939-dc415dc2942e\", \"8b09657f-6398-4220-b384-659947008db8\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 19.8}}, {\"53645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-23 15:59:23.000000+00:00\", \"2019-07-02 20:20:25.000000+00:00\"], \"session_ids\": [\"6811b7d3-d773-4939-87a6-16ed7f7b5fe2\", \"22742133-a261-4c0c-b6b5-bd7d6e55eb4b\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 7 users pieces of information who live in cities Reykjavik, Havana, Belize City, Tokyo plus carry out sorting by site usage time per week in ascending order and get rid of all entries, except 2." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"69221\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-18 23:39:55.000000+00:00\", \"2023-02-10 11:36:45.000000+00:00\"], \"session_ids\": [\"58cbc2d9-e377-4582-8d6a-b8d323e1956d\", \"753ff0b2-ca68-4244-9e18-559fd824c8c9\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.685}, \"29612\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-22 22:43:04.000000+00:00\", \"2022-08-27 10:28:50.000000+00:00\"], \"session_ids\": [\"5dfc03f6-1a2a-4d93-9483-0ec0cd524cd3\", \"74d4d63d-efe5-4a93-8a63-dd948eb865b4\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.205}, \"68230\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-06-30 07:32:06.000000+00:00\", \"2022-11-17 03:04:40.000000+00:00\", \"2022-03-22 16:33:57.000000+00:00\", \"2021-05-17 20:48:28.000000+00:00\"], \"session_ids\": [\"af017639-c3de-405d-8f76-81e224bc24ea\", \"cb2cfc3d-665b-4904-a92d-5021f7364aef\", \"47979bb7-bf2a-4723-a0e1-0d7c28cd0fa0\", \"b991b8e7-9498-4a2e-8bd1-a7205e196830\"], \"total_duration\": 983.0, \"total_sessions\": 4, \"mean_week_duration\": 5.554}, \"26604\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-08-09 07:42:48.000000+00:00\", \"2021-10-17 13:33:06.000000+00:00\"], \"session_ids\": [\"790e9d8c-4ec2-490b-9b48-02d69b2b6836\", \"062ceb20-f5a9-484c-9417-4c0bf22e09c5\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 3.548}, \"43688\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-14 13:36:50.000000+00:00\", \"2021-09-18 19:39:50.000000+00:00\"], \"session_ids\": [\"4f968572-484b-41c6-94dd-8009ef6ab1f0\", \"61eb87b6-b26b-401c-93c2-4ceb982934d1\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 4.255}, \"14243\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-07 20:33:12.000000+00:00\", \"2021-07-20 10:30:00.000000+00:00\"], \"session_ids\": [\"39256e33-4206-4345-a862-3a14332b78dc\", \"ef2f1709-47de-49e9-b2bf-7426b4f21c05\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 5.1}, \"4209\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-11-13 20:38:06.000000+00:00\", \"2020-03-25 18:04:25.000000+00:00\"], \"session_ids\": [\"d895b869-fa19-4cd8-8a09-a5737d39ffa0\", \"8ffeb33e-1f9a-486e-8b59-06b4c2b66f8f\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.441}, \"42422\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-03-15 07:39:37.000000+00:00\", \"2020-10-24 17:43:51.000000+00:00\"], \"session_ids\": [\"6420bad9-7e16-463b-ad4b-04fd1c21e8b3\", \"e0eef467-01d2-40af-99d0-b2407d3f82ea\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 9.219}, \"88555\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-01-01 03:45:26.000000+00:00\", \"2022-06-25 22:33:16.000000+00:00\", \"2023-04-28 09:00:23.000000+00:00\", \"2020-01-16 18:40:29.000000+00:00\"], \"session_ids\": [\"08cd8366-f16a-4c06-92ba-db572bd3f1b0\", \"7139f5cb-f0b6-4eca-8ef1-77836ddbb4e2\", \"3f2c1cc6-ce05-4455-bb86-074da186f24f\", \"b0c210f2-2445-4824-98ad-ae3eef15b2a4\"], \"total_duration\": 353.0, \"total_sessions\": 4, \"mean_week_duration\": 1.562}, \"35599\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-25 09:45:57.000000+00:00\", \"2020-11-12 15:33:47.000000+00:00\", \"2021-09-23 21:37:01.000000+00:00\"], \"session_ids\": [\"7ed7d6e1-472f-4ae4-99ca-37cbb2204ba9\", \"6a172d85-8e61-49ab-a1b0-d7e5b38cd0ec\", \"7271fcfe-b7cf-49ca-a6f0-2408ba01d48a\"], \"total_duration\": 262.0, \"total_sessions\": 3, \"mean_week_duration\": 5.822}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Reykjavik, Havana, Belize City, Tokyo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Reykjavik\", \"Havana\", \"Belize City\", \"Tokyo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about user who doesn't belong to cities Rome, Beijing, Paris in addition do sorting by average of total time spent in the app per week form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-09 13:52:32.000000+00:00\", \"2022-12-29 15:12:34.000000+00:00\", \"2020-07-28 16:58:14.000000+00:00\", \"2019-04-04 02:21:41.000000+00:00\", \"2023-06-06 04:05:33.000000+00:00\"], \"session_ids\": [\"2f343fe8-608f-4f31-9264-81cb0e5a3612\", \"facd9a60-30b0-4a6b-92e2-a5cc978d8d43\", \"c34fdd1d-f96f-43fc-8557-048b623b346f\", \"8531fd34-80f0-41ab-83d4-bc776a6ababe\", \"eda9c559-16c6-48a2-81dd-3a37408c9a2b\"], \"total_duration\": 1017.0, \"total_sessions\": 5, \"mean_week_duration\": 4.665}, \"73599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-25 23:59:49.000000+00:00\", \"2019-01-11 19:34:40.000000+00:00\"], \"session_ids\": [\"c5471158-1345-4c4c-a45e-29f0804cb613\", \"cf61485e-a3f9-4130-a1b5-32beaab2155a\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 0.56}, \"39595\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-31 12:11:19.000000+00:00\", \"2021-12-01 12:52:17.000000+00:00\"], \"session_ids\": [\"d0f07b1d-7244-4011-acc3-66e3e7fe16ae\", \"3b0df1b9-ea04-47a8-85f9-b8413630869a\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.361}, \"41004\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-24 05:42:12.000000+00:00\", \"2019-07-29 03:33:29.000000+00:00\"], \"session_ids\": [\"c6a1c40b-edc8-42da-a3d7-3f73b2415db0\", \"3994df61-6ecd-48c0-94cb-cc77316146a5\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 10.786}, \"99178\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-20 05:39:52.000000+00:00\", \"2019-10-03 05:21:31.000000+00:00\", \"2019-09-14 12:30:14.000000+00:00\"], \"session_ids\": [\"27602145-6e4a-4cf7-9afd-846d6180f0f9\", \"f92803cf-f19e-4fe8-a62e-3ddebabcd95f\", \"54ddd511-bbba-4b28-bcc4-8a4c6ea77baf\"], \"total_duration\": 979.0, \"total_sessions\": 3, \"mean_week_duration\": 97.9}, \"38458\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-09 21:57:39.000000+00:00\", \"2021-06-16 11:55:35.000000+00:00\", \"2020-01-05 07:04:41.000000+00:00\"], \"session_ids\": [\"e5b3e644-a6c9-450b-9cf5-8a94c7bc0ab3\", \"91ae878f-c563-4563-a584-6198da022479\", \"17203a43-5d0f-4ce8-a93e-d3a2d94afd63\"], \"total_duration\": 820.0, \"total_sessions\": 3, \"mean_week_duration\": 7.736}, \"76945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-05 06:10:33.000000+00:00\", \"2021-11-06 07:18:50.000000+00:00\", \"2020-01-12 18:02:49.000000+00:00\"], \"session_ids\": [\"3593c265-cbbe-41cd-b071-167a1e68d0b4\", \"840eaa30-d128-4ecc-9c45-6ed840964049\", \"a6eaa24d-3b3b-46d1-9794-7cd88d1c47b8\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.121}, \"3779\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-01-03 23:17:30.000000+00:00\", \"2022-09-18 19:18:18.000000+00:00\", \"2020-12-20 12:42:39.000000+00:00\"], \"session_ids\": [\"53005fbc-546c-42f4-8fc3-9c9a17f60601\", \"dae1a764-0602-46ac-a2a7-eb5737bc6316\", \"021939e7-28fc-4d49-b4de-e598f59880c5\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.546}, \"99605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-09-03 18:19:48.000000+00:00\", \"2023-05-09 04:39:46.000000+00:00\"], \"session_ids\": [\"74da77f3-9918-474d-b7b0-6e6a4cfceb7a\", \"fd5296b0-a0a4-4f35-8255-d32df41dd37f\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 5.523}, \"9883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-03 05:32:15.000000+00:00\", \"2020-05-15 20:58:34.000000+00:00\", \"2019-05-15 12:24:33.000000+00:00\", \"2020-02-01 23:11:45.000000+00:00\", \"2021-09-28 18:45:49.000000+00:00\"], \"session_ids\": [\"b78846b4-0f02-4af1-b085-ca0c2bb8b7a3\", \"ce3455df-6d52-4887-8269-a48ba1fd1e2e\", \"995f249d-75cb-4796-8dc4-5bd1d140f55d\", \"86fa656e-f3af-4c0e-b47c-e0d55b99d2e6\", \"30357f7f-51b8-42b0-a00f-529791fd127c\"], \"total_duration\": 849.0, \"total_sessions\": 5, \"mean_week_duration\": 6.847}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Rome, Beijing, Parare" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Rome\", \"Beijing\", \"Paris\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-09 13:52:32.000000+00:00\", \"2022-12-29 15:12:34.000000+00:00\", \"2020-07-28 16:58:14.000000+00:00\", \"2019-04-04 02:21:41.000000+00:00\", \"2023-06-06 04:05:33.000000+00:00\"], \"session_ids\": [\"2f343fe8-608f-4f31-9264-81cb0e5a3612\", \"facd9a60-30b0-4a6b-92e2-a5cc978d8d43\", \"c34fdd1d-f96f-43fc-8557-048b623b346f\", \"8531fd34-80f0-41ab-83d4-bc776a6ababe\", \"eda9c559-16c6-48a2-81dd-3a37408c9a2b\"], \"total_duration\": 1017.0, \"total_sessions\": 5, \"mean_week_duration\": 4.665}, \"73599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-25 23:59:49.000000+00:00\", \"2019-01-11 19:34:40.000000+00:00\"], \"session_ids\": [\"c5471158-1345-4c4c-a45e-29f0804cb613\", \"cf61485e-a3f9-4130-a1b5-32beaab2155a\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 0.56}, \"39595\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-31 12:11:19.000000+00:00\", \"2021-12-01 12:52:17.000000+00:00\"], \"session_ids\": [\"d0f07b1d-7244-4011-acc3-66e3e7fe16ae\", \"3b0df1b9-ea04-47a8-85f9-b8413630869a\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.361}, \"41004\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-24 05:42:12.000000+00:00\", \"2019-07-29 03:33:29.000000+00:00\"], \"session_ids\": [\"c6a1c40b-edc8-42da-a3d7-3f73b2415db0\", \"3994df61-6ecd-48c0-94cb-cc77316146a5\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 10.786}, \"99178\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-20 05:39:52.000000+00:00\", \"2019-10-03 05:21:31.000000+00:00\", \"2019-09-14 12:30:14.000000+00:00\"], \"session_ids\": [\"27602145-6e4a-4cf7-9afd-846d6180f0f9\", \"f92803cf-f19e-4fe8-a62e-3ddebabcd95f\", \"54ddd511-bbba-4b28-bcc4-8a4c6ea77baf\"], \"total_duration\": 979.0, \"total_sessions\": 3, \"mean_week_duration\": 97.9}, \"38458\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-09 21:57:39.000000+00:00\", \"2021-06-16 11:55:35.000000+00:00\", \"2020-01-05 07:04:41.000000+00:00\"], \"session_ids\": [\"e5b3e644-a6c9-450b-9cf5-8a94c7bc0ab3\", \"91ae878f-c563-4563-a584-6198da022479\", \"17203a43-5d0f-4ce8-a93e-d3a2d94afd63\"], \"total_duration\": 820.0, \"total_sessions\": 3, \"mean_week_duration\": 7.736}, \"76945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-05 06:10:33.000000+00:00\", \"2021-11-06 07:18:50.000000+00:00\", \"2020-01-12 18:02:49.000000+00:00\"], \"session_ids\": [\"3593c265-cbbe-41cd-b071-167a1e68d0b4\", \"840eaa30-d128-4ecc-9c45-6ed840964049\", \"a6eaa24d-3b3b-46d1-9794-7cd88d1c47b8\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.121}, \"3779\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-01-03 23:17:30.000000+00:00\", \"2022-09-18 19:18:18.000000+00:00\", \"2020-12-20 12:42:39.000000+00:00\"], \"session_ids\": [\"53005fbc-546c-42f4-8fc3-9c9a17f60601\", \"dae1a764-0602-46ac-a2a7-eb5737bc6316\", \"021939e7-28fc-4d49-b4de-e598f59880c5\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.546}, \"99605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-09-03 18:19:48.000000+00:00\", \"2023-05-09 04:39:46.000000+00:00\"], \"session_ids\": [\"74da77f3-9918-474d-b7b0-6e6a4cfceb7a\", \"fd5296b0-a0a4-4f35-8255-d32df41dd37f\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 5.523}, \"9883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-03 05:32:15.000000+00:00\", \"2020-05-15 20:58:34.000000+00:00\", \"2019-05-15 12:24:33.000000+00:00\", \"2020-02-01 23:11:45.000000+00:00\", \"2021-09-28 18:45:49.000000+00:00\"], \"session_ids\": [\"b78846b4-0f02-4af1-b085-ca0c2bb8b7a3\", \"ce3455df-6d52-4887-8269-a48ba1fd1e2e\", \"995f249d-75cb-4796-8dc4-5bd1d140f55d\", \"86fa656e-f3af-4c0e-b47c-e0d55b99d2e6\", \"30357f7f-51b8-42b0-a00f-529791fd127c\"], \"total_duration\": 849.0, \"total_sessions\": 5, \"mean_week_duration\": 6.847}}\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[{\"99178\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-20 05:39:52.000000+00:00\", \"2019-10-03 05:21:31.000000+00:00\", \"2019-09-14 12:30:14.000000+00:00\"], \"session_ids\": [\"27602145-6e4a-4cf7-9afd-846d6180f0f9\", \"f92803cf-f19e-4fe8-a62e-3ddebabcd95f\", \"54ddd511-bbba-4b28-bcc4-8a4c6ea77baf\"], \"total_duration\": 979.0, \"total_sessions\": 3, \"mean_week_duration\": 97.9}}, {\"41004\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-24 05:42:12.000000+00:00\", \"2019-07-29 03:33:29.000000+00:00\"], \"session_ids\": [\"c6a1c40b-edc8-42da-a3d7-3f73b2415db0\", \"3994df61-6ecd-48c0-94cb-cc77316146a5\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 10.786}}, {\"38458\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-09 21:57:39.000000+00:00\", \"2021-06-16 11:55:35.000000+00:00\", \"2020-01-05 07:04:41.000000+00:00\"], \"session_ids\": [\"e5b3e644-a6c9-450b-9cf5-8a94c7bc0ab3\", \"91ae878f-c563-4563-a584-6198da022479\", \"17203a43-5d0f-4ce8-a93e-d3a2d94afd63\"], \"total_duration\": 820.0, \"total_sessions\": 3, \"mean_week_duration\": 7.736}}, {\"9883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-03 05:32:15.000000+00:00\", \"2020-05-15 20:58:34.000000+00:00\", \"2019-05-15 12:24:33.000000+00:00\", \"2020-02-01 23:11:45.000000+00:00\", \"2021-09-28 18:45:49.000000+00:00\"], \"session_ids\": [\"b78846b4-0f02-4af1-b085-ca0c2bb8b7a3\", \"ce3455df-6d52-4887-8269-a48ba1fd1e2e\", \"995f249d-75cb-4796-8dc4-5bd1d140f55d\", \"86fa656e-f3af-4c0e-b47c-e0d55b99d2e6\", \"30357f7f-51b8-42b0-a00f-529791fd127c\"], \"total_duration\": 849.0, \"total_sessions\": 5, \"mean_week_duration\": 6.847}}, {\"99605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-09-03 18:19:48.000000+00:00\", \"2023-05-09 04:39:46.000000+00:00\"], \"session_ids\": [\"74da77f3-9918-474d-b7b0-6e6a4cfceb7a\", \"fd5296b0-a0a4-4f35-8255-d32df41dd37f\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 5.523}}, {\"42443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-09 13:52:32.000000+00:00\", \"2022-12-29 15:12:34.000000+00:00\", \"2020-07-28 16:58:14.000000+00:00\", \"2019-04-04 02:21:41.000000+00:00\", \"2023-06-06 04:05:33.000000+00:00\"], \"session_ids\": [\"2f343fe8-608f-4f31-9264-81cb0e5a3612\", \"facd9a60-30b0-4a6b-92e2-a5cc978d8d43\", \"c34fdd1d-f96f-43fc-8557-048b623b346f\", \"8531fd34-80f0-41ab-83d4-bc776a6ababe\", \"eda9c559-16c6-48a2-81dd-3a37408c9a2b\"], \"total_duration\": 1017.0, \"total_sessions\": 5, \"mean_week_duration\": 4.665}}, {\"73599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-25 23:59:49.000000+00:00\", \"2019-01-11 19:34:40.000000+00:00\"], \"session_ids\": [\"c5471158-1345-4c4c-a45e-29f0804cb613\", \"cf61485e-a3f9-4130-a1b5-32beaab2155a\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 0.56}}, {\"3779\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-01-03 23:17:30.000000+00:00\", \"2022-09-18 19:18:18.000000+00:00\", \"2020-12-20 12:42:39.000000+00:00\"], \"session_ids\": [\"53005fbc-546c-42f4-8fc3-9c9a17f60601\", \"dae1a764-0602-46ac-a2a7-eb5737bc6316\", \"021939e7-28fc-4d49-b4de-e598f59880c5\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 0.546}}, {\"39595\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-31 12:11:19.000000+00:00\", \"2021-12-01 12:52:17.000000+00:00\"], \"session_ids\": [\"d0f07b1d-7244-4011-acc3-66e3e7fe16ae\", \"3b0df1b9-ea04-47a8-85f9-b8413630869a\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.361}}, {\"76945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-05 06:10:33.000000+00:00\", \"2021-11-06 07:18:50.000000+00:00\", \"2020-01-12 18:02:49.000000+00:00\"], \"session_ids\": [\"3593c265-cbbe-41cd-b071-167a1e68d0b4\", \"840eaa30-d128-4ecc-9c45-6ed840964049\", \"a6eaa24d-3b3b-46d1-9794-7cd88d1c47b8\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.121}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99178\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-20 05:39:52.000000+00:00\", \"2019-10-03 05:21:31.000000+00:00\", \"2019-09-14 12:30:14.000000+00:00\"], \"session_ids\": [\"27602145-6e4a-4cf7-9afd-846d6180f0f9\", \"f92803cf-f19e-4fe8-a62e-3ddebabcd95f\", \"54ddd511-bbba-4b28-bcc4-8a4c6ea77baf\"], \"total_duration\": 979.0, \"total_sessions\": 3, \"mean_week_duration\": 97.9}}]\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[{\"99178\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-20 05:39:52.000000+00:00\", \"2019-10-03 05:21:31.000000+00:00\", \"2019-09-14 12:30:14.000000+00:00\"], \"session_ids\": [\"27602145-6e4a-4cf7-9afd-846d6180f0f9\", \"f92803cf-f19e-4fe8-a62e-3ddebabcd95f\", \"54ddd511-bbba-4b28-bcc4-8a4c6ea77baf\"], \"total_duration\": 979.0, \"total_sessions\": 3, \"mean_week_duration\": 97.9}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 4 users who have total duration amount larger than 535 (not including) and execute sorting by app usage time per week from the largest to the smallest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"75410\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-31 21:19:44.000000+00:00\", \"2020-05-12 23:24:18.000000+00:00\", \"2020-04-27 05:19:06.000000+00:00\", \"2019-10-28 12:41:51.000000+00:00\"], \"session_ids\": [\"a6762150-500c-4126-ae54-d74a8463b3ea\", \"2092fde5-0f1f-4af4-85af-7bf119d827e0\", \"9ab4c03a-940a-4fff-b70a-eea481c1ff22\", \"da95be24-c392-49b6-8827-8efc1ccd4d8f\"], \"total_duration\": 264.0, \"total_sessions\": 4, \"mean_week_duration\": 1.475}, \"78453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-18 07:43:50.000000+00:00\", \"2019-09-24 12:59:56.000000+00:00\", \"2022-04-04 23:07:28.000000+00:00\", \"2023-06-25 05:38:35.000000+00:00\", \"2020-12-20 23:03:15.000000+00:00\"], \"session_ids\": [\"c6a06f40-8332-463b-b581-5ada6c75fd36\", \"5be54d58-a51d-4c2a-959d-adf3dd6b0f73\", \"f238897a-97ee-42d7-878c-f7cda5f1791f\", \"18b1a760-1ee8-426e-ac9a-5734940c16e2\", \"fe8fd8d2-0c0c-40b9-9bee-7830b2e54644\"], \"total_duration\": 2346.0, \"total_sessions\": 5, \"mean_week_duration\": 11.969}, \"21626\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-24 14:14:01.000000+00:00\", \"2021-12-04 17:27:39.000000+00:00\"], \"session_ids\": [\"16d376b0-b316-475c-8e0a-aad9d425befb\", \"b6f65810-0290-47d8-a60f-638121da9cc5\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 2.914}, \"75267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-07-28 04:43:33.000000+00:00\", \"2019-06-01 01:41:55.000000+00:00\"], \"session_ids\": [\"7fc8e9a3-0df5-4a1b-8aef-864812f7fb30\", \"5eeab7a2-de48-4e5a-b9db-1d5fedd359b7\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 3.15}, \"27373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-01 15:40:09.000000+00:00\", \"2020-10-15 23:44:11.000000+00:00\"], \"session_ids\": [\"d2f7ee39-009c-4beb-80e5-704cc24399f3\", \"058a4402-4841-4d2c-8508-0ddd742540f2\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}, \"15180\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-20 23:47:50.000000+00:00\", \"2023-01-23 17:18:29.000000+00:00\"], \"session_ids\": [\"04f4e181-a617-42bf-ab7c-aee91c8ae37b\", \"9eae3538-db71-4242-a969-289f473e1fa1\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.346}, \"66437\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-27 21:22:04.000000+00:00\", \"2023-06-03 04:35:20.000000+00:00\", \"2022-02-17 14:37:03.000000+00:00\", \"2020-10-03 09:23:34.000000+00:00\", \"2020-01-08 17:55:58.000000+00:00\"], \"session_ids\": [\"cb4f667d-4c76-45f6-b816-752bc94e49e1\", \"32b32bf4-6d06-4578-9f84-5071d48bf992\", \"2982a2b2-2c9c-460d-a05f-7d38fb027f1d\", \"0976b202-71b5-484d-9f40-86e6ca1fa6d5\", \"f1fdc610-0cf9-4737-a2c6-8acea2bdbdbb\"], \"total_duration\": 1523.0, \"total_sessions\": 5, \"mean_week_duration\": 8.556}, \"91457\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-08 07:37:57.000000+00:00\", \"2022-12-16 09:45:59.000000+00:00\"], \"session_ids\": [\"ec425b3f-cfa1-476f-889d-025d78f387e6\", \"8f7f1367-1ea4-4854-aa1e-7a38d60b5974\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 75.0}, \"3897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-25 12:54:00.000000+00:00\", \"2021-04-25 23:48:20.000000+00:00\", \"2022-06-18 18:47:48.000000+00:00\", \"2020-12-18 08:26:18.000000+00:00\", \"2021-03-08 01:31:06.000000+00:00\", \"2023-02-04 12:02:59.000000+00:00\", \"2022-09-28 19:02:47.000000+00:00\", \"2019-03-23 14:13:11.000000+00:00\", \"2023-05-12 22:17:35.000000+00:00\", \"2019-03-31 11:34:11.000000+00:00\"], \"session_ids\": [\"3024e095-536f-45d4-8f26-9667e6496951\", \"78492703-7929-4b39-a399-a1211e0c1102\", \"931a1636-3a6f-42e2-881c-f54df32e6db5\", \"3459746c-c231-4754-9439-97715a569a41\", \"bba9a047-c88c-4c82-bc15-26eb309e3575\", \"d1620b9d-2087-489e-b2ca-40e2ebe5d7f1\", \"c6182a53-4fdb-42d0-b6dc-d4f633fd7bae\", \"7d6556cc-6e89-4d98-a5e1-1be4e095b37e\", \"3fc6fcac-ceaf-41f2-b136-753a9bcfbb94\", \"63c45f80-b4b8-4a4e-8187-9d55e3c067d9\"], \"total_duration\": 8905.0, \"total_sessions\": 10, \"mean_week_duration\": 41.227}, \"99175\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-01 07:19:23.000000+00:00\", \"2020-11-15 05:36:54.000000+00:00\"], \"session_ids\": [\"54a3a77a-9150-4ee1-9873-4bb29ae90dca\", \"3ed94839-2d11-49bb-bf7d-23a0d4bcc5f8\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 5.667}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 535" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[535, 2612]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-18 07:43:50.000000+00:00\", \"2019-09-24 12:59:56.000000+00:00\", \"2022-04-04 23:07:28.000000+00:00\", \"2023-06-25 05:38:35.000000+00:00\", \"2020-12-20 23:03:15.000000+00:00\"], \"session_ids\": [\"c6a06f40-8332-463b-b581-5ada6c75fd36\", \"5be54d58-a51d-4c2a-959d-adf3dd6b0f73\", \"f238897a-97ee-42d7-878c-f7cda5f1791f\", \"18b1a760-1ee8-426e-ac9a-5734940c16e2\", \"fe8fd8d2-0c0c-40b9-9bee-7830b2e54644\"], \"total_duration\": 2346.0, \"total_sessions\": 5, \"mean_week_duration\": 11.969}, \"66437\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-27 21:22:04.000000+00:00\", \"2023-06-03 04:35:20.000000+00:00\", \"2022-02-17 14:37:03.000000+00:00\", \"2020-10-03 09:23:34.000000+00:00\", \"2020-01-08 