conversations
list
[ { "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[{\"21221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-07-04 21:01:19.000000+00:00\", \"2020-07-22 13:17:20.000000+00:00\", \"2023-05-18 14:26:25.000000+00:00\", \"2020-06-26 12:32:13.000000+00:00\", \"2020-09-19 13:40:36.000000+00:00\", \"2020-06-25 14:38:13.000000+00:00\", \"2022-04-29 01:03:43.000000+00:00\", \"2021-09-23 07:48:16.000000+00:00\", \"2022-09-19 21:21:51.000000+00:00\"], \"session_ids\": [\"00d5ab62-63c0-4a8f-9932-eac1116ec6c7\", \"6d5ba47c-8134-4445-8e41-72d70bd73bda\", \"9a74f375-749c-477f-a84c-ca4e94f17927\", \"b96f5414-6578-4b5c-b760-6d638c9d1ca8\", \"209f1a06-b7af-432a-a46c-6faea213ad76\", \"9d383470-73cd-426c-bdb2-e6f75f771afb\", \"c85ca120-711b-4472-9025-0d06c2df22df\", \"6ce805b4-72f1-4959-bb87-4b5330f4f099\", \"ff645ca0-d1c8-4a9f-acd3-cbb3d1fd4df0\"], \"total_duration\": 6632.0, \"total_sessions\": 9, \"mean_week_duration\": 43.921}}, {\"7928\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-01 02:41:09.000000+00:00\", \"2022-07-06 12:06:39.000000+00:00\"], \"session_ids\": [\"14bb94ed-4f87-4998-93e8-2005429ca2c9\", \"ba2f86ee-33e6-4685-96ee-ee4f028a2bdc\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 31.8}}, {\"98450\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-07-11 13:59:05.000000+00:00\", \"2023-03-08 12:29:43.000000+00:00\"], \"session_ids\": [\"25b15e4d-1109-4c47-ab0d-56962f11ebfe\", \"07165e31-61ea-4608-b397-5352994b32a2\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 11.343}}, {\"46187\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2020-12-12 23:56:59.000000+00:00\", \"2020-01-17 13:44:57.000000+00:00\", \"2021-10-19 18:10:13.000000+00:00\", \"2020-04-29 22:53:03.000000+00:00\"], \"session_ids\": [\"7b3f4b94-d1cf-4974-815e-29a8e27d7440\", \"2a590579-059d-4dcb-974a-489bf9dd6177\", \"6881fa26-1c45-4613-b4fc-aa4672aac40c\", \"9de498ae-5610-4a02-b281-9aac3f25b81f\"], \"total_duration\": 780.0, \"total_sessions\": 4, \"mean_week_duration\": 8.478}}, {\"3257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-02 23:56:25.000000+00:00\", \"2021-02-15 03:59:08.000000+00:00\", \"2022-02-20 07:55:08.000000+00:00\"], \"session_ids\": [\"bdcb8c7d-308d-455c-8a07-96680117328f\", \"c02e5d3d-f260-440b-964d-eb4d5bcbf377\", \"f19b8409-261d-49e0-bbd6-d5f4e7908226\"], \"total_duration\": 647.0, \"total_sessions\": 3, \"mean_week_duration\": 5.578}}, {\"85594\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-08-02 05:30:21.000000+00:00\", \"2020-08-23 16:26:52.000000+00:00\", \"2022-04-01 13:40:36.000000+00:00\"], \"session_ids\": [\"321045f0-25da-4cea-aecf-f5f230f168df\", \"fd39acb4-5fa4-4e74-83e8-dbd54697db8d\", \"2e4b0bb2-9c26-4890-98fd-29a61627f4b4\"], \"total_duration\": 760.0, \"total_sessions\": 3, \"mean_week_duration\": 5.468}}, {\"23181\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-04-23 03:37:15.000000+00:00\", \"2019-12-22 07:49:20.000000+00:00\", \"2022-06-02 14:35:08.000000+00:00\", \"2022-09-18 14:09:48.000000+00:00\"], \"session_ids\": [\"4ab50f89-3cf2-480a-9b2b-3dc94d3de40a\", \"34dd7882-1f46-4a71-be05-8f4cc0fa2dc1\", \"63fe6f69-c23f-49ea-b6e9-d3cea8ada9e2\", \"91b66eed-87cc-4e4a-a268-0e7dc48047d4\"], \"total_duration\": 381.0, \"total_sessions\": 4, \"mean_week_duration\": 2.664}}, {\"75756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-04-09 03:01:21.000000+00:00\", \"2023-02-04 17:13:49.000000+00:00\", \"2022-06-16 22:13:29.000000+00:00\"], \"session_ids\": [\"8e4cbf5f-b718-4e66-a4f7-40b0aa87d25c\", \"72e1730e-0ec7-4fc1-bb23-e138d4eab032\", \"e80f5690-3a13-4923-b1ed-b141e9762861\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.837}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about users who have total_duration less than 2396 + apply sorting by site usage time per week form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"66492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-19 05:14:25.000000+00:00\", \"2023-05-25 20:44:34.000000+00:00\", \"2022-08-24 17:56:09.000000+00:00\", \"2020-02-07 22:08:58.000000+00:00\", \"2023-05-02 13:24:39.000000+00:00\", \"2021-02-14 11:11:50.000000+00:00\"], \"session_ids\": [\"ac22e142-8bda-44a9-99bb-52a7dc69b685\", \"da4dfcbe-e4a4-4446-9a67-656ebaac13ae\", \"ee2e47e7-5361-4fea-ac66-8686e137e8e6\", \"b56aa0ba-5403-4d90-8e9f-52b844bed9e9\", \"7f7b1546-c155-468c-b58c-93453b05094a\", \"5355b071-fb51-4899-8eaf-a1eaebf7469b\"], \"total_duration\": 299.0, \"total_sessions\": 6, \"mean_week_duration\": 1.738}, \"29819\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-02-01 17:17:08.000000+00:00\", \"2021-07-03 03:25:33.000000+00:00\"], \"session_ids\": [\"98129e6d-33d0-4875-93b3-f546a50db00d\", \"12a3a9c4-0c12-4efa-9856-58644760a85f\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 10.355}, \"71197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-16 19:49:37.000000+00:00\", \"2020-12-26 01:19:12.000000+00:00\"], \"session_ids\": [\"3fe7996b-64f7-46b8-840d-8b2ef8203ad3\", \"da1a70dc-24c0-415b-b2d6-5fb3098ef7ba\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 1.76}, \"21543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-23 07:53:34.000000+00:00\", \"2021-01-17 06:54:18.000000+00:00\"], \"session_ids\": [\"9b9e8032-c424-4c8f-a6ab-050e1024bfee\", \"0d2e0043-47ed-4558-ab77-4f308ee187f1\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 8.174}, \"81253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-28 20:36:29.000000+00:00\", \"2022-01-20 03:16:59.000000+00:00\", \"2020-04-11 15:15:06.000000+00:00\", \"2019-05-12 23:20:52.000000+00:00\"], \"session_ids\": [\"54590fd1-6081-4821-8905-9e022c01efd2\", \"3c74810d-f8d8-4fb6-9751-e1853cbdbe41\", \"10025d82-b199-480a-a05e-a53a55f8cbdd\", \"29d0dc20-418b-4aef-bf76-f70edd6b500a\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.248}, \"76325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 11, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-20 21:19:57.000000+00:00\", \"2022-12-21 01:36:37.000000+00:00\"], \"session_ids\": [\"f6c6bcf9-33dc-4512-ba8a-6b12f637209e\", \"cd8c234b-d68c-4a3c-a1b3-33dc05e84b05\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 1.047}, \"89545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-12-19 04:26:53.000000+00:00\", \"2022-01-01 06:39:02.000000+00:00\", \"2019-05-15 20:30:35.000000+00:00\"], \"session_ids\": [\"c039cbc0-d39c-4b3f-9517-ee40aabe7350\", \"6331f43c-25c9-4190-8c7b-0ea9d1ca1e3d\", \"9a1ba78c-3f96-45ba-a6f0-43c995494b7e\"], \"total_duration\": 86.0, \"total_sessions\": 3, \"mean_week_duration\": 0.623}, \"30172\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-04-02 01:29:29.000000+00:00\", \"2019-02-11 17:16:44.000000+00:00\", \"2019-05-05 17:30:32.000000+00:00\"], \"session_ids\": [\"4a880e39-31c3-427d-8e54-a8b2665c0739\", \"b68cacff-6830-4c2b-ab7c-f6b35afcafa9\", \"ae839830-d969-4d96-b034-6e81665bc937\"], \"total_duration\": 393.0, \"total_sessions\": 3, \"mean_week_duration\": 3.509}, \"48095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-17 19:31:14.000000+00:00\", \"2021-02-02 10:06:21.000000+00:00\"], \"session_ids\": [\"318bedb5-6b1d-4c7a-b353-d7bf79541f36\", \"4d679351-f678-43b5-8711-dc42ed855790\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.461}, \"14024\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-18 13:28:52.000000+00:00\", \"2022-01-27 15:16:32.000000+00:00\"], \"session_ids\": [\"da1213ff-f676-4f30-95c2-cdb63cf8d7c1\", \"716a5b10-05e9-4a83-beb4-9580afe6c2ab\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.837}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 2396" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[2396, 3136]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"66492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-19 05:14:25.000000+00:00\", \"2023-05-25 20:44:34.000000+00:00\", \"2022-08-24 17:56:09.000000+00:00\", \"2020-02-07 22:08:58.000000+00:00\", \"2023-05-02 13:24:39.000000+00:00\", \"2021-02-14 11:11:50.000000+00:00\"], \"session_ids\": [\"ac22e142-8bda-44a9-99bb-52a7dc69b685\", \"da4dfcbe-e4a4-4446-9a67-656ebaac13ae\", \"ee2e47e7-5361-4fea-ac66-8686e137e8e6\", \"b56aa0ba-5403-4d90-8e9f-52b844bed9e9\", \"7f7b1546-c155-468c-b58c-93453b05094a\", \"5355b071-fb51-4899-8eaf-a1eaebf7469b\"], \"total_duration\": 299.0, \"total_sessions\": 6, \"mean_week_duration\": 1.738}, \"29819\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-02-01 17:17:08.000000+00:00\", \"2021-07-03 03:25:33.000000+00:00\"], \"session_ids\": [\"98129e6d-33d0-4875-93b3-f546a50db00d\", \"12a3a9c4-0c12-4efa-9856-58644760a85f\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 10.355}, \"71197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-16 19:49:37.000000+00:00\", \"2020-12-26 01:19:12.000000+00:00\"], \"session_ids\": [\"3fe7996b-64f7-46b8-840d-8b2ef8203ad3\", \"da1a70dc-24c0-415b-b2d6-5fb3098ef7ba\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 1.76}, \"21543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-23 07:53:34.000000+00:00\", \"2021-01-17 06:54:18.000000+00:00\"], \"session_ids\": [\"9b9e8032-c424-4c8f-a6ab-050e1024bfee\", \"0d2e0043-47ed-4558-ab77-4f308ee187f1\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 8.174}, \"81253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-28 20:36:29.000000+00:00\", \"2022-01-20 03:16:59.000000+00:00\", \"2020-04-11 15:15:06.000000+00:00\", \"2019-05-12 23:20:52.000000+00:00\"], \"session_ids\": [\"54590fd1-6081-4821-8905-9e022c01efd2\", \"3c74810d-f8d8-4fb6-9751-e1853cbdbe41\", \"10025d82-b199-480a-a05e-a53a55f8cbdd\", \"29d0dc20-418b-4aef-bf76-f70edd6b500a\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.248}, \"76325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 11, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-20 21:19:57.000000+00:00\", \"2022-12-21 01:36:37.000000+00:00\"], \"session_ids\": [\"f6c6bcf9-33dc-4512-ba8a-6b12f637209e\", \"cd8c234b-d68c-4a3c-a1b3-33dc05e84b05\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 1.047}, \"89545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-12-19 04:26:53.000000+00:00\", \"2022-01-01 06:39:02.000000+00:00\", \"2019-05-15 20:30:35.000000+00:00\"], \"session_ids\": [\"c039cbc0-d39c-4b3f-9517-ee40aabe7350\", \"6331f43c-25c9-4190-8c7b-0ea9d1ca1e3d\", \"9a1ba78c-3f96-45ba-a6f0-43c995494b7e\"], \"total_duration\": 