17:55:58.000000+00:00\"], \"session_ids\": [\"cb4f667d-4c76-45f6-b816-752bc94e49e1\", \"32b32bf4-6d06-4578-9f84-5071d48bf992\", \"2982a2b2-2c9c-460d-a05f-7d38fb027f1d\", \"0976b202-71b5-484d-9f40-86e6ca1fa6d5\", \"f1fdc610-0cf9-4737-a2c6-8acea2bdbdbb\"], \"total_duration\": 1523.0, \"total_sessions\": 5, \"mean_week_duration\": 8.556}, \"3897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-25 12:54:00.000000+00:00\", \"2021-04-25 23:48:20.000000+00:00\", \"2022-06-18 18:47:48.000000+00:00\", \"2020-12-18 08:26:18.000000+00:00\", \"2021-03-08 01:31:06.000000+00:00\", \"2023-02-04 12:02:59.000000+00:00\", \"2022-09-28 19:02:47.000000+00:00\", \"2019-03-23 14:13:11.000000+00:00\", \"2023-05-12 22:17:35.000000+00:00\", \"2019-03-31 11:34:11.000000+00:00\"], \"session_ids\": [\"3024e095-536f-45d4-8f26-9667e6496951\", \"78492703-7929-4b39-a399-a1211e0c1102\", \"931a1636-3a6f-42e2-881c-f54df32e6db5\", \"3459746c-c231-4754-9439-97715a569a41\", \"bba9a047-c88c-4c82-bc15-26eb309e3575\", \"d1620b9d-2087-489e-b2ca-40e2ebe5d7f1\", \"c6182a53-4fdb-42d0-b6dc-d4f633fd7bae\", \"7d6556cc-6e89-4d98-a5e1-1be4e095b37e\", \"3fc6fcac-ceaf-41f2-b136-753a9bcfbb94\", \"63c45f80-b4b8-4a4e-8187-9d55e3c067d9\"], \"total_duration\": 8905.0, \"total_sessions\": 10, \"mean_week_duration\": 41.227}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"3897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-25 12:54:00.000000+00:00\", \"2021-04-25 23:48:20.000000+00:00\", \"2022-06-18 18:47:48.000000+00:00\", \"2020-12-18 08:26:18.000000+00:00\", \"2021-03-08 01:31:06.000000+00:00\", \"2023-02-04 12:02:59.000000+00:00\", \"2022-09-28 19:02:47.000000+00:00\", \"2019-03-23 14:13:11.000000+00:00\", \"2023-05-12 22:17:35.000000+00:00\", \"2019-03-31 11:34:11.000000+00:00\"], \"session_ids\": [\"3024e095-536f-45d4-8f26-9667e6496951\", \"78492703-7929-4b39-a399-a1211e0c1102\", \"931a1636-3a6f-42e2-881c-f54df32e6db5\", \"3459746c-c231-4754-9439-97715a569a41\", \"bba9a047-c88c-4c82-bc15-26eb309e3575\", \"d1620b9d-2087-489e-b2ca-40e2ebe5d7f1\", \"c6182a53-4fdb-42d0-b6dc-d4f633fd7bae\", \"7d6556cc-6e89-4d98-a5e1-1be4e095b37e\", \"3fc6fcac-ceaf-41f2-b136-753a9bcfbb94\", \"63c45f80-b4b8-4a4e-8187-9d55e3c067d9\"], \"total_duration\": 8905.0, \"total_sessions\": 10, \"mean_week_duration\": 41.227}}, {\"78453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-18 07:43:50.000000+00:00\", \"2019-09-24 12:59:56.000000+00:00\", \"2022-04-04 23:07:28.000000+00:00\", \"2023-06-25 05:38:35.000000+00:00\", \"2020-12-20 23:03:15.000000+00:00\"], \"session_ids\": [\"c6a06f40-8332-463b-b581-5ada6c75fd36\", \"5be54d58-a51d-4c2a-959d-adf3dd6b0f73\", \"f238897a-97ee-42d7-878c-f7cda5f1791f\", \"18b1a760-1ee8-426e-ac9a-5734940c16e2\", \"fe8fd8d2-0c0c-40b9-9bee-7830b2e54644\"], \"total_duration\": 2346.0, \"total_sessions\": 5, \"mean_week_duration\": 11.969}}, {\"66437\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-27 21:22:04.000000+00:00\", \"2023-06-03 04:35:20.000000+00:00\", \"2022-02-17 14:37:03.000000+00:00\", \"2020-10-03 09:23:34.000000+00:00\", \"2020-01-08 17:55:58.000000+00:00\"], \"session_ids\": [\"cb4f667d-4c76-45f6-b816-752bc94e49e1\", \"32b32bf4-6d06-4578-9f84-5071d48bf992\", \"2982a2b2-2c9c-460d-a05f-7d38fb027f1d\", \"0976b202-71b5-484d-9f40-86e6ca1fa6d5\", \"f1fdc610-0cf9-4737-a2c6-8acea2bdbdbb\"], \"total_duration\": 1523.0, \"total_sessions\": 5, \"mean_week_duration\": 8.556}}]\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[{\"3897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-25 12:54:00.000000+00:00\", \"2021-04-25 23:48:20.000000+00:00\", \"2022-06-18 18:47:48.000000+00:00\", \"2020-12-18 08:26:18.000000+00:00\", \"2021-03-08 01:31:06.000000+00:00\", \"2023-02-04 12:02:59.000000+00:00\", \"2022-09-28 19:02:47.000000+00:00\", \"2019-03-23 14:13:11.000000+00:00\", \"2023-05-12 22:17:35.000000+00:00\", \"2019-03-31 11:34:11.000000+00:00\"], \"session_ids\": [\"3024e095-536f-45d4-8f26-9667e6496951\", \"78492703-7929-4b39-a399-a1211e0c1102\", \"931a1636-3a6f-42e2-881c-f54df32e6db5\", \"3459746c-c231-4754-9439-97715a569a41\", \"bba9a047-c88c-4c82-bc15-26eb309e3575\", \"d1620b9d-2087-489e-b2ca-40e2ebe5d7f1\", \"c6182a53-4fdb-42d0-b6dc-d4f633fd7bae\", \"7d6556cc-6e89-4d98-a5e1-1be4e095b37e\", \"3fc6fcac-ceaf-41f2-b136-753a9bcfbb94\", \"63c45f80-b4b8-4a4e-8187-9d55e3c067d9\"], \"total_duration\": 8905.0, \"total_sessions\": 10, \"mean_week_duration\": 41.227}}, {\"78453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-18 07:43:50.000000+00:00\", \"2019-09-24 12:59:56.000000+00:00\", \"2022-04-04 23:07:28.000000+00:00\", \"2023-06-25 05:38:35.000000+00:00\", \"2020-12-20 23:03:15.000000+00:00\"], \"session_ids\": [\"c6a06f40-8332-463b-b581-5ada6c75fd36\", \"5be54d58-a51d-4c2a-959d-adf3dd6b0f73\", \"f238897a-97ee-42d7-878c-f7cda5f1791f\", \"18b1a760-1ee8-426e-ac9a-5734940c16e2\", \"fe8fd8d2-0c0c-40b9-9bee-7830b2e54644\"], \"total_duration\": 2346.0, \"total_sessions\": 5, \"mean_week_duration\": 11.969}}, {\"66437\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-27 21:22:04.000000+00:00\", \"2023-06-03 04:35:20.000000+00:00\", \"2022-02-17 14:37:03.000000+00:00\", \"2020-10-03 09:23:34.000000+00:00\", \"2020-01-08 17:55:58.000000+00:00\"], \"session_ids\": [\"cb4f667d-4c76-45f6-b816-752bc94e49e1\", \"32b32bf4-6d06-4578-9f84-5071d48bf992\", \"2982a2b2-2c9c-460d-a05f-7d38fb027f1d\", \"0976b202-71b5-484d-9f40-86e6ca1fa6d5\", \"f1fdc610-0cf9-4737-a2c6-8acea2bdbdbb\"], \"total_duration\": 1523.0, \"total_sessions\": 5, \"mean_week_duration\": 8.556}}]\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[{\"3897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-25 12:54:00.000000+00:00\", \"2021-04-25 23:48:20.000000+00:00\", \"2022-06-18 18:47:48.000000+00:00\", \"2020-12-18 08:26:18.000000+00:00\", \"2021-03-08 01:31:06.000000+00:00\", \"2023-02-04 12:02:59.000000+00:00\", \"2022-09-28 19:02:47.000000+00:00\", \"2019-03-23 14:13:11.000000+00:00\", \"2023-05-12 22:17:35.000000+00:00\", \"2019-03-31 11:34:11.000000+00:00\"], \"session_ids\": [\"3024e095-536f-45d4-8f26-9667e6496951\", \"78492703-7929-4b39-a399-a1211e0c1102\", \"931a1636-3a6f-42e2-881c-f54df32e6db5\", \"3459746c-c231-4754-9439-97715a569a41\", \"bba9a047-c88c-4c82-bc15-26eb309e3575\", \"d1620b9d-2087-489e-b2ca-40e2ebe5d7f1\", \"c6182a53-4fdb-42d0-b6dc-d4f633fd7bae\", \"7d6556cc-6e89-4d98-a5e1-1be4e095b37e\", \"3fc6fcac-ceaf-41f2-b136-753a9bcfbb94\", \"63c45f80-b4b8-4a4e-8187-9d55e3c067d9\"], \"total_duration\": 8905.0, \"total_sessions\": 10, \"mean_week_duration\": 41.227}}, {\"78453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-18 07:43:50.000000+00:00\", \"2019-09-24 12:59:56.000000+00:00\", \"2022-04-04 23:07:28.000000+00:00\", \"2023-06-25 05:38:35.000000+00:00\", \"2020-12-20 23:03:15.000000+00:00\"], \"session_ids\": [\"c6a06f40-8332-463b-b581-5ada6c75fd36\", \"5be54d58-a51d-4c2a-959d-adf3dd6b0f73\", \"f238897a-97ee-42d7-878c-f7cda5f1791f\", \"18b1a760-1ee8-426e-ac9a-5734940c16e2\", \"fe8fd8d2-0c0c-40b9-9bee-7830b2e54644\"], \"total_duration\": 2346.0, \"total_sessions\": 5, \"mean_week_duration\": 11.969}}, {\"66437\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-27 21:22:04.000000+00:00\", \"2023-06-03 04:35:20.000000+00:00\", \"2022-02-17 14:37:03.000000+00:00\", \"2020-10-03 09:23:34.000000+00:00\", \"2020-01-08 17:55:58.000000+00:00\"], \"session_ids\": [\"cb4f667d-4c76-45f6-b816-752bc94e49e1\", \"32b32bf4-6d06-4578-9f84-5071d48bf992\", \"2982a2b2-2c9c-460d-a05f-7d38fb027f1d\", \"0976b202-71b5-484d-9f40-86e6ca1fa6d5\", \"f1fdc610-0cf9-4737-a2c6-8acea2bdbdbb\"], \"total_duration\": 1523.0, \"total_sessions\": 5, \"mean_week_duration\": 8.556}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 3 users who have duration of sessions per week greater than 8 (not including) and less than 31 , perform sorting by city title form the lowest to the highest." } ]
[ { "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{\"94620\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-30 08:48:13.000000+00:00\", \"2022-05-11 19:18:50.000000+00:00\", \"2023-03-07 15:36:21.000000+00:00\"], \"session_ids\": [\"69800a38-a4e5-453f-9604-2561607b3088\", \"33543926-9ce0-4ec9-9be0-2b595a6b13f8\", \"2807ae9d-3d1d-4b7c-a7de-b8a97a1f2856\"], \"total_duration\": 139.0, \"total_sessions\": 3, \"mean_week_duration\": 0.832}, \"54078\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-08-24 18:38:30.000000+00:00\", \"2019-04-23 04:19:37.000000+00:00\"], \"session_ids\": [\"b89245b7-5d72-4068-8c57-5712265f10d4\", \"05047ef7-e1c7-4754-a2d0-4397a5955d3d\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.526}, \"25139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-12 08:11:38.000000+00:00\", \"2020-10-01 00:46:28.000000+00:00\"], \"session_ids\": [\"31a22a5c-8331-4a26-a1c1-7878cdfd2729\", \"5aab0322-7d91-475c-8bd8-b7ff1dbcd178\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 6.024}, \"95093\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-10-30 16:34:55.000000+00:00\", \"2019-05-09 17:09:51.000000+00:00\"], \"session_ids\": [\"a1bff983-37f8-4378-9bed-940a4eb769a6\", \"62fb2645-1a4a-47c0-816b-010ad70688d5\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 2.33}, \"29641\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-01 19:14:37.000000+00:00\", \"2019-08-09 08:13:08.000000+00:00\", \"2022-04-06 03:05:30.000000+00:00\", \"2019-10-16 10:37:30.000000+00:00\", \"2023-01-10 07:53:55.000000+00:00\", \"2021-02-03 19:25:36.000000+00:00\", \"2022-11-20 14:13:10.000000+00:00\", \"2019-10-09 12:52:08.000000+00:00\", \"2023-01-30 01:09:44.000000+00:00\"], \"session_ids\": [\"3c49ebb9-58de-442b-9150-bb09b42bd229\", \"de3f61cb-5bbe-41cc-975f-c15cca937a2d\", \"c3ac45b5-0021-49e3-b03c-25b3ce90f94f\", \"ebf490de-510e-419b-ab0b-61cd214844ea\", \"9704fd4f-b5f4-4521-a37c-61f6e3ea5138\", \"2fd6e0ce-adb8-49e7-a776-82ac363f6e6c\", \"810264f9-ac6b-45c2-b64e-99ec1c2e2b53\", \"2ad2c77e-3971-4149-9adf-10c4a68d074a\", \"195681b8-6a60-4acf-8fba-4ef9c2077d04\"], \"total_duration\": 18203.0, \"total_sessions\": 9, \"mean_week_duration\": 100.016}, \"31160\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-22 20:58:31.000000+00:00\", \"2019-06-13 02:44:05.000000+00:00\"], \"session_ids\": [\"331b33b5-dff5-4d37-9940-9d19fad78d9a\", \"2eef8e58-4cee-42f3-839a-9cd880d991ab\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.259}, \"97103\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-03-31 02:59:52.000000+00:00\", \"2021-04-23 09:33:00.000000+00:00\"], \"session_ids\": [\"905104ee-f0f4-4522-81fd-b85f78fbb2e7\", \"dab3bf34-830c-4a7c-90ea-04806963d519\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.918}, \"29346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-01 20:03:30.000000+00:00\", \"2019-02-18 04:53:05.000000+00:00\"], \"session_ids\": [\"21a0942c-2f07-4dd1-b4d6-32fa103eceee\", \"2f8553d2-6a6c-499d-88a0-ebd5a85ddca4\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 4.091}, \"16756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-20 02:25:49.000000+00:00\", \"2020-04-10 08:53:04.000000+00:00\"], \"session_ids\": [\"2ba1e700-4c46-45e8-942e-ef4821770dca\", \"1b9b3f01-48ea-47e1-b7e9-08a4f951e17e\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.4}, \"15858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-14 00:21:03.000000+00:00\", \"2023-03-09 22:16:24.000000+00:00\", \"2019-08-06 22:03:12.000000+00:00\", \"2023-04-03 05:15:52.000000+00:00\", \"2022-06-29 13:32:22.000000+00:00\"], \"session_ids\": [\"da795d88-68bc-4e08-a97a-b221f4936fd3\", \"53744435-eff6-46bd-89d7-89ca035a3786\", \"e4fa6247-2e39-4880-9bb2-4b728667065b\", \"d0d801a4-b944-441c-9faa-c1a6160984ab\", \"22b20370-311f-4774-a593-4f21fbbe77f1\"], \"total_duration\": 2378.0, \"total_sessions\": 5, \"mean_week_duration\": 12.45}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 8 and are equal or less than 31" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[8, 31]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-14 00:21:03.000000+00:00\", \"2023-03-09 22:16:24.000000+00:00\", \"2019-08-06 22:03:12.000000+00:00\", \"2023-04-03 05:15:52.000000+00:00\", \"2022-06-29 13:32:22.000000+00:00\"], \"session_ids\": [\"da795d88-68bc-4e08-a97a-b221f4936fd3\", \"53744435-eff6-46bd-89d7-89ca035a3786\", \"e4fa6247-2e39-4880-9bb2-4b728667065b\", \"d0d801a4-b944-441c-9faa-c1a6160984ab\", \"22b20370-311f-4774-a593-4f21fbbe77f1\"], \"total_duration\": 2378.0, \"total_sessions\": 5, \"mean_week_duration\": 12.45}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"15858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-14 00:21:03.000000+00:00\", \"2023-03-09 22:16:24.000000+00:00\", \"2019-08-06 22:03:12.000000+00:00\", \"2023-04-03 05:15:52.000000+00:00\", \"2022-06-29 13:32:22.000000+00:00\"], \"session_ids\": [\"da795d88-68bc-4e08-a97a-b221f4936fd3\", \"53744435-eff6-46bd-89d7-89ca035a3786\", \"e4fa6247-2e39-4880-9bb2-4b728667065b\", \"d0d801a4-b944-441c-9faa-c1a6160984ab\", \"22b20370-311f-4774-a593-4f21fbbe77f1\"], \"total_duration\": 2378.0, \"total_sessions\": 5, \"mean_week_duration\": 12.45}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"15858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-14 00:21:03.000000+00:00\", \"2023-03-09 22:16:24.000000+00:00\", \"2019-08-06 22:03:12.000000+00:00\", \"2023-04-03 05:15:52.000000+00:00\", \"2022-06-29 13:32:22.000000+00:00\"], \"session_ids\": [\"da795d88-68bc-4e08-a97a-b221f4936fd3\", \"53744435-eff6-46bd-89d7-89ca035a3786\", \"e4fa6247-2e39-4880-9bb2-4b728667065b\", \"d0d801a4-b944-441c-9faa-c1a6160984ab\", \"22b20370-311f-4774-a593-4f21fbbe77f1\"], \"total_duration\": 2378.0, \"total_sessions\": 5, \"mean_week_duration\": 12.45}}]\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[{\"15858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-14 00:21:03.000000+00:00\", \"2023-03-09 22:16:24.000000+00:00\", \"2019-08-06 22:03:12.000000+00:00\", \"2023-04-03 05:15:52.000000+00:00\", \"2022-06-29 13:32:22.000000+00:00\"], \"session_ids\": [\"da795d88-68bc-4e08-a97a-b221f4936fd3\", \"53744435-eff6-46bd-89d7-89ca035a3786\", \"e4fa6247-2e39-4880-9bb2-4b728667065b\", \"d0d801a4-b944-441c-9faa-c1a6160984ab\", \"22b20370-311f-4774-a593-4f21fbbe77f1\"], \"total_duration\": 2378.0, \"total_sessions\": 5, \"mean_week_duration\": 12.45}}]\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 user who has the least value of time in app and apply sorting by town name in ascending 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{\"31185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-03-21 03:29:51.000000+00:00\", \"2019-07-01 22:50:11.000000+00:00\", \"2022-06-29 23:01:24.000000+00:00\", \"2019-10-25 22:00:10.000000+00:00\", \"2022-11-24 01:45:45.000000+00:00\", \"2021-03-29 13:09:02.000000+00:00\", \"2020-04-21 04:31:14.000000+00:00\", \"2019-07-07 08:21:05.000000+00:00\", \"2022-09-30 06:17:06.000000+00:00\", \"2020-04-16 07:46:10.000000+00:00\"], \"session_ids\": [\"1d8a5e5c-4f7a-4509-b61f-f46eb3d83135\", \"aa728b7b-d3e0-411d-916e-303d52107b04\", \"3551da93-76b6-400b-a637-cf2301df7cd2\", \"0e2fc66c-7477-4a14-ba9f-94cf7c0aad5f\", \"84d0ce3b-dd23-482e-84b0-870a9e4c29fd\", \"4eade48b-4212-415b-9f1b-ac33228282ce\", \"1fa1cc35-1f47-4fdc-bd20-415c80a3eae8\", \"34e19cfc-801d-4d9d-aacd-7113d4184152\", \"ab3763c2-8ebf-411d-a29c-2981a475cb5a\", \"fffd5704-d249-41fa-b5f6-0e13089995fe\"], \"total_duration\": 177.0, \"total_sessions\": 10, \"mean_week_duration\": 0.922}, \"64658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-18 10:12:16.000000+00:00\", \"2022-06-30 03:07:49.000000+00:00\"], \"session_ids\": [\"e1abe256-d85e-494d-af71-915f85444a38\", \"b7c1d841-dd85-4d1c-9ced-d4907fb7b717\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 3.191}, \"57062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-05-02 04:35:55.000000+00:00\", \"2022-03-31 20:14:33.000000+00:00\"], \"session_ids\": [\"888ada75-97a4-48c2-9588-21c496d6867c\", \"4aef8cb9-bcf4-42d5-b320-e57006e00853\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 48.4}, \"99072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-03 02:25:20.000000+00:00\", \"2019-05-08 11:50:16.000000+00:00\"], \"session_ids\": [\"33d7e9c6-bf98-483d-98af-1a439441d16a\", \"1b47b62c-19d3-4065-8309-d3d6e93aa4cc\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 2.054}, \"63606\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-20 14:23:42.000000+00:00\", \"2020-02-05 11:07:32.000000+00:00\"], \"session_ids\": [\"d301976d-52c0-4c72-b90e-91ad71253a85\", \"b66b29e9-80fc-4355-b070-6cf06d964251\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 5.635}, \"36798\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-17 17:18:37.000000+00:00\", \"2022-03-05 03:47:59.000000+00:00\", \"2020-09-28 16:33:00.000000+00:00\"], \"session_ids\": [\"97a48261-e437-4b24-8762-85d90f6c623a\", \"d0e14815-e559-4cd0-bc55-e764646d9975\", \"45b7cec8-adf5-4736-8ba6-6a6ad9603997\"], \"total_duration\": 655.0, \"total_sessions\": 3, \"mean_week_duration\": 8.733}, \"25972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-03 12:06:31.000000+00:00\", \"2020-07-22 08:10:19.000000+00:00\", \"2019-03-16 21:13:26.000000+00:00\", \"2022-10-10 13:48:33.000000+00:00\"], \"session_ids\": [\"0bbd4e24-c291-41db-8fe9-1d520c05e5b2\", \"7cf98b6e-dc4c-464a-b7d4-82b1b41faf14\", \"06476a04-2e6f-4c76-9758-b61f27bd0414\", \"b19a5434-2c23-4f90-9d15-d3ee9a91dea9\"], \"total_duration\": 222.0, \"total_sessions\": 4, \"mean_week_duration\": 1.187}, \"19058\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-08-20 16:03:43.000000+00:00\", \"2019-08-26 23:41:59.000000+00:00\", \"2021-04-07 12:34:28.000000+00:00\", \"2019-02-07 17:07:57.000000+00:00\"], \"session_ids\": [\"c5ab450f-b08b-4777-b232-63db4ec77d8c\", \"b387de0a-0313-474a-a4c9-c9f99fcc1393\", \"2fd8d536-a8a6-4a26-a8bb-28f8c088e0fd\", \"5bfef35d-0a7b-4cbc-84f3-66e400895ad7\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.195}, \"77890\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-12-27 20:23:26.000000+00:00\", \"2021-10-25 12:02:18.000000+00:00\", \"2021-01-01 01:20:00.000000+00:00\"], \"session_ids\": [\"2a638430-8c79-487c-8ce4-e9671d745f7e\", \"b1ababe2-bf08-47e9-9a76-7555d82c121a\", \"22b1a4eb-d66b-4c11-8679-ac28055ebe79\"], \"total_duration\": 360.0, \"total_sessions\": 3, \"mean_week_duration\": 3.462}, \"27530\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-02 18:03:35.000000+00:00\", \"2022-02-14 15:26:54.000000+00:00\", \"2019-03-06 11:39:52.000000+00:00\", \"2019-07-15 12:47:54.000000+00:00\", \"2022-11-10 19:48:35.000000+00:00\", \"2022-09-12 02:50:12.000000+00:00\", \"2021-01-11 14:02:59.000000+00:00\"], \"session_ids\": [\"050771cb-d1d5-4de2-b0df-9f545bd22622\", \"ab0093d8-b650-4ccb-9ba7-56b322b90b39\", \"49ee2dff-57ee-4c72-9a6d-d1a50523685e\", \"62641c39-b16e-42b3-80ff-5312357ba4dd\", \"385cf23f-8f06-4489-889c-fb25aaded85f\", \"ca4698fc-59ce-45ae-9cf9-31a41113b678\", \"f04ffdb9-17bb-469c-b3d8-dfcc0243628d\"], \"total_duration\": 56.0, \"total_sessions\": 7, \"mean_week_duration\": 0.28}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the lowest 1 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19058\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-08-20 16:03:43.000000+00:00\", \"2019-08-26 23:41:59.000000+00:00\", \"2021-04-07 12:34:28.000000+00:00\", \"2019-02-07 17:07:57.000000+00:00\"], \"session_ids\": [\"c5ab450f-b08b-4777-b232-63db4ec77d8c\", \"b387de0a-0313-474a-a4c9-c9f99fcc1393\", \"2fd8d536-a8a6-4a26-a8bb-28f8c088e0fd\", \"5bfef35d-0a7b-4cbc-84f3-66e400895ad7\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.195}}, {\"27530\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-02 18:03:35.000000+00:00\", \"2022-02-14 15:26:54.000000+00:00\", \"2019-03-06 11:39:52.000000+00:00\", \"2019-07-15 12:47:54.000000+00:00\", \"2022-11-10 19:48:35.000000+00:00\", \"2022-09-12 02:50:12.000000+00:00\", \"2021-01-11 14:02:59.000000+00:00\"], \"session_ids\": [\"050771cb-d1d5-4de2-b0df-9f545bd22622\", \"ab0093d8-b650-4ccb-9ba7-56b322b90b39\", \"49ee2dff-57ee-4c72-9a6d-d1a50523685e\", \"62641c39-b16e-42b3-80ff-5312357ba4dd\", \"385cf23f-8f06-4489-889c-fb25aaded85f\", \"ca4698fc-59ce-45ae-9cf9-31a41113b678\", \"f04ffdb9-17bb-469c-b3d8-dfcc0243628d\"], \"total_duration\": 56.0, \"total_sessions\": 7, \"mean_week_duration\": 0.28}}, {\"99072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-03 02:25:20.000000+00:00\", \"2019-05-08 11:50:16.000000+00:00\"], \"session_ids\": [\"33d7e9c6-bf98-483d-98af-1a439441d16a\", \"1b47b62c-19d3-4065-8309-d3d6e93aa4cc\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 2.054}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-03 02:25:20.000000+00:00\", \"2019-05-08 11:50:16.000000+00:00\"], \"session_ids\": [\"33d7e9c6-bf98-483d-98af-1a439441d16a\", \"1b47b62c-19d3-4065-8309-d3d6e93aa4cc\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 2.054}}, {\"19058\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-08-20 16:03:43.000000+00:00\", \"2019-08-26 23:41:59.000000+00:00\", \"2021-04-07 12:34:28.000000+00:00\", \"2019-02-07 17:07:57.000000+00:00\"], \"session_ids\": [\"c5ab450f-b08b-4777-b232-63db4ec77d8c\", \"b387de0a-0313-474a-a4c9-c9f99fcc1393\", \"2fd8d536-a8a6-4a26-a8bb-28f8c088e0fd\", \"5bfef35d-0a7b-4cbc-84f3-66e400895ad7\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.195}}, {\"27530\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-02 18:03:35.000000+00:00\", \"2022-02-14 15:26:54.000000+00:00\", \"2019-03-06 11:39:52.000000+00:00\", \"2019-07-15 12:47:54.000000+00:00\", \"2022-11-10 19:48:35.000000+00:00\", \"2022-09-12 02:50:12.000000+00:00\", \"2021-01-11 14:02:59.000000+00:00\"], \"session_ids\": [\"050771cb-d1d5-4de2-b0df-9f545bd22622\", \"ab0093d8-b650-4ccb-9ba7-56b322b90b39\", \"49ee2dff-57ee-4c72-9a6d-d1a50523685e\", \"62641c39-b16e-42b3-80ff-5312357ba4dd\", \"385cf23f-8f06-4489-889c-fb25aaded85f\", \"ca4698fc-59ce-45ae-9cf9-31a41113b678\", \"f04ffdb9-17bb-469c-b3d8-dfcc0243628d\"], \"total_duration\": 56.0, \"total_sessions\": 7, \"mean_week_duration\": 0.28}}]\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[{\"99072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-03 02:25:20.000000+00:00\", \"2019-05-08 11:50:16.000000+00:00\"], \"session_ids\": [\"33d7e9c6-bf98-483d-98af-1a439441d16a\", \"1b47b62c-19d3-4065-8309-d3d6e93aa4cc\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 2.054}}]\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[{\"99072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-03 02:25:20.000000+00:00\", \"2019-05-08 11:50:16.000000+00:00\"], \"session_ids\": [\"33d7e9c6-bf98-483d-98af-1a439441d16a\", \"1b47b62c-19d3-4065-8309-d3d6e93aa4cc\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 2.054}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 2 users who have total amount of duration strictly bigger than 4379 and strictly smaller than 1144 also perform sorting by sum of duration in ascending + save only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30925\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-30 11:28:17.000000+00:00\", \"2022-03-28 14:54:41.000000+00:00\", \"2022-08-24 03:44:54.000000+00:00\", \"2023-05-07 04:46:25.000000+00:00\", \"2022-12-01 07:53:34.000000+00:00\"], \"session_ids\": [\"8936edd9-1421-49f6-bff3-3118a6f9972d\", \"1c7d89e6-1cb6-4977-9327-1ebf173a7059\", \"85bbda31-1c15-484b-a454-c21daf81063a\", \"11828aab-624e-41e2-ba28-f0096f28e452\", \"7004ba79-a03e-4d85-b12a-e821193e5edf\"], \"total_duration\": 2326.0, \"total_sessions\": 5, \"mean_week_duration\": 40.103}, \"58574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-30 17:38:24.000000+00:00\", \"2022-04-18 05:31:20.000000+00:00\"], \"session_ids\": [\"8ff65272-1d51-42d9-a5a3-702ddf2f38c7\", \"2aa5346e-1092-4c15-b724-b17704f7d2b8\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}, \"94106\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-07-15 14:03:39.000000+00:00\", \"2019-03-02 12:50:47.000000+00:00\"], \"session_ids\": [\"16befa72-96fb-46d7-bf93-a8d8ce60fb73\", \"23f11952-34d8-44ec-8228-fb413889280f\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 5.625}, \"27085\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-14 15:22:51.000000+00:00\", \"2022-04-24 17:39:31.000000+00:00\"], \"session_ids\": [\"0b02c1a6-a3a6-427d-b10d-03336584f4f7\", \"1dc80a96-16ba-47f0-ace2-e3d7a3b884c2\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 15.4}, \"33528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-25 14:27:19.000000+00:00\", \"2021-01-09 21:50:47.000000+00:00\"], \"session_ids\": [\"61effc54-5735-4cf3-a99a-ddeca296e41f\", \"d4730b8c-28ae-41ad-86b8-727ab797ba7e\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}, \"87228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-16 10:09:51.000000+00:00\", \"2020-12-10 02:39:36.000000+00:00\", \"2020-04-01 13:31:02.000000+00:00\", \"2021-07-12 02:46:28.000000+00:00\", \"2021-02-15 19:18:09.000000+00:00\", \"2022-02-22 16:38:19.000000+00:00\"], \"session_ids\": [\"23b6e283-c21e-4833-afd3-d1f3806b6cb0\", \"756b2a52-fa3b-4d66-a1d2-da2efc8aaee7\", \"a3ecd0b7-e27b-4d82-bd95-1c585b67ff7b\", \"0b067ed0-bdec-4544-bf5a-9ce04bfe5504\", \"02262808-82b5-4335-9420-d29d6f1705ed\", \"4c423152-d6d6-42ae-bc97-5fbe426613b7\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.583}, \"54984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-21 05:35:50.000000+00:00\", \"2020-03-29 22:56:52.000000+00:00\"], \"session_ids\": [\"bffdee8a-8f98-4fe1-871e-cb4b59bf1492\", \"a3b2d7a3-3df0-4491-8e4e-750519d7a4b4\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 6.553}, \"56475\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-12 03:43:17.000000+00:00\", \"2022-09-13 04:53:23.000000+00:00\"], \"session_ids\": [\"64b2df01-326d-44d0-b29a-701cb4d7077b\", \"6c9530d6-8986-4fd0-9302-50a8257e6c72\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 8.2}, \"13687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-15 22:20:05.000000+00:00\", \"2019-01-30 14:59:16.000000+00:00\", \"2022-02-12 08:54:52.000000+00:00\"], \"session_ids\": [\"25e8b035-63d7-4b91-87ed-87352565085a\", \"689b5df2-14d5-4dda-8a67-c0a2c270b593\", \"4ef955b7-e69c-4598-9da6-c8f7e8e52492\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.132}, \"91034\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-18 20:40:48.000000+00:00\", \"2022-11-13 20:23:15.000000+00:00\", \"2020-03-27 20:25:31.000000+00:00\", \"2022-04-20 19:39:27.000000+00:00\", \"2022-09-13 22:31:11.000000+00:00\", \"2021-12-21 10:35:35.000000+00:00\", \"2022-06-22 23:05:27.000000+00:00\", \"2020-03-04 12:27:05.000000+00:00\"], \"session_ids\": [\"933fbc49-9e5a-4bae-bae0-8c7e797e0114\", \"e80707ed-df5c-47f4-a5ed-ac0d30318d78\", \"68d2b45f-5f1a-46df-b3e7-4e90bf27f696\", \"6126617c-2515-4335-bf5c-a7de82925392\", \"ec568448-ee8d-4306-b09d-b39fcffde3a5\", \"fbaa328d-dff4-4394-bfed-df2fb248d60c\", \"36699757-16cd-454f-8bac-797214456217\", \"357d13e2-53ef-41f0-bb7c-35c4329347b7\"], \"total_duration\": 16704.0, \"total_sessions\": 8, \"mean_week_duration\": 118.468}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 1144 and are greater than 4379" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[1144, 4379]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-30 17:38:24.000000+00:00\", \"2022-04-18 05:31:20.000000+00:00\"], \"session_ids\": [\"8ff65272-1d51-42d9-a5a3-702ddf2f38c7\", \"2aa5346e-1092-4c15-b724-b17704f7d2b8\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}, \"94106\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-07-15 14:03:39.000000+00:00\", \"2019-03-02 12:50:47.000000+00:00\"], \"session_ids\": [\"16befa72-96fb-46d7-bf93-a8d8ce60fb73\", \"23f11952-34d8-44ec-8228-fb413889280f\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 5.625}, \"27085\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-14 15:22:51.000000+00:00\", \"2022-04-24 17:39:31.000000+00:00\"], \"session_ids\": [\"0b02c1a6-a3a6-427d-b10d-03336584f4f7\", \"1dc80a96-16ba-47f0-ace2-e3d7a3b884c2\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 15.4}, \"33528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-25 14:27:19.000000+00:00\", \"2021-01-09 21:50:47.000000+00:00\"], \"session_ids\": [\"61effc54-5735-4cf3-a99a-ddeca296e41f\", \"d4730b8c-28ae-41ad-86b8-727ab797ba7e\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}, \"87228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-16 10:09:51.000000+00:00\", \"2020-12-10 02:39:36.000000+00:00\", \"2020-04-01 13:31:02.000000+00:00\", \"2021-07-12 02:46:28.000000+00:00\", \"2021-02-15 19:18:09.000000+00:00\", \"2022-02-22 16:38:19.000000+00:00\"], \"session_ids\": [\"23b6e283-c21e-4833-afd3-d1f3806b6cb0\", \"756b2a52-fa3b-4d66-a1d2-da2efc8aaee7\", \"a3ecd0b7-e27b-4d82-bd95-1c585b67ff7b\", \"0b067ed0-bdec-4544-bf5a-9ce04bfe5504\", \"02262808-82b5-4335-9420-d29d6f1705ed\", \"4c423152-d6d6-42ae-bc97-5fbe426613b7\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.583}, \"54984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-21 05:35:50.000000+00:00\", \"2020-03-29 22:56:52.000000+00:00\"], \"session_ids\": [\"bffdee8a-8f98-4fe1-871e-cb4b59bf1492\", \"a3b2d7a3-3df0-4491-8e4e-750519d7a4b4\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 6.553}, \"56475\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-12 03:43:17.000000+00:00\", \"2022-09-13 04:53:23.000000+00:00\"], \"session_ids\": [\"64b2df01-326d-44d0-b29a-701cb4d7077b\", \"6c9530d6-8986-4fd0-9302-50a8257e6c72\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 8.2}, \"13687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-15 22:20:05.000000+00:00\", \"2019-01-30 14:59:16.000000+00:00\", \"2022-02-12 08:54:52.000000+00:00\"], \"session_ids\": [\"25e8b035-63d7-4b91-87ed-87352565085a\", \"689b5df2-14d5-4dda-8a67-c0a2c270b593\", \"4ef955b7-e69c-4598-9da6-c8f7e8e52492\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.132}, \"91034\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-18 20:40:48.000000+00:00\", \"2022-11-13 20:23:15.000000+00:00\", \"2020-03-27 20:25:31.000000+00:00\", \"2022-04-20 19:39:27.000000+00:00\", \"2022-09-13 22:31:11.000000+00:00\", \"2021-12-21 10:35:35.000000+00:00\", \"2022-06-22 23:05:27.000000+00:00\", \"2020-03-04 12:27:05.000000+00:00\"], \"session_ids\": [\"933fbc49-9e5a-4bae-bae0-8c7e797e0114\", \"e80707ed-df5c-47f4-a5ed-ac0d30318d78\", \"68d2b45f-5f1a-46df-b3e7-4e90bf27f696\", \"6126617c-2515-4335-bf5c-a7de82925392\", \"ec568448-ee8d-4306-b09d-b39fcffde3a5\", \"fbaa328d-dff4-4394-bfed-df2fb248d60c\", \"36699757-16cd-454f-8bac-797214456217\", \"357d13e2-53ef-41f0-bb7c-35c4329347b7\"], \"total_duration\": 16704.0, \"total_sessions\": 8, \"mean_week_duration\": 118.468}}\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[{\"13687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-15 22:20:05.000000+00:00\", \"2019-01-30 14:59:16.000000+00:00\", \"2022-02-12 08:54:52.000000+00:00\"], \"session_ids\": [\"25e8b035-63d7-4b91-87ed-87352565085a\", \"689b5df2-14d5-4dda-8a67-c0a2c270b593\", \"4ef955b7-e69c-4598-9da6-c8f7e8e52492\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.132}}, {\"58574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-30 17:38:24.000000+00:00\", \"2022-04-18 05:31:20.000000+00:00\"], \"session_ids\": [\"8ff65272-1d51-42d9-a5a3-702ddf2f38c7\", \"2aa5346e-1092-4c15-b724-b17704f7d2b8\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}}, {\"87228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-16 10:09:51.000000+00:00\", \"2020-12-10 02:39:36.000000+00:00\", \"2020-04-01 13:31:02.000000+00:00\", \"2021-07-12 02:46:28.000000+00:00\", \"2021-02-15 19:18:09.000000+00:00\", \"2022-02-22 16:38:19.000000+00:00\"], \"session_ids\": [\"23b6e283-c21e-4833-afd3-d1f3806b6cb0\", \"756b2a52-fa3b-4d66-a1d2-da2efc8aaee7\", \"a3ecd0b7-e27b-4d82-bd95-1c585b67ff7b\", \"0b067ed0-bdec-4544-bf5a-9ce04bfe5504\", \"02262808-82b5-4335-9420-d29d6f1705ed\", \"4c423152-d6d6-42ae-bc97-5fbe426613b7\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.583}}, {\"27085\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-14 15:22:51.000000+00:00\", \"2022-04-24 17:39:31.000000+00:00\"], \"session_ids\": [\"0b02c1a6-a3a6-427d-b10d-03336584f4f7\", \"1dc80a96-16ba-47f0-ace2-e3d7a3b884c2\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 15.4}}, {\"54984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-21 05:35:50.000000+00:00\", \"2020-03-29 22:56:52.000000+00:00\"], \"session_ids\": [\"bffdee8a-8f98-4fe1-871e-cb4b59bf1492\", \"a3b2d7a3-3df0-4491-8e4e-750519d7a4b4\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 6.553}}, {\"56475\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-12 03:43:17.000000+00:00\", \"2022-09-13 04:53:23.000000+00:00\"], \"session_ids\": [\"64b2df01-326d-44d0-b29a-701cb4d7077b\", \"6c9530d6-8986-4fd0-9302-50a8257e6c72\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 8.2}}, {\"33528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-25 14:27:19.000000+00:00\", \"2021-01-09 21:50:47.000000+00:00\"], \"session_ids\": [\"61effc54-5735-4cf3-a99a-ddeca296e41f\", \"d4730b8c-28ae-41ad-86b8-727ab797ba7e\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}}, {\"94106\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-07-15 14:03:39.000000+00:00\", \"2019-03-02 12:50:47.000000+00:00\"], \"session_ids\": [\"16befa72-96fb-46d7-bf93-a8d8ce60fb73\", \"23f11952-34d8-44ec-8228-fb413889280f\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 5.625}}, {\"91034\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-18 20:40:48.000000+00:00\", \"2022-11-13 20:23:15.000000+00:00\", \"2020-03-27 20:25:31.000000+00:00\", \"2022-04-20 19:39:27.000000+00:00\", \"2022-09-13 22:31:11.000000+00:00\", \"2021-12-21 10:35:35.000000+00:00\", \"2022-06-22 23:05:27.000000+00:00\", \"2020-03-04 12:27:05.000000+00:00\"], \"session_ids\": [\"933fbc49-9e5a-4bae-bae0-8c7e797e0114\", \"e80707ed-df5c-47f4-a5ed-ac0d30318d78\", \"68d2b45f-5f1a-46df-b3e7-4e90bf27f696\", \"6126617c-2515-4335-bf5c-a7de82925392\", \"ec568448-ee8d-4306-b09d-b39fcffde3a5\", \"fbaa328d-dff4-4394-bfed-df2fb248d60c\", \"36699757-16cd-454f-8bac-797214456217\", \"357d13e2-53ef-41f0-bb7c-35c4329347b7\"], \"total_duration\": 16704.0, \"total_sessions\": 8, \"mean_week_duration\": 118.468}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-15 22:20:05.000000+00:00\", \"2019-01-30 14:59:16.000000+00:00\", \"2022-02-12 08:54:52.000000+00:00\"], \"session_ids\": [\"25e8b035-63d7-4b91-87ed-87352565085a\", \"689b5df2-14d5-4dda-8a67-c0a2c270b593\", \"4ef955b7-e69c-4598-9da6-c8f7e8e52492\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.132}}, {\"58574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-30 17:38:24.000000+00:00\", \"2022-04-18 05:31:20.000000+00:00\"], \"session_ids\": [\"8ff65272-1d51-42d9-a5a3-702ddf2f38c7\", \"2aa5346e-1092-4c15-b724-b17704f7d2b8\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}}]\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[{\"13687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-15 22:20:05.000000+00:00\", \"2019-01-30 14:59:16.000000+00:00\", \"2022-02-12 08:54:52.000000+00:00\"], \"session_ids\": [\"25e8b035-63d7-4b91-87ed-87352565085a\", \"689b5df2-14d5-4dda-8a67-c0a2c270b593\", \"4ef955b7-e69c-4598-9da6-c8f7e8e52492\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.132}}, {\"58574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-30 17:38:24.000000+00:00\", \"2022-04-18 05:31:20.000000+00:00\"], \"session_ids\": [\"8ff65272-1d51-42d9-a5a3-702ddf2f38c7\", \"2aa5346e-1092-4c15-b724-b17704f7d2b8\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 7 users with a total_sessions that is higher than 4 and lower than 10, exclusive 10 and in addition sort by city naming form the highest to the lowest plus remain only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"24898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-25 03:02:06.000000+00:00\", \"2021-12-24 12:10:06.000000+00:00\"], \"session_ids\": [\"aa2c235a-e72d-4658-8e44-916329abf5bf\", \"4617de48-4ba7-4aef-8591-3b9009bb80d5\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.217}, \"25325\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-13 15:16:54.000000+00:00\", \"2022-10-03 21:09:00.000000+00:00\", \"2022-06-25 05:25:31.000000+00:00\", \"2020-02-03 03:31:14.000000+00:00\"], \"session_ids\": [\"3a8023c4-b4d2-44ba-858a-1dd74ef19d20\", \"208c2e14-3f13-453e-ab31-021171feb91f\", \"0523cdc2-4c01-4128-94d7-9abc5aeedb79\", \"2a82adce-cc4f-4cfd-bada-0c6fa30f9c5f\"], \"total_duration\": 2008.0, \"total_sessions\": 4, \"mean_week_duration\": 12.024}, \"37320\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-15 04:40:23.000000+00:00\", \"2022-08-26 11:01:19.000000+00:00\", \"2022-07-31 16:26:38.000000+00:00\", \"2023-01-26 22:33:50.000000+00:00\", \"2020-05-12 18:36:35.000000+00:00\", \"2020-09-06 09:06:43.000000+00:00\", \"2021-04-11 10:21:37.000000+00:00\"], \"session_ids\": [\"5ac37d89-cbd9-4748-912d-a3612708618c\", \"d070f8fb-02de-4d10-9876-ddd96f24fb9e\", \"328292c5-fd75-4c91-9371-31c5458f26f0\", \"accd212c-a5f6-4c6f-bb06-3cf5c2ba0156\", \"48adf9e4-8588-42fa-8d19-bb48922ec477\", \"b207ef70-d140-47c4-83a2-531ed1bdd38d\", \"1361b11d-1014-4a9b-8a01-60b09d4d2898\"], \"total_duration\": 6157.0, \"total_sessions\": 7, \"mean_week_duration\": 33.281}, \"94508\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-29 19:56:51.000000+00:00\", \"2020-02-16 11:43:37.000000+00:00\", \"2019-05-21 13:26:34.000000+00:00\", \"2019-02-14 18:59:21.000000+00:00\", \"2023-01-04 08:20:16.000000+00:00\", \"2022-09-12 09:46:58.000000+00:00\", \"2019-01-07 19:42:30.000000+00:00\"], \"session_ids\": [\"744bcea2-c89b-431a-8767-eebab1a6d5c4\", \"d581ee56-d09a-4a87-aae0-3f3d4ae29697\", \"1026b8cc-4588-432b-8951-70f40cde9aff\", \"e44aaa4e-ad94-4046-ac59-c19abcdea9da\", \"d7194e9b-0d0a-4851-a3e1-05b0843dfcda\", \"003a04b8-8ca7-4620-9508-df1585c6f627\", \"e3867f12-a036-465b-8071-44342a0890cc\"], \"total_duration\": 7819.0, \"total_sessions\": 7, \"mean_week_duration\": 37.411}, \"96423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-21 02:03:11.000000+00:00\", \"2021-11-28 00:30:57.000000+00:00\"], \"session_ids\": [\"e509c9d9-4c01-4248-a57c-46664b81f5c6\", \"6562d4f2-0770-45ff-be1a-29142ba6bbd3\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.658}, \"56670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-05 11:51:04.000000+00:00\", \"2019-07-09 20:56:53.000000+00:00\"], \"session_ids\": [\"aca2f4b8-8447-4272-9823-02e58ff99c85\", \"253df4de-bc54-4fea-9d0e-6cb726c6d389\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}, \"79509\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-11 12:27:38.000000+00:00\", \"2021-07-03 09:14:20.000000+00:00\", \"2020-03-18 13:49:14.000000+00:00\"], \"session_ids\": [\"23cf1ba6-d277-4e76-973c-7839d27766aa\", \"22adf4cb-c03e-4f11-ac3b-3458087da511\", \"a279ef3c-bc5d-44bf-815e-62c26c5c965c\"], \"total_duration\": 111.0, \"total_sessions\": 3, \"mean_week_duration\": 0.949}, \"34232\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-01 23:38:15.000000+00:00\", \"2023-01-30 07:03:02.000000+00:00\", \"2020-10-02 13:21:23.000000+00:00\"], \"session_ids\": [\"bc9cccb4-7e34-430b-bfad-221560ab7b78\", \"3e1eb887-16c1-4d62-906c-79f79291137e\", \"25af8059-185a-4929-aea4-225dd45d706a\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 1.211}, \"19141\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-27 07:29:15.000000+00:00\", \"2019-04-29 05:44:00.000000+00:00\"], \"session_ids\": [\"c3311b6a-df76-419d-a1d4-06f8deac1f24\", \"5d0e7a55-0259-4415-a803-edee4b268c2e\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 2.024}, \"17838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-21 12:48:51.000000+00:00\", \"2022-07-30 16:12:14.000000+00:00\"], \"session_ids\": [\"a1a46db0-91d3-487a-bae4-03f0b68dd2bc\", \"80624538-82da-45bf-a833-0107855e59a0\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.472}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 4 and are less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25325\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-13 15:16:54.000000+00:00\", \"2022-10-03 21:09:00.000000+00:00\", \"2022-06-25 05:25:31.000000+00:00\", \"2020-02-03 03:31:14.000000+00:00\"], \"session_ids\": [\"3a8023c4-b4d2-44ba-858a-1dd74ef19d20\", \"208c2e14-3f13-453e-ab31-021171feb91f\", \"0523cdc2-4c01-4128-94d7-9abc5aeedb79\", \"2a82adce-cc4f-4cfd-bada-0c6fa30f9c5f\"], \"total_duration\": 2008.0, \"total_sessions\": 4, \"mean_week_duration\": 12.024}, \"37320\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-15 04:40:23.000000+00:00\", \"2022-08-26 11:01:19.000000+00:00\", \"2022-07-31 16:26:38.000000+00:00\", \"2023-01-26 22:33:50.000000+00:00\", \"2020-05-12 18:36:35.000000+00:00\", \"2020-09-06 09:06:43.000000+00:00\", \"2021-04-11 10:21:37.000000+00:00\"], \"session_ids\": [\"5ac37d89-cbd9-4748-912d-a3612708618c\", \"d070f8fb-02de-4d10-9876-ddd96f24fb9e\", \"328292c5-fd75-4c91-9371-31c5458f26f0\", \"accd212c-a5f6-4c6f-bb06-3cf5c2ba0156\", \"48adf9e4-8588-42fa-8d19-bb48922ec477\", \"b207ef70-d140-47c4-83a2-531ed1bdd38d\", \"1361b11d-1014-4a9b-8a01-60b09d4d2898\"], \"total_duration\": 6157.0, \"total_sessions\": 7, \"mean_week_duration\": 33.281}, \"94508\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-29 19:56:51.000000+00:00\", \"2020-02-16 11:43:37.000000+00:00\", \"2019-05-21 13:26:34.000000+00:00\", \"2019-02-14 18:59:21.000000+00:00\", \"2023-01-04 08:20:16.000000+00:00\", \"2022-09-12 09:46:58.000000+00:00\", \"2019-01-07 19:42:30.000000+00:00\"], \"session_ids\": [\"744bcea2-c89b-431a-8767-eebab1a6d5c4\", \"d581ee56-d09a-4a87-aae0-3f3d4ae29697\", \"1026b8cc-4588-432b-8951-70f40cde9aff\", \"e44aaa4e-ad94-4046-ac59-c19abcdea9da\", \"d7194e9b-0d0a-4851-a3e1-05b0843dfcda\", \"003a04b8-8ca7-4620-9508-df1585c6f627\", \"e3867f12-a036-465b-8071-44342a0890cc\"], \"total_duration\": 7819.0, \"total_sessions\": 7, \"mean_week_duration\": 37.411}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"94508\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-29 19:56:51.000000+00:00\", \"2020-02-16 11:43:37.000000+00:00\", \"2019-05-21 13:26:34.000000+00:00\", \"2019-02-14 18:59:21.000000+00:00\", \"2023-01-04 08:20:16.000000+00:00\", \"2022-09-12 09:46:58.000000+00:00\", \"2019-01-07 19:42:30.000000+00:00\"], \"session_ids\": [\"744bcea2-c89b-431a-8767-eebab1a6d5c4\", \"d581ee56-d09a-4a87-aae0-3f3d4ae29697\", \"1026b8cc-4588-432b-8951-70f40cde9aff\", \"e44aaa4e-ad94-4046-ac59-c19abcdea9da\", \"d7194e9b-0d0a-4851-a3e1-05b0843dfcda\", \"003a04b8-8ca7-4620-9508-df1585c6f627\", \"e3867f12-a036-465b-8071-44342a0890cc\"], \"total_duration\": 7819.0, \"total_sessions\": 7, \"mean_week_duration\": 37.411}}, {\"37320\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-15 04:40:23.000000+00:00\", \"2022-08-26 11:01:19.000000+00:00\", \"2022-07-31 16:26:38.000000+00:00\", \"2023-01-26 22:33:50.000000+00:00\", \"2020-05-12 18:36:35.000000+00:00\", \"2020-09-06 09:06:43.000000+00:00\", \"2021-04-11 10:21:37.000000+00:00\"], \"session_ids\": [\"5ac37d89-cbd9-4748-912d-a3612708618c\", \"d070f8fb-02de-4d10-9876-ddd96f24fb9e\", \"328292c5-fd75-4c91-9371-31c5458f26f0\", \"accd212c-a5f6-4c6f-bb06-3cf5c2ba0156\", \"48adf9e4-8588-42fa-8d19-bb48922ec477\", \"b207ef70-d140-47c4-83a2-531ed1bdd38d\", \"1361b11d-1014-4a9b-8a01-60b09d4d2898\"], \"total_duration\": 6157.0, \"total_sessions\": 7, \"mean_week_duration\": 33.281}}, {\"25325\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-13 15:16:54.000000+00:00\", \"2022-10-03 21:09:00.000000+00:00\", \"2022-06-25 05:25:31.000000+00:00\", \"2020-02-03 03:31:14.000000+00:00\"], \"session_ids\": [\"3a8023c4-b4d2-44ba-858a-1dd74ef19d20\", \"208c2e14-3f13-453e-ab31-021171feb91f\", \"0523cdc2-4c01-4128-94d7-9abc5aeedb79\", \"2a82adce-cc4f-4cfd-bada-0c6fa30f9c5f\"], \"total_duration\": 2008.0, \"total_sessions\": 4, \"mean_week_duration\": 12.024}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"94508\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-29 19:56:51.000000+00:00\", \"2020-02-16 11:43:37.000000+00:00\", \"2019-05-21 13:26:34.000000+00:00\", \"2019-02-14 18:59:21.000000+00:00\", \"2023-01-04 08:20:16.000000+00:00\", \"2022-09-12 09:46:58.000000+00:00\", \"2019-01-07 19:42:30.000000+00:00\"], \"session_ids\": [\"744bcea2-c89b-431a-8767-eebab1a6d5c4\", \"d581ee56-d09a-4a87-aae0-3f3d4ae29697\", \"1026b8cc-4588-432b-8951-70f40cde9aff\", \"e44aaa4e-ad94-4046-ac59-c19abcdea9da\", \"d7194e9b-0d0a-4851-a3e1-05b0843dfcda\", \"003a04b8-8ca7-4620-9508-df1585c6f627\", \"e3867f12-a036-465b-8071-44342a0890cc\"], \"total_duration\": 