86.0, \"total_sessions\": 3, \"mean_week_duration\": 0.623}, \"30172\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-04-02 01:29:29.000000+00:00\", \"2019-02-11 17:16:44.000000+00:00\", \"2019-05-05 17:30:32.000000+00:00\"], \"session_ids\": [\"4a880e39-31c3-427d-8e54-a8b2665c0739\", \"b68cacff-6830-4c2b-ab7c-f6b35afcafa9\", \"ae839830-d969-4d96-b034-6e81665bc937\"], \"total_duration\": 393.0, \"total_sessions\": 3, \"mean_week_duration\": 3.509}, \"48095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-17 19:31:14.000000+00:00\", \"2021-02-02 10:06:21.000000+00:00\"], \"session_ids\": [\"318bedb5-6b1d-4c7a-b353-d7bf79541f36\", \"4d679351-f678-43b5-8711-dc42ed855790\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.461}, \"14024\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-18 13:28:52.000000+00:00\", \"2022-01-27 15:16:32.000000+00:00\"], \"session_ids\": [\"da1213ff-f676-4f30-95c2-cdb63cf8d7c1\", \"716a5b10-05e9-4a83-beb4-9580afe6c2ab\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.837}}\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[{\"29819\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-02-01 17:17:08.000000+00:00\", \"2021-07-03 03:25:33.000000+00:00\"], \"session_ids\": [\"98129e6d-33d0-4875-93b3-f546a50db00d\", \"12a3a9c4-0c12-4efa-9856-58644760a85f\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 10.355}}, {\"21543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-23 07:53:34.000000+00:00\", \"2021-01-17 06:54:18.000000+00:00\"], \"session_ids\": [\"9b9e8032-c424-4c8f-a6ab-050e1024bfee\", \"0d2e0043-47ed-4558-ab77-4f308ee187f1\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 8.174}}, {\"30172\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-04-02 01:29:29.000000+00:00\", \"2019-02-11 17:16:44.000000+00:00\", \"2019-05-05 17:30:32.000000+00:00\"], \"session_ids\": [\"4a880e39-31c3-427d-8e54-a8b2665c0739\", \"b68cacff-6830-4c2b-ab7c-f6b35afcafa9\", \"ae839830-d969-4d96-b034-6e81665bc937\"], \"total_duration\": 393.0, \"total_sessions\": 3, \"mean_week_duration\": 3.509}}, {\"14024\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-18 13:28:52.000000+00:00\", \"2022-01-27 15:16:32.000000+00:00\"], \"session_ids\": [\"da1213ff-f676-4f30-95c2-cdb63cf8d7c1\", \"716a5b10-05e9-4a83-beb4-9580afe6c2ab\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.837}}, {\"71197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-16 19:49:37.000000+00:00\", \"2020-12-26 01:19:12.000000+00:00\"], \"session_ids\": [\"3fe7996b-64f7-46b8-840d-8b2ef8203ad3\", \"da1a70dc-24c0-415b-b2d6-5fb3098ef7ba\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 1.76}}, {\"66492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-19 05:14:25.000000+00:00\", \"2023-05-25 20:44:34.000000+00:00\", \"2022-08-24 17:56:09.000000+00:00\", \"2020-02-07 22:08:58.000000+00:00\", \"2023-05-02 13:24:39.000000+00:00\", \"2021-02-14 11:11:50.000000+00:00\"], \"session_ids\": [\"ac22e142-8bda-44a9-99bb-52a7dc69b685\", \"da4dfcbe-e4a4-4446-9a67-656ebaac13ae\", \"ee2e47e7-5361-4fea-ac66-8686e137e8e6\", \"b56aa0ba-5403-4d90-8e9f-52b844bed9e9\", \"7f7b1546-c155-468c-b58c-93453b05094a\", \"5355b071-fb51-4899-8eaf-a1eaebf7469b\"], \"total_duration\": 299.0, \"total_sessions\": 6, \"mean_week_duration\": 1.738}}, {\"76325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 11, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-20 21:19:57.000000+00:00\", \"2022-12-21 01:36:37.000000+00:00\"], \"session_ids\": [\"f6c6bcf9-33dc-4512-ba8a-6b12f637209e\", \"cd8c234b-d68c-4a3c-a1b3-33dc05e84b05\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 1.047}}, {\"89545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-12-19 04:26:53.000000+00:00\", \"2022-01-01 06:39:02.000000+00:00\", \"2019-05-15 20:30:35.000000+00:00\"], \"session_ids\": [\"c039cbc0-d39c-4b3f-9517-ee40aabe7350\", \"6331f43c-25c9-4190-8c7b-0ea9d1ca1e3d\", \"9a1ba78c-3f96-45ba-a6f0-43c995494b7e\"], \"total_duration\": 86.0, \"total_sessions\": 3, \"mean_week_duration\": 0.623}}, {\"48095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-17 19:31:14.000000+00:00\", \"2021-02-02 10:06:21.000000+00:00\"], \"session_ids\": [\"318bedb5-6b1d-4c7a-b353-d7bf79541f36\", \"4d679351-f678-43b5-8711-dc42ed855790\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.461}}, {\"81253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-28 20:36:29.000000+00:00\", \"2022-01-20 03:16:59.000000+00:00\", \"2020-04-11 15:15:06.000000+00:00\", \"2019-05-12 23:20:52.000000+00:00\"], \"session_ids\": [\"54590fd1-6081-4821-8905-9e022c01efd2\", \"3c74810d-f8d8-4fb6-9751-e1853cbdbe41\", \"10025d82-b199-480a-a05e-a53a55f8cbdd\", \"29d0dc20-418b-4aef-bf76-f70edd6b500a\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.248}}]\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[{\"29819\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-02-01 17:17:08.000000+00:00\", \"2021-07-03 03:25:33.000000+00:00\"], \"session_ids\": [\"98129e6d-33d0-4875-93b3-f546a50db00d\", \"12a3a9c4-0c12-4efa-9856-58644760a85f\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 10.355}}, {\"21543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-23 07:53:34.000000+00:00\", \"2021-01-17 06:54:18.000000+00:00\"], \"session_ids\": [\"9b9e8032-c424-4c8f-a6ab-050e1024bfee\", \"0d2e0043-47ed-4558-ab77-4f308ee187f1\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 8.174}}, {\"30172\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-04-02 01:29:29.000000+00:00\", \"2019-02-11 17:16:44.000000+00:00\", \"2019-05-05 17:30:32.000000+00:00\"], \"session_ids\": [\"4a880e39-31c3-427d-8e54-a8b2665c0739\", \"b68cacff-6830-4c2b-ab7c-f6b35afcafa9\", \"ae839830-d969-4d96-b034-6e81665bc937\"], \"total_duration\": 393.0, \"total_sessions\": 3, \"mean_week_duration\": 3.509}}, {\"14024\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-18 13:28:52.000000+00:00\", \"2022-01-27 15:16:32.000000+00:00\"], \"session_ids\": [\"da1213ff-f676-4f30-95c2-cdb63cf8d7c1\", \"716a5b10-05e9-4a83-beb4-9580afe6c2ab\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.837}}, {\"71197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-16 19:49:37.000000+00:00\", \"2020-12-26 01:19:12.000000+00:00\"], \"session_ids\": [\"3fe7996b-64f7-46b8-840d-8b2ef8203ad3\", \"da1a70dc-24c0-415b-b2d6-5fb3098ef7ba\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 1.76}}, {\"66492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-19 05:14:25.000000+00:00\", \"2023-05-25 20:44:34.000000+00:00\", \"2022-08-24 17:56:09.000000+00:00\", \"2020-02-07 22:08:58.000000+00:00\", \"2023-05-02 13:24:39.000000+00:00\", \"2021-02-14 11:11:50.000000+00:00\"], \"session_ids\": [\"ac22e142-8bda-44a9-99bb-52a7dc69b685\", \"da4dfcbe-e4a4-4446-9a67-656ebaac13ae\", \"ee2e47e7-5361-4fea-ac66-8686e137e8e6\", \"b56aa0ba-5403-4d90-8e9f-52b844bed9e9\", \"7f7b1546-c155-468c-b58c-93453b05094a\", \"5355b071-fb51-4899-8eaf-a1eaebf7469b\"], \"total_duration\": 299.0, \"total_sessions\": 6, \"mean_week_duration\": 1.738}}, {\"76325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 11, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-20 21:19:57.000000+00:00\", \"2022-12-21 01:36:37.000000+00:00\"], \"session_ids\": [\"f6c6bcf9-33dc-4512-ba8a-6b12f637209e\", \"cd8c234b-d68c-4a3c-a1b3-33dc05e84b05\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 1.047}}, {\"89545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-12-19 04:26:53.000000+00:00\", \"2022-01-01 06:39:02.000000+00:00\", \"2019-05-15 20:30:35.000000+00:00\"], \"session_ids\": [\"c039cbc0-d39c-4b3f-9517-ee40aabe7350\", \"6331f43c-25c9-4190-8c7b-0ea9d1ca1e3d\", \"9a1ba78c-3f96-45ba-a6f0-43c995494b7e\"], \"total_duration\": 86.0, \"total_sessions\": 3, \"mean_week_duration\": 0.623}}, {\"48095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-17 19:31:14.000000+00:00\", \"2021-02-02 10:06:21.000000+00:00\"], \"session_ids\": [\"318bedb5-6b1d-4c7a-b353-d7bf79541f36\", \"4d679351-f678-43b5-8711-dc42ed855790\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.461}}, {\"81253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-28 20:36:29.000000+00:00\", \"2022-01-20 03:16:59.000000+00:00\", \"2020-04-11 15:15:06.000000+00:00\", \"2019-05-12 23:20:52.000000+00:00\"], \"session_ids\": [\"54590fd1-6081-4821-8905-9e022c01efd2\", \"3c74810d-f8d8-4fb6-9751-e1853cbdbe41\", \"10025d82-b199-480a-a05e-a53a55f8cbdd\", \"29d0dc20-418b-4aef-bf76-f70edd6b500a\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.248}}]\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 6 users who are users with smallest value of count of sessions in addition put to use sorting by average of total time spent in the app per week form the lowest to the highest , provide me only with 3 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{\"74948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-24 16:52:55.000000+00:00\", \"2020-05-30 18:21:22.000000+00:00\"], \"session_ids\": [\"ec88ae42-ed52-4fb5-889f-45623c732cec\", \"485a49a3-9879-4c16-a272-efd2902b86b3\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.367}, \"99972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-20 00:24:06.000000+00:00\", \"2021-07-24 06:45:11.000000+00:00\", \"2019-12-25 09:33:26.000000+00:00\", \"2022-11-11 08:21:45.000000+00:00\", \"2020-10-09 10:41:26.000000+00:00\", \"2020-10-06 15:54:31.000000+00:00\", \"2020-05-20 16:47:50.000000+00:00\"], \"session_ids\": [\"55dc5826-c13d-4151-8b14-cbf99fa69def\", \"5cafe8c1-0678-44fa-ab17-41236df5d552\", \"308fd3d6-58dc-4637-b044-8993a0d4b3da\", \"9ddee017-8bea-4c17-9ae4-739ff6bf0549\", \"b440cc77-bff1-40ba-a0c8-b402f83e7c71\", \"61c04603-2b5d-4f5a-a923-2ab855002837\", \"ff54ecaa-2ee1-4f8e-90c6-c81e21fbfc2c\"], \"total_duration\": 4765.0, \"total_sessions\": 7, \"mean_week_duration\": 24.948}, \"95447\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-19 16:01:21.000000+00:00\", \"2020-05-04 04:53:33.000000+00:00\"], \"session_ids\": [\"c4621ef9-fcc7-4d0a-9867-42d66606a280\", \"a66c4293-327c-4c06-a3c5-57b6382d597d\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 2.716}, \"47655\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-13 10:25:12.000000+00:00\", \"2020-09-28 15:01:07.000000+00:00\", \"2022-01-27 18:23:31.000000+00:00\"], \"session_ids\": [\"1cd6d085-4d3c-45ab-b8af-a6fb05e6a600\", \"41bded91-841e-4e54-9646-92922a0b235c\", \"74d0bfba-c7b8-46a0-8aea-046c287f2c3a\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 10.837}, \"48851\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-10-18 07:26:23.000000+00:00\", \"2023-04-18 12:54:35.000000+00:00\", \"2019-12-10 18:35:38.000000+00:00\", \"2020-02-23 17:41:41.000000+00:00\", \"2022-09-19 05:15:17.000000+00:00\"], \"session_ids\": [\"ffd9b5e6-2375-4dac-91b2-28e069cc49a6\", \"d59702b8-30ea-4bf3-b8a3-a1112dce1e67\", \"3d94553c-5ed9-4d84-b1dd-3209ad6dc75b\", \"46f2246a-4603-487c-a8d8-60d4bb94d9f3\", \"4bc19bd3-1b3b-4244-8135-05894100e572\"], \"total_duration\": 3111.0, \"total_sessions\": 5, \"mean_week_duration\": 17.0}, \"17077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-21 23:37:04.000000+00:00\", \"2021-11-02 05:19:29.000000+00:00\", \"2021-03-05 04:55:07.000000+00:00\"], \"session_ids\": [\"da73375b-11e6-4f8b-9578-1c7b637e9d6a\", \"5aebecfd-cc81-4f45-b506-d9496e007b3e\", \"0c5f3f0c-ecc7-4b22-8d02-243e4fd84987\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.351}, \"42444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-03 19:20:25.000000+00:00\", \"2020-09-05 01:56:25.000000+00:00\"], \"session_ids\": [\"6959c7c5-602d-4c6e-9c98-1b0cc752bbff\", \"6bcdf8c9-28eb-4c24-a565-a9eed7dea7ea\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}, \"88189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-04-02 00:53:02.000000+00:00\", \"2020-06-27 22:33:38.000000+00:00\"], \"session_ids\": [\"bf242fbc-c550-43c4-b06b-6e2fc846fdfa\", \"cbcd5063-6539-4289-b7db-fa8826e58a0f\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}, \"4336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-15 19:45:44.000000+00:00\", \"2020-12-07 21:09:35.000000+00:00\"], \"session_ids\": [\"0c9d4af6-5b64-4ee7-9bd6-fe08163919a0\", \"25226b5f-ea51-417e-9817-922f7ed9d361\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.211}, \"39695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-09 05:37:00.000000+00:00\", \"2022-02-25 10:49:50.000000+00:00\", \"2019-05-25 15:46:09.000000+00:00\", \"2022-05-21 04:16:26.000000+00:00\"], \"session_ids\": [\"4f0e971e-862f-4715-8521-2d4ec4fa2f0c\", \"776417c6-5251-4e5c-9c53-fc86db87a341\", \"a7de474f-04cd-4a82-84dc-9fdf65d13ab7\", \"f9785b7d-03f5-41f6-a783-0f27ccb1275b\"], \"total_duration\": 38.0, \"total_sessions\": 4, \"mean_week_duration\": 0.244}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 6 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 6}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-24 16:52:55.000000+00:00\", \"2020-05-30 18:21:22.000000+00:00\"], \"session_ids\": [\"ec88ae42-ed52-4fb5-889f-45623c732cec\", \"485a49a3-9879-4c16-a272-efd2902b86b3\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.367}}, {\"95447\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-19 16:01:21.000000+00:00\", \"2020-05-04 04:53:33.000000+00:00\"], \"session_ids\": [\"c4621ef9-fcc7-4d0a-9867-42d66606a280\", \"a66c4293-327c-4c06-a3c5-57b6382d597d\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 2.716}}, {\"42444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-03 19:20:25.000000+00:00\", \"2020-09-05 01:56:25.000000+00:00\"], \"session_ids\": [\"6959c7c5-602d-4c6e-9c98-1b0cc752bbff\", \"6bcdf8c9-28eb-4c24-a565-a9eed7dea7ea\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}}, {\"88189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-04-02 00:53:02.000000+00:00\", \"2020-06-27 22:33:38.000000+00:00\"], \"session_ids\": [\"bf242fbc-c550-43c4-b06b-6e2fc846fdfa\", \"cbcd5063-6539-4289-b7db-fa8826e58a0f\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}, {\"4336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-15 19:45:44.000000+00:00\", \"2020-12-07 21:09:35.000000+00:00\"], \"session_ids\": [\"0c9d4af6-5b64-4ee7-9bd6-fe08163919a0\", \"25226b5f-ea51-417e-9817-922f7ed9d361\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.211}}, {\"47655\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-13 10:25:12.000000+00:00\", \"2020-09-28 15:01:07.000000+00:00\", \"2022-01-27 18:23:31.000000+00:00\"], \"session_ids\": [\"1cd6d085-4d3c-45ab-b8af-a6fb05e6a600\", \"41bded91-841e-4e54-9646-92922a0b235c\", \"74d0bfba-c7b8-46a0-8aea-046c287f2c3a\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 10.837}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"4336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-15 19:45:44.000000+00:00\", \"2020-12-07 21:09:35.000000+00:00\"], \"session_ids\": [\"0c9d4af6-5b64-4ee7-9bd6-fe08163919a0\", \"25226b5f-ea51-417e-9817-922f7ed9d361\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.211}}, {\"74948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-24 16:52:55.000000+00:00\", \"2020-05-30 18:21:22.000000+00:00\"], \"session_ids\": [\"ec88ae42-ed52-4fb5-889f-45623c732cec\", \"485a49a3-9879-4c16-a272-efd2902b86b3\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.367}}, {\"88189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-04-02 00:53:02.000000+00:00\", \"2020-06-27 22:33:38.000000+00:00\"], \"session_ids\": [\"bf242fbc-c550-43c4-b06b-6e2fc846fdfa\", \"cbcd5063-6539-4289-b7db-fa8826e58a0f\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}, {\"42444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-03 19:20:25.000000+00:00\", \"2020-09-05 01:56:25.000000+00:00\"], \"session_ids\": [\"6959c7c5-602d-4c6e-9c98-1b0cc752bbff\", \"6bcdf8c9-28eb-4c24-a565-a9eed7dea7ea\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}}, {\"95447\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-19 16:01:21.000000+00:00\", \"2020-05-04 04:53:33.000000+00:00\"], \"session_ids\": [\"c4621ef9-fcc7-4d0a-9867-42d66606a280\", \"a66c4293-327c-4c06-a3c5-57b6382d597d\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 2.716}}, {\"47655\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-13 10:25:12.000000+00:00\", \"2020-09-28 15:01:07.000000+00:00\", \"2022-01-27 18:23:31.000000+00:00\"], \"session_ids\": [\"1cd6d085-4d3c-45ab-b8af-a6fb05e6a600\", \"41bded91-841e-4e54-9646-92922a0b235c\", \"74d0bfba-c7b8-46a0-8aea-046c287f2c3a\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 10.837}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"4336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-15 19:45:44.000000+00:00\", \"2020-12-07 21:09:35.000000+00:00\"], \"session_ids\": [\"0c9d4af6-5b64-4ee7-9bd6-fe08163919a0\", \"25226b5f-ea51-417e-9817-922f7ed9d361\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.211}}, {\"74948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-24 16:52:55.000000+00:00\", \"2020-05-30 18:21:22.000000+00:00\"], \"session_ids\": [\"ec88ae42-ed52-4fb5-889f-45623c732cec\", \"485a49a3-9879-4c16-a272-efd2902b86b3\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.367}}, {\"88189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-04-02 00:53:02.000000+00:00\", \"2020-06-27 22:33:38.000000+00:00\"], \"session_ids\": [\"bf242fbc-c550-43c4-b06b-6e2fc846fdfa\", \"cbcd5063-6539-4289-b7db-fa8826e58a0f\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}]\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[{\"4336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-15 19:45:44.000000+00:00\", \"2020-12-07 21:09:35.000000+00:00\"], \"session_ids\": [\"0c9d4af6-5b64-4ee7-9bd6-fe08163919a0\", \"25226b5f-ea51-417e-9817-922f7ed9d361\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.211}}, {\"74948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-24 16:52:55.000000+00:00\", \"2020-05-30 18:21:22.000000+00:00\"], \"session_ids\": [\"ec88ae42-ed52-4fb5-889f-45623c732cec\", \"485a49a3-9879-4c16-a272-efd2902b86b3\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.367}}, {\"88189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-04-02 00:53:02.000000+00:00\", \"2020-06-27 22:33:38.000000+00:00\"], \"session_ids\": [\"bf242fbc-c550-43c4-b06b-6e2fc846fdfa\", \"cbcd5063-6539-4289-b7db-fa8826e58a0f\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}}]\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 users pieces of information who are users with highest sessions count , moreover implement sorting by time spent on the site 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{\"67683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-12-20 13:03:02.000000+00:00\", \"2019-02-08 01:17:44.000000+00:00\", \"2020-03-10 10:40:16.000000+00:00\", \"2020-01-09 12:46:10.000000+00:00\", \"2022-03-26 10:11:24.000000+00:00\", \"2019-08-08 21:14:12.000000+00:00\", \"2023-04-28 01:12:41.000000+00:00\", \"2019-01-02 15:37:20.000000+00:00\", \"2021-12-06 02:42:57.000000+00:00\"], \"session_ids\": [\"59e929b1-c33c-483f-9cec-fda12f7ec680\", \"f929efeb-7057-42ec-b900-c826ac2d6aaa\", \"fe8fed10-f47b-4f27-9e72-c7d0733d403b\", \"ee4a40bb-bc28-4262-b0bd-e055a2b40feb\", \"2c76182a-5385-474c-a76a-37a435076c16\", \"e5988084-4dde-456b-85f9-6d01d4c39079\", \"482f75dd-eb8a-457d-ac1d-362d3d8d0426\", \"8a14b95e-3893-4da3-ae79-dfcb67930faa\", \"7ea9c363-ebeb-4e27-ab35-aca8583bfbfa\"], \"total_duration\": 260.0, \"total_sessions\": 9, \"mean_week_duration\": 1.15}, \"85992\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-07 07:04:49.000000+00:00\", \"2019-06-26 10:17:38.000000+00:00\"], \"session_ids\": [\"ed0d3c37-fb57-434d-853c-82d9d2cdd449\", \"bc5231e6-e623-4a6f-9ba2-c07f586f02bc\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 16.833}, \"10847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-12 17:42:07.000000+00:00\", \"2020-03-06 14:42:08.000000+00:00\", \"2020-01-15 23:53:15.000000+00:00\"], \"session_ids\": [\"deb4e4d0-5767-49ae-b0e4-b66fc7ed856f\", \"483cfe06-b84f-4908-af25-2da8200fb3fb\", \"82894ee0-be0e-4b8e-87bc-1a30e12da69d\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.258}, \"22901\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-11 01:48:30.000000+00:00\", \"2021-07-18 01:42:48.000000+00:00\", \"2022-06-05 05:57:29.000000+00:00\", \"2020-01-11 21:11:15.000000+00:00\", \"2023-04-11 09:19:48.000000+00:00\", \"2019-10-04 21:52:53.000000+00:00\", \"2021-10-22 16:53:02.000000+00:00\", \"2022-07-30 