7819.0, \"total_sessions\": 7, \"mean_week_duration\": 37.411}}, {\"37320\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-15 04:40:23.000000+00:00\", \"2022-08-26 11:01:19.000000+00:00\", \"2022-07-31 16:26:38.000000+00:00\", \"2023-01-26 22:33:50.000000+00:00\", \"2020-05-12 18:36:35.000000+00:00\", \"2020-09-06 09:06:43.000000+00:00\", \"2021-04-11 10:21:37.000000+00:00\"], \"session_ids\": [\"5ac37d89-cbd9-4748-912d-a3612708618c\", \"d070f8fb-02de-4d10-9876-ddd96f24fb9e\", \"328292c5-fd75-4c91-9371-31c5458f26f0\", \"accd212c-a5f6-4c6f-bb06-3cf5c2ba0156\", \"48adf9e4-8588-42fa-8d19-bb48922ec477\", \"b207ef70-d140-47c4-83a2-531ed1bdd38d\", \"1361b11d-1014-4a9b-8a01-60b09d4d2898\"], \"total_duration\": 6157.0, \"total_sessions\": 7, \"mean_week_duration\": 33.281}}]\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[{\"94508\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-29 19:56:51.000000+00:00\", \"2020-02-16 11:43:37.000000+00:00\", \"2019-05-21 13:26:34.000000+00:00\", \"2019-02-14 18:59:21.000000+00:00\", \"2023-01-04 08:20:16.000000+00:00\", \"2022-09-12 09:46:58.000000+00:00\", \"2019-01-07 19:42:30.000000+00:00\"], \"session_ids\": [\"744bcea2-c89b-431a-8767-eebab1a6d5c4\", \"d581ee56-d09a-4a87-aae0-3f3d4ae29697\", \"1026b8cc-4588-432b-8951-70f40cde9aff\", \"e44aaa4e-ad94-4046-ac59-c19abcdea9da\", \"d7194e9b-0d0a-4851-a3e1-05b0843dfcda\", \"003a04b8-8ca7-4620-9508-df1585c6f627\", \"e3867f12-a036-465b-8071-44342a0890cc\"], \"total_duration\": 7819.0, \"total_sessions\": 7, \"mean_week_duration\": 37.411}}, {\"37320\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-15 04:40:23.000000+00:00\", \"2022-08-26 11:01:19.000000+00:00\", \"2022-07-31 16:26:38.000000+00:00\", \"2023-01-26 22:33:50.000000+00:00\", \"2020-05-12 18:36:35.000000+00:00\", \"2020-09-06 09:06:43.000000+00:00\", \"2021-04-11 10:21:37.000000+00:00\"], \"session_ids\": [\"5ac37d89-cbd9-4748-912d-a3612708618c\", \"d070f8fb-02de-4d10-9876-ddd96f24fb9e\", \"328292c5-fd75-4c91-9371-31c5458f26f0\", \"accd212c-a5f6-4c6f-bb06-3cf5c2ba0156\", \"48adf9e4-8588-42fa-8d19-bb48922ec477\", \"b207ef70-d140-47c4-83a2-531ed1bdd38d\", \"1361b11d-1014-4a9b-8a01-60b09d4d2898\"], \"total_duration\": 6157.0, \"total_sessions\": 7, \"mean_week_duration\": 33.281}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 8 users who aren't residing in city Buenos Aires in addition do sorting by name of the town ascendingly , moreover keep only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"3026\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-19 04:03:09.000000+00:00\", \"2020-08-03 08:31:29.000000+00:00\", \"2020-12-17 18:01:00.000000+00:00\", \"2020-11-21 09:13:28.000000+00:00\"], \"session_ids\": [\"49a62799-bc64-47cf-8faf-fec2d6d85ca5\", \"ce378d7c-fc40-494a-8c33-ca3723f99f1f\", \"79788160-63dc-48d4-90c6-5beac0fe3d7f\", \"e1160965-09c5-4327-bf7b-cdee69b2bbc8\"], \"total_duration\": 1207.0, \"total_sessions\": 4, \"mean_week_duration\": 30.949}, \"2584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-28 11:19:41.000000+00:00\", \"2020-09-10 16:10:52.000000+00:00\", \"2020-02-13 07:24:30.000000+00:00\", \"2019-11-03 20:18:35.000000+00:00\", \"2022-02-14 13:44:56.000000+00:00\", \"2019-09-25 13:01:35.000000+00:00\", \"2022-08-04 03:42:26.000000+00:00\"], \"session_ids\": [\"20375a0b-b76d-4c5c-a362-ce4ef420887a\", \"4f213fa7-cbd6-462c-8c33-cdd88da0453a\", \"f2340d7c-5083-454a-9dea-a8ac37508ff4\", \"9f531625-0f37-47cb-8705-055a40522a1f\", \"41d5eccb-dfbe-4eba-8160-e208283c357e\", \"54ec5b03-a4cb-4db5-b871-a9f4df80a97f\", \"818cb9fb-f8c2-4db5-9fb1-832656489685\"], \"total_duration\": 1592.0, \"total_sessions\": 7, \"mean_week_duration\": 10.685}, \"27220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-06-10 20:40:18.000000+00:00\", \"2022-12-12 02:09:43.000000+00:00\"], \"session_ids\": [\"8a4bc301-fb43-49b9-b32d-1ffa1f6bfd71\", \"31cfd414-2e96-42c8-b3df-05e2fbca2ec2\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 18.692}, \"7427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-08-30 00:24:53.000000+00:00\", \"2021-11-03 17:44:32.000000+00:00\", \"2020-11-25 18:02:23.000000+00:00\"], \"session_ids\": [\"9cf17935-371b-49d8-85b2-f1a14a803738\", \"4b762296-fe9b-4b52-866d-31e00c62647b\", \"f8c42fe5-f09c-44c3-8b60-a4076588a3cc\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.281}, \"37193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-04-18 04:36:11.000000+00:00\", \"2021-07-03 09:14:38.000000+00:00\"], \"session_ids\": [\"e70aeb0d-1025-4ccd-899e-385a732c5abd\", \"1da21510-ef3f-4560-97a7-dbccc42385ef\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 1.621}, \"24948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-01-26 17:24:33.000000+00:00\", \"2020-07-21 21:48:16.000000+00:00\"], \"session_ids\": [\"4a3859d9-f698-451c-a013-b9afc513d9a1\", \"91b2d484-a398-4eef-89ca-0b343536c852\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 13.538}, \"91141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-11 12:05:56.000000+00:00\", \"2022-10-18 07:37:07.000000+00:00\"], \"session_ids\": [\"7398ddec-3da4-4689-b07c-ccdff2145da4\", \"69a92e09-8d37-46d0-80b7-bd95cf4542dc\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.735}, \"69704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-16 14:08:46.000000+00:00\", \"2022-02-22 15:44:33.000000+00:00\"], \"session_ids\": [\"aa72b1e9-89d2-429a-b8bb-1df238dee8a5\", \"88ef976f-74e9-4ddd-8e08-357d0d5e73d7\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.806}, \"73991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-16 03:35:13.000000+00:00\", \"2022-01-21 00:01:19.000000+00:00\"], \"session_ids\": [\"7b064a69-aea9-42a3-9e3d-6d73eb2dc65e\", \"dbdc08e4-7e0a-4e5d-afcd-c46ec4be0f9e\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.268}, \"39375\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-17 20:47:43.000000+00:00\", \"2021-05-12 07:11:55.000000+00:00\"], \"session_ids\": [\"80e2ac36-273f-4964-aa5a-184aff179f2c\", \"a6664ebd-5d23-4302-a673-da57145f7b13\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 2.8}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Buenos Aires" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Buenos Aires\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"3026\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-19 04:03:09.000000+00:00\", \"2020-08-03 08:31:29.000000+00:00\", \"2020-12-17 18:01:00.000000+00:00\", \"2020-11-21 09:13:28.000000+00:00\"], \"session_ids\": [\"49a62799-bc64-47cf-8faf-fec2d6d85ca5\", \"ce378d7c-fc40-494a-8c33-ca3723f99f1f\", \"79788160-63dc-48d4-90c6-5beac0fe3d7f\", \"e1160965-09c5-4327-bf7b-cdee69b2bbc8\"], \"total_duration\": 1207.0, \"total_sessions\": 4, \"mean_week_duration\": 30.949}, \"2584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-28 11:19:41.000000+00:00\", \"2020-09-10 16:10:52.000000+00:00\", \"2020-02-13 07:24:30.000000+00:00\", \"2019-11-03 20:18:35.000000+00:00\", \"2022-02-14 13:44:56.000000+00:00\", \"2019-09-25 13:01:35.000000+00:00\", \"2022-08-04 03:42:26.000000+00:00\"], \"session_ids\": [\"20375a0b-b76d-4c5c-a362-ce4ef420887a\", \"4f213fa7-cbd6-462c-8c33-cdd88da0453a\", \"f2340d7c-5083-454a-9dea-a8ac37508ff4\", \"9f531625-0f37-47cb-8705-055a40522a1f\", \"41d5eccb-dfbe-4eba-8160-e208283c357e\", \"54ec5b03-a4cb-4db5-b871-a9f4df80a97f\", \"818cb9fb-f8c2-4db5-9fb1-832656489685\"], \"total_duration\": 1592.0, \"total_sessions\": 7, \"mean_week_duration\": 10.685}, \"27220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-06-10 20:40:18.000000+00:00\", \"2022-12-12 02:09:43.000000+00:00\"], \"session_ids\": [\"8a4bc301-fb43-49b9-b32d-1ffa1f6bfd71\", \"31cfd414-2e96-42c8-b3df-05e2fbca2ec2\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 18.692}, \"7427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-08-30 00:24:53.000000+00:00\", \"2021-11-03 17:44:32.000000+00:00\", \"2020-11-25 18:02:23.000000+00:00\"], \"session_ids\": [\"9cf17935-371b-49d8-85b2-f1a14a803738\", \"4b762296-fe9b-4b52-866d-31e00c62647b\", \"f8c42fe5-f09c-44c3-8b60-a4076588a3cc\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.281}, \"37193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-04-18 04:36:11.000000+00:00\", \"2021-07-03 09:14:38.000000+00:00\"], \"session_ids\": [\"e70aeb0d-1025-4ccd-899e-385a732c5abd\", \"1da21510-ef3f-4560-97a7-dbccc42385ef\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 1.621}, \"24948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-01-26 17:24:33.000000+00:00\", \"2020-07-21 21:48:16.000000+00:00\"], \"session_ids\": [\"4a3859d9-f698-451c-a013-b9afc513d9a1\", \"91b2d484-a398-4eef-89ca-0b343536c852\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 13.538}, \"91141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-11 12:05:56.000000+00:00\", \"2022-10-18 07:37:07.000000+00:00\"], \"session_ids\": [\"7398ddec-3da4-4689-b07c-ccdff2145da4\", \"69a92e09-8d37-46d0-80b7-bd95cf4542dc\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.735}, \"69704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-16 14:08:46.000000+00:00\", \"2022-02-22 15:44:33.000000+00:00\"], \"session_ids\": [\"aa72b1e9-89d2-429a-b8bb-1df238dee8a5\", \"88ef976f-74e9-4ddd-8e08-357d0d5e73d7\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.806}, \"73991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-16 03:35:13.000000+00:00\", \"2022-01-21 00:01:19.000000+00:00\"], \"session_ids\": [\"7b064a69-aea9-42a3-9e3d-6d73eb2dc65e\", \"dbdc08e4-7e0a-4e5d-afcd-c46ec4be0f9e\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.268}, \"39375\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-17 20:47:43.000000+00:00\", \"2021-05-12 07:11:55.000000+00:00\"], \"session_ids\": [\"80e2ac36-273f-4964-aa5a-184aff179f2c\", \"a6664ebd-5d23-4302-a673-da57145f7b13\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 2.8}}\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[{\"27220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-06-10 20:40:18.000000+00:00\", \"2022-12-12 02:09:43.000000+00:00\"], \"session_ids\": [\"8a4bc301-fb43-49b9-b32d-1ffa1f6bfd71\", \"31cfd414-2e96-42c8-b3df-05e2fbca2ec2\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 18.692}}, {\"3026\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-19 04:03:09.000000+00:00\", \"2020-08-03 08:31:29.000000+00:00\", \"2020-12-17 18:01:00.000000+00:00\", \"2020-11-21 09:13:28.000000+00:00\"], \"session_ids\": [\"49a62799-bc64-47cf-8faf-fec2d6d85ca5\", \"ce378d7c-fc40-494a-8c33-ca3723f99f1f\", \"79788160-63dc-48d4-90c6-5beac0fe3d7f\", \"e1160965-09c5-4327-bf7b-cdee69b2bbc8\"], \"total_duration\": 1207.0, \"total_sessions\": 4, \"mean_week_duration\": 30.949}}, {\"37193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-04-18 04:36:11.000000+00:00\", \"2021-07-03 09:14:38.000000+00:00\"], \"session_ids\": [\"e70aeb0d-1025-4ccd-899e-385a732c5abd\", \"1da21510-ef3f-4560-97a7-dbccc42385ef\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 1.621}}, {\"73991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-16 03:35:13.000000+00:00\", \"2022-01-21 00:01:19.000000+00:00\"], \"session_ids\": [\"7b064a69-aea9-42a3-9e3d-6d73eb2dc65e\", \"dbdc08e4-7e0a-4e5d-afcd-c46ec4be0f9e\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.268}}, {\"2584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-09-28 11:19:41.000000+00:00\", \"2020-09-10 16:10:52.000000+00:00\", \"2020-02-13 07:24:30.000000+00:00\", \"2019-11-03 20:18:35.000000+00:00\", \"2022-02-14 13:44:56.000000+00:00\", \"2019-09-25 13:01:35.000000+00:00\", \"2022-08-04 03:42:26.000000+00:00\"], \"session_ids\": [\"20375a0b-b76d-4c5c-a362-ce4ef420887a\", \"4f213fa7-cbd6-462c-8c33-cdd88da0453a\", \"f2340d7c-5083-454a-9dea-a8ac37508ff4\", \"9f531625-0f37-47cb-8705-055a40522a1f\", \"41d5eccb-dfbe-4eba-8160-e208283c357e\", \"54ec5b03-a4cb-4db5-b871-a9f4df80a97f\", \"818cb9fb-f8c2-4db5-9fb1-832656489685\"], \"total_duration\": 1592.0, \"total_sessions\": 7, \"mean_week_duration\": 10.685}}, {\"39375\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-17 20:47:43.000000+00:00\", \"2021-05-12 07:11:55.000000+00:00\"], \"session_ids\": [\"80e2ac36-273f-4964-aa5a-184aff179f2c\", \"a6664ebd-5d23-4302-a673-da57145f7b13\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 2.8}}, {\"69704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-16 14:08:46.000000+00:00\", \"2022-02-22 15:44:33.000000+00:00\"], \"session_ids\": [\"aa72b1e9-89d2-429a-b8bb-1df238dee8a5\", \"88ef976f-74e9-4ddd-8e08-357d0d5e73d7\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.806}}, {\"91141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-11 12:05:56.000000+00:00\", \"2022-10-18 07:37:07.000000+00:00\"], \"session_ids\": [\"7398ddec-3da4-4689-b07c-ccdff2145da4\", \"69a92e09-8d37-46d0-80b7-bd95cf4542dc\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.735}}, {\"24948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-01-26 17:24:33.000000+00:00\", \"2020-07-21 21:48:16.000000+00:00\"], \"session_ids\": [\"4a3859d9-f698-451c-a013-b9afc513d9a1\", \"91b2d484-a398-4eef-89ca-0b343536c852\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 13.538}}, {\"7427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-08-30 00:24:53.000000+00:00\", \"2021-11-03 17:44:32.000000+00:00\", \"2020-11-25 18:02:23.000000+00:00\"], \"session_ids\": [\"9cf17935-371b-49d8-85b2-f1a14a803738\", \"4b762296-fe9b-4b52-866d-31e00c62647b\", \"f8c42fe5-f09c-44c3-8b60-a4076588a3cc\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.281}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 4 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"27220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-06-10 20:40:18.000000+00:00\", \"2022-12-12 02:09:43.000000+00:00\"], \"session_ids\": [\"8a4bc301-fb43-49b9-b32d-1ffa1f6bfd71\", \"31cfd414-2e96-42c8-b3df-05e2fbca2ec2\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 18.692}}, {\"3026\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-19 04:03:09.000000+00:00\", \"2020-08-03 08:31:29.000000+00:00\", \"2020-12-17 18:01:00.000000+00:00\", \"2020-11-21 09:13:28.000000+00:00\"], \"session_ids\": [\"49a62799-bc64-47cf-8faf-fec2d6d85ca5\", \"ce378d7c-fc40-494a-8c33-ca3723f99f1f\", \"79788160-63dc-48d4-90c6-5beac0fe3d7f\", \"e1160965-09c5-4327-bf7b-cdee69b2bbc8\"], \"total_duration\": 1207.0, \"total_sessions\": 4, \"mean_week_duration\": 30.949}}, {\"37193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-04-18 04:36:11.000000+00:00\", \"2021-07-03 09:14:38.000000+00:00\"], \"session_ids\": [\"e70aeb0d-1025-4ccd-899e-385a732c5abd\", \"1da21510-ef3f-4560-97a7-dbccc42385ef\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 1.621}}, {\"73991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-16 03:35:13.000000+00:00\", \"2022-01-21 00:01:19.000000+00:00\"], \"session_ids\": [\"7b064a69-aea9-42a3-9e3d-6d73eb2dc65e\", \"dbdc08e4-7e0a-4e5d-afcd-c46ec4be0f9e\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.268}}]\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[{\"27220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-06-10 20:40:18.000000+00:00\", \"2022-12-12 02:09:43.000000+00:00\"], \"session_ids\": [\"8a4bc301-fb43-49b9-b32d-1ffa1f6bfd71\", \"31cfd414-2e96-42c8-b3df-05e2fbca2ec2\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 18.692}}, {\"3026\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-19 04:03:09.000000+00:00\", \"2020-08-03 08:31:29.000000+00:00\", \"2020-12-17 18:01:00.000000+00:00\", \"2020-11-21 09:13:28.000000+00:00\"], \"session_ids\": [\"49a62799-bc64-47cf-8faf-fec2d6d85ca5\", \"ce378d7c-fc40-494a-8c33-ca3723f99f1f\", \"79788160-63dc-48d4-90c6-5beac0fe3d7f\", \"e1160965-09c5-4327-bf7b-cdee69b2bbc8\"], \"total_duration\": 1207.0, \"total_sessions\": 4, \"mean_week_duration\": 30.949}}, {\"37193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-04-18 04:36:11.000000+00:00\", \"2021-07-03 09:14:38.000000+00:00\"], \"session_ids\": [\"e70aeb0d-1025-4ccd-899e-385a732c5abd\", \"1da21510-ef3f-4560-97a7-dbccc42385ef\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 1.621}}, {\"73991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-16 03:35:13.000000+00:00\", \"2022-01-21 00:01:19.000000+00:00\"], \"session_ids\": [\"7b064a69-aea9-42a3-9e3d-6d73eb2dc65e\", \"dbdc08e4-7e0a-4e5d-afcd-c46ec4be0f9e\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.268}}]\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 don't live in cities Santo Domingo, Moscow, Toronto, Panama City, Jakarta, Nassau, Singapore City, Tegucigalpa and do sorting by urban title 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{\"62946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-02-14 11:09:46.000000+00:00\", \"2022-12-11 19:46:42.000000+00:00\", \"2023-01-07 23:00:33.000000+00:00\", \"2019-02-09 03:43:48.000000+00:00\", \"2021-10-14 21:04:52.000000+00:00\"], \"session_ids\": [\"4080b917-315f-4461-b4d7-4ca535b6d8a6\", \"397b80f0-2e45-4804-9fd7-ee327745168b\", \"61865237-c629-41fb-9a88-0a7dd1c285f9\", \"09b0eef4-7c25-46de-b92b-76af9575e20b\", \"5c3b49d1-ee2c-4355-9130-13ab163ce834\"], \"total_duration\": 173.0, \"total_sessions\": 5, \"mean_week_duration\": 0.848}, \"46026\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-25 16:20:27.000000+00:00\", \"2022-11-10 18:47:16.000000+00:00\", \"2022-08-19 06:55:47.000000+00:00\", \"2020-12-03 12:18:59.000000+00:00\", \"2023-05-17 01:54:15.000000+00:00\", \"2020-12-09 04:30:07.000000+00:00\", \"2021-02-14 05:27:05.000000+00:00\"], \"session_ids\": [\"718ac41c-6ed8-455b-a1c4-63bb0ec8beb7\", \"075b6e2b-e345-429e-8ead-d529dca042c9\", \"2c0bba07-4a52-42eb-9e4e-5e869b0693b0\", \"5a89b4da-4aea-48d0-b1e4-1cb88f895c3f\", \"6c7e1e89-0213-44c1-8e64-1db94d701cb3\", \"12f33ace-bb51-4c61-9d18-4fe280706d94\", \"797a0b28-109d-43e0-80c3-7d355a4b7a71\"], \"total_duration\": 4718.0, \"total_sessions\": 7, \"mean_week_duration\": 23.709}, \"33154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 8}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-15 19:03:09.000000+00:00\", \"2022-09-05 09:29:13.000000+00:00\", \"2022-12-08 18:53:20.000000+00:00\", \"2022-10-12 22:55:09.000000+00:00\", \"2022-11-20 16:01:13.000000+00:00\", \"2019-11-29 04:13:49.000000+00:00\", \"2019-08-25 19:57:50.000000+00:00\"], \"session_ids\": [\"a8978d5a-047a-4544-af8b-891c5eb120cf\", \"62713d53-5e6b-437d-a575-ce374d31da63\", \"5caf130d-d5c0-4f70-a668-8a37fc298958\", \"98140856-c539-4d48-994b-b69dfbae9564\", \"044f9f1a-2073-4177-aa0e-03977ea3535e\", \"f241d7a4-e8a8-427e-a47a-306683bfedac\", \"9d671b74-a302-4a30-8630-ca729ae1087e\"], \"total_duration\": 565.0, \"total_sessions\": 7, \"mean_week_duration\": 3.285}, \"48948\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-11-11 07:57:40.000000+00:00\", \"2023-06-16 05:30:20.000000+00:00\"], \"session_ids\": [\"804bfa1c-22ba-45cc-8660-b84b9ca8a024\", \"a1de32c8-7caa-4f9f-8bb7-2fe048becc81\"], \"total_duration\": 323.0, \"total_sessions\": 2, \"mean_week_duration\": 2.375}, \"29167\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-10 08:06:57.000000+00:00\", \"2022-07-07 15:47:13.000000+00:00\", \"2019-07-05 01:38:27.000000+00:00\", \"2023-03-19 04:53:25.000000+00:00\", \"2022-09-02 04:23:29.000000+00:00\", \"2021-09-21 06:59:19.000000+00:00\", \"2023-04-19 06:10:46.000000+00:00\", \"2023-04-29 13:03:51.000000+00:00\", \"2022-12-03 11:33:25.000000+00:00\", \"2020-09-10 04:40:50.000000+00:00\", \"2020-09-07 20:13:35.000000+00:00\"], \"session_ids\": [\"761e587a-86c0-427e-b87b-1a4f3333efde\", \"e3e7c205-f3c3-4515-814a-4eaa8af2c45c\", \"1ae5f592-4c93-4ad1-8e64-6cf21c693118\", \"fae4733c-38e8-4380-a0e9-febd7676a441\", \"987f1749-8ded-4e35-956e-5e58b1c9b24f\", \"8411f1ee-4a11-405c-91e7-a4b31a998b86\", \"02641288-4963-4610-8dc5-3dcb2f4fd16a\", \"f4c6db95-1d74-43b7-8e5a-6a1267611fa4\", \"39b00ad8-8072-4103-9f73-be385d62d3d2\", \"ba868d49-c911-4f15-aa70-566460c71795\", \"6c2caf1f-55d6-4917-b294-b68557deec12\"], \"total_duration\": 8335.0, \"total_sessions\": 11, \"mean_week_duration\": 41.468}, \"67814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-05 16:39:50.000000+00:00\", \"2020-05-16 05:16:13.000000+00:00\", \"2021-05-26 18:49:48.000000+00:00\"], \"session_ids\": [\"60701c00-079e-4897-8faf-69a0deed8e65\", \"dfe425a6-c6d3-4c31-ae84-b0dddc4e2288\", \"1c3c00c5-dabf-4eaf-8300-26f11bc6aedf\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.463}, \"25170\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-26 21:47:45.000000+00:00\", \"2020-03-21 12:26:05.000000+00:00\", \"2021-12-10 07:16:21.000000+00:00\", \"2019-12-08 21:08:21.000000+00:00\"], \"session_ids\": [\"b257f1d3-68b4-498b-8458-de5b99dacb8a\", \"292434d2-7427-4517-a6bc-885f48ed4bda\", \"82af952b-edf1-4b94-be1a-7471c5fae2b6\", \"f636e912-2427-46d0-9bf5-0ce399f2ba74\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.381}, \"83572\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-08 08:29:18.000000+00:00\", \"2019-05-24 22:59:53.000000+00:00\"], \"session_ids\": [\"6cd5c869-8c41-47a2-8767-d546aa1d2911\", \"e71e7729-d108-4521-b1d8-34b749239bd8\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 1.923}, \"31445\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-05 05:59:46.000000+00:00\", \"2020-03-14 21:51:49.000000+00:00\"], \"session_ids\": [\"9b5a4570-572d-4cf3-b5c6-bc567bc69b67\", \"1dc995b8-babb-45a3-bf26-5f7b0edeb154\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 6.216}, \"66550\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-05-13 03:10:52.000000+00:00\", \"2021-12-19 04:44:48.000000+00:00\"], \"session_ids\": [\"4037c96b-1ff7-4674-88be-d832791eabfb\", \"d13735f5-c996-4caa-ab09-42ac9c2ef96e\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Santo Domingo, Moscow, Toronto, Panama City, Jakarta, Nassau, Singapore City, Tegucigalpa" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Santo Domingo\", \"Moscow\", \"Toronto\", \"Panama City\", \"Jakarta\", \"Nassau\", \"Singapore City\", \"Tegucigalpa\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"62946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-02-14 11:09:46.000000+00:00\", \"2022-12-11 19:46:42.000000+00:00\", \"2023-01-07 23:00:33.000000+00:00\", \"2019-02-09 03:43:48.000000+00:00\", \"2021-10-14 