11:43:06.000000+00:00\", \"2022-01-25 13:12:12.000000+00:00\"], \"session_ids\": [\"a586e267-3274-474d-b01c-b090a1ba564f\", \"0d124a97-1adc-4059-89dd-910d3ee85f5f\", \"c3d01fa5-4631-4d8f-affd-989a9a7c1983\", \"839f5012-3906-4ec8-8aeb-0e927a4d0891\", \"f45d9f56-6794-486c-9c7f-2d4946526a4d\", \"820b9098-b92a-4fff-8144-0962e40d2a6c\", \"740dc461-539b-4a58-8dd6-9e1179376f93\", \"fcda8d75-c251-44be-9cbb-8f0d762ab7a7\", \"867bee99-1871-4072-83eb-0e15244778aa\"], \"total_duration\": 237.0, \"total_sessions\": 9, \"mean_week_duration\": 1.228}, \"15765\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-04-18 00:32:26.000000+00:00\", \"2019-02-20 10:22:46.000000+00:00\"], \"session_ids\": [\"9ff04eae-97da-4217-9577-2998ae0473b0\", \"afdf68ff-9522-462e-b7ec-164e9e186bae\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 4.033}, \"57852\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-13 18:28:20.000000+00:00\", \"2019-10-09 04:02:45.000000+00:00\", \"2023-05-10 04:56:18.000000+00:00\", \"2023-04-10 19:18:06.000000+00:00\", \"2021-03-09 09:07:36.000000+00:00\", \"2020-12-06 15:54:52.000000+00:00\"], \"session_ids\": [\"a5d18fc4-c587-4472-bcc0-0cce78a298e0\", \"fccd14f0-183b-45b9-ac94-5bce71a1d136\", \"1b688f2b-a1ef-4cfb-806b-1d0ce95514f3\", \"bf8fcc56-9353-4357-ac29-ce678cafe87b\", \"dbe78819-9262-4f7b-9add-07a99e6682e1\", \"2406ae7c-6d0b-4120-9a48-776bbce8e5d4\"], \"total_duration\": 212.0, \"total_sessions\": 6, \"mean_week_duration\": 0.995}, \"60044\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-12 20:53:43.000000+00:00\", \"2021-02-14 04:45:08.000000+00:00\", \"2022-07-27 08:37:34.000000+00:00\"], \"session_ids\": [\"7a816915-5b46-4fa6-8042-39734618e7bf\", \"db7e9bfc-dc93-43e4-9d0c-b5c6b3c38b20\", \"8f713604-efbf-475e-8df1-72748fc82e06\"], \"total_duration\": 159.0, \"total_sessions\": 3, \"mean_week_duration\": 0.924}, \"45946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-29 19:38:41.000000+00:00\", \"2022-01-08 19:51:40.000000+00:00\"], \"session_ids\": [\"4cf484cf-ed06-43d1-af4a-3aaaf14afe2e\", \"4919d748-3618-4a8f-b507-609368d521d0\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 48.333}, \"79765\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-19 00:54:51.000000+00:00\", \"2019-03-02 18:19:43.000000+00:00\", \"2020-12-13 13:45:33.000000+00:00\"], \"session_ids\": [\"02bae6d4-23a9-4091-88a2-7c38e03d8aaa\", \"4cf3e600-981c-49c7-87c0-296a8e5b2c2f\", \"00aa0dd2-63f6-4007-a7b0-b4ad501e54a6\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.286}, \"54794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-11-05 21:36:32.000000+00:00\", \"2022-03-28 04:16:18.000000+00:00\"], \"session_ids\": [\"303fdb13-71bf-4817-9443-147be2a27482\", \"b44f6b17-e58c-4d02-bf86-88f55634f53c\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 4.524}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"67683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-12-20 13:03:02.000000+00:00\", \"2019-02-08 01:17:44.000000+00:00\", \"2020-03-10 10:40:16.000000+00:00\", \"2020-01-09 12:46:10.000000+00:00\", \"2022-03-26 10:11:24.000000+00:00\", \"2019-08-08 21:14:12.000000+00:00\", \"2023-04-28 01:12:41.000000+00:00\", \"2019-01-02 15:37:20.000000+00:00\", \"2021-12-06 02:42:57.000000+00:00\"], \"session_ids\": [\"59e929b1-c33c-483f-9cec-fda12f7ec680\", \"f929efeb-7057-42ec-b900-c826ac2d6aaa\", \"fe8fed10-f47b-4f27-9e72-c7d0733d403b\", \"ee4a40bb-bc28-4262-b0bd-e055a2b40feb\", \"2c76182a-5385-474c-a76a-37a435076c16\", \"e5988084-4dde-456b-85f9-6d01d4c39079\", \"482f75dd-eb8a-457d-ac1d-362d3d8d0426\", \"8a14b95e-3893-4da3-ae79-dfcb67930faa\", \"7ea9c363-ebeb-4e27-ab35-aca8583bfbfa\"], \"total_duration\": 260.0, \"total_sessions\": 9, \"mean_week_duration\": 1.15}}, {\"22901\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-11 01:48:30.000000+00:00\", \"2021-07-18 01:42:48.000000+00:00\", \"2022-06-05 05:57:29.000000+00:00\", \"2020-01-11 21:11:15.000000+00:00\", \"2023-04-11 09:19:48.000000+00:00\", \"2019-10-04 21:52:53.000000+00:00\", \"2021-10-22 16:53:02.000000+00:00\", \"2022-07-30 11:43:06.000000+00:00\", \"2022-01-25 13:12:12.000000+00:00\"], \"session_ids\": [\"a586e267-3274-474d-b01c-b090a1ba564f\", \"0d124a97-1adc-4059-89dd-910d3ee85f5f\", \"c3d01fa5-4631-4d8f-affd-989a9a7c1983\", \"839f5012-3906-4ec8-8aeb-0e927a4d0891\", \"f45d9f56-6794-486c-9c7f-2d4946526a4d\", \"820b9098-b92a-4fff-8144-0962e40d2a6c\", \"740dc461-539b-4a58-8dd6-9e1179376f93\", \"fcda8d75-c251-44be-9cbb-8f0d762ab7a7\", \"867bee99-1871-4072-83eb-0e15244778aa\"], \"total_duration\": 237.0, \"total_sessions\": 9, \"mean_week_duration\": 1.228}}, {\"57852\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-13 18:28:20.000000+00:00\", \"2019-10-09 04:02:45.000000+00:00\", \"2023-05-10 04:56:18.000000+00:00\", \"2023-04-10 19:18:06.000000+00:00\", \"2021-03-09 09:07:36.000000+00:00\", \"2020-12-06 15:54:52.000000+00:00\"], \"session_ids\": [\"a5d18fc4-c587-4472-bcc0-0cce78a298e0\", \"fccd14f0-183b-45b9-ac94-5bce71a1d136\", \"1b688f2b-a1ef-4cfb-806b-1d0ce95514f3\", \"bf8fcc56-9353-4357-ac29-ce678cafe87b\", \"dbe78819-9262-4f7b-9add-07a99e6682e1\", \"2406ae7c-6d0b-4120-9a48-776bbce8e5d4\"], \"total_duration\": 212.0, \"total_sessions\": 6, \"mean_week_duration\": 0.995}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"67683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-12-20 13:03:02.000000+00:00\", \"2019-02-08 01:17:44.000000+00:00\", \"2020-03-10 10:40:16.000000+00:00\", \"2020-01-09 12:46:10.000000+00:00\", \"2022-03-26 10:11:24.000000+00:00\", \"2019-08-08 21:14:12.000000+00:00\", \"2023-04-28 01:12:41.000000+00:00\", \"2019-01-02 15:37:20.000000+00:00\", \"2021-12-06 02:42:57.000000+00:00\"], \"session_ids\": [\"59e929b1-c33c-483f-9cec-fda12f7ec680\", \"f929efeb-7057-42ec-b900-c826ac2d6aaa\", \"fe8fed10-f47b-4f27-9e72-c7d0733d403b\", \"ee4a40bb-bc28-4262-b0bd-e055a2b40feb\", \"2c76182a-5385-474c-a76a-37a435076c16\", \"e5988084-4dde-456b-85f9-6d01d4c39079\", \"482f75dd-eb8a-457d-ac1d-362d3d8d0426\", \"8a14b95e-3893-4da3-ae79-dfcb67930faa\", \"7ea9c363-ebeb-4e27-ab35-aca8583bfbfa\"], \"total_duration\": 260.0, \"total_sessions\": 9, \"mean_week_duration\": 1.15}}, {\"22901\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-11 01:48:30.000000+00:00\", \"2021-07-18 01:42:48.000000+00:00\", \"2022-06-05 05:57:29.000000+00:00\", \"2020-01-11 21:11:15.000000+00:00\", \"2023-04-11 09:19:48.000000+00:00\", \"2019-10-04 21:52:53.000000+00:00\", \"2021-10-22 16:53:02.000000+00:00\", \"2022-07-30 11:43:06.000000+00:00\", \"2022-01-25 13:12:12.000000+00:00\"], \"session_ids\": [\"a586e267-3274-474d-b01c-b090a1ba564f\", \"0d124a97-1adc-4059-89dd-910d3ee85f5f\", \"c3d01fa5-4631-4d8f-affd-989a9a7c1983\", \"839f5012-3906-4ec8-8aeb-0e927a4d0891\", \"f45d9f56-6794-486c-9c7f-2d4946526a4d\", \"820b9098-b92a-4fff-8144-0962e40d2a6c\", \"740dc461-539b-4a58-8dd6-9e1179376f93\", \"fcda8d75-c251-44be-9cbb-8f0d762ab7a7\", \"867bee99-1871-4072-83eb-0e15244778aa\"], \"total_duration\": 237.0, \"total_sessions\": 9, \"mean_week_duration\": 1.228}}, {\"57852\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-13 18:28:20.000000+00:00\", \"2019-10-09 04:02:45.000000+00:00\", \"2023-05-10 04:56:18.000000+00:00\", \"2023-04-10 19:18:06.000000+00:00\", \"2021-03-09 09:07:36.000000+00:00\", \"2020-12-06 15:54:52.000000+00:00\"], \"session_ids\": [\"a5d18fc4-c587-4472-bcc0-0cce78a298e0\", \"fccd14f0-183b-45b9-ac94-5bce71a1d136\", \"1b688f2b-a1ef-4cfb-806b-1d0ce95514f3\", \"bf8fcc56-9353-4357-ac29-ce678cafe87b\", \"dbe78819-9262-4f7b-9add-07a99e6682e1\", \"2406ae7c-6d0b-4120-9a48-776bbce8e5d4\"], \"total_duration\": 212.0, \"total_sessions\": 6, \"mean_week_duration\": 0.995}}]\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[{\"67683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-12-20 13:03:02.000000+00:00\", \"2019-02-08 01:17:44.000000+00:00\", \"2020-03-10 10:40:16.000000+00:00\", \"2020-01-09 12:46:10.000000+00:00\", \"2022-03-26 10:11:24.000000+00:00\", \"2019-08-08 21:14:12.000000+00:00\", \"2023-04-28 01:12:41.000000+00:00\", \"2019-01-02 15:37:20.000000+00:00\", \"2021-12-06 02:42:57.000000+00:00\"], \"session_ids\": [\"59e929b1-c33c-483f-9cec-fda12f7ec680\", \"f929efeb-7057-42ec-b900-c826ac2d6aaa\", \"fe8fed10-f47b-4f27-9e72-c7d0733d403b\", \"ee4a40bb-bc28-4262-b0bd-e055a2b40feb\", \"2c76182a-5385-474c-a76a-37a435076c16\", \"e5988084-4dde-456b-85f9-6d01d4c39079\", \"482f75dd-eb8a-457d-ac1d-362d3d8d0426\", \"8a14b95e-3893-4da3-ae79-dfcb67930faa\", \"7ea9c363-ebeb-4e27-ab35-aca8583bfbfa\"], \"total_duration\": 260.0, \"total_sessions\": 9, \"mean_week_duration\": 1.15}}, {\"22901\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-11 01:48:30.000000+00:00\", \"2021-07-18 01:42:48.000000+00:00\", \"2022-06-05 05:57:29.000000+00:00\", \"2020-01-11 21:11:15.000000+00:00\", \"2023-04-11 09:19:48.000000+00:00\", \"2019-10-04 21:52:53.000000+00:00\", \"2021-10-22 16:53:02.000000+00:00\", \"2022-07-30 11:43:06.000000+00:00\", \"2022-01-25 13:12:12.000000+00:00\"], \"session_ids\": [\"a586e267-3274-474d-b01c-b090a1ba564f\", \"0d124a97-1adc-4059-89dd-910d3ee85f5f\", \"c3d01fa5-4631-4d8f-affd-989a9a7c1983\", \"839f5012-3906-4ec8-8aeb-0e927a4d0891\", \"f45d9f56-6794-486c-9c7f-2d4946526a4d\", \"820b9098-b92a-4fff-8144-0962e40d2a6c\", \"740dc461-539b-4a58-8dd6-9e1179376f93\", \"fcda8d75-c251-44be-9cbb-8f0d762ab7a7\", \"867bee99-1871-4072-83eb-0e15244778aa\"], \"total_duration\": 237.0, \"total_sessions\": 9, \"mean_week_duration\": 1.228}}, {\"57852\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-13 18:28:20.000000+00:00\", \"2019-10-09 04:02:45.000000+00:00\", \"2023-05-10 04:56:18.000000+00:00\", \"2023-04-10 19:18:06.000000+00:00\", \"2021-03-09 09:07:36.000000+00:00\", \"2020-12-06 15:54:52.000000+00:00\"], \"session_ids\": [\"a5d18fc4-c587-4472-bcc0-0cce78a298e0\", \"fccd14f0-183b-45b9-ac94-5bce71a1d136\", \"1b688f2b-a1ef-4cfb-806b-1d0ce95514f3\", \"bf8fcc56-9353-4357-ac29-ce678cafe87b\", \"dbe78819-9262-4f7b-9add-07a99e6682e1\", \"2406ae7c-6d0b-4120-9a48-776bbce8e5d4\"], \"total_duration\": 212.0, \"total_sessions\": 6, \"mean_week_duration\": 0.995}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 2 users who are residing in cities Karachi, Mexico City, Seoul and in addition put to use sorting by urban title descending." } ]
[ { "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{\"62913\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-08-01 10:19:33.000000+00:00\", \"2022-03-12 17:03:18.000000+00:00\"], \"session_ids\": [\"3a62ecc9-4140-4759-8dd7-023e02b97f68\", \"d6a5f60e-b119-4bb1-83a3-2262eabfeb68\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 9.905}, \"58862\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-05-07 06:41:35.000000+00:00\", \"2019-02-16 04:58:55.000000+00:00\", \"2020-12-22 16:32:01.000000+00:00\", \"2020-02-04 23:20:24.000000+00:00\", \"2022-12-05 16:30:03.000000+00:00\"], \"session_ids\": [\"5e28829a-78a0-4016-ad1f-9a88452250b8\", \"acb94e42-7333-4fee-9ad9-5c8d6ec05b12\", \"a1dc46ca-6302-4507-9e1f-05e6656c722d\", \"865cf097-9224-41ae-9440-930461174645\", \"15b3e094-5db8-42b1-9ecc-6b221e3fdd15\"], \"total_duration\": 2290.0, \"total_sessions\": 5, \"mean_week_duration\": 10.362}, \"11521\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-29 06:36:00.000000+00:00\", \"2023-05-25 11:11:42.000000+00:00\"], \"session_ids\": [\"79307830-45f3-400e-8b06-e2e21fb86891\", \"f3cfaec6-9eac-459f-941a-e34c542b32f8\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.107}, \"40187\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-05 08:10:56.000000+00:00\", \"2020-07-12 00:35:27.000000+00:00\", \"2019-07-25 05:04:16.000000+00:00\", \"2019-10-02 05:20:12.000000+00:00\", \"2021-08-05 05:08:35.000000+00:00\", \"2022-03-17 09:20:23.000000+00:00\", \"2019-09-10 08:10:47.000000+00:00\", \"2021-07-29 08:27:33.000000+00:00\", \"2023-06-17 22:02:55.000000+00:00\"], \"session_ids\": [\"a5c834de-9730-4e73-803d-ec645f776cb7\", \"aa8a14d8-be45-40b8-ab4f-8b6931d8405f\", \"b5dde66b-b88c-454c-ae2b-edf8c59ec5fe\", \"03849683-d0eb-4dcb-be88-2d502dfa28b4\", \"10963820-40a9-41ef-b560-e2fe84fd86db\", \"d075705c-913b-49cc-800f-deddeab30a03\", \"d5edc605-6fe1-429a-8375-4798ad23fa91\", \"8e4c596c-1eee-41bd-9799-71c61f5cf4d9\", \"81438344-a57f-4472-825f-f282ba2899ce\"], \"total_duration\": 417.0, \"total_sessions\": 9, \"mean_week_duration\": 2.044}, \"59219\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-20 00:14:49.000000+00:00\", \"2022-05-10 09:19:11.000000+00:00\", \"2019-05-12 23:27:37.000000+00:00\"], \"session_ids\": [\"9da38054-3673-4e98-85a6-71d4f084124f\", \"c4ce8969-04cc-4082-935a-8307fb0c6c0a\", \"08d3825f-c805-4182-bdbd-ddfc36d7967d\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 0.72}, \"4526\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-22 06:10:05.000000+00:00\", \"2022-03-16 14:02:26.000000+00:00\"], \"session_ids\": [\"686141ef-8afb-4093-98d6-d13602c86cc2\", \"284d10c0-ebd1-4c40-b090-f3c09d6a9c40\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 12.167}, \"96289\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-30 00:36:22.000000+00:00\", \"2021-12-16 23:57:02.000000+00:00\", \"2019-08-05 10:51:15.000000+00:00\", \"2019-09-05 02:53:07.000000+00:00\", \"2019-04-26 01:37:55.000000+00:00\", \"2022-04-30 19:46:52.000000+00:00\"], \"session_ids\": [\"97c35c13-d2c8-4e23-8e0b-116459e51734\", \"0cbf28e4-013d-4aa7-b28c-09b55ee148ca\", \"92ef8983-bbdb-402f-8573-79f079542dc2\", \"d222298c-8b07-48e4-be79-1d60b0a93e41\", \"d832bb2e-a139-49e2-98b2-0eef5ec8e69a\", \"7e05a4a3-8f80-4547-98db-f36bf38250cf\"], \"total_duration\": 5001.0, \"total_sessions\": 6, \"mean_week_duration\": 31.652}, \"34962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-01 11:10:29.000000+00:00\", \"2021-07-02 05:05:45.000000+00:00\"], \"session_ids\": [\"bf1e4e10-373a-449a-b33a-13cd2d649f52\", \"bf175513-8683-4645-a4d1-3f286b0a17d9\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 1.657}, \"89080\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-28 10:16:34.000000+00:00\", \"2020-11-18 10:21:07.000000+00:00\"], \"session_ids\": [\"4b685ebe-6b51-4b55-9210-b08a1b4db337\", \"d6e0c29d-b721-4052-8184-1a5c5febedb7\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.493}, \"38534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-06-30 01:11:50.000000+00:00\", \"2022-05-31 14:40:15.000000+00:00\"], \"session_ids\": [\"96c55c4f-cbf6-40eb-81d5-f6c4406349da\", \"52cabef2-6516-4f4f-bfe7-d5c0287d1a50\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.316}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Karachi, Mexico City, Seoul" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Karachi\", \"Mexico City\", \"Seoul\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding 2 users who have overall total sessions strictly bigger than 4 as well as carry out sorting by time in app per week form the highest to the lowest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"11426\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-26 02:06:33.000000+00:00\", \"2019-05-05 05:42:52.000000+00:00\", \"2021-12-18 08:00:19.000000+00:00\", \"2022-01-31 07:07:24.000000+00:00\"], \"session_ids\": [\"afc99abb-ca68-44e3-aeed-819dd706ed05\", \"b7471b34-4642-4e09-904c-8a5659e6c8dc\", \"5522b608-7256-4b5c-9156-a4b89e9e4d59\", \"7392fe47-c588-4d34-b18b-4339b88e288e\"], \"total_duration\": 1177.0, \"total_sessions\": 4, \"mean_week_duration\": 6.65}, \"20521\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-20 14:28:11.000000+00:00\", \"2019-01-27 00:20:44.000000+00:00\", \"2020-04-29 23:17:26.000000+00:00\"], \"session_ids\": [\"5d337b5d-2932-43f8-a0a8-0ca48f2452eb\", \"76223c94-19fe-4f52-b047-b3b4ce7c705f\", \"1d820f61-099a-4ffa-823e-030734cd5d81\"], \"total_duration\": 414.0, \"total_sessions\": 3, \"mean_week_duration\": 6.0}, \"39412\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-10-20 16:09:28.000000+00:00\", \"2021-12-07 10:24:01.000000+00:00\"], \"session_ids\": [\"dd8e8c5c-ebd9-493f-b003-b15e2d5be0c2\", \"de6fdfa0-695d-4e51-bbdf-f649d02284d0\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.508}, \"49206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-18 21:42:45.000000+00:00\", \"2020-01-06 11:58:23.000000+00:00\", \"2022-10-05 09:36:42.000000+00:00\", \"2021-04-23 00:46:02.000000+00:00\", \"2022-11-01 05:18:28.000000+00:00\", \"2019-09-12 19:57:14.000000+00:00\"], \"session_ids\": [\"c793eb33-507c-4f25-b59c-daa499955f6c\", \"e10c531e-e15b-460c-8ce0-161a6b94e447\", \"31d71202-b168-4635-9388-36453663a212\", \"516303d9-9f3c-4e92-a4a7-7a7d264a494f\", \"5c20a5dc-69b4-4f80-823b-293b6ad6840a\", \"60f609f3-9b0d-438a-8148-642c35b85f45\"], \"total_duration\": 396.0, \"total_sessions\": 6, \"mean_week_duration\": 2.415}, \"79225\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-20 06:23:36.000000+00:00\", \"2021-03-10 11:54:37.000000+00:00\", \"2020-01-23 20:36:05.000000+00:00\", \"2022-02-02 16:23:23.000000+00:00\"], \"session_ids\": [\"1a5bc518-f7c4-4ac3-98ad-c024d28cc4b0\", \"d48dd2c1-772b-425a-b220-f0dc1adc0e76\", \"47aed540-09fc-4fe9-8607-21365aadba04\", \"e0e68298-6815-4c63-92f2-c19bd5cf5c90\"], \"total_duration\": 1626.0, \"total_sessions\": 4, \"mean_week_duration\": 15.196}, \"61066\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-26 01:13:26.000000+00:00\", \"2019-02-13 22:39:02.000000+00:00\"], \"session_ids\": [\"b679a579-fd13-4384-a36e-e4b529586b54\", \"30f75b0e-0214-473f-a2c7-5cdca02f7e1f\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.278}, \"42435\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-17 06:20:53.000000+00:00\", \"2020-05-24 22:44:34.000000+00:00\", \"2019-11-18 14:53:00.000000+00:00\", \"2023-02-21 18:59:41.000000+00:00\", \"2023-01-29 14:33:45.000000+00:00\", \"2022-07-31 19:40:36.000000+00:00\", \"2022-09-25 03:13:06.000000+00:00\", \"2019-05-29 22:46:31.000000+00:00\", \"2021-11-06 22:23:08.000000+00:00\", \"2019-12-29 08:22:44.000000+00:00\"], \"session_ids\": [\"7b1e1a41-aa1a-497a-b46c-c86ca94e4b3c\", \"a700c89e-21aa-4647-8f92-fa65e0a3bcae\", \"8567adcd-fb8a-486e-af8e-fa2bdd612286\", \"f2f1f49e-6c6d-466f-9742-0902f1e45804\", \"daae3cc1-6974-4412-b670-54a72ea8d083\", \"bc54dd5c-e617-4ebf-a84a-75bfb6f2c370\", \"d5840693-0254-4130-8fc4-2ac00458ee93\", \"37534d84-e284-4347-9432-d59d26f0e02f\", \"034bcf87-3cdd-429c-a668-a5b864e2346e\", \"0255ef19-704b-4c70-9d90-0c0cf1aa8569\"], \"total_duration\": 2817.0, \"total_sessions\": 10, \"mean_week_duration\": 13.877}, \"51806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-07-23 18:00:26.000000+00:00\", \"2019-07-23 09:58:02.000000+00:00\"], \"session_ids\": [\"8d31d4a5-8d0a-412e-ae2d-8c174b1d1576\", \"7ff55aab-ca49-46de-a2fc-5809c9a11d81\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 51.0}, \"43065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-02-05 18:51:40.000000+00:00\", \"2020-02-28 18:01:58.000000+00:00\", \"2021-06-27 17:09:18.000000+00:00\"], \"session_ids\": [\"d3a56077-6540-4743-a768-12bb0274cf17\", \"3413c60c-41e2-45ae-9668-dcfe3e6daec8\", \"ee50a4c7-e3da-47cf-8eb3-56aecac67ccb\"], \"total_duration\": 292.0, \"total_sessions\": 3, \"mean_week_duration\": 2.336}, \"70831\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-02-26 22:54:26.000000+00:00\", \"2022-11-23 07:19:53.000000+00:00\", \"2019-01-11 10:25:18.000000+00:00\"], \"session_ids\": [\"83104815-0e5c-41f2-8823-ee63e6437e67\", \"97bf90dd-c1ea-4c30-b7b3-044bf5fc908c\", \"117cf3b0-51ad-414b-a38d-74c6c3bb3013\"], \"total_duration\": 536.0, \"total_sessions\": 3, \"mean_week_duration\": 2.481}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"49206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-18 21:42:45.000000+00:00\", \"2020-01-06 11:58:23.000000+00:00\", \"2022-10-05 09:36:42.000000+00:00\", \"2021-04-23 00:46:02.000000+00:00\", \"2022-11-01 05:18:28.000000+00:00\", \"2019-09-12 19:57:14.000000+00:00\"], \"session_ids\": [\"c793eb33-507c-4f25-b59c-daa499955f6c\", \"e10c531e-e15b-460c-8ce0-161a6b94e447\", \"31d71202-b168-4635-9388-36453663a212\", \"516303d9-9f3c-4e92-a4a7-7a7d264a494f\", \"5c20a5dc-69b4-4f80-823b-293b6ad6840a\", \"60f609f3-9b0d-438a-8148-642c35b85f45\"], \"total_duration\": 396.0, \"total_sessions\": 6, \"mean_week_duration\": 2.415}, \"42435\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-17 06:20:53.000000+00:00\", \"2020-05-24 22:44:34.000000+00:00\", \"2019-11-18 14:53:00.000000+00:00\", \"2023-02-21 18:59:41.000000+00:00\", \"2023-01-29 14:33:45.000000+00:00\", \"2022-07-31 