21:04:52.000000+00:00\"], \"session_ids\": [\"4080b917-315f-4461-b4d7-4ca535b6d8a6\", \"397b80f0-2e45-4804-9fd7-ee327745168b\", \"61865237-c629-41fb-9a88-0a7dd1c285f9\", \"09b0eef4-7c25-46de-b92b-76af9575e20b\", \"5c3b49d1-ee2c-4355-9130-13ab163ce834\"], \"total_duration\": 173.0, \"total_sessions\": 5, \"mean_week_duration\": 0.848}, \"46026\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-25 16:20:27.000000+00:00\", \"2022-11-10 18:47:16.000000+00:00\", \"2022-08-19 06:55:47.000000+00:00\", \"2020-12-03 12:18:59.000000+00:00\", \"2023-05-17 01:54:15.000000+00:00\", \"2020-12-09 04:30:07.000000+00:00\", \"2021-02-14 05:27:05.000000+00:00\"], \"session_ids\": [\"718ac41c-6ed8-455b-a1c4-63bb0ec8beb7\", \"075b6e2b-e345-429e-8ead-d529dca042c9\", \"2c0bba07-4a52-42eb-9e4e-5e869b0693b0\", \"5a89b4da-4aea-48d0-b1e4-1cb88f895c3f\", \"6c7e1e89-0213-44c1-8e64-1db94d701cb3\", \"12f33ace-bb51-4c61-9d18-4fe280706d94\", \"797a0b28-109d-43e0-80c3-7d355a4b7a71\"], \"total_duration\": 4718.0, \"total_sessions\": 7, \"mean_week_duration\": 23.709}, \"33154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 8}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-15 19:03:09.000000+00:00\", \"2022-09-05 09:29:13.000000+00:00\", \"2022-12-08 18:53:20.000000+00:00\", \"2022-10-12 22:55:09.000000+00:00\", \"2022-11-20 16:01:13.000000+00:00\", \"2019-11-29 04:13:49.000000+00:00\", \"2019-08-25 19:57:50.000000+00:00\"], \"session_ids\": [\"a8978d5a-047a-4544-af8b-891c5eb120cf\", \"62713d53-5e6b-437d-a575-ce374d31da63\", \"5caf130d-d5c0-4f70-a668-8a37fc298958\", \"98140856-c539-4d48-994b-b69dfbae9564\", \"044f9f1a-2073-4177-aa0e-03977ea3535e\", \"f241d7a4-e8a8-427e-a47a-306683bfedac\", \"9d671b74-a302-4a30-8630-ca729ae1087e\"], \"total_duration\": 565.0, \"total_sessions\": 7, \"mean_week_duration\": 3.285}, \"48948\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-11-11 07:57:40.000000+00:00\", \"2023-06-16 05:30:20.000000+00:00\"], \"session_ids\": [\"804bfa1c-22ba-45cc-8660-b84b9ca8a024\", \"a1de32c8-7caa-4f9f-8bb7-2fe048becc81\"], \"total_duration\": 323.0, \"total_sessions\": 2, \"mean_week_duration\": 2.375}, \"67814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-05 16:39:50.000000+00:00\", \"2020-05-16 05:16:13.000000+00:00\", \"2021-05-26 18:49:48.000000+00:00\"], \"session_ids\": [\"60701c00-079e-4897-8faf-69a0deed8e65\", \"dfe425a6-c6d3-4c31-ae84-b0dddc4e2288\", \"1c3c00c5-dabf-4eaf-8300-26f11bc6aedf\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.463}, \"25170\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-26 21:47:45.000000+00:00\", \"2020-03-21 12:26:05.000000+00:00\", \"2021-12-10 07:16:21.000000+00:00\", \"2019-12-08 21:08:21.000000+00:00\"], \"session_ids\": [\"b257f1d3-68b4-498b-8458-de5b99dacb8a\", \"292434d2-7427-4517-a6bc-885f48ed4bda\", \"82af952b-edf1-4b94-be1a-7471c5fae2b6\", \"f636e912-2427-46d0-9bf5-0ce399f2ba74\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.381}, \"83572\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-08 08:29:18.000000+00:00\", \"2019-05-24 22:59:53.000000+00:00\"], \"session_ids\": [\"6cd5c869-8c41-47a2-8767-d546aa1d2911\", \"e71e7729-d108-4521-b1d8-34b749239bd8\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 1.923}, \"31445\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-05 05:59:46.000000+00:00\", \"2020-03-14 21:51:49.000000+00:00\"], \"session_ids\": [\"9b5a4570-572d-4cf3-b5c6-bc567bc69b67\", \"1dc995b8-babb-45a3-bf26-5f7b0edeb154\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 6.216}, \"66550\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-05-13 03:10:52.000000+00:00\", \"2021-12-19 04:44:48.000000+00:00\"], \"session_ids\": [\"4037c96b-1ff7-4674-88be-d832791eabfb\", \"d13735f5-c996-4caa-ab09-42ac9c2ef96e\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"48948\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-11-11 07:57:40.000000+00:00\", \"2023-06-16 05:30:20.000000+00:00\"], \"session_ids\": [\"804bfa1c-22ba-45cc-8660-b84b9ca8a024\", \"a1de32c8-7caa-4f9f-8bb7-2fe048becc81\"], \"total_duration\": 323.0, \"total_sessions\": 2, \"mean_week_duration\": 2.375}}, {\"33154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 8}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-15 19:03:09.000000+00:00\", \"2022-09-05 09:29:13.000000+00:00\", \"2022-12-08 18:53:20.000000+00:00\", \"2022-10-12 22:55:09.000000+00:00\", \"2022-11-20 16:01:13.000000+00:00\", \"2019-11-29 04:13:49.000000+00:00\", \"2019-08-25 19:57:50.000000+00:00\"], \"session_ids\": [\"a8978d5a-047a-4544-af8b-891c5eb120cf\", \"62713d53-5e6b-437d-a575-ce374d31da63\", \"5caf130d-d5c0-4f70-a668-8a37fc298958\", \"98140856-c539-4d48-994b-b69dfbae9564\", \"044f9f1a-2073-4177-aa0e-03977ea3535e\", \"f241d7a4-e8a8-427e-a47a-306683bfedac\", \"9d671b74-a302-4a30-8630-ca729ae1087e\"], \"total_duration\": 565.0, \"total_sessions\": 7, \"mean_week_duration\": 3.285}}, {\"25170\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-26 21:47:45.000000+00:00\", \"2020-03-21 12:26:05.000000+00:00\", \"2021-12-10 07:16:21.000000+00:00\", \"2019-12-08 21:08:21.000000+00:00\"], \"session_ids\": [\"b257f1d3-68b4-498b-8458-de5b99dacb8a\", \"292434d2-7427-4517-a6bc-885f48ed4bda\", \"82af952b-edf1-4b94-be1a-7471c5fae2b6\", \"f636e912-2427-46d0-9bf5-0ce399f2ba74\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.381}}, {\"31445\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-05 05:59:46.000000+00:00\", \"2020-03-14 21:51:49.000000+00:00\"], \"session_ids\": [\"9b5a4570-572d-4cf3-b5c6-bc567bc69b67\", \"1dc995b8-babb-45a3-bf26-5f7b0edeb154\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 6.216}}, {\"46026\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-25 16:20:27.000000+00:00\", \"2022-11-10 18:47:16.000000+00:00\", \"2022-08-19 06:55:47.000000+00:00\", \"2020-12-03 12:18:59.000000+00:00\", \"2023-05-17 01:54:15.000000+00:00\", \"2020-12-09 04:30:07.000000+00:00\", \"2021-02-14 05:27:05.000000+00:00\"], \"session_ids\": [\"718ac41c-6ed8-455b-a1c4-63bb0ec8beb7\", \"075b6e2b-e345-429e-8ead-d529dca042c9\", \"2c0bba07-4a52-42eb-9e4e-5e869b0693b0\", \"5a89b4da-4aea-48d0-b1e4-1cb88f895c3f\", \"6c7e1e89-0213-44c1-8e64-1db94d701cb3\", \"12f33ace-bb51-4c61-9d18-4fe280706d94\", \"797a0b28-109d-43e0-80c3-7d355a4b7a71\"], \"total_duration\": 4718.0, \"total_sessions\": 7, \"mean_week_duration\": 23.709}}, {\"62946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-02-14 11:09:46.000000+00:00\", \"2022-12-11 19:46:42.000000+00:00\", \"2023-01-07 23:00:33.000000+00:00\", \"2019-02-09 03:43:48.000000+00:00\", \"2021-10-14 21:04:52.000000+00:00\"], \"session_ids\": [\"4080b917-315f-4461-b4d7-4ca535b6d8a6\", \"397b80f0-2e45-4804-9fd7-ee327745168b\", \"61865237-c629-41fb-9a88-0a7dd1c285f9\", \"09b0eef4-7c25-46de-b92b-76af9575e20b\", \"5c3b49d1-ee2c-4355-9130-13ab163ce834\"], \"total_duration\": 173.0, \"total_sessions\": 5, \"mean_week_duration\": 0.848}}, {\"66550\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-05-13 03:10:52.000000+00:00\", \"2021-12-19 04:44:48.000000+00:00\"], \"session_ids\": [\"4037c96b-1ff7-4674-88be-d832791eabfb\", \"d13735f5-c996-4caa-ab09-42ac9c2ef96e\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}}, {\"67814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-05 16:39:50.000000+00:00\", \"2020-05-16 05:16:13.000000+00:00\", \"2021-05-26 18:49:48.000000+00:00\"], \"session_ids\": [\"60701c00-079e-4897-8faf-69a0deed8e65\", \"dfe425a6-c6d3-4c31-ae84-b0dddc4e2288\", \"1c3c00c5-dabf-4eaf-8300-26f11bc6aedf\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.463}}, {\"83572\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-08 08:29:18.000000+00:00\", \"2019-05-24 22:59:53.000000+00:00\"], \"session_ids\": [\"6cd5c869-8c41-47a2-8767-d546aa1d2911\", \"e71e7729-d108-4521-b1d8-34b749239bd8\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 1.923}}]\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[{\"48948\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-11-11 07:57:40.000000+00:00\", \"2023-06-16 05:30:20.000000+00:00\"], \"session_ids\": [\"804bfa1c-22ba-45cc-8660-b84b9ca8a024\", \"a1de32c8-7caa-4f9f-8bb7-2fe048becc81\"], \"total_duration\": 323.0, \"total_sessions\": 2, \"mean_week_duration\": 2.375}}, {\"33154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 8}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-15 19:03:09.000000+00:00\", \"2022-09-05 09:29:13.000000+00:00\", \"2022-12-08 18:53:20.000000+00:00\", \"2022-10-12 22:55:09.000000+00:00\", \"2022-11-20 16:01:13.000000+00:00\", \"2019-11-29 04:13:49.000000+00:00\", \"2019-08-25 19:57:50.000000+00:00\"], \"session_ids\": [\"a8978d5a-047a-4544-af8b-891c5eb120cf\", \"62713d53-5e6b-437d-a575-ce374d31da63\", \"5caf130d-d5c0-4f70-a668-8a37fc298958\", \"98140856-c539-4d48-994b-b69dfbae9564\", \"044f9f1a-2073-4177-aa0e-03977ea3535e\", \"f241d7a4-e8a8-427e-a47a-306683bfedac\", \"9d671b74-a302-4a30-8630-ca729ae1087e\"], \"total_duration\": 565.0, \"total_sessions\": 7, \"mean_week_duration\": 3.285}}, {\"25170\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-26 21:47:45.000000+00:00\", \"2020-03-21 12:26:05.000000+00:00\", \"2021-12-10 07:16:21.000000+00:00\", \"2019-12-08 21:08:21.000000+00:00\"], \"session_ids\": [\"b257f1d3-68b4-498b-8458-de5b99dacb8a\", \"292434d2-7427-4517-a6bc-885f48ed4bda\", \"82af952b-edf1-4b94-be1a-7471c5fae2b6\", \"f636e912-2427-46d0-9bf5-0ce399f2ba74\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.381}}, {\"31445\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-05 05:59:46.000000+00:00\", \"2020-03-14 21:51:49.000000+00:00\"], \"session_ids\": [\"9b5a4570-572d-4cf3-b5c6-bc567bc69b67\", \"1dc995b8-babb-45a3-bf26-5f7b0edeb154\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 6.216}}, {\"46026\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-25 16:20:27.000000+00:00\", \"2022-11-10 18:47:16.000000+00:00\", \"2022-08-19 06:55:47.000000+00:00\", \"2020-12-03 12:18:59.000000+00:00\", \"2023-05-17 01:54:15.000000+00:00\", \"2020-12-09 04:30:07.000000+00:00\", \"2021-02-14 05:27:05.000000+00:00\"], \"session_ids\": [\"718ac41c-6ed8-455b-a1c4-63bb0ec8beb7\", \"075b6e2b-e345-429e-8ead-d529dca042c9\", \"2c0bba07-4a52-42eb-9e4e-5e869b0693b0\", \"5a89b4da-4aea-48d0-b1e4-1cb88f895c3f\", \"6c7e1e89-0213-44c1-8e64-1db94d701cb3\", \"12f33ace-bb51-4c61-9d18-4fe280706d94\", \"797a0b28-109d-43e0-80c3-7d355a4b7a71\"], \"total_duration\": 4718.0, \"total_sessions\": 7, \"mean_week_duration\": 23.709}}, {\"62946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-02-14 11:09:46.000000+00:00\", \"2022-12-11 19:46:42.000000+00:00\", \"2023-01-07 23:00:33.000000+00:00\", \"2019-02-09 03:43:48.000000+00:00\", \"2021-10-14 21:04:52.000000+00:00\"], \"session_ids\": [\"4080b917-315f-4461-b4d7-4ca535b6d8a6\", \"397b80f0-2e45-4804-9fd7-ee327745168b\", \"61865237-c629-41fb-9a88-0a7dd1c285f9\", \"09b0eef4-7c25-46de-b92b-76af9575e20b\", \"5c3b49d1-ee2c-4355-9130-13ab163ce834\"], \"total_duration\": 173.0, \"total_sessions\": 5, \"mean_week_duration\": 0.848}}]\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[{\"48948\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-11-11 07:57:40.000000+00:00\", \"2023-06-16 05:30:20.000000+00:00\"], \"session_ids\": [\"804bfa1c-22ba-45cc-8660-b84b9ca8a024\", \"a1de32c8-7caa-4f9f-8bb7-2fe048becc81\"], \"total_duration\": 323.0, \"total_sessions\": 2, \"mean_week_duration\": 2.375}}, {\"33154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 8}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-15 19:03:09.000000+00:00\", \"2022-09-05 09:29:13.000000+00:00\", \"2022-12-08 18:53:20.000000+00:00\", \"2022-10-12 22:55:09.000000+00:00\", \"2022-11-20 16:01:13.000000+00:00\", \"2019-11-29 04:13:49.000000+00:00\", \"2019-08-25 19:57:50.000000+00:00\"], \"session_ids\": [\"a8978d5a-047a-4544-af8b-891c5eb120cf\", \"62713d53-5e6b-437d-a575-ce374d31da63\", \"5caf130d-d5c0-4f70-a668-8a37fc298958\", \"98140856-c539-4d48-994b-b69dfbae9564\", \"044f9f1a-2073-4177-aa0e-03977ea3535e\", \"f241d7a4-e8a8-427e-a47a-306683bfedac\", \"9d671b74-a302-4a30-8630-ca729ae1087e\"], \"total_duration\": 565.0, \"total_sessions\": 7, \"mean_week_duration\": 3.285}}, {\"25170\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-26 21:47:45.000000+00:00\", \"2020-03-21 12:26:05.000000+00:00\", \"2021-12-10 07:16:21.000000+00:00\", \"2019-12-08 21:08:21.000000+00:00\"], \"session_ids\": [\"b257f1d3-68b4-498b-8458-de5b99dacb8a\", \"292434d2-7427-4517-a6bc-885f48ed4bda\", \"82af952b-edf1-4b94-be1a-7471c5fae2b6\", \"f636e912-2427-46d0-9bf5-0ce399f2ba74\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.381}}, {\"31445\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-05 05:59:46.000000+00:00\", \"2020-03-14 21:51:49.000000+00:00\"], \"session_ids\": [\"9b5a4570-572d-4cf3-b5c6-bc567bc69b67\", \"1dc995b8-babb-45a3-bf26-5f7b0edeb154\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 6.216}}, {\"46026\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-25 16:20:27.000000+00:00\", \"2022-11-10 18:47:16.000000+00:00\", \"2022-08-19 06:55:47.000000+00:00\", \"2020-12-03 12:18:59.000000+00:00\", \"2023-05-17 01:54:15.000000+00:00\", \"2020-12-09 04:30:07.000000+00:00\", \"2021-02-14 05:27:05.000000+00:00\"], \"session_ids\": [\"718ac41c-6ed8-455b-a1c4-63bb0ec8beb7\", \"075b6e2b-e345-429e-8ead-d529dca042c9\", \"2c0bba07-4a52-42eb-9e4e-5e869b0693b0\", \"5a89b4da-4aea-48d0-b1e4-1cb88f895c3f\", \"6c7e1e89-0213-44c1-8e64-1db94d701cb3\", \"12f33ace-bb51-4c61-9d18-4fe280706d94\", \"797a0b28-109d-43e0-80c3-7d355a4b7a71\"], \"total_duration\": 4718.0, \"total_sessions\": 7, \"mean_week_duration\": 23.709}}, {\"62946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-02-14 11:09:46.000000+00:00\", \"2022-12-11 19:46:42.000000+00:00\", \"2023-01-07 23:00:33.000000+00:00\", \"2019-02-09 03:43:48.000000+00:00\", \"2021-10-14 21:04:52.000000+00:00\"], \"session_ids\": [\"4080b917-315f-4461-b4d7-4ca535b6d8a6\", \"397b80f0-2e45-4804-9fd7-ee327745168b\", \"61865237-c629-41fb-9a88-0a7dd1c285f9\", \"09b0eef4-7c25-46de-b92b-76af9575e20b\", \"5c3b49d1-ee2c-4355-9130-13ab163ce834\"], \"total_duration\": 173.0, \"total_sessions\": 5, \"mean_week_duration\": 0.848}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 4 users whose average of total time spent in the app per week is smaller than 24 and bigger than 50 , and implement sorting by town naming descending as well as save only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-01 08:28:02.000000+00:00\", \"2022-07-10 03:25:52.000000+00:00\", \"2022-03-22 04:12:43.000000+00:00\", \"2021-11-24 22:28:57.000000+00:00\", \"2021-07-14 16:56:42.000000+00:00\"], \"session_ids\": [\"52f109fc-6ed3-41d5-9206-d245806e2a7c\", \"82082afe-dbdf-4ebe-8c4e-079bde880900\", \"f8110aed-3a58-4a86-957d-0e90a0cebd04\", \"1f6c9b1a-bf5e-40a5-965a-d2bc6aa7827c\", \"ceebda37-3af7-49b8-a062-539d2153fba3\"], \"total_duration\": 2960.0, \"total_sessions\": 5, \"mean_week_duration\": 56.923}, \"78633\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-24 09:45:50.000000+00:00\", \"2022-03-19 17:13:06.000000+00:00\", \"2020-05-06 04:47:16.000000+00:00\", \"2019-03-11 09:22:43.000000+00:00\"], \"session_ids\": [\"4687fc6f-dfaf-4a16-9bf4-51f62c337e42\", \"c1a4c740-3544-4238-aba4-cfe3c3fdc2c9\", \"88403486-2325-4f8f-8e09-fda5bb3484b2\", \"283fe86d-b664-461b-a28f-48d39e8197a8\"], \"total_duration\": 697.0, \"total_sessions\": 4, \"mean_week_duration\": 4.411}, \"55248\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-12 09:12:30.000000+00:00\", \"2022-03-22 08:33:42.000000+00:00\"], \"session_ids\": [\"79c2ae39-19e8-422b-9bb2-b478e33fa3ad\", \"b725fc91-3c07-46f1-b1c0-7f1a850d1f53\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 0.778}, \"66537\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-07 21:19:49.000000+00:00\", \"2019-12-11 05:47:25.000000+00:00\"], \"session_ids\": [\"28070163-a345-4393-9e7f-96f3f8efc63b\", \"85a7b28f-3732-4581-9816-b88fb811be44\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}, \"48642\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-10 21:07:18.000000+00:00\", \"2019-12-18 22:56:41.000000+00:00\", \"2022-02-17 17:02:11.000000+00:00\"], \"session_ids\": [\"40ff8889-7a57-479a-ba18-56bbd58f3a15\", \"f5186c89-2826-4e2a-8d17-1053d435a0e8\", \"e386c0d8-b0d8-4848-8c3e-0fcc75252b2c\"], \"total_duration\": 193.0, \"total_sessions\": 3, \"mean_week_duration\": 1.708}, \"24533\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-08-09 08:09:25.000000+00:00\", \"2020-04-25 20:56:20.000000+00:00\"], \"session_ids\": [\"90074ddd-a0ee-4f9f-a1b5-efd194a27b18\", \"cf980a87-c312-4d12-a053-73a6a5c1ad02\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.4}, \"47622\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-31 02:46:44.000000+00:00\", \"2022-09-28 08:48:02.000000+00:00\", \"2019-11-18 08:10:24.000000+00:00\"], \"session_ids\": [\"9f2051e0-26b0-4755-85fe-9850e9ebebe2\", \"59e94981-476c-48f5-a164-e3b4285733ad\", \"15a3d153-93d9-494b-8084-fbf1c4c72845\"], \"total_duration\": 184.0, \"total_sessions\": 3, \"mean_week_duration\": 0.963}, \"39540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-20 06:03:31.000000+00:00\", \"2022-09-25 06:25:40.000000+00:00\"], \"session_ids\": [\"15e719d7-b2cd-442f-9ceb-10c5ab2be5b9\", \"6b57eebd-eff0-44fb-b578-e4fe2700cf70\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 1.344}, \"13210\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-18 23:22:55.000000+00:00\", \"2022-06-17 16:39:52.000000+00:00\", \"2020-12-11 16:36:01.000000+00:00\", \"2023-03-14 02:53:18.000000+00:00\", \"2020-05-14 05:43:14.000000+00:00\"], \"session_ids\": [\"a29ec1b1-e4ee-47f4-912a-2098e19bfec2\", \"b1c3997f-e8f8-4780-9cf5-e53402067e9c\", \"cccca600-957e-4118-8191-39c08a56f87f\", \"542a2971-2c54-479b-b457-c9b7c36d13b1\", \"7edc20bf-a710-41ca-b465-df3bdf3203d1\"], \"total_duration\": 989.0, \"total_sessions\": 5, \"mean_week_duration\": 5.994}, \"96122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-02-21 06:42:19.000000+00:00\", \"2019-08-30 09:21:11.000000+00:00\"], \"session_ids\": [\"93e57d78-ec7b-45b7-9fed-826b1312ffcf\", \"c09d835c-6c34-4935-afe6-89b84a0877b8\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 1.242}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 24 and are equal or greater than 50" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[24, 50]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78633\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-24 09:45:50.000000+00:00\", \"2022-03-19 17:13:06.000000+00:00\", \"2020-05-06 04:47:16.000000+00:00\", \"2019-03-11 09:22:43.000000+00:00\"], \"session_ids\": [\"4687fc6f-dfaf-4a16-9bf4-51f62c337e42\", \"c1a4c740-3544-4238-aba4-cfe3c3fdc2c9\", \"88403486-2325-4f8f-8e09-fda5bb3484b2\", \"283fe86d-b664-461b-a28f-48d39e8197a8\"], \"total_duration\": 697.0, \"total_sessions\": 4, \"mean_week_duration\": 4.411}, \"55248\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-12 09:12:30.000000+00:00\", \"2022-03-22 08:33:42.000000+00:00\"], \"session_ids\": [\"79c2ae39-19e8-422b-9bb2-b478e33fa3ad\", \"b725fc91-3c07-46f1-b1c0-7f1a850d1f53\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 0.778}, \"66537\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-07 21:19:49.000000+00:00\", \"2019-12-11 05:47:25.000000+00:00\"], \"session_ids\": [\"28070163-a345-4393-9e7f-96f3f8efc63b\", \"85a7b28f-3732-4581-9816-b88fb811be44\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}, \"48642\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-10 21:07:18.000000+00:00\", \"2019-12-18 22:56:41.000000+00:00\", \"2022-02-17 17:02:11.000000+00:00\"], \"session_ids\": [\"40ff8889-7a57-479a-ba18-56bbd58f3a15\", \"f5186c89-2826-4e2a-8d17-1053d435a0e8\", \"e386c0d8-b0d8-4848-8c3e-0fcc75252b2c\"], \"total_duration\": 193.0, \"total_sessions\": 3, \"mean_week_duration\": 1.708}, \"24533\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-08-09 08:09:25.000000+00:00\", \"2020-04-25 20:56:20.000000+00:00\"], \"session_ids\": [\"90074ddd-a0ee-4f9f-a1b5-efd194a27b18\", \"cf980a87-c312-4d12-a053-73a6a5c1ad02\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.4}, \"47622\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-31 02:46:44.000000+00:00\", \"2022-09-28 08:48:02.000000+00:00\", \"2019-11-18 08:10:24.000000+00:00\"], \"session_ids\": [\"9f2051e0-26b0-4755-85fe-9850e9ebebe2\", \"59e94981-476c-48f5-a164-e3b4285733ad\", \"15a3d153-93d9-494b-8084-fbf1c4c72845\"], \"total_duration\": 184.0, \"total_sessions\": 3, \"mean_week_duration\": 0.963}, \"39540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-20 06:03:31.000000+00:00\", \"2022-09-25 06:25:40.000000+00:00\"], \"session_ids\": [\"15e719d7-b2cd-442f-9ceb-10c5ab2be5b9\", \"6b57eebd-eff0-44fb-b578-e4fe2700cf70\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 1.344}, \"13210\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-18 23:22:55.000000+00:00\", \"2022-06-17 16:39:52.000000+00:00\", \"2020-12-11 16:36:01.000000+00:00\", \"2023-03-14 02:53:18.000000+00:00\", \"2020-05-14 05:43:14.000000+00:00\"], \"session_ids\": [\"a29ec1b1-e4ee-47f4-912a-2098e19bfec2\", \"b1c3997f-e8f8-4780-9cf5-e53402067e9c\", \"cccca600-957e-4118-8191-39c08a56f87f\", \"542a2971-2c54-479b-b457-c9b7c36d13b1\", \"7edc20bf-a710-41ca-b465-df3bdf3203d1\"], \"total_duration\": 989.0, \"total_sessions\": 5, \"mean_week_duration\": 5.994}, \"96122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-02-21 06:42:19.000000+00:00\", \"2019-08-30 09:21:11.000000+00:00\"], \"session_ids\": [\"93e57d78-ec7b-45b7-9fed-826b1312ffcf\", \"c09d835c-6c34-4935-afe6-89b84a0877b8\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 1.242}, \"7658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-01 08:28:02.000000+00:00\", \"2022-07-10 03:25:52.000000+00:00\", \"2022-03-22 04:12:43.000000+00:00\", \"2021-11-24 22:28:57.000000+00:00\", \"2021-07-14 16:56:42.000000+00:00\"], \"session_ids\": [\"52f109fc-6ed3-41d5-9206-d245806e2a7c\", \"82082afe-dbdf-4ebe-8c4e-079bde880900\", \"f8110aed-3a58-4a86-957d-0e90a0cebd04\", \"1f6c9b1a-bf5e-40a5-965a-d2bc6aa7827c\", \"ceebda37-3af7-49b8-a062-539d2153fba3\"], \"total_duration\": 2960.0, \"total_sessions\": 5, \"mean_week_duration\": 56.923}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"7658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-01 