19:40:36.000000+00:00\", \"2022-09-25 03:13:06.000000+00:00\", \"2019-05-29 22:46:31.000000+00:00\", \"2021-11-06 22:23:08.000000+00:00\", \"2019-12-29 08:22:44.000000+00:00\"], \"session_ids\": [\"7b1e1a41-aa1a-497a-b46c-c86ca94e4b3c\", \"a700c89e-21aa-4647-8f92-fa65e0a3bcae\", \"8567adcd-fb8a-486e-af8e-fa2bdd612286\", \"f2f1f49e-6c6d-466f-9742-0902f1e45804\", \"daae3cc1-6974-4412-b670-54a72ea8d083\", \"bc54dd5c-e617-4ebf-a84a-75bfb6f2c370\", \"d5840693-0254-4130-8fc4-2ac00458ee93\", \"37534d84-e284-4347-9432-d59d26f0e02f\", \"034bcf87-3cdd-429c-a668-a5b864e2346e\", \"0255ef19-704b-4c70-9d90-0c0cf1aa8569\"], \"total_duration\": 2817.0, \"total_sessions\": 10, \"mean_week_duration\": 13.877}}\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[{\"42435\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-17 06:20:53.000000+00:00\", \"2020-05-24 22:44:34.000000+00:00\", \"2019-11-18 14:53:00.000000+00:00\", \"2023-02-21 18:59:41.000000+00:00\", \"2023-01-29 14:33:45.000000+00:00\", \"2022-07-31 19:40:36.000000+00:00\", \"2022-09-25 03:13:06.000000+00:00\", \"2019-05-29 22:46:31.000000+00:00\", \"2021-11-06 22:23:08.000000+00:00\", \"2019-12-29 08:22:44.000000+00:00\"], \"session_ids\": [\"7b1e1a41-aa1a-497a-b46c-c86ca94e4b3c\", \"a700c89e-21aa-4647-8f92-fa65e0a3bcae\", \"8567adcd-fb8a-486e-af8e-fa2bdd612286\", \"f2f1f49e-6c6d-466f-9742-0902f1e45804\", \"daae3cc1-6974-4412-b670-54a72ea8d083\", \"bc54dd5c-e617-4ebf-a84a-75bfb6f2c370\", \"d5840693-0254-4130-8fc4-2ac00458ee93\", \"37534d84-e284-4347-9432-d59d26f0e02f\", \"034bcf87-3cdd-429c-a668-a5b864e2346e\", \"0255ef19-704b-4c70-9d90-0c0cf1aa8569\"], \"total_duration\": 2817.0, \"total_sessions\": 10, \"mean_week_duration\": 13.877}}, {\"49206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-18 21:42:45.000000+00:00\", \"2020-01-06 11:58:23.000000+00:00\", \"2022-10-05 09:36:42.000000+00:00\", \"2021-04-23 00:46:02.000000+00:00\", \"2022-11-01 05:18:28.000000+00:00\", \"2019-09-12 19:57:14.000000+00:00\"], \"session_ids\": [\"c793eb33-507c-4f25-b59c-daa499955f6c\", \"e10c531e-e15b-460c-8ce0-161a6b94e447\", \"31d71202-b168-4635-9388-36453663a212\", \"516303d9-9f3c-4e92-a4a7-7a7d264a494f\", \"5c20a5dc-69b4-4f80-823b-293b6ad6840a\", \"60f609f3-9b0d-438a-8148-642c35b85f45\"], \"total_duration\": 396.0, \"total_sessions\": 6, \"mean_week_duration\": 2.415}}]\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[{\"42435\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-17 06:20:53.000000+00:00\", \"2020-05-24 22:44:34.000000+00:00\", \"2019-11-18 14:53:00.000000+00:00\", \"2023-02-21 18:59:41.000000+00:00\", \"2023-01-29 14:33:45.000000+00:00\", \"2022-07-31 19:40:36.000000+00:00\", \"2022-09-25 03:13:06.000000+00:00\", \"2019-05-29 22:46:31.000000+00:00\", \"2021-11-06 22:23:08.000000+00:00\", \"2019-12-29 08:22:44.000000+00:00\"], \"session_ids\": [\"7b1e1a41-aa1a-497a-b46c-c86ca94e4b3c\", \"a700c89e-21aa-4647-8f92-fa65e0a3bcae\", \"8567adcd-fb8a-486e-af8e-fa2bdd612286\", \"f2f1f49e-6c6d-466f-9742-0902f1e45804\", \"daae3cc1-6974-4412-b670-54a72ea8d083\", \"bc54dd5c-e617-4ebf-a84a-75bfb6f2c370\", \"d5840693-0254-4130-8fc4-2ac00458ee93\", \"37534d84-e284-4347-9432-d59d26f0e02f\", \"034bcf87-3cdd-429c-a668-a5b864e2346e\", \"0255ef19-704b-4c70-9d90-0c0cf1aa8569\"], \"total_duration\": 2817.0, \"total_sessions\": 10, \"mean_week_duration\": 13.877}}, {\"49206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-18 21:42:45.000000+00:00\", \"2020-01-06 11:58:23.000000+00:00\", \"2022-10-05 09:36:42.000000+00:00\", \"2021-04-23 00:46:02.000000+00:00\", \"2022-11-01 05:18:28.000000+00:00\", \"2019-09-12 19:57:14.000000+00:00\"], \"session_ids\": [\"c793eb33-507c-4f25-b59c-daa499955f6c\", \"e10c531e-e15b-460c-8ce0-161a6b94e447\", \"31d71202-b168-4635-9388-36453663a212\", \"516303d9-9f3c-4e92-a4a7-7a7d264a494f\", \"5c20a5dc-69b4-4f80-823b-293b6ad6840a\", \"60f609f3-9b0d-438a-8148-642c35b85f45\"], \"total_duration\": 396.0, \"total_sessions\": 6, \"mean_week_duration\": 2.415}}]\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[{\"42435\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-17 06:20:53.000000+00:00\", \"2020-05-24 22:44:34.000000+00:00\", \"2019-11-18 14:53:00.000000+00:00\", \"2023-02-21 18:59:41.000000+00:00\", \"2023-01-29 14:33:45.000000+00:00\", \"2022-07-31 19:40:36.000000+00:00\", \"2022-09-25 03:13:06.000000+00:00\", \"2019-05-29 22:46:31.000000+00:00\", \"2021-11-06 22:23:08.000000+00:00\", \"2019-12-29 08:22:44.000000+00:00\"], \"session_ids\": [\"7b1e1a41-aa1a-497a-b46c-c86ca94e4b3c\", \"a700c89e-21aa-4647-8f92-fa65e0a3bcae\", \"8567adcd-fb8a-486e-af8e-fa2bdd612286\", \"f2f1f49e-6c6d-466f-9742-0902f1e45804\", \"daae3cc1-6974-4412-b670-54a72ea8d083\", \"bc54dd5c-e617-4ebf-a84a-75bfb6f2c370\", \"d5840693-0254-4130-8fc4-2ac00458ee93\", \"37534d84-e284-4347-9432-d59d26f0e02f\", \"034bcf87-3cdd-429c-a668-a5b864e2346e\", \"0255ef19-704b-4c70-9d90-0c0cf1aa8569\"], \"total_duration\": 2817.0, \"total_sessions\": 10, \"mean_week_duration\": 13.877}}, {\"49206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-18 21:42:45.000000+00:00\", \"2020-01-06 11:58:23.000000+00:00\", \"2022-10-05 09:36:42.000000+00:00\", \"2021-04-23 00:46:02.000000+00:00\", \"2022-11-01 05:18:28.000000+00:00\", \"2019-09-12 19:57:14.000000+00:00\"], \"session_ids\": [\"c793eb33-507c-4f25-b59c-daa499955f6c\", \"e10c531e-e15b-460c-8ce0-161a6b94e447\", \"31d71202-b168-4635-9388-36453663a212\", \"516303d9-9f3c-4e92-a4a7-7a7d264a494f\", \"5c20a5dc-69b4-4f80-823b-293b6ad6840a\", \"60f609f3-9b0d-438a-8148-642c35b85f45\"], \"total_duration\": 396.0, \"total_sessions\": 6, \"mean_week_duration\": 2.415}}]\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 user whose app usage time per week is smaller than 48 and bigger than 1 plus execute sorting by overall duration of sessions per week from the smallest to the largest and in addition remain only 3 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{\"54706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-05-04 05:42:25.000000+00:00\", \"2022-12-14 13:05:36.000000+00:00\", \"2020-04-08 03:28:46.000000+00:00\", \"2020-05-19 07:13:23.000000+00:00\", \"2021-02-03 12:18:56.000000+00:00\", \"2022-02-12 16:35:12.000000+00:00\", \"2019-02-25 10:20:47.000000+00:00\", \"2020-05-19 17:35:57.000000+00:00\", \"2019-08-24 02:14:43.000000+00:00\"], \"session_ids\": [\"6d13fbec-0de7-43cf-a0e5-dd9f59b55f11\", \"a4921478-c15f-4a73-8975-b14101c9db0d\", \"2d308a86-080d-4412-99f5-9f3746c5d7c2\", \"b9f1999c-4856-4d21-9711-d7371562665a\", \"d4911df9-29d3-4180-99e5-7914fd18657e\", \"6fb9e01f-5845-4674-a951-3c90170c8c4d\", \"954750ba-cd53-45b6-a0f0-b644b4323cc1\", \"c3eee54e-5ce0-4c16-a0ff-7b14385a66c0\", \"bb62ca58-6d82-41a4-a4a5-35d7a209b61c\"], \"total_duration\": 6020.0, \"total_sessions\": 9, \"mean_week_duration\": 30.251}, \"59999\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-28 11:52:38.000000+00:00\", \"2022-03-11 15:41:55.000000+00:00\"], \"session_ids\": [\"244e498d-daa5-4193-a538-984c06fe55bd\", \"c963101b-8ae5-422a-a303-dd0487e6fe0d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 1.406}, \"84092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-27 09:00:55.000000+00:00\", \"2019-02-23 05:16:55.000000+00:00\"], \"session_ids\": [\"b43d3d5a-ca0f-493e-b43f-47aff9511069\", \"e1f806d0-ee38-465a-b7fe-d7bc0517eb69\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.492}, \"1464\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-15 03:34:13.000000+00:00\", \"2021-09-24 08:40:25.000000+00:00\"], \"session_ids\": [\"9af63203-e9df-479d-9fbc-c4d1168b23e8\", \"e432314f-44e4-462b-8762-169a2eefdfae\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 1.062}, \"3403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-05 01:23:59.000000+00:00\", \"2021-09-14 01:58:45.000000+00:00\", \"2020-03-15 15:19:18.000000+00:00\", \"2022-12-20 11:47:55.000000+00:00\", \"2021-04-02 21:15:38.000000+00:00\"], \"session_ids\": [\"251b77bf-9b6d-4917-b445-02932cc9d852\", \"72555745-c0bc-49bb-9655-9352e9e00524\", \"e35bbf09-b6b8-40af-9509-5ced323c75eb\", \"427ac197-2c01-417d-90ab-15aa51ed6bb0\", \"de331a4e-8775-4205-8be3-55f43d259105\"], \"total_duration\": 172.0, \"total_sessions\": 5, \"mean_week_duration\": 0.95}, \"32944\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-24 15:52:10.000000+00:00\", \"2022-02-16 12:58:42.000000+00:00\"], \"session_ids\": [\"d77ff08d-d5b2-4b47-96cc-4ab4ff8769b8\", \"ce1bb90b-c1d7-4e39-834e-bfcf69e37add\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 1.794}, \"44031\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-12 22:13:58.000000+00:00\", \"2019-06-02 18:58:49.000000+00:00\", \"2023-02-04 18:03:15.000000+00:00\", \"2019-11-02 13:04:16.000000+00:00\", \"2020-09-18 11:42:38.000000+00:00\", \"2020-12-21 16:49:35.000000+00:00\", \"2022-08-19 08:07:41.000000+00:00\", \"2021-02-06 16:45:29.000000+00:00\", \"2021-03-13 09:34:17.000000+00:00\", \"2019-04-01 09:26:20.000000+00:00\", \"2023-01-02 13:20:25.000000+00:00\"], \"session_ids\": [\"9a360535-f64d-475d-9ea8-5c4bef9aa6b2\", \"8f709eb9-90e9-42fe-bde6-1dc7c654ff94\", \"a77c43eb-35f3-4a26-a19b-898e39f891a7\", \"90dd24e9-8e21-406f-a5a3-f6d12fc220b6\", \"ac2869ca-f532-45f3-a248-1e63d4a5c3a1\", \"e7fc7e77-609e-4f0f-a19b-0f933bc848dd\", \"15ff3b92-67fa-4e6e-a867-101d8f8db892\", \"1800fda4-3fa0-4454-845a-63ffb4373bf4\", \"fef59edc-c248-4093-926c-022206861e15\", \"3b31c2ec-26d1-4461-83c5-5829245e4a99\", \"ff22f75b-1544-4dcd-b1e1-570c8e16f1b1\"], \"total_duration\": 4360.0, \"total_sessions\": 11, \"mean_week_duration\": 21.692}, \"88483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-19 11:55:38.000000+00:00\", \"2023-05-23 16:23:43.000000+00:00\", \"2022-10-02 12:08:15.000000+00:00\", \"2021-03-22 02:12:33.000000+00:00\", \"2021-08-16 18:56:02.000000+00:00\", \"2020-01-11 16:57:01.000000+00:00\", \"2021-05-07 17:52:23.000000+00:00\", \"2019-03-02 02:38:09.000000+00:00\", \"2021-10-04 10:47:29.000000+00:00\", \"2020-03-23 14:28:39.000000+00:00\", \"2019-10-18 