08:28:02.000000+00:00\", \"2022-07-10 03:25:52.000000+00:00\", \"2022-03-22 04:12:43.000000+00:00\", \"2021-11-24 22:28:57.000000+00:00\", \"2021-07-14 16:56:42.000000+00:00\"], \"session_ids\": [\"52f109fc-6ed3-41d5-9206-d245806e2a7c\", \"82082afe-dbdf-4ebe-8c4e-079bde880900\", \"f8110aed-3a58-4a86-957d-0e90a0cebd04\", \"1f6c9b1a-bf5e-40a5-965a-d2bc6aa7827c\", \"ceebda37-3af7-49b8-a062-539d2153fba3\"], \"total_duration\": 2960.0, \"total_sessions\": 5, \"mean_week_duration\": 56.923}}, {\"39540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-20 06:03:31.000000+00:00\", \"2022-09-25 06:25:40.000000+00:00\"], \"session_ids\": [\"15e719d7-b2cd-442f-9ceb-10c5ab2be5b9\", \"6b57eebd-eff0-44fb-b578-e4fe2700cf70\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 1.344}}, {\"66537\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-07 21:19:49.000000+00:00\", \"2019-12-11 05:47:25.000000+00:00\"], \"session_ids\": [\"28070163-a345-4393-9e7f-96f3f8efc63b\", \"85a7b28f-3732-4581-9816-b88fb811be44\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}, {\"48642\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-10 21:07:18.000000+00:00\", \"2019-12-18 22:56:41.000000+00:00\", \"2022-02-17 17:02:11.000000+00:00\"], \"session_ids\": [\"40ff8889-7a57-479a-ba18-56bbd58f3a15\", \"f5186c89-2826-4e2a-8d17-1053d435a0e8\", \"e386c0d8-b0d8-4848-8c3e-0fcc75252b2c\"], \"total_duration\": 193.0, \"total_sessions\": 3, \"mean_week_duration\": 1.708}}, {\"96122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-02-21 06:42:19.000000+00:00\", \"2019-08-30 09:21:11.000000+00:00\"], \"session_ids\": [\"93e57d78-ec7b-45b7-9fed-826b1312ffcf\", \"c09d835c-6c34-4935-afe6-89b84a0877b8\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 1.242}}, {\"47622\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-31 02:46:44.000000+00:00\", \"2022-09-28 08:48:02.000000+00:00\", \"2019-11-18 08:10:24.000000+00:00\"], \"session_ids\": [\"9f2051e0-26b0-4755-85fe-9850e9ebebe2\", \"59e94981-476c-48f5-a164-e3b4285733ad\", \"15a3d153-93d9-494b-8084-fbf1c4c72845\"], \"total_duration\": 184.0, \"total_sessions\": 3, \"mean_week_duration\": 0.963}}, {\"24533\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-08-09 08:09:25.000000+00:00\", \"2020-04-25 20:56:20.000000+00:00\"], \"session_ids\": [\"90074ddd-a0ee-4f9f-a1b5-efd194a27b18\", \"cf980a87-c312-4d12-a053-73a6a5c1ad02\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.4}}, {\"55248\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-12 09:12:30.000000+00:00\", \"2022-03-22 08:33:42.000000+00:00\"], \"session_ids\": [\"79c2ae39-19e8-422b-9bb2-b478e33fa3ad\", \"b725fc91-3c07-46f1-b1c0-7f1a850d1f53\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 0.778}}, {\"13210\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-18 23:22:55.000000+00:00\", \"2022-06-17 16:39:52.000000+00:00\", \"2020-12-11 16:36:01.000000+00:00\", \"2023-03-14 02:53:18.000000+00:00\", \"2020-05-14 05:43:14.000000+00:00\"], \"session_ids\": [\"a29ec1b1-e4ee-47f4-912a-2098e19bfec2\", \"b1c3997f-e8f8-4780-9cf5-e53402067e9c\", \"cccca600-957e-4118-8191-39c08a56f87f\", \"542a2971-2c54-479b-b457-c9b7c36d13b1\", \"7edc20bf-a710-41ca-b465-df3bdf3203d1\"], \"total_duration\": 989.0, \"total_sessions\": 5, \"mean_week_duration\": 5.994}}, {\"78633\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-24 09:45:50.000000+00:00\", \"2022-03-19 17:13:06.000000+00:00\", \"2020-05-06 04:47:16.000000+00:00\", \"2019-03-11 09:22:43.000000+00:00\"], \"session_ids\": [\"4687fc6f-dfaf-4a16-9bf4-51f62c337e42\", \"c1a4c740-3544-4238-aba4-cfe3c3fdc2c9\", \"88403486-2325-4f8f-8e09-fda5bb3484b2\", \"283fe86d-b664-461b-a28f-48d39e8197a8\"], \"total_duration\": 697.0, \"total_sessions\": 4, \"mean_week_duration\": 4.411}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"7658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-01 08:28:02.000000+00:00\", \"2022-07-10 03:25:52.000000+00:00\", \"2022-03-22 04:12:43.000000+00:00\", \"2021-11-24 22:28:57.000000+00:00\", \"2021-07-14 16:56:42.000000+00:00\"], \"session_ids\": [\"52f109fc-6ed3-41d5-9206-d245806e2a7c\", \"82082afe-dbdf-4ebe-8c4e-079bde880900\", \"f8110aed-3a58-4a86-957d-0e90a0cebd04\", \"1f6c9b1a-bf5e-40a5-965a-d2bc6aa7827c\", \"ceebda37-3af7-49b8-a062-539d2153fba3\"], \"total_duration\": 2960.0, \"total_sessions\": 5, \"mean_week_duration\": 56.923}}, {\"39540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-20 06:03:31.000000+00:00\", \"2022-09-25 06:25:40.000000+00:00\"], \"session_ids\": [\"15e719d7-b2cd-442f-9ceb-10c5ab2be5b9\", \"6b57eebd-eff0-44fb-b578-e4fe2700cf70\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 1.344}}, {\"66537\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-07 21:19:49.000000+00:00\", \"2019-12-11 05:47:25.000000+00:00\"], \"session_ids\": [\"28070163-a345-4393-9e7f-96f3f8efc63b\", \"85a7b28f-3732-4581-9816-b88fb811be44\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}]\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[{\"7658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-01 08:28:02.000000+00:00\", \"2022-07-10 03:25:52.000000+00:00\", \"2022-03-22 04:12:43.000000+00:00\", \"2021-11-24 22:28:57.000000+00:00\", \"2021-07-14 16:56:42.000000+00:00\"], \"session_ids\": [\"52f109fc-6ed3-41d5-9206-d245806e2a7c\", \"82082afe-dbdf-4ebe-8c4e-079bde880900\", \"f8110aed-3a58-4a86-957d-0e90a0cebd04\", \"1f6c9b1a-bf5e-40a5-965a-d2bc6aa7827c\", \"ceebda37-3af7-49b8-a062-539d2153fba3\"], \"total_duration\": 2960.0, \"total_sessions\": 5, \"mean_week_duration\": 56.923}}, {\"39540\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-20 06:03:31.000000+00:00\", \"2022-09-25 06:25:40.000000+00:00\"], \"session_ids\": [\"15e719d7-b2cd-442f-9ceb-10c5ab2be5b9\", \"6b57eebd-eff0-44fb-b578-e4fe2700cf70\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 1.344}}, {\"66537\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-07 21:19:49.000000+00:00\", \"2019-12-11 05:47:25.000000+00:00\"], \"session_ids\": [\"28070163-a345-4393-9e7f-96f3f8efc63b\", \"85a7b28f-3732-4581-9816-b88fb811be44\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}]\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 4 users who have the biggest value of time in app per week plus do sorting by time in app per week decliningly." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-10-09 16:36:29.000000+00:00\", \"2022-05-22 10:42:37.000000+00:00\", \"2021-04-29 19:33:52.000000+00:00\", \"2021-12-28 18:04:28.000000+00:00\", \"2022-08-04 09:41:11.000000+00:00\", \"2020-08-10 04:16:45.000000+00:00\", \"2023-03-15 16:39:08.000000+00:00\", \"2021-04-04 16:08:27.000000+00:00\"], \"session_ids\": [\"3bbd214f-615e-4a85-bd12-62fcf578c024\", \"cbefc17a-0391-44da-8183-67a64fc6ccd3\", \"1144c3d3-9fe2-4309-a1ad-64c1d620b880\", \"404f5f6d-a914-4283-8ca3-c8a9e64e8220\", \"9788aecd-f7e5-43c3-8de5-b6ac831e3964\", \"95b4905f-4da1-4499-8f37-3dcd9c554e17\", \"d0fbae8c-2e22-4641-9962-fc4784fbb689\", \"57c84d7d-3966-4bc2-b111-04c869e38e08\"], \"total_duration\": 5323.0, \"total_sessions\": 8, \"mean_week_duration\": 39.14}, \"92485\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-28 09:40:37.000000+00:00\", \"2023-06-11 04:18:21.000000+00:00\"], \"session_ids\": [\"970d88aa-c083-4fdd-aa16-5b8f95c701e7\", \"55f738c9-3a3b-481a-9b21-0361ec08f483\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 15.667}, \"18089\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-06 19:42:10.000000+00:00\", \"2021-04-16 03:08:01.000000+00:00\"], \"session_ids\": [\"5c8ba9f1-8061-4743-9cce-502074d8f195\", \"262e316a-a565-4b26-b1a6-d474208cb7e1\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 3.571}, \"47389\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-06 02:26:34.000000+00:00\", \"2020-02-10 07:59:36.000000+00:00\", \"2021-03-03 07:39:08.000000+00:00\", \"2020-05-06 09:03:03.000000+00:00\", \"2022-09-04 12:20:10.000000+00:00\"], \"session_ids\": [\"aa329c30-8edc-4549-bdab-db05579aea9a\", \"3580f69a-2e12-41a7-bdd4-50f42934941d\", \"5edf274c-6ef9-4c22-bbd1-9e585426e12f\", \"c8df4194-bacf-4cb1-bda2-c10203f2fad3\", \"918209d2-0f09-41d5-96f2-e8384a67a9c9\"], \"total_duration\": 80.0, \"total_sessions\": 5, \"mean_week_duration\": 0.597}, \"51609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-08-18 22:26:32.000000+00:00\", \"2023-05-24 12:46:59.000000+00:00\", \"2022-09-13 19:34:29.000000+00:00\", \"2021-05-25 07:07:02.000000+00:00\"], \"session_ids\": [\"2cd8f181-9643-4f38-8193-015ca48ab3bd\", \"f6865008-eeac-4755-8b2a-feba3d1e5925\", \"208ed019-11bc-46bd-93e5-061b15451ad0\", \"8eb76fae-7ca6-45c8-8ac7-c9820500c997\"], \"total_duration\": 1001.0, \"total_sessions\": 4, \"mean_week_duration\": 6.951}, \"31429\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-31 20:38:12.000000+00:00\", \"2022-03-26 03:27:07.000000+00:00\", \"2021-05-24 12:39:56.000000+00:00\", \"2021-01-29 23:47:13.000000+00:00\", \"2021-09-06 18:59:57.000000+00:00\", \"2020-09-28 11:13:17.000000+00:00\"], \"session_ids\": [\"119b8ab6-5019-49d2-a42f-895761d2a0be\", \"dc8e34bd-d6f5-4e4d-8176-d291394024e4\", \"5b250a63-eb4c-4b65-8272-e74f7227721e\", \"94993efb-5f31-4e74-812d-5f747a413aa4\", \"50389371-c870-4f2b-a3e4-741b22efd60f\", \"86897424-ef89-42cf-a1fb-d7ff0d6714da\"], \"total_duration\": 3747.0, \"total_sessions\": 6, \"mean_week_duration\": 28.603}, \"98799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-10-22 23:20:51.000000+00:00\", \"2021-12-22 22:18:24.000000+00:00\", \"2022-07-12 03:55:44.000000+00:00\", \"2021-04-14 12:40:26.000000+00:00\", \"2021-03-18 00:16:12.000000+00:00\", \"2022-12-31 11:09:02.000000+00:00\", \"2020-10-13 20:44:11.000000+00:00\", \"2022-05-17 12:02:28.000000+00:00\", \"2019-05-11 11:41:01.000000+00:00\"], \"session_ids\": [\"b8d62bdf-692b-4e7d-b2a8-86f85624250b\", \"b9fb8b99-4bf7-461b-8c30-512ec16bd484\", \"9e764567-f19c-413a-b0a4-b10e943cb662\", \"ca50cc3e-cb9d-4289-b945-6da7f401b538\", \"f3b6422a-792b-49cb-870e-bcda7149ef01\", \"f9cc07b8-1f14-4333-86c8-89c323963ace\", \"159341f5-9e0a-4c6f-8124-c45286417959\", \"c7c1d0ef-59b6-4dd2-92fc-ef160b438a84\", \"dcba0483-b43e-453f-b10e-d698be57f642\"], \"total_duration\": 176.0, \"total_sessions\": 9, \"mean_week_duration\": 0.926}, \"59199\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-09-07 21:46:48.000000+00:00\", \"2019-07-10 12:49:08.000000+00:00\"], \"session_ids\": [\"c7a17e3d-1c5e-4e56-8e86-697b7f0f157f\", \"c5bbfa1b-6af5-4bc7-b05f-ed8f99578c52\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.345}, \"80188\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-08 05:19:18.000000+00:00\", \"2022-03-16 04:43:27.000000+00:00\"], \"session_ids\": [\"72e9c910-47a2-48c6-87d6-4040e35fccbe\", \"ff858685-a0d3-4122-aed0-5d7893bf7483\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 1.92}, \"49054\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-08-30 07:52:55.000000+00:00\", \"2020-06-30 10:35:59.000000+00:00\", \"2020-11-24 22:58:18.000000+00:00\"], \"session_ids\": [\"33930ca3-b62e-401e-a469-8837b71e00c5\", \"501f4a98-6f9a-40df-8192-27cb65ee5929\", \"42174766-d1a8-4f69-85e3-e749685e1976\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 0.894}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 4 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 4}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-10-09 16:36:29.000000+00:00\", \"2022-05-22 10:42:37.000000+00:00\", \"2021-04-29 19:33:52.000000+00:00\", \"2021-12-28 18:04:28.000000+00:00\", \"2022-08-04 09:41:11.000000+00:00\", \"2020-08-10 04:16:45.000000+00:00\", \"2023-03-15 16:39:08.000000+00:00\", \"2021-04-04 16:08:27.000000+00:00\"], \"session_ids\": [\"3bbd214f-615e-4a85-bd12-62fcf578c024\", \"cbefc17a-0391-44da-8183-67a64fc6ccd3\", \"1144c3d3-9fe2-4309-a1ad-64c1d620b880\", \"404f5f6d-a914-4283-8ca3-c8a9e64e8220\", \"9788aecd-f7e5-43c3-8de5-b6ac831e3964\", \"95b4905f-4da1-4499-8f37-3dcd9c554e17\", \"d0fbae8c-2e22-4641-9962-fc4784fbb689\", \"57c84d7d-3966-4bc2-b111-04c869e38e08\"], \"total_duration\": 5323.0, \"total_sessions\": 8, \"mean_week_duration\": 39.14}}, {\"31429\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-31 20:38:12.000000+00:00\", \"2022-03-26 03:27:07.000000+00:00\", \"2021-05-24 12:39:56.000000+00:00\", \"2021-01-29 23:47:13.000000+00:00\", \"2021-09-06 18:59:57.000000+00:00\", \"2020-09-28 11:13:17.000000+00:00\"], \"session_ids\": [\"119b8ab6-5019-49d2-a42f-895761d2a0be\", \"dc8e34bd-d6f5-4e4d-8176-d291394024e4\", \"5b250a63-eb4c-4b65-8272-e74f7227721e\", \"94993efb-5f31-4e74-812d-5f747a413aa4\", \"50389371-c870-4f2b-a3e4-741b22efd60f\", \"86897424-ef89-42cf-a1fb-d7ff0d6714da\"], \"total_duration\": 3747.0, \"total_sessions\": 6, \"mean_week_duration\": 28.603}}, {\"92485\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-28 09:40:37.000000+00:00\", \"2023-06-11 04:18:21.000000+00:00\"], \"session_ids\": [\"970d88aa-c083-4fdd-aa16-5b8f95c701e7\", \"55f738c9-3a3b-481a-9b21-0361ec08f483\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 15.667}}, {\"51609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-08-18 22:26:32.000000+00:00\", \"2023-05-24 12:46:59.000000+00:00\", \"2022-09-13 19:34:29.000000+00:00\", \"2021-05-25 07:07:02.000000+00:00\"], \"session_ids\": [\"2cd8f181-9643-4f38-8193-015ca48ab3bd\", \"f6865008-eeac-4755-8b2a-feba3d1e5925\", \"208ed019-11bc-46bd-93e5-061b15451ad0\", \"8eb76fae-7ca6-45c8-8ac7-c9820500c997\"], \"total_duration\": 1001.0, \"total_sessions\": 4, \"mean_week_duration\": 6.951}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-10-09 16:36:29.000000+00:00\", \"2022-05-22 10:42:37.000000+00:00\", \"2021-04-29 19:33:52.000000+00:00\", \"2021-12-28 18:04:28.000000+00:00\", \"2022-08-04 09:41:11.000000+00:00\", \"2020-08-10 04:16:45.000000+00:00\", \"2023-03-15 16:39:08.000000+00:00\", \"2021-04-04 16:08:27.000000+00:00\"], \"session_ids\": [\"3bbd214f-615e-4a85-bd12-62fcf578c024\", \"cbefc17a-0391-44da-8183-67a64fc6ccd3\", \"1144c3d3-9fe2-4309-a1ad-64c1d620b880\", \"404f5f6d-a914-4283-8ca3-c8a9e64e8220\", \"9788aecd-f7e5-43c3-8de5-b6ac831e3964\", \"95b4905f-4da1-4499-8f37-3dcd9c554e17\", \"d0fbae8c-2e22-4641-9962-fc4784fbb689\", \"57c84d7d-3966-4bc2-b111-04c869e38e08\"], \"total_duration\": 5323.0, \"total_sessions\": 8, \"mean_week_duration\": 39.14}}, {\"31429\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-31 20:38:12.000000+00:00\", \"2022-03-26 03:27:07.000000+00:00\", \"2021-05-24 12:39:56.000000+00:00\", \"2021-01-29 23:47:13.000000+00:00\", \"2021-09-06 18:59:57.000000+00:00\", \"2020-09-28 11:13:17.000000+00:00\"], \"session_ids\": [\"119b8ab6-5019-49d2-a42f-895761d2a0be\", \"dc8e34bd-d6f5-4e4d-8176-d291394024e4\", \"5b250a63-eb4c-4b65-8272-e74f7227721e\", \"94993efb-5f31-4e74-812d-5f747a413aa4\", \"50389371-c870-4f2b-a3e4-741b22efd60f\", \"86897424-ef89-42cf-a1fb-d7ff0d6714da\"], \"total_duration\": 3747.0, \"total_sessions\": 6, \"mean_week_duration\": 28.603}}, {\"92485\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-28 09:40:37.000000+00:00\", \"2023-06-11 04:18:21.000000+00:00\"], \"session_ids\": [\"970d88aa-c083-4fdd-aa16-5b8f95c701e7\", \"55f738c9-3a3b-481a-9b21-0361ec08f483\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 15.667}}, {\"51609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-08-18 22:26:32.000000+00:00\", \"2023-05-24 12:46:59.000000+00:00\", \"2022-09-13 19:34:29.000000+00:00\", \"2021-05-25 07:07:02.000000+00:00\"], \"session_ids\": [\"2cd8f181-9643-4f38-8193-015ca48ab3bd\", \"f6865008-eeac-4755-8b2a-feba3d1e5925\", \"208ed019-11bc-46bd-93e5-061b15451ad0\", \"8eb76fae-7ca6-45c8-8ac7-c9820500c997\"], \"total_duration\": 1001.0, \"total_sessions\": 4, \"mean_week_duration\": 6.951}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-10-09 16:36:29.000000+00:00\", \"2022-05-22 10:42:37.000000+00:00\", \"2021-04-29 19:33:52.000000+00:00\", \"2021-12-28 18:04:28.000000+00:00\", \"2022-08-04 09:41:11.000000+00:00\", \"2020-08-10 04:16:45.000000+00:00\", \"2023-03-15 16:39:08.000000+00:00\", \"2021-04-04 16:08:27.000000+00:00\"], \"session_ids\": [\"3bbd214f-615e-4a85-bd12-62fcf578c024\", \"cbefc17a-0391-44da-8183-67a64fc6ccd3\", \"1144c3d3-9fe2-4309-a1ad-64c1d620b880\", \"404f5f6d-a914-4283-8ca3-c8a9e64e8220\", \"9788aecd-f7e5-43c3-8de5-b6ac831e3964\", \"95b4905f-4da1-4499-8f37-3dcd9c554e17\", \"d0fbae8c-2e22-4641-9962-fc4784fbb689\", \"57c84d7d-3966-4bc2-b111-04c869e38e08\"], \"total_duration\": 5323.0, \"total_sessions\": 8, \"mean_week_duration\": 39.14}}, {\"31429\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-31 20:38:12.000000+00:00\", \"2022-03-26 03:27:07.000000+00:00\", \"2021-05-24 12:39:56.000000+00:00\", \"2021-01-29 23:47:13.000000+00:00\", \"2021-09-06 18:59:57.000000+00:00\", \"2020-09-28 11:13:17.000000+00:00\"], \"session_ids\": [\"119b8ab6-5019-49d2-a42f-895761d2a0be\", \"dc8e34bd-d6f5-4e4d-8176-d291394024e4\", \"5b250a63-eb4c-4b65-8272-e74f7227721e\", \"94993efb-5f31-4e74-812d-5f747a413aa4\", \"50389371-c870-4f2b-a3e4-741b22efd60f\", \"86897424-ef89-42cf-a1fb-d7ff0d6714da\"], \"total_duration\": 3747.0, \"total_sessions\": 6, \"mean_week_duration\": 28.603}}, {\"92485\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-28 09:40:37.000000+00:00\", \"2023-06-11 04:18:21.000000+00:00\"], \"session_ids\": [\"970d88aa-c083-4fdd-aa16-5b8f95c701e7\", \"55f738c9-3a3b-481a-9b21-0361ec08f483\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 15.667}}, {\"51609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-08-18 22:26:32.000000+00:00\", \"2023-05-24 12:46:59.000000+00:00\", \"2022-09-13 19:34:29.000000+00:00\", \"2021-05-25 07:07:02.000000+00:00\"], \"session_ids\": [\"2cd8f181-9643-4f38-8193-015ca48ab3bd\", \"f6865008-eeac-4755-8b2a-feba3d1e5925\", \"208ed019-11bc-46bd-93e5-061b15451ad0\", \"8eb76fae-7ca6-45c8-8ac7-c9820500c997\"], \"total_duration\": 1001.0, \"total_sessions\": 4, \"mean_week_duration\": 6.951}}]\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[{\"76048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-10-09 16:36:29.000000+00:00\", \"2022-05-22 10:42:37.000000+00:00\", \"2021-04-29 19:33:52.000000+00:00\", \"2021-12-28 18:04:28.000000+00:00\", \"2022-08-04 09:41:11.000000+00:00\", \"2020-08-10 04:16:45.000000+00:00\", \"2023-03-15 16:39:08.000000+00:00\", \"2021-04-04 16:08:27.000000+00:00\"], \"session_ids\": [\"3bbd214f-615e-4a85-bd12-62fcf578c024\", \"cbefc17a-0391-44da-8183-67a64fc6ccd3\", \"1144c3d3-9fe2-4309-a1ad-64c1d620b880\", \"404f5f6d-a914-4283-8ca3-c8a9e64e8220\", \"9788aecd-f7e5-43c3-8de5-b6ac831e3964\", \"95b4905f-4da1-4499-8f37-3dcd9c554e17\", \"d0fbae8c-2e22-4641-9962-fc4784fbb689\", \"57c84d7d-3966-4bc2-b111-04c869e38e08\"], \"total_duration\": 5323.0, \"total_sessions\": 8, \"mean_week_duration\": 39.14}}, {\"31429\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-31 20:38:12.000000+00:00\", \"2022-03-26 03:27:07.000000+00:00\", \"2021-05-24 12:39:56.000000+00:00\", \"2021-01-29 23:47:13.000000+00:00\", \"2021-09-06 18:59:57.000000+00:00\", \"2020-09-28 11:13:17.000000+00:00\"], \"session_ids\": [\"119b8ab6-5019-49d2-a42f-895761d2a0be\", \"dc8e34bd-d6f5-4e4d-8176-d291394024e4\", \"5b250a63-eb4c-4b65-8272-e74f7227721e\", \"94993efb-5f31-4e74-812d-5f747a413aa4\", \"50389371-c870-4f2b-a3e4-741b22efd60f\", \"86897424-ef89-42cf-a1fb-d7ff0d6714da\"], \"total_duration\": 3747.0, \"total_sessions\": 6, \"mean_week_duration\": 28.603}}, {\"92485\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-28 09:40:37.000000+00:00\", \"2023-06-11 04:18:21.000000+00:00\"], \"session_ids\": [\"970d88aa-c083-4fdd-aa16-5b8f95c701e7\", \"55f738c9-3a3b-481a-9b21-0361ec08f483\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 15.667}}, {\"51609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-08-18 22:26:32.000000+00:00\", \"2023-05-24 12:46:59.000000+00:00\", \"2022-09-13 19:34:29.000000+00:00\", \"2021-05-25 07:07:02.000000+00:00\"], \"session_ids\": [\"2cd8f181-9643-4f38-8193-015ca48ab3bd\", \"f6865008-eeac-4755-8b2a-feba3d1e5925\", \"208ed019-11bc-46bd-93e5-061b15451ad0\", \"8eb76fae-7ca6-45c8-8ac7-c9820500c997\"], \"total_duration\": 1001.0, \"total_sessions\": 4, \"mean_week_duration\": 6.951}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about 7 users who are residing in city Bangkok plus perform sorting by town_name in asc." } ]
[ { "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{\"92863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-06 08:43:50.000000+00:00\", \"2021-07-21 07:31:39.000000+00:00\", \"2020-10-02 11:15:26.000000+00:00\", \"2021-07-01 07:41:27.000000+00:00\"], \"session_ids\": [\"f46e4017-69e0-4ae2-843c-666dfb0d83d1\", \"d4c1371f-de86-4317-9143-c80d7aa5ea5f\", \"f41972c1-1af5-45e1-9204-fd59679e76bb\", \"852f6025-cbed-4a0c-9147-773dba03dc86\"], \"total_duration\": 91.0, \"total_sessions\": 4, \"mean_week_duration\": 0.948}, \"17285\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-06 16:43:02.000000+00:00\", \"2023-01-31 05:22:43.000000+00:00\"], \"session_ids\": [\"c33df46b-9674-45ef-af77-aa364d174474\", \"3c1480b9-19ec-4450-b526-e7e133291899\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 4.6}, \"55780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-25 05:01:52.000000+00:00\", \"2021-06-18 01:52:45.000000+00:00\"], \"session_ids\": [\"f531633b-0bda-4f87-bcf1-f2d7c7567865\", \"b76eba71-d0e9-41c7-9294-b9e6eb6d0c18\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 40.5}, \"84980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-02-26 03:31:03.000000+00:00\", \"2023-04-21 07:49:26.000000+00:00\"], \"session_ids\": [\"38a6cbc9-d31b-4eeb-a1dc-7fde538c17f1\", \"46ab7a7c-9025-4f04-8ff4-d8d66fcded8b\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 0.747}, \"7067\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-10-20 20:36:51.000000+00:00\", \"2020-03-10 16:33:12.000000+00:00\"], \"session_ids\": [\"4540f349-6960-4aac-9f7d-a83d7b632486\", \"3d484d17-5cec-45f3-8eeb-ab84d014c3b8\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}, \"39815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-02-16 05:58:28.000000+00:00\", \"2020-03-20 16:18:21.000000+00:00\"], \"session_ids\": [\"0d04b403-8286-4c95-8cb1-fff922bbbf1f\", \"13a66659-a6da-42e8-96c3-58b7f6178c97\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}, \"72979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-01-13 17:41:56.000000+00:00\", \"2020-04-28 10:33:28.000000+00:00\"], \"session_ids\": [\"030cd4d9-2565-48eb-8cec-bef2dd17cf18\", \"9f56834f-9648-4793-a5fa-34f85035dddf\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.868}, \"27279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-26 16:24:27.000000+00:00\", \"2022-07-06 17:40:46.000000+00:00\", \"2019-11-06 04:25:09.000000+00:00\", \"2022-08-12 10:53:23.000000+00:00\", \"2019-10-11 20:00:21.000000+00:00\"], \"session_ids\": [\"6001089c-da9a-4159-9e35-1a1eadab5d42\", \"6436e6fe-7236-4b1f-9fc2-e263589c094a\", \"98f577e6-3622-4c2e-9ed3-119e520294ba\", \"d6001d7b-0b9e-4b5a-99e2-c1de77dc1d8a\", \"75e8e2fa-6ff0-457c-adc2-833d2148ef5e\"], \"total_duration\": 2027.0, \"total_sessions\": 5, \"mean_week_duration\": 13.696}, \"87327\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-19 10:26:44.000000+00:00\", \"2021-12-08 16:26:23.000000+00:00\", \"2019-06-21 19:37:26.000000+00:00\", \"2021-09-12 05:40:10.000000+00:00\", \"2019-06-27 00:34:58.000000+00:00\", \"2023-01-30 10:56:17.000000+00:00\"], \"session_ids\": [\"5768b9a4-e4e5-40e3-a594-43a11334cfec\", \"5d13333e-98aa-45b2-8af6-7078a50b7705\", \"66b1837c-f38e-4c7d-8455-79b385c1a94e\", \"27698fe4-b086-4d6b-9b4a-fe21c5b30f52\", \"57d3d2bd-3238-47f0-9d8f-078f964f9d7a\", \"51b7aa31-4d14-4343-8977-1b571586a6d4\"], \"total_duration\": 2106.0, \"total_sessions\": 6, \"mean_week_duration\": 11.143}, \"21342\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-10-21 08:10:21.000000+00:00\", \"2021-06-24 04:53:40.000000+00:00\", \"2020-06-05 08:50:09.000000+00:00\"], \"session_ids\": [\"814b2136-983b-4553-8a7c-165de8e50fc5\", \"dd180648-ce3e-4338-b649-c2c40f144d3b\", \"103a56ed-3373-4106-966c-83b120b196ce\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.568}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Bangkok" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Bangkok\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 6 users whose overall duration of sessions per week is strictly greater than 18 in addition perform sorting by mean of duration of sessions per week in ascending 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{\"58922\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-02 08:44:24.000000+00:00\", \"2021-07-18 11:35:14.000000+00:00\", \"2021-12-24 15:37:42.000000+00:00\"], \"session_ids\": [\"4bd93c05-477f-4a85-9198-b9a3654de5eb\", \"2768c5ac-ffbb-4377-850f-07e8b714e61e\", \"879b31f4-55a1-4e1b-82c9-3fa503e28f43\"], \"total_duration\": 434.0, \"total_sessions\": 3, \"mean_week_duration\": 2.782}, \"31860\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-26 01:39:15.000000+00:00\", \"2021-05-07 22:09:23.000000+00:00\"], \"session_ids\": [\"716d875e-cd76-4e93-9d28-33e8d40090b5\", \"64fc4fd5-39b3-4bbb-856d-65fe636f7785\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 14.812}, \"29052\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-15 18:15:35.000000+00:00\", \"2020-08-23 13:09:37.000000+00:00\", \"2019-07-18 12:32:50.000000+00:00\", \"2022-08-20 10:03:34.000000+00:00\"], \"session_ids\": [\"bf12bb8f-96fa-489c-8bcb-a32f5e87acb6\", \"48ffb871-2a0c-4f72-aa83-7d139f4dfa80\", \"a36f29b2-76a6-4b5c-a667-e532055fbdfa\", \"d307c9ff-1b4f-47bf-96a0-5068a60338ec\"], \"total_duration\": 52.0, \"total_sessions\": 4, \"mean_week_duration\": 0.321}, \"94584\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-11 05:09:05.000000+00:00\", \"2022-07-02 12:07:23.000000+00:00\"], \"session_ids\": [\"02ac53b4-019e-4439-9253-cee13067e0fd\", \"17ed44b1-b014-45a7-89b0-c3c2a18b5241\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}, \"18314\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-11 00:02:23.000000+00:00\", \"2022-10-27 23:29:10.000000+00:00\"], \"session_ids\": [\"fbb1cd0e-6d86-4fa3-9b0e-183314b2c4a3\", \"5c2c8400-05dd-49d4-9924-d205704ece56\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 86.0}, \"92009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-27 18:12:38.000000+00:00\", \"2021-12-13 17:22:18.000000+00:00\"], \"session_ids\": [\"d8fecc33-434a-4248-a268-c32051acacbd\", \"92c5d21a-c6ce-4760-aa6b-46b27c03b118\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.34}, \"88919\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-07-31 04:04:18.000000+00:00\", \"2021-04-03 13:08:26.000000+00:00\"], \"session_ids\": [\"cee22b77-b546-4095-8ae4-38b173646789\", \"5a5f98c8-355b-4cad-a4a3-cbe0b7e28f3b\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.507}, \"21412\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-21 17:35:47.000000+00:00\", \"2022-12-01 14:00:28.000000+00:00\"], \"session_ids\": [\"a4a7446d-eb78-4c5c-ae71-b99771e79e8d\", \"db5d932d-d160-459b-b02d-6f8d63ee2a61\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.121}, \"51015\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-07 13:27:08.000000+00:00\", \"2023-04-28 07:46:33.000000+00:00\"], \"session_ids\": [\"eff09e3a-a97f-461f-b595-b5b1a3b4c596\", \"718f3f92-fd52-402e-a5d4-8bdc9c9ff51f\"], \"total_duration\": 376.0, \"total_sessions\": 2, \"mean_week_duration\": 3.357}, \"22143\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-23 07:32:42.000000+00:00\", \"2021-06-16 04:38:33.000000+00:00\"], \"session_ids\": [\"a8738b4d-17d4-44cb-908c-cf8863d71f36\", \"9cf9e0df-3515-45ab-9f6d-238b3fc3e8ab\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 1.213}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 18" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 34]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18314\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-11 00:02:23.000000+00:00\", \"2022-10-27 23:29:10.000000+00:00\"], \"session_ids\": [\"fbb1cd0e-6d86-4fa3-9b0e-183314b2c4a3\", \"5c2c8400-05dd-49d4-9924-d205704ece56\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 86.0}}\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[{\"18314\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-11 00:02:23.000000+00:00\", \"2022-10-27 23:29:10.000000+00:00\"], \"session_ids\": [\"fbb1cd0e-6d86-4fa3-9b0e-183314b2c4a3\", \"5c2c8400-05dd-49d4-9924-d205704ece56\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 86.0}}]\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[{\"18314\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-11 00:02:23.000000+00:00\", \"2022-10-27 23:29:10.000000+00:00\"], \"session_ids\": [\"fbb1cd0e-6d86-4fa3-9b0e-183314b2c4a3\", \"5c2c8400-05dd-49d4-9924-d205704ece56\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 86.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"18314\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-11 00:02:23.000000+00:00\", \"2022-10-27 23:29:10.000000+00:00\"], \"session_ids\": [\"fbb1cd0e-6d86-4fa3-9b0e-183314b2c4a3\", \"5c2c8400-05dd-49d4-9924-d205704ece56\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 86.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on users with a total time using the app that is lower than 2095, inclusive 2095 plus implement sorting by duration total form the highest to the lowest plus remain only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10229\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-30 23:43:32.000000+00:00\", \"2021-04-16 23:10:39.000000+00:00\"], \"session_ids\": [\"9e87fa31-c0af-4c83-a1ce-05ec9583c7cf\", \"a1196f7c-f6c5-4557-a436-135e91e1d01f\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 11.31}, \"8987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-30 14:46:42.000000+00:00\", \"2022-06-20 16:23:01.000000+00:00\", \"2019-08-06 07:13:38.000000+00:00\"], \"session_ids\": [\"f4a91343-d11b-4b85-9480-db7793885a6e\", \"66de14c4-43f0-4d41-8a05-c708d51e1f23\", \"1953c22b-ade0-42af-b5db-c38b32edfb94\"], \"total_duration\": 437.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}, \"40216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-23 10:05:43.000000+00:00\", \"2021-03-08 11:24:50.000000+00:00\"], \"session_ids\": [\"2440739f-9e85-40a9-b64d-f0259bded989\", \"a9110e3b-831f-4b1d-a6f5-e92e87e43dbe\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}, \"9370\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-26 08:44:50.000000+00:00\", \"2019-05-29 10:16:12.000000+00:00\", \"2020-07-20 05:33:12.000000+00:00\", \"2020-01-01 20:47:47.000000+00:00\", \"2021-10-04 21:16:44.000000+00:00\"], \"session_ids\": [\"58865234-7e7f-41b3-a51b-ad78bb5dd2bf\", \"8f77767c-3e1f-4a05-b600-9862d0af8cdc\", \"1ad36e92-35e3-43f3-8e79-4d4bd38a6050\", \"a1bc4416-a6fc-48db-bbf2-7bca03cf35b5\", \"53574710-fbbc-4ef6-8922-48ac0b8b52c5\"], \"total_duration\": 2219.0, \"total_sessions\": 5, \"mean_week_duration\": 17.611}, \"81876\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-11 09:04:04.000000+00:00\", \"2021-10-25 21:58:31.000000+00:00\", \"2022-01-15 00:00:25.000000+00:00\"], \"session_ids\": [\"c0dcf4d8-2e95-47bb-898a-70c9dac0cd5d\", \"2c3620e4-4dd6-42c7-9031-214343c63c4b\", \"a5e96c15-6823-4db1-9e07-99e123dcb792\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 1.774}, \"8758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-03 14:32:56.000000+00:00\", \"2021-01-08 20:58:13.000000+00:00\", \"2021-06-09 23:37:02.000000+00:00\"], \"session_ids\": [\"9685e4af-6c51-4d12-ac4e-a1fbf0f9ce68\", \"7c11429a-b2e6-4efc-be86-9d8d9896219f\", \"638d3844-2f66-484e-8b12-49a9e962eae0\"], \"total_duration\": 1090.0, \"total_sessions\": 3, \"mean_week_duration\": 10.481}, \"19430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-14 06:59:47.000000+00:00\", \"2020-05-07 19:03:55.000000+00:00\", \"2020-02-19 11:24:27.000000+00:00\"], \"session_ids\": [\"9782b1cd-ada8-4b2f-a351-74cd0cd79347\", \"cef62d90-aec4-4701-962a-c795fc6701d9\", \"793f4de2-be11-4f24-aa93-58292bdb704b\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.48}, \"80536\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-04 01:43:29.000000+00:00\", \"2020-09-16 21:18:19.000000+00:00\"], \"session_ids\": [\"6335956c-9bcf-41ff-a9a2-7ddc9d671b30\", \"4413f245-1583-41ae-a839-1aa2a0882ec4\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 25.143}, \"75346\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-02-13 22:22:32.000000+00:00\", \"2023-03-05 16:09:52.000000+00:00\"], \"session_ids\": [\"905f7c06-1dd3-46e6-a356-331fe5056b95\", \"511998ae-7925-4f35-ae80-314ca9092a50\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.306}, \"37733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-06 00:40:05.000000+00:00\", \"2022-10-27 12:52:40.000000+00:00\", \"2020-06-18 10:10:19.000000+00:00\", \"2020-05-20 03:54:42.000000+00:00\", \"2021-09-27 11:40:01.000000+00:00\"], \"session_ids\": [\"076bbb1f-457f-41cf-81b5-fb239073e59c\", \"458d6026-efa9-40b0-94b0-02bc2ef8ef0d\", \"d5887284-3673-4ec2-beb8-a66cbe05f306\", \"b9c9a633-0111-4bc1-9d16-d82fde71e671\", \"e7ae0e88-aa35-4fc8-8f2a-9009f80932a5\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.414}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 2095" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[2095, 2874]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10229\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-30 23:43:32.000000+00:00\", \"2021-04-16 23:10:39.000000+00:00\"], \"session_ids\": [\"9e87fa31-c0af-4c83-a1ce-05ec9583c7cf\", \"a1196f7c-f6c5-4557-a436-135e91e1d01f\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 11.31}, \"8987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-30 14:46:42.000000+00:00\", \"2022-06-20 16:23:01.000000+00:00\", \"2019-08-06 07:13:38.000000+00:00\"], \"session_ids\": [\"f4a91343-d11b-4b85-9480-db7793885a6e\", \"66de14c4-43f0-4d41-8a05-c708d51e1f23\", \"1953c22b-ade0-42af-b5db-c38b32edfb94\"], \"total_duration\": 437.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}, \"40216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-23 10:05:43.000000+00:00\", \"2021-03-08 11:24:50.000000+00:00\"], \"session_ids\": [\"2440739f-9e85-40a9-b64d-f0259bded989\", \"a9110e3b-831f-4b1d-a6f5-e92e87e43dbe\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}, \"81876\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-11 09:04:04.000000+00:00\", \"2021-10-25 21:58:31.000000+00:00\", \"2022-01-15 00:00:25.000000+00:00\"], \"session_ids\": [\"c0dcf4d8-2e95-47bb-898a-70c9dac0cd5d\", \"2c3620e4-4dd6-42c7-9031-214343c63c4b\", \"a5e96c15-6823-4db1-9e07-99e123dcb792\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 1.774}, \"8758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-03 14:32:56.000000+00:00\", \"2021-01-08 20:58:13.000000+00:00\", \"2021-06-09 23:37:02.000000+00:00\"], \"session_ids\": [\"9685e4af-6c51-4d12-ac4e-a1fbf0f9ce68\", \"7c11429a-b2e6-4efc-be86-9d8d9896219f\", \"638d3844-2f66-484e-8b12-49a9e962eae0\"], \"total_duration\": 1090.0, \"total_sessions\": 3, \"mean_week_duration\": 10.481}, \"19430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-14 06:59:47.000000+00:00\", \"2020-05-07 19:03:55.000000+00:00\", \"2020-02-19 11:24:27.000000+00:00\"], \"session_ids\": [\"9782b1cd-ada8-4b2f-a351-74cd0cd79347\", \"cef62d90-aec4-4701-962a-c795fc6701d9\", \"793f4de2-be11-4f24-aa93-58292bdb704b\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.48}, \"80536\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-04 01:43:29.000000+00:00\", \"2020-09-16 21:18:19.000000+00:00\"], \"session_ids\": [\"6335956c-9bcf-41ff-a9a2-7ddc9d671b30\", \"4413f245-1583-41ae-a839-1aa2a0882ec4\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 25.143}, \"75346\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-02-13 22:22:32.000000+00:00\", \"2023-03-05 16:09:52.000000+00:00\"], \"session_ids\": [\"905f7c06-1dd3-46e6-a356-331fe5056b95\", \"511998ae-7925-4f35-ae80-314ca9092a50\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.306}, \"37733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-06 00:40:05.000000+00:00\", \"2022-10-27 12:52:40.000000+00:00\", \"2020-06-18 10:10:19.000000+00:00\", \"2020-05-20 03:54:42.000000+00:00\", \"2021-09-27 11:40:01.000000+00:00\"], \"session_ids\": [\"076bbb1f-457f-41cf-81b5-fb239073e59c\", \"458d6026-efa9-40b0-94b0-02bc2ef8ef0d\", \"d5887284-3673-4ec2-beb8-a66cbe05f306\", \"b9c9a633-0111-4bc1-9d16-d82fde71e671\", \"e7ae0e88-aa35-4fc8-8f2a-9009f80932a5\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.414}}\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[{\"8758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-03 14:32:56.000000+00:00\", \"2021-01-08 20:58:13.000000+00:00\", \"2021-06-09 23:37:02.000000+00:00\"], \"session_ids\": [\"9685e4af-6c51-4d12-ac4e-a1fbf0f9ce68\", \"7c11429a-b2e6-4efc-be86-9d8d9896219f\", \"638d3844-2f66-484e-8b12-49a9e962eae0\"], \"total_duration\": 1090.0, \"total_sessions\": 3, \"mean_week_duration\": 10.481}}, {\"10229\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-30 23:43:32.000000+00:00\", \"2021-04-16 23:10:39.000000+00:00\"], \"session_ids\": [\"9e87fa31-c0af-4c83-a1ce-05ec9583c7cf\", \"a1196f7c-f6c5-4557-a436-135e91e1d01f\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 11.31}}, {\"8987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-30 14:46:42.000000+00:00\", \"2022-06-20 16:23:01.000000+00:00\", \"2019-08-06 07:13:38.000000+00:00\"], \"session_ids\": [\"f4a91343-d11b-4b85-9480-db7793885a6e\", \"66de14c4-43f0-4d41-8a05-c708d51e1f23\", \"1953c22b-ade0-42af-b5db-c38b32edfb94\"], \"total_duration\": 437.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}}, {\"75346\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-02-13 22:22:32.000000+00:00\", \"2023-03-05 16:09:52.000000+00:00\"], \"session_ids\": [\"905f7c06-1dd3-46e6-a356-331fe5056b95\", \"511998ae-7925-4f35-ae80-314ca9092a50\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.306}}, {\"80536\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-04 01:43:29.000000+00:00\", \"2020-09-16 21:18:19.000000+00:00\"], \"session_ids\": [\"6335956c-9bcf-41ff-a9a2-7ddc9d671b30\", \"4413f245-1583-41ae-a839-1aa2a0882ec4\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 25.143}}, {\"81876\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-11 09:04:04.000000+00:00\", \"2021-10-25 21:58:31.000000+00:00\", \"2022-01-15 00:00:25.000000+00:00\"], \"session_ids\": [\"c0dcf4d8-2e95-47bb-898a-70c9dac0cd5d\", \"2c3620e4-4dd6-42c7-9031-214343c63c4b\", \"a5e96c15-6823-4db1-9e07-99e123dcb792\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 1.774}}, {\"19430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-14 06:59:47.000000+00:00\", \"2020-05-07 19:03:55.000000+00:00\", \"2020-02-19 11:24:27.000000+00:00\"], \"session_ids\": [\"9782b1cd-ada8-4b2f-a351-74cd0cd79347\", \"cef62d90-aec4-4701-962a-c795fc6701d9\", \"793f4de2-be11-4f24-aa93-58292bdb704b\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.48}}, {\"37733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-06 00:40:05.000000+00:00\", \"2022-10-27 12:52:40.000000+00:00\", \"2020-06-18 10:10:19.000000+00:00\", \"2020-05-20 03:54:42.000000+00:00\", \"2021-09-27 11:40:01.000000+00:00\"], \"session_ids\": [\"076bbb1f-457f-41cf-81b5-fb239073e59c\", \"458d6026-efa9-40b0-94b0-02bc2ef8ef0d\", \"d5887284-3673-4ec2-beb8-a66cbe05f306\", \"b9c9a633-0111-4bc1-9d16-d82fde71e671\", \"e7ae0e88-aa35-4fc8-8f2a-9009f80932a5\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.414}}, {\"40216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-23 10:05:43.000000+00:00\", \"2021-03-08 11:24:50.000000+00:00\"], \"session_ids\": [\"2440739f-9e85-40a9-b64d-f0259bded989\", \"a9110e3b-831f-4b1d-a6f5-e92e87e43dbe\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}}]\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[{\"8758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-03 14:32:56.000000+00:00\", \"2021-01-08 20:58:13.000000+00:00\", \"2021-06-09 23:37:02.000000+00:00\"], \"session_ids\": [\"9685e4af-6c51-4d12-ac4e-a1fbf0f9ce68\", \"7c11429a-b2e6-4efc-be86-9d8d9896219f\", \"638d3844-2f66-484e-8b12-49a9e962eae0\"], \"total_duration\": 1090.0, \"total_sessions\": 3, \"mean_week_duration\": 10.481}}, {\"10229\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-30 23:43:32.000000+00:00\", \"2021-04-16 23:10:39.000000+00:00\"], \"session_ids\": [\"9e87fa31-c0af-4c83-a1ce-05ec9583c7cf\", \"a1196f7c-f6c5-4557-a436-135e91e1d01f\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 11.31}}, {\"8987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-30 14:46:42.000000+00:00\", \"2022-06-20 16:23:01.000000+00:00\", \"2019-08-06 07:13:38.000000+00:00\"], \"session_ids\": [\"f4a91343-d11b-4b85-9480-db7793885a6e\", \"66de14c4-43f0-4d41-8a05-c708d51e1f23\", \"1953c22b-ade0-42af-b5db-c38b32edfb94\"], \"total_duration\": 437.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}}, {\"75346\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-02-13 22:22:32.000000+00:00\", \"2023-03-05 16:09:52.000000+00:00\"], \"session_ids\": [\"905f7c06-1dd3-46e6-a356-331fe5056b95\", \"511998ae-7925-4f35-ae80-314ca9092a50\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.306}}]\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[{\"8758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-03 14:32:56.000000+00:00\", \"2021-01-08 20:58:13.000000+00:00\", \"2021-06-09 23:37:02.000000+00:00\"], \"session_ids\": [\"9685e4af-6c51-4d12-ac4e-a1fbf0f9ce68\", \"7c11429a-b2e6-4efc-be86-9d8d9896219f\", \"638d3844-2f66-484e-8b12-49a9e962eae0\"], \"total_duration\": 1090.0, \"total_sessions\": 3, \"mean_week_duration\": 10.481}}, {\"10229\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-30 23:43:32.000000+00:00\", \"2021-04-16 23:10:39.000000+00:00\"], \"session_ids\": [\"9e87fa31-c0af-4c83-a1ce-05ec9583c7cf\", \"a1196f7c-f6c5-4557-a436-135e91e1d01f\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 11.31}}, {\"8987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-30 14:46:42.000000+00:00\", \"2022-06-20 16:23:01.000000+00:00\", \"2019-08-06 07:13:38.000000+00:00\"], \"session_ids\": [\"f4a91343-d11b-4b85-9480-db7793885a6e\", \"66de14c4-43f0-4d41-8a05-c708d51e1f23\", \"1953c22b-ade0-42af-b5db-c38b32edfb94\"], \"total_duration\": 437.