02:01:02.000000+00:00\"], \"session_ids\": [\"987c2dcd-2ef1-403e-8b83-777464c88040\", \"a888e909-7d0a-450f-b7c4-1b7bf48ffc33\", \"15ca0b68-7a0f-4737-8cab-20cd20498976\", \"953148be-d717-4550-8342-7eb81c9c308d\", \"e8d9bfe9-4a7f-46cf-b97e-b5e12fa5b693\", \"12d55f33-ad62-4184-8a9b-a6a78ed91cbc\", \"df08e868-8741-4a11-941a-9e4faeb1a24e\", \"90625733-4dbf-48d0-a563-50d216c4c63f\", \"1d971f57-4183-4e26-8b0f-6f047b678ccb\", \"257dceb6-f73d-4fcf-932d-2300f7eca48c\", \"c1d6bd8c-7ff0-47d0-8078-89ecec14774b\"], \"total_duration\": 271.0, \"total_sessions\": 11, \"mean_week_duration\": 1.226}, \"48679\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-26 08:13:36.000000+00:00\", \"2019-09-03 22:16:03.000000+00:00\", \"2020-03-04 09:02:28.000000+00:00\", \"2021-06-12 14:26:24.000000+00:00\", \"2019-11-18 22:11:16.000000+00:00\"], \"session_ids\": [\"4db0e923-5563-49be-8fc3-f6edd264c824\", \"b5999630-f1bc-420a-952a-1c1b831be8ee\", \"3b605303-0f13-4bcc-9644-0c858b73248b\", \"fe353ec7-7131-42c1-ba3b-5eadc98e9a74\", \"de3a2f2d-4f82-42da-91ae-8dae32e36645\"], \"total_duration\": 464.0, \"total_sessions\": 5, \"mean_week_duration\": 2.379}, \"89608\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-09 00:17:35.000000+00:00\", \"2020-11-20 15:31:33.000000+00:00\", \"2021-06-16 05:21:57.000000+00:00\", \"2021-02-04 09:25:02.000000+00:00\"], \"session_ids\": [\"3aa09c0c-042a-497f-acfa-c2dc09e730e8\", \"36f6b88b-5394-4d30-ac67-125a504ea2da\", \"e272ce64-36ff-44dd-a6bd-045b22df7362\", \"c840efa6-a664-482d-ab46-08e0913494fa\"], \"total_duration\": 148.0, \"total_sessions\": 4, \"mean_week_duration\": 1.147}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 1 and are equal or less than 48" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[1, 48]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"54706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-05-04 05:42:25.000000+00:00\", \"2022-12-14 13:05:36.000000+00:00\", \"2020-04-08 03:28:46.000000+00:00\", \"2020-05-19 07:13:23.000000+00:00\", \"2021-02-03 12:18:56.000000+00:00\", \"2022-02-12 16:35:12.000000+00:00\", \"2019-02-25 10:20:47.000000+00:00\", \"2020-05-19 17:35:57.000000+00:00\", \"2019-08-24 02:14:43.000000+00:00\"], \"session_ids\": [\"6d13fbec-0de7-43cf-a0e5-dd9f59b55f11\", \"a4921478-c15f-4a73-8975-b14101c9db0d\", \"2d308a86-080d-4412-99f5-9f3746c5d7c2\", \"b9f1999c-4856-4d21-9711-d7371562665a\", \"d4911df9-29d3-4180-99e5-7914fd18657e\", \"6fb9e01f-5845-4674-a951-3c90170c8c4d\", \"954750ba-cd53-45b6-a0f0-b644b4323cc1\", \"c3eee54e-5ce0-4c16-a0ff-7b14385a66c0\", \"bb62ca58-6d82-41a4-a4a5-35d7a209b61c\"], \"total_duration\": 6020.0, \"total_sessions\": 9, \"mean_week_duration\": 30.251}, \"59999\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-28 11:52:38.000000+00:00\", \"2022-03-11 15:41:55.000000+00:00\"], \"session_ids\": [\"244e498d-daa5-4193-a538-984c06fe55bd\", \"c963101b-8ae5-422a-a303-dd0487e6fe0d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 1.406}, \"84092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-27 09:00:55.000000+00:00\", \"2019-02-23 05:16:55.000000+00:00\"], \"session_ids\": [\"b43d3d5a-ca0f-493e-b43f-47aff9511069\", \"e1f806d0-ee38-465a-b7fe-d7bc0517eb69\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.492}, \"1464\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-15 03:34:13.000000+00:00\", \"2021-09-24 08:40:25.000000+00:00\"], \"session_ids\": [\"9af63203-e9df-479d-9fbc-c4d1168b23e8\", \"e432314f-44e4-462b-8762-169a2eefdfae\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 1.062}, \"32944\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-24 15:52:10.000000+00:00\", \"2022-02-16 12:58:42.000000+00:00\"], \"session_ids\": [\"d77ff08d-d5b2-4b47-96cc-4ab4ff8769b8\", \"ce1bb90b-c1d7-4e39-834e-bfcf69e37add\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 1.794}, \"44031\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-12 22:13:58.000000+00:00\", \"2019-06-02 18:58:49.000000+00:00\", \"2023-02-04 18:03:15.000000+00:00\", \"2019-11-02 13:04:16.000000+00:00\", \"2020-09-18 11:42:38.000000+00:00\", \"2020-12-21 16:49:35.000000+00:00\", \"2022-08-19 08:07:41.000000+00:00\", \"2021-02-06 16:45:29.000000+00:00\", \"2021-03-13 09:34:17.000000+00:00\", \"2019-04-01 09:26:20.000000+00:00\", \"2023-01-02 13:20:25.000000+00:00\"], \"session_ids\": [\"9a360535-f64d-475d-9ea8-5c4bef9aa6b2\", \"8f709eb9-90e9-42fe-bde6-1dc7c654ff94\", \"a77c43eb-35f3-4a26-a19b-898e39f891a7\", \"90dd24e9-8e21-406f-a5a3-f6d12fc220b6\", \"ac2869ca-f532-45f3-a248-1e63d4a5c3a1\", \"e7fc7e77-609e-4f0f-a19b-0f933bc848dd\", \"15ff3b92-67fa-4e6e-a867-101d8f8db892\", \"1800fda4-3fa0-4454-845a-63ffb4373bf4\", \"fef59edc-c248-4093-926c-022206861e15\", \"3b31c2ec-26d1-4461-83c5-5829245e4a99\", \"ff22f75b-1544-4dcd-b1e1-570c8e16f1b1\"], \"total_duration\": 4360.0, \"total_sessions\": 11, \"mean_week_duration\": 21.692}, \"88483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-19 11:55:38.000000+00:00\", \"2023-05-23 16:23:43.000000+00:00\", \"2022-10-02 12:08:15.000000+00:00\", \"2021-03-22 02:12:33.000000+00:00\", \"2021-08-16 18:56:02.000000+00:00\", \"2020-01-11 16:57:01.000000+00:00\", \"2021-05-07 17:52:23.000000+00:00\", \"2019-03-02 02:38:09.000000+00:00\", \"2021-10-04 10:47:29.000000+00:00\", \"2020-03-23 14:28:39.000000+00:00\", \"2019-10-18 02:01:02.000000+00:00\"], \"session_ids\": [\"987c2dcd-2ef1-403e-8b83-777464c88040\", \"a888e909-7d0a-450f-b7c4-1b7bf48ffc33\", \"15ca0b68-7a0f-4737-8cab-20cd20498976\", \"953148be-d717-4550-8342-7eb81c9c308d\", \"e8d9bfe9-4a7f-46cf-b97e-b5e12fa5b693\", \"12d55f33-ad62-4184-8a9b-a6a78ed91cbc\", \"df08e868-8741-4a11-941a-9e4faeb1a24e\", \"90625733-4dbf-48d0-a563-50d216c4c63f\", \"1d971f57-4183-4e26-8b0f-6f047b678ccb\", \"257dceb6-f73d-4fcf-932d-2300f7eca48c\", \"c1d6bd8c-7ff0-47d0-8078-89ecec14774b\"], \"total_duration\": 271.0, \"total_sessions\": 11, \"mean_week_duration\": 1.226}, \"48679\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-26 08:13:36.000000+00:00\", \"2019-09-03 22:16:03.000000+00:00\", \"2020-03-04 09:02:28.000000+00:00\", \"2021-06-12 14:26:24.000000+00:00\", \"2019-11-18 22:11:16.000000+00:00\"], \"session_ids\": [\"4db0e923-5563-49be-8fc3-f6edd264c824\", \"b5999630-f1bc-420a-952a-1c1b831be8ee\", \"3b605303-0f13-4bcc-9644-0c858b73248b\", \"fe353ec7-7131-42c1-ba3b-5eadc98e9a74\", \"de3a2f2d-4f82-42da-91ae-8dae32e36645\"], \"total_duration\": 464.0, \"total_sessions\": 5, \"mean_week_duration\": 2.379}, \"89608\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-09 00:17:35.000000+00:00\", \"2020-11-20 15:31:33.000000+00:00\", \"2021-06-16 05:21:57.000000+00:00\", \"2021-02-04 09:25:02.000000+00:00\"], \"session_ids\": [\"3aa09c0c-042a-497f-acfa-c2dc09e730e8\", \"36f6b88b-5394-4d30-ac67-125a504ea2da\", \"e272ce64-36ff-44dd-a6bd-045b22df7362\", \"c840efa6-a664-482d-ab46-08e0913494fa\"], \"total_duration\": 148.0, \"total_sessions\": 4, \"mean_week_duration\": 1.147}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"1464\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-15 03:34:13.000000+00:00\", \"2021-09-24 08:40:25.000000+00:00\"], \"session_ids\": [\"9af63203-e9df-479d-9fbc-c4d1168b23e8\", \"e432314f-44e4-462b-8762-169a2eefdfae\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 1.062}}, {\"89608\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-09 00:17:35.000000+00:00\", \"2020-11-20 15:31:33.000000+00:00\", \"2021-06-16 05:21:57.000000+00:00\", \"2021-02-04 09:25:02.000000+00:00\"], \"session_ids\": [\"3aa09c0c-042a-497f-acfa-c2dc09e730e8\", \"36f6b88b-5394-4d30-ac67-125a504ea2da\", \"e272ce64-36ff-44dd-a6bd-045b22df7362\", \"c840efa6-a664-482d-ab46-08e0913494fa\"], \"total_duration\": 148.0, \"total_sessions\": 4, \"mean_week_duration\": 1.147}}, {\"88483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-19 11:55:38.000000+00:00\", \"2023-05-23 16:23:43.000000+00:00\", \"2022-10-02 12:08:15.000000+00:00\", \"2021-03-22 02:12:33.000000+00:00\", \"2021-08-16 18:56:02.000000+00:00\", \"2020-01-11 16:57:01.000000+00:00\", \"2021-05-07 17:52:23.000000+00:00\", \"2019-03-02 02:38:09.000000+00:00\", \"2021-10-04 10:47:29.000000+00:00\", \"2020-03-23 14:28:39.000000+00:00\", \"2019-10-18 02:01:02.000000+00:00\"], \"session_ids\": [\"987c2dcd-2ef1-403e-8b83-777464c88040\", \"a888e909-7d0a-450f-b7c4-1b7bf48ffc33\", \"15ca0b68-7a0f-4737-8cab-20cd20498976\", \"953148be-d717-4550-8342-7eb81c9c308d\", \"e8d9bfe9-4a7f-46cf-b97e-b5e12fa5b693\", \"12d55f33-ad62-4184-8a9b-a6a78ed91cbc\", \"df08e868-8741-4a11-941a-9e4faeb1a24e\", \"90625733-4dbf-48d0-a563-50d216c4c63f\", \"1d971f57-4183-4e26-8b0f-6f047b678ccb\", \"257dceb6-f73d-4fcf-932d-2300f7eca48c\", \"c1d6bd8c-7ff0-47d0-8078-89ecec14774b\"], \"total_duration\": 271.0, \"total_sessions\": 11, \"mean_week_duration\": 1.226}}, {\"59999\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-28 11:52:38.000000+00:00\", \"2022-03-11 15:41:55.000000+00:00\"], \"session_ids\": [\"244e498d-daa5-4193-a538-984c06fe55bd\", \"c963101b-8ae5-422a-a303-dd0487e6fe0d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 1.406}}, {\"84092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-27 09:00:55.000000+00:00\", \"2019-02-23 05:16:55.000000+00:00\"], \"session_ids\": [\"b43d3d5a-ca0f-493e-b43f-47aff9511069\", \"e1f806d0-ee38-465a-b7fe-d7bc0517eb69\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.492}}, {\"32944\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-24 15:52:10.000000+00:00\", \"2022-02-16 12:58:42.000000+00:00\"], \"session_ids\": [\"d77ff08d-d5b2-4b47-96cc-4ab4ff8769b8\", \"ce1bb90b-c1d7-4e39-834e-bfcf69e37add\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 1.794}}, {\"48679\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-26 08:13:36.000000+00:00\", \"2019-09-03 22:16:03.000000+00:00\", \"2020-03-04 09:02:28.000000+00:00\", \"2021-06-12 14:26:24.000000+00:00\", \"2019-11-18 22:11:16.000000+00:00\"], \"session_ids\": [\"4db0e923-5563-49be-8fc3-f6edd264c824\", \"b5999630-f1bc-420a-952a-1c1b831be8ee\", \"3b605303-0f13-4bcc-9644-0c858b73248b\", \"fe353ec7-7131-42c1-ba3b-5eadc98e9a74\", \"de3a2f2d-4f82-42da-91ae-8dae32e36645\"], \"total_duration\": 464.0, \"total_sessions\": 5, \"mean_week_duration\": 2.379}}, {\"44031\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-12 22:13:58.000000+00:00\", \"2019-06-02 18:58:49.000000+00:00\", \"2023-02-04 18:03:15.000000+00:00\", \"2019-11-02 13:04:16.000000+00:00\", \"2020-09-18 11:42:38.000000+00:00\", \"2020-12-21 16:49:35.000000+00:00\", \"2022-08-19 