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}}, {\"75346\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-02-13 22:22:32.000000+00:00\", \"2023-03-05 16:09:52.000000+00:00\"], \"session_ids\": [\"905f7c06-1dd3-46e6-a356-331fe5056b95\", \"511998ae-7925-4f35-ae80-314ca9092a50\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.306}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 2 users whose city isn't Panama City , perform sorting by overall sessions count in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-22 02:02:44.000000+00:00\", \"2019-06-01 09:14:07.000000+00:00\", \"2021-02-04 03:13:04.000000+00:00\"], \"session_ids\": [\"05554c93-10fe-48bf-8a4e-13eb214bf381\", \"3208f149-0e68-4a67-ad9f-819871b663a6\", \"bd2539bb-9a12-4e64-a526-83dc818acd8c\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.178}, \"83281\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-10-06 23:49:28.000000+00:00\", \"2020-05-10 11:32:49.000000+00:00\", \"2020-06-27 09:54:17.000000+00:00\"], \"session_ids\": [\"99e61ca4-9052-4654-854d-4b8eb120e766\", \"5c469644-d361-4bf4-bc98-d54d3f159b0d\", \"c238d766-f7f5-4549-a0b6-5da04c4d9608\"], \"total_duration\": 525.0, \"total_sessions\": 3, \"mean_week_duration\": 7.095}, \"95390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-22 18:29:54.000000+00:00\", \"2022-01-09 15:05:31.000000+00:00\", \"2021-07-26 19:27:28.000000+00:00\"], \"session_ids\": [\"d0d50540-48dd-46c5-820f-ed80ba42ba87\", \"54e028f9-ff6d-4629-88ab-8f89dadd5d3d\", \"c1bf1881-356d-4b25-adef-fce57336240a\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 8.708}, \"26998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-29 20:02:12.000000+00:00\", \"2022-07-07 19:22:40.000000+00:00\"], \"session_ids\": [\"9c265008-abb0-42ad-a9e3-3def8b7b8dab\", \"36fa9f1b-bcf3-4508-8a16-389ee2cd41f3\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 3.009}, \"69712\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-10 19:43:46.000000+00:00\", \"2023-02-01 21:03:51.000000+00:00\", \"2019-07-04 08:27:34.000000+00:00\", \"2020-08-03 05:38:58.000000+00:00\", \"2020-01-04 14:22:50.000000+00:00\", \"2020-12-30 04:35:47.000000+00:00\"], \"session_ids\": [\"057ababd-aaa7-47c0-b456-aa0e51dd2dc2\", \"25d9301d-73a0-4ea2-8dde-faabf7ad46f5\", \"785eb0e4-739e-4bad-840c-bfeda0d094a9\", \"52547c1a-fea0-4787-a84f-4f6afb88aea9\", \"e7862e00-b0da-4592-87fd-ed61bbfde50f\", \"5f50da60-6c37-4431-9e85-c3eef18b52f7\"], \"total_duration\": 727.0, \"total_sessions\": 6, \"mean_week_duration\": 3.888}, \"89016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-11 08:03:33.000000+00:00\", \"2022-05-26 07:00:50.000000+00:00\"], \"session_ids\": [\"f70dae87-7747-42a1-8cfc-7d0c62113e02\", \"af09f54e-3fc5-4a0c-b026-78eedd255542\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 9.24}, \"5694\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-16 08:27:46.000000+00:00\", \"2021-03-25 22:46:14.000000+00:00\", \"2021-11-08 15:46:39.000000+00:00\"], \"session_ids\": [\"f4fa4668-7f25-4dbd-8346-51064dbc05f5\", \"f45b8fa7-8967-4c9e-bd2c-fdcb892771be\", \"2d76bfd3-d597-4aa2-9f5e-7f9b940ce181\"], \"total_duration\": 1007.0, \"total_sessions\": 3, \"mean_week_duration\": 14.594}, \"51694\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-26 23:15:22.000000+00:00\", \"2020-02-07 08:51:29.000000+00:00\"], \"session_ids\": [\"5129b4d9-f00b-4f5f-b8dc-6e41432c4894\", \"c8fc062e-fadc-4067-bb50-7824c1262463\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 9.529}, \"38147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-16 01:50:06.000000+00:00\", \"2022-05-18 13:45:11.000000+00:00\"], \"session_ids\": [\"ca775aa6-3e9d-4a56-bcd6-8569fad8c391\", \"922fa176-c312-45ab-a23d-a4bceffab401\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 6.661}, \"81648\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-01-27 00:39:34.000000+00:00\", \"2021-12-18 00:06:52.000000+00:00\", \"2022-03-10 19:54:04.000000+00:00\"], \"session_ids\": [\"7c2afbc5-2a87-4887-a4c7-8b649aac8226\", \"6e34674f-42e2-4e89-b360-a0c07c2be231\", \"4c7288c1-6beb-4d92-bd6f-7dcc7de630d3\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 8.102}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Panama City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Panama City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83281\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-10-06 23:49:28.000000+00:00\", \"2020-05-10 11:32:49.000000+00:00\", \"2020-06-27 09:54:17.000000+00:00\"], \"session_ids\": [\"99e61ca4-9052-4654-854d-4b8eb120e766\", \"5c469644-d361-4bf4-bc98-d54d3f159b0d\", \"c238d766-f7f5-4549-a0b6-5da04c4d9608\"], \"total_duration\": 525.0, \"total_sessions\": 3, \"mean_week_duration\": 7.095}, \"95390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-22 18:29:54.000000+00:00\", \"2022-01-09 15:05:31.000000+00:00\", \"2021-07-26 19:27:28.000000+00:00\"], \"session_ids\": [\"d0d50540-48dd-46c5-820f-ed80ba42ba87\", \"54e028f9-ff6d-4629-88ab-8f89dadd5d3d\", \"c1bf1881-356d-4b25-adef-fce57336240a\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 8.708}, \"26998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-29 20:02:12.000000+00:00\", \"2022-07-07 19:22:40.000000+00:00\"], \"session_ids\": [\"9c265008-abb0-42ad-a9e3-3def8b7b8dab\", \"36fa9f1b-bcf3-4508-8a16-389ee2cd41f3\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 3.009}, \"69712\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-10 19:43:46.000000+00:00\", \"2023-02-01 21:03:51.000000+00:00\", \"2019-07-04 08:27:34.000000+00:00\", \"2020-08-03 05:38:58.000000+00:00\", \"2020-01-04 14:22:50.000000+00:00\", \"2020-12-30 04:35:47.000000+00:00\"], \"session_ids\": [\"057ababd-aaa7-47c0-b456-aa0e51dd2dc2\", \"25d9301d-73a0-4ea2-8dde-faabf7ad46f5\", \"785eb0e4-739e-4bad-840c-bfeda0d094a9\", \"52547c1a-fea0-4787-a84f-4f6afb88aea9\", \"e7862e00-b0da-4592-87fd-ed61bbfde50f\", \"5f50da60-6c37-4431-9e85-c3eef18b52f7\"], \"total_duration\": 727.0, \"total_sessions\": 6, \"mean_week_duration\": 3.888}, \"89016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-11 08:03:33.000000+00:00\", \"2022-05-26 07:00:50.000000+00:00\"], \"session_ids\": [\"f70dae87-7747-42a1-8cfc-7d0c62113e02\", \"af09f54e-3fc5-4a0c-b026-78eedd255542\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 9.24}, \"5694\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-16 08:27:46.000000+00:00\", \"2021-03-25 22:46:14.000000+00:00\", \"2021-11-08 15:46:39.000000+00:00\"], \"session_ids\": [\"f4fa4668-7f25-4dbd-8346-51064dbc05f5\", \"f45b8fa7-8967-4c9e-bd2c-fdcb892771be\", \"2d76bfd3-d597-4aa2-9f5e-7f9b940ce181\"], \"total_duration\": 1007.0, \"total_sessions\": 3, \"mean_week_duration\": 14.594}, \"51694\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-26 23:15:22.000000+00:00\", \"2020-02-07 08:51:29.000000+00:00\"], \"session_ids\": [\"5129b4d9-f00b-4f5f-b8dc-6e41432c4894\", \"c8fc062e-fadc-4067-bb50-7824c1262463\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 9.529}, \"38147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-16 01:50:06.000000+00:00\", \"2022-05-18 13:45:11.000000+00:00\"], \"session_ids\": [\"ca775aa6-3e9d-4a56-bcd6-8569fad8c391\", \"922fa176-c312-45ab-a23d-a4bceffab401\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 6.661}, \"81648\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-01-27 00:39:34.000000+00:00\", \"2021-12-18 00:06:52.000000+00:00\", \"2022-03-10 19:54:04.000000+00:00\"], \"session_ids\": [\"7c2afbc5-2a87-4887-a4c7-8b649aac8226\", \"6e34674f-42e2-4e89-b360-a0c07c2be231\", \"4c7288c1-6beb-4d92-bd6f-7dcc7de630d3\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 8.102}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"69712\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-10 19:43:46.000000+00:00\", \"2023-02-01 21:03:51.000000+00:00\", \"2019-07-04 08:27:34.000000+00:00\", \"2020-08-03 05:38:58.000000+00:00\", \"2020-01-04 14:22:50.000000+00:00\", \"2020-12-30 04:35:47.000000+00:00\"], \"session_ids\": [\"057ababd-aaa7-47c0-b456-aa0e51dd2dc2\", \"25d9301d-73a0-4ea2-8dde-faabf7ad46f5\", \"785eb0e4-739e-4bad-840c-bfeda0d094a9\", \"52547c1a-fea0-4787-a84f-4f6afb88aea9\", \"e7862e00-b0da-4592-87fd-ed61bbfde50f\", \"5f50da60-6c37-4431-9e85-c3eef18b52f7\"], \"total_duration\": 727.0, \"total_sessions\": 6, \"mean_week_duration\": 3.888}}, {\"83281\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-10-06 23:49:28.000000+00:00\", \"2020-05-10 11:32:49.000000+00:00\", \"2020-06-27 09:54:17.000000+00:00\"], \"session_ids\": [\"99e61ca4-9052-4654-854d-4b8eb120e766\", \"5c469644-d361-4bf4-bc98-d54d3f159b0d\", \"c238d766-f7f5-4549-a0b6-5da04c4d9608\"], \"total_duration\": 525.0, \"total_sessions\": 3, \"mean_week_duration\": 7.095}}, {\"95390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-22 18:29:54.000000+00:00\", \"2022-01-09 15:05:31.000000+00:00\", \"2021-07-26 19:27:28.000000+00:00\"], \"session_ids\": [\"d0d50540-48dd-46c5-820f-ed80ba42ba87\", \"54e028f9-ff6d-4629-88ab-8f89dadd5d3d\", \"c1bf1881-356d-4b25-adef-fce57336240a\"], \"total_duration\": 209.0, \"total_sessions\": 3, \"mean_week_duration\": 8.708}}, {\"5694\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-16 08:27:46.000000+00:00\", \"2021-03-25 22:46:14.000000+00:00\", \"2021-11-08 15:46:39.000000+00:00\"], \"session_ids\": [\"f4fa4668-7f25-4dbd-8346-51064dbc05f5\", \"f45b8fa7-8967-4c9e-bd2c-fdcb892771be\", \"2d76bfd3-d597-4aa2-9f5e-7f9b940ce181\"], \"total_duration\": 1007.0, \"total_sessions\": 3, \"mean_week_duration\": 14.594}}, {\"81648\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-01-27 00:39:34.000000+00:00\", \"2021-12-18 00:06:52.000000+00:00\", \"2022-03-10 19:54:04.000000+00:00\"], \"session_ids\": [\"7c2afbc5-2a87-4887-a4c7-8b649aac8226\", \"6e34674f-42e2-4e89-b360-a0c07c2be231\", \"4c7288c1-6beb-4d92-bd6f-7dcc7de630d3\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 8.102}}, {\"26998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-29 20:02:12.000000+00:00\", \"2022-07-07 19:22:40.000000+00:00\"], \"session_ids\": [\"9c265008-abb0-42ad-a9e3-3def8b7b8dab\", \"36fa9f1b-bcf3-4508-8a16-389ee2cd41f3\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 3.009}}, {\"89016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-11 08:03:33.000000+00:00\", \"2022-05-26 07:00:50.000000+00:00\"], \"session_ids\": [\"f70dae87-7747-42a1-8cfc-7d0c62113e02\", \"af09f54e-3fc5-4a0c-b026-78eedd255542\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 9.24}}, {\"51694\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-26 23:15:22.000000+00:00\", \"2020-02-07 08:51:29.000000+00:00\"], \"session_ids\": [\"5129b4d9-f00b-4f5f-b8dc-6e41432c4894\", \"c8fc062e-fadc-4067-bb50-7824c1262463\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 9.529}}, {\"38147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-16 01:50:06.000000+00:00\", \"2022-05-18 13:45:11.000000+00:00\"], \"session_ids\": [\"ca775aa6-3e9d-4a56-bcd6-8569fad8c391\", \"922fa176-c312-45ab-a23d-a4bceffab401\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 6.661}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"69712\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-10 19:43:46.000000+00:00\", \"2023-02-01 21:03:51.000000+00:00\", \"2019-07-04 08:27:34.000000+00:00\", \"2020-08-03 05:38:58.000000+00:00\", \"2020-01-04 14:22:50.000000+00:00\", \"2020-12-30 04:35:47.000000+00:00\"], \"session_ids\": [\"057ababd-aaa7-47c0-b456-aa0e51dd2dc2\", \"25d9301d-73a0-4ea2-8dde-faabf7ad46f5\", \"785eb0e4-739e-4bad-840c-bfeda0d094a9\", \"52547c1a-fea0-4787-a84f-4f6afb88aea9\", \"e7862e00-b0da-4592-87fd-ed61bbfde50f\", \"5f50da60-6c37-4431-9e85-c3eef18b52f7\"], \"total_duration\": 727.0, \"total_sessions\": 6, \"mean_week_duration\": 3.888}}, {\"83281\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-10-06 23:49:28.000000+00:00\", \"2020-05-10 11:32:49.000000+00:00\", \"2020-06-27 09:54:17.000000+00:00\"], \"session_ids\": [\"99e61ca4-9052-4654-854d-4b8eb120e766\", \"5c469644-d361-4bf4-bc98-d54d3f159b0d\", \"c238d766-f7f5-4549-a0b6-5da04c4d9608\"], \"total_duration\": 525.0, \"total_sessions\": 3, \"mean_week_duration\": 7.095}}]\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[{\"69712\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-10 19:43:46.000000+00:00\", \"2023-02-01 21:03:51.000000+00:00\", \"2019-07-04 08:27:34.000000+00:00\", \"2020-08-03 05:38:58.000000+00:00\", \"2020-01-04 14:22:50.000000+00:00\", \"2020-12-30 04:35:47.000000+00:00\"], \"session_ids\": [\"057ababd-aaa7-47c0-b456-aa0e51dd2dc2\", \"25d9301d-73a0-4ea2-8dde-faabf7ad46f5\", \"785eb0e4-739e-4bad-840c-bfeda0d094a9\", \"52547c1a-fea0-4787-a84f-4f6afb88aea9\", \"e7862e00-b0da-4592-87fd-ed61bbfde50f\", \"5f50da60-6c37-4431-9e85-c3eef18b52f7\"], \"total_duration\": 727.0, \"total_sessions\": 6, \"mean_week_duration\": 3.888}}, {\"83281\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-10-06 23:49:28.000000+00:00\", \"2020-05-10 11:32:49.000000+00:00\", \"2020-06-27 09:54:17.000000+00:00\"], \"session_ids\": [\"99e61ca4-9052-4654-854d-4b8eb120e766\", \"5c469644-d361-4bf4-bc98-d54d3f159b0d\", \"c238d766-f7f5-4549-a0b6-5da04c4d9608\"], \"total_duration\": 525.0, \"total_sessions\": 3, \"mean_week_duration\": 7.095}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about 6 users with a mean week duration that is higher than 47 and lower than 10, exclusive 10 plus implement sorting by urban center name descendingly , moreover provide me only with 2 pieces of data." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-23 06:00:52.000000+00:00\", \"2022-05-31 09:34:11.000000+00:00\", \"2023-02-23 15:57:24.000000+00:00\"], \"session_ids\": [\"e6c931c7-50fd-46e2-8434-8c3d4aa2c18f\", \"bd8fef37-4943-4ce0-814d-103ac1726853\", \"08399d1c-34a4-4fc6-a071-62710abd5967\"], \"total_duration\": 185.0, \"total_sessions\": 3, \"mean_week_duration\": 0.885}, \"37785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-05-02 02:28:11.000000+00:00\", \"2022-05-15 20:05:14.000000+00:00\", \"2021-07-18 21:01:40.000000+00:00\", \"2021-03-13 01:20:39.000000+00:00\", \"2022-12-26 17:14:54.000000+00:00\", \"2019-06-14 19:45:41.000000+00:00\"], \"session_ids\": [\"1cd5bbae-0f75-409e-ad98-bd8839d5f88b\", \"6d6a07e6-6389-4f32-ae1b-92b583f72e8c\", \"6a677218-fa6d-4d2c-bd05-c3546d8c08f2\", \"cb58dfd2-a799-4ca7-93cc-cafce7473155\", \"e795d768-aafd-4a3b-9f08-fa0c7cb071b0\", \"779785dd-bf7e-4c04-b7e9-270f794c548a\"], \"total_duration\": 4339.0, \"total_sessions\": 6, \"mean_week_duration\": 23.454}, \"88244\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-05 17:30:01.000000+00:00\", \"2019-09-23 01:22:34.000000+00:00\", \"2022-07-26 13:39:09.000000+00:00\", \"2022-09-26 04:11:46.000000+00:00\", \"2019-08-02 13:22:18.000000+00:00\"], \"session_ids\": [\"aedace1c-ea73-4f4a-929f-1da4e84d381f\", \"cb251620-77f4-4756-bce1-9d7fb0366081\", \"a589c96f-3e25-4188-ae42-5fa13686f839\", \"c0c7ce41-f2c3-4058-a284-b6417cdbe2f8\", \"f7e4491f-a334-4cb2-a9e8-069cfaf6abfc\"], \"total_duration\": 2851.0, \"total_sessions\": 5, \"mean_week_duration\": 16.291}, \"40102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-02-03 22:30:31.000000+00:00\", \"2022-10-03 20:44:58.000000+00:00\"], \"session_ids\": [\"7d3ff7c5-947f-43f8-a1eb-7585c42369cc\", \"7af5e0e7-8128-45e6-a842-de1f6fc668dc\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 13.944}, \"54558\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-25 16:21:31.000000+00:00\", \"2022-08-16 04:27:47.000000+00:00\", \"2022-02-18 18:49:31.000000+00:00\"], \"session_ids\": [\"8c872f33-f1a3-401a-aee8-7f5137122549\", \"2479773a-d0f7-401f-af7b-e9d4afc60e55\", \"c4844ffb-12b1-4588-9e04-08ca3243e778\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.434}, \"5111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-28 02:01:29.000000+00:00\", \"2019-02-08 10:32:23.000000+00:00\", \"2019-11-10 03:23:50.000000+00:00\", \"2020-05-29 09:04:00.000000+00:00\", \"2020-04-21 01:36:30.000000+00:00\"], \"session_ids\": [\"d7289dfc-03da-470f-86bf-429f3002fb16\", \"cb2d3b61-490c-4dbe-83a6-92e88b0182a9\", \"becf5605-1345-4997-92e5-4cd4d553ecd1\", \"35dab9e1-e0db-4a65-9e8d-36ec9499aaa1\", \"04ab1d7d-c92e-4b60-b233-3336445c6b97\"], \"total_duration\": 556.0, \"total_sessions\": 5, \"mean_week_duration\": 4.793}, \"20336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-20 10:54:06.000000+00:00\", \"2022-07-09 14:10:53.000000+00:00\"], \"session_ids\": [\"a8a66adb-9483-436d-ac79-f27becac5f62\", \"6f898149-9506-4429-86d1-59f37219dead\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 4.383}, \"76849\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-20 08:30:07.000000+00:00\", \"2021-06-23 08:56:20.000000+00:00\", \"2020-10-06 18:11:35.000000+00:00\"], \"session_ids\": [\"649a251b-f71c-490c-8f25-86986e1710ff\", \"c5578c03-f257-4dcc-9008-c3689385ee15\", \"c8800783-bcf8-4330-906a-661eb058e467\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 2.758}, \"73083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-12 22:50:58.000000+00:00\", \"2023-03-13 02:54:04.000000+00:00\"], \"session_ids\": [\"6414fe41-5381-4403-8509-77c181914b10\", \"db6adbc2-5ab3-479c-830d-d19651bfe2cc\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.816}, \"33700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-05-17 04:21:00.000000+00:00\", \"2021-04-08 11:36:29.000000+00:00\"], \"session_ids\": [\"a0500191-8638-48e5-bd26-f3e9ea64d065\", \"5b326552-26f9-4d9e-885d-09f0eb65d41f\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 27.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 10 and are equal or greater than 47" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 47]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-23 06:00:52.000000+00:00\", \"2022-05-31 09:34:11.000000+00:00\", \"2023-02-23 15:57:24.000000+00:00\"], \"session_ids\": [\"e6c931c7-50fd-46e2-8434-8c3d4aa2c18f\", \"bd8fef37-4943-4ce0-814d-103ac1726853\", \"08399d1c-34a4-4fc6-a071-62710abd5967\"], \"total_duration\": 185.0, \"total_sessions\": 3, \"mean_week_duration\": 0.885}, \"54558\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-25 16:21:31.000000+00:00\", \"2022-08-16 04:27:47.000000+00:00\", \"2022-02-18 18:49:31.000000+00:00\"], \"session_ids\": [\"8c872f33-f1a3-401a-aee8-7f5137122549\", \"2479773a-d0f7-401f-af7b-e9d4afc60e55\", \"c4844ffb-12b1-4588-9e04-08ca3243e778\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.434}, \"5111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-28 02:01:29.000000+00:00\", \"2019-02-08 10:32:23.000000+00:00\", \"2019-11-10 03:23:50.000000+00:00\", \"2020-05-29 09:04:00.000000+00:00\", \"2020-04-21 01:36:30.000000+00:00\"], \"session_ids\": [\"d7289dfc-03da-470f-86bf-429f3002fb16\", \"cb2d3b61-490c-4dbe-83a6-92e88b0182a9\", \"becf5605-1345-4997-92e5-4cd4d553ecd1\", \"35dab9e1-e0db-4a65-9e8d-36ec9499aaa1\", \"04ab1d7d-c92e-4b60-b233-3336445c6b97\"], \"total_duration\": 556.0, \"total_sessions\": 5, \"mean_week_duration\": 4.793}, \"20336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-20 10:54:06.000000+00:00\", \"2022-07-09 14:10:53.000000+00:00\"], \"session_ids\": [\"a8a66adb-9483-436d-ac79-f27becac5f62\", \"6f898149-9506-4429-86d1-59f37219dead\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 4.383}, \"76849\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-20 08:30:07.000000+00:00\", \"2021-06-23 08:56:20.000000+00:00\", \"2020-10-06 18:11:35.000000+00:00\"], \"session_ids\": [\"649a251b-f71c-490c-8f25-86986e1710ff\", \"c5578c03-f257-4dcc-9008-c3689385ee15\", \"c8800783-bcf8-4330-906a-661eb058e467\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 2.758}, \"73083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-12 22:50:58.000000+00:00\", \"2023-03-13 02:54:04.000000+00:00\"], \"session_ids\": [\"6414fe41-5381-4403-8509-77c181914b10\", \"db6adbc2-5ab3-479c-830d-d19651bfe2cc\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.816}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"31906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-23 06:00:52.000000+00:00\", \"2022-05-31 09:34:11.000000+00:00\", \"2023-02-23 15:57:24.000000+00:00\"], \"session_ids\": [\"e6c931c7-50fd-46e2-8434-8c3d4aa2c18f\", \"bd8fef37-4943-4ce0-814d-103ac1726853\", \"08399d1c-34a4-4fc6-a071-62710abd5967\"], \"total_duration\": 185.0, \"total_sessions\": 3, \"mean_week_duration\": 0.885}}, {\"5111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-28 02:01:29.000000+00:00\", \"2019-02-08 10:32:23.000000+00:00\", \"2019-11-10 03:23:50.000000+00:00\", \"2020-05-29 09:04:00.000000+00:00\", \"2020-04-21 01:36:30.000000+00:00\"], \"session_ids\": [\"d7289dfc-03da-470f-86bf-429f3002fb16\", \"cb2d3b61-490c-4dbe-83a6-92e88b0182a9\", \"becf5605-1345-4997-92e5-4cd4d553ecd1\", \"35dab9e1-e0db-4a65-9e8d-36ec9499aaa1\", \"04ab1d7d-c92e-4b60-b233-3336445c6b97\"], \"total_duration\": 556.0, \"total_sessions\": 5, \"mean_week_duration\": 4.793}}, {\"20336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-20 10:54:06.000000+00:00\", \"2022-07-09 14:10:53.000000+00:00\"], \"session_ids\": [\"a8a66adb-9483-436d-ac79-f27becac5f62\", \"6f898149-9506-4429-86d1-59f37219dead\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 4.383}}, {\"73083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-12 22:50:58.000000+00:00\", \"2023-03-13 02:54:04.000000+00:00\"], \"session_ids\": [\"6414fe41-5381-4403-8509-77c181914b10\", \"db6adbc2-5ab3-479c-830d-d19651bfe2cc\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.816}}, {\"54558\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-25 16:21:31.000000+00:00\", \"2022-08-16 04:27:47.000000+00:00\", \"2022-02-18 18:49:31.000000+00:00\"], \"session_ids\": [\"8c872f33-f1a3-401a-aee8-7f5137122549\", \"2479773a-d0f7-401f-af7b-e9d4afc60e55\", \"c4844ffb-12b1-4588-9e04-08ca3243e778\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.434}}, {\"76849\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-20 08:30:07.000000+00:00\", \"2021-06-23 08:56:20.000000+00:00\", \"2020-10-06 18:11:35.000000+00:00\"], \"session_ids\": [\"649a251b-f71c-490c-8f25-86986e1710ff\", \"c5578c03-f257-4dcc-9008-c3689385ee15\", \"c8800783-bcf8-4330-906a-661eb058e467\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 2.758}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"31906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-23 06:00:52.000000+00:00\", \"2022-05-31 09:34:11.000000+00:00\", \"2023-02-23 15:57:24.000000+00:00\"], \"session_ids\": [\"e6c931c7-50fd-46e2-8434-8c3d4aa2c18f\", \"bd8fef37-4943-4ce0-814d-103ac1726853\", \"08399d1c-34a4-4fc6-a071-62710abd5967\"], \"total_duration\": 185.0, \"total_sessions\": 3, \"mean_week_duration\": 0.885}}, {\"5111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-28 02:01:29.000000+00:00\", \"2019-02-08 10:32:23.000000+00:00\", \"2019-11-10 03:23:50.000000+00:00\", \"2020-05-29 09:04:00.000000+00:00\", \"2020-04-21 01:36:30.000000+00:00\"], \"session_ids\": [\"d7289dfc-03da-470f-86bf-429f3002fb16\", \"cb2d3b61-490c-4dbe-83a6-92e88b0182a9\", \"becf5605-1345-4997-92e5-4cd4d553ecd1\", \"35dab9e1-e0db-4a65-9e8d-36ec9499aaa1\", \"04ab1d7d-c92e-4b60-b233-3336445c6b97\"], \"total_duration\": 556.0, \"total_sessions\": 5, \"mean_week_duration\": 4.793}}]\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[{\"31906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-23 06:00:52.000000+00:00\", \"2022-05-31 09:34:11.000000+00:00\", \"2023-02-23 15:57:24.000000+00:00\"], \"session_ids\": [\"e6c931c7-50fd-46e2-8434-8c3d4aa2c18f\", \"bd8fef37-4943-4ce0-814d-103ac1726853\", \"08399d1c-34a4-4fc6-a071-62710abd5967\"], \"total_duration\": 185.0, \"total_sessions\": 3, \"mean_week_duration\": 0.885}}, {\"5111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-28 02:01:29.000000+00:00\", \"2019-02-08 10:32:23.000000+00:00\", \"2019-11-10 03:23:50.000000+00:00\", \"2020-05-29 09:04:00.000000+00:00\", \"2020-04-21 01:36:30.000000+00:00\"], \"session_ids\": [\"d7289dfc-03da-470f-86bf-429f3002fb16\", \"cb2d3b61-490c-4dbe-83a6-92e88b0182a9\", \"becf5605-1345-4997-92e5-4cd4d553ecd1\", \"35dab9e1-e0db-4a65-9e8d-36ec9499aaa1\", \"04ab1d7d-c92e-4b60-b233-3336445c6b97\"], \"total_duration\": 556.0, \"total_sessions\": 5, \"mean_week_duration\": 4.793}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 6 users who have total amount of duration less than 4296 (not including) and greater than 347 (not including) also carry out sorting by total amount of duration ascending." } ]