08:07:41.000000+00:00\", \"2021-02-06 16:45:29.000000+00:00\", \"2021-03-13 09:34:17.000000+00:00\", \"2019-04-01 09:26:20.000000+00:00\", \"2023-01-02 13:20:25.000000+00:00\"], \"session_ids\": [\"9a360535-f64d-475d-9ea8-5c4bef9aa6b2\", \"8f709eb9-90e9-42fe-bde6-1dc7c654ff94\", \"a77c43eb-35f3-4a26-a19b-898e39f891a7\", \"90dd24e9-8e21-406f-a5a3-f6d12fc220b6\", \"ac2869ca-f532-45f3-a248-1e63d4a5c3a1\", \"e7fc7e77-609e-4f0f-a19b-0f933bc848dd\", \"15ff3b92-67fa-4e6e-a867-101d8f8db892\", \"1800fda4-3fa0-4454-845a-63ffb4373bf4\", \"fef59edc-c248-4093-926c-022206861e15\", \"3b31c2ec-26d1-4461-83c5-5829245e4a99\", \"ff22f75b-1544-4dcd-b1e1-570c8e16f1b1\"], \"total_duration\": 4360.0, \"total_sessions\": 11, \"mean_week_duration\": 21.692}}, {\"54706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-05-04 05:42:25.000000+00:00\", \"2022-12-14 13:05:36.000000+00:00\", \"2020-04-08 03:28:46.000000+00:00\", \"2020-05-19 07:13:23.000000+00:00\", \"2021-02-03 12:18:56.000000+00:00\", \"2022-02-12 16:35:12.000000+00:00\", \"2019-02-25 10:20:47.000000+00:00\", \"2020-05-19 17:35:57.000000+00:00\", \"2019-08-24 02:14:43.000000+00:00\"], \"session_ids\": [\"6d13fbec-0de7-43cf-a0e5-dd9f59b55f11\", \"a4921478-c15f-4a73-8975-b14101c9db0d\", \"2d308a86-080d-4412-99f5-9f3746c5d7c2\", \"b9f1999c-4856-4d21-9711-d7371562665a\", \"d4911df9-29d3-4180-99e5-7914fd18657e\", \"6fb9e01f-5845-4674-a951-3c90170c8c4d\", \"954750ba-cd53-45b6-a0f0-b644b4323cc1\", \"c3eee54e-5ce0-4c16-a0ff-7b14385a66c0\", \"bb62ca58-6d82-41a4-a4a5-35d7a209b61c\"], \"total_duration\": 6020.0, \"total_sessions\": 9, \"mean_week_duration\": 30.251}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"1464\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-15 03:34:13.000000+00:00\", \"2021-09-24 08:40:25.000000+00:00\"], \"session_ids\": [\"9af63203-e9df-479d-9fbc-c4d1168b23e8\", \"e432314f-44e4-462b-8762-169a2eefdfae\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 1.062}}, {\"89608\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-09 00:17:35.000000+00:00\", \"2020-11-20 15:31:33.000000+00:00\", \"2021-06-16 05:21:57.000000+00:00\", \"2021-02-04 09:25:02.000000+00:00\"], \"session_ids\": [\"3aa09c0c-042a-497f-acfa-c2dc09e730e8\", \"36f6b88b-5394-4d30-ac67-125a504ea2da\", \"e272ce64-36ff-44dd-a6bd-045b22df7362\", \"c840efa6-a664-482d-ab46-08e0913494fa\"], \"total_duration\": 148.0, \"total_sessions\": 4, \"mean_week_duration\": 1.147}}, {\"88483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-19 11:55:38.000000+00:00\", \"2023-05-23 16:23:43.000000+00:00\", \"2022-10-02 12:08:15.000000+00:00\", \"2021-03-22 02:12:33.000000+00:00\", \"2021-08-16 18:56:02.000000+00:00\", \"2020-01-11 16:57:01.000000+00:00\", \"2021-05-07 17:52:23.000000+00:00\", \"2019-03-02 02:38:09.000000+00:00\", \"2021-10-04 10:47:29.000000+00:00\", \"2020-03-23 14:28:39.000000+00:00\", \"2019-10-18 02:01:02.000000+00:00\"], \"session_ids\": [\"987c2dcd-2ef1-403e-8b83-777464c88040\", \"a888e909-7d0a-450f-b7c4-1b7bf48ffc33\", \"15ca0b68-7a0f-4737-8cab-20cd20498976\", \"953148be-d717-4550-8342-7eb81c9c308d\", \"e8d9bfe9-4a7f-46cf-b97e-b5e12fa5b693\", \"12d55f33-ad62-4184-8a9b-a6a78ed91cbc\", \"df08e868-8741-4a11-941a-9e4faeb1a24e\", \"90625733-4dbf-48d0-a563-50d216c4c63f\", \"1d971f57-4183-4e26-8b0f-6f047b678ccb\", \"257dceb6-f73d-4fcf-932d-2300f7eca48c\", \"c1d6bd8c-7ff0-47d0-8078-89ecec14774b\"], \"total_duration\": 271.0, \"total_sessions\": 11, \"mean_week_duration\": 1.226}}]\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[{\"1464\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-15 03:34:13.000000+00:00\", \"2021-09-24 08:40:25.000000+00:00\"], \"session_ids\": [\"9af63203-e9df-479d-9fbc-c4d1168b23e8\", \"e432314f-44e4-462b-8762-169a2eefdfae\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 1.062}}, {\"89608\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-09 00:17:35.000000+00:00\", \"2020-11-20 15:31:33.000000+00:00\", \"2021-06-16 05:21:57.000000+00:00\", \"2021-02-04 09:25:02.000000+00:00\"], \"session_ids\": [\"3aa09c0c-042a-497f-acfa-c2dc09e730e8\", \"36f6b88b-5394-4d30-ac67-125a504ea2da\", \"e272ce64-36ff-44dd-a6bd-045b22df7362\", \"c840efa6-a664-482d-ab46-08e0913494fa\"], \"total_duration\": 148.0, \"total_sessions\": 4, \"mean_week_duration\": 1.147}}, {\"88483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-19 11:55:38.000000+00:00\", \"2023-05-23 16:23:43.000000+00:00\", \"2022-10-02 12:08:15.000000+00:00\", \"2021-03-22 02:12:33.000000+00:00\", \"2021-08-16 18:56:02.000000+00:00\", \"2020-01-11 16:57:01.000000+00:00\", \"2021-05-07 17:52:23.000000+00:00\", \"2019-03-02 02:38:09.000000+00:00\", \"2021-10-04 10:47:29.000000+00:00\", \"2020-03-23 14:28:39.000000+00:00\", \"2019-10-18 02:01:02.000000+00:00\"], \"session_ids\": [\"987c2dcd-2ef1-403e-8b83-777464c88040\", \"a888e909-7d0a-450f-b7c4-1b7bf48ffc33\", \"15ca0b68-7a0f-4737-8cab-20cd20498976\", \"953148be-d717-4550-8342-7eb81c9c308d\", \"e8d9bfe9-4a7f-46cf-b97e-b5e12fa5b693\", \"12d55f33-ad62-4184-8a9b-a6a78ed91cbc\", \"df08e868-8741-4a11-941a-9e4faeb1a24e\", \"90625733-4dbf-48d0-a563-50d216c4c63f\", \"1d971f57-4183-4e26-8b0f-6f047b678ccb\", \"257dceb6-f73d-4fcf-932d-2300f7eca48c\", \"c1d6bd8c-7ff0-47d0-8078-89ecec14774b\"], \"total_duration\": 271.0, \"total_sessions\": 11, \"mean_week_duration\": 1.226}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 4 users who have app usage time greater than 2424 and implement sorting by time spent on the site from the smallest value to the largest value additionaly keep only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16235\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-26 19:37:16.000000+00:00\", \"2020-05-29 07:55:02.000000+00:00\", \"2020-06-10 07:23:22.000000+00:00\"], \"session_ids\": [\"d568a652-0af8-43e4-a178-64c1cdc02d88\", \"6a575b1f-3c7f-426b-b938-af5db50e2c37\", \"19363cf1-ee89-4c25-9020-3c5ce420290e\"], \"total_duration\": 198.0, \"total_sessions\": 3, \"mean_week_duration\": 2.75}, \"26185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-21 15:40:22.000000+00:00\", \"2019-05-05 21:09:17.000000+00:00\", \"2019-10-02 02:28:20.000000+00:00\", \"2021-06-06 04:35:10.000000+00:00\"], \"session_ids\": [\"1a0ce592-374e-4ff0-894b-9f537a1bc596\", \"c7736686-df92-43d2-a13e-1f980fe40315\", \"02768e4d-41f8-4103-9386-0eaebfc949b1\", \"0fc3bba6-36b6-4020-a210-4b2acda0adcd\"], \"total_duration\": 517.0, \"total_sessions\": 4, \"mean_week_duration\": 4.743}, \"27438\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-15 14:36:15.000000+00:00\", \"2023-03-27 02:31:41.000000+00:00\", \"2021-02-20 05:24:28.000000+00:00\", \"2022-01-18 17:48:28.000000+00:00\"], \"session_ids\": [\"9ca3199c-578b-4080-970c-e7226ab27b5e\", \"2b5e3771-788d-4cc7-bf11-59872eeffb78\", \"96010803-45f9-4983-8269-0a53ed751abe\", \"b136d21d-2f60-4da8-8a0d-5e7537252423\"], \"total_duration\": 34.0, \"total_sessions\": 4, \"mean_week_duration\": 0.309}, \"87645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-05-23 03:05:25.000000+00:00\", \"2021-04-20 06:58:52.000000+00:00\"], \"session_ids\": [\"e7ce3bb9-ae5e-43f8-8860-e7fe61c1eba7\", \"a8c736d9-b2d7-4b40-9d35-a5126116ff66\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.826}, \"18264\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-06-01 03:30:03.000000+00:00\", \"2022-12-30 19:33:28.000000+00:00\", \"2019-01-24 12:42:55.000000+00:00\", \"2020-01-17 14:14:50.000000+00:00\", \"2022-04-07 18:23:16.000000+00:00\", \"2020-09-12 03:58:12.000000+00:00\", \"2022-10-07 08:42:14.000000+00:00\", \"2022-07-20 09:50:39.000000+00:00\", \"2020-12-14 05:06:28.000000+00:00\"], \"session_ids\": [\"be2fd2a4-7266-4f6d-9378-19730bce148e\", \"73f77be0-a501-4741-9e2d-80a2b5c4438d\", \"4acd3e47-b2b4-4583-ae1a-a846972e2df0\", \"9ab8e204-7e63-454d-a33a-7ddb8b700639\", \"81e4ae57-5332-4e4d-97fa-982e3a5e9aff\", \"c3672448-d93c-4c5a-bafc-7ad94c5d1d62\", \"975bcdfc-c691-48a8-9d04-a3a154180c10\", \"2c0c8225-7cde-467c-b269-89157de48f5b\", \"3e978977-6804-45de-b48f-c690fec72088\"], \"total_duration\": 93.0, \"total_sessions\": 9, \"mean_week_duration\": 0.451}, \"43924\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-07-02 12:41:38.000000+00:00\", \"2021-09-29 01:53:16.000000+00:00\"], \"session_ids\": [\"b569b9dd-6e41-4631-b61e-430fb139cdd0\", \"ccf8e498-739f-479b-9bb4-40e3d5f567a3\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.262}, \"5807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-05 12:27:08.000000+00:00\", \"2019-03-08 21:59:13.000000+00:00\"], \"session_ids\": [\"54204816-243a-4e26-9f8d-c474173eb279\", \"1b5b8d93-e9a9-402d-b345-13489173b86b\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 2.748}, \"89691\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-04 04:57:49.000000+00:00\", \"2021-09-06 21:55:22.000000+00:00\", \"2021-11-11 17:13:12.000000+00:00\", \"2021-08-21 12:57:20.000000+00:00\", \"2020-01-16 08:55:37.000000+00:00\"], \"session_ids\": [\"53e230b4-3861-4fd8-9ca6-4ec99381da68\", \"b9e074cf-2d04-4ccd-b343-1a4c94355d63\", \"4d800cdc-fdcd-4f38-b61d-81748410a2ef\", \"371f90e2-bf38-4d1c-a8c8-463a5534d629\", \"09d5dcb2-0b74-44fe-9aaa-06d5d4eb709a\"], \"total_duration\": 1273.0, \"total_sessions\": 5, \"mean_week_duration\": 13.4}, \"22968\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-11-07 13:38:42.000000+00:00\", \"2020-02-15 00:40:30.000000+00:00\", \"2019-01-06 13:26:45.000000+00:00\"], \"session_ids\": [\"70b6ecb1-6594-4f72-99f0-ef0e946e929e\", \"daa91026-25fe-4e2f-9209-d03302dd7a6b\", \"15e01fb6-a39a-4f06-a371-f4091deb38b1\"], \"total_duration\": 835.0, \"total_sessions\": 3, \"mean_week_duration\": 4.154}, \"1940\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-13 00:25:33.000000+00:00\", \"2021-12-06 20:19:58.000000+00:00\", \"2019-10-19 22:47:48.000000+00:00\"], \"session_ids\": [\"1217d4f4-1d35-4981-a36d-897c3ade9bd8\", \"5c2a864b-0875-4fcd-93f6-256b2307503c\", \"32751e4e-ef40-411e-a9a9-ececbbed63c0\"], \"total_duration\": 1027.0, \"total_sessions\": 3, \"mean_week_duration\": 9.17}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 2424" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[2424, 4547]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding user who currently lives in city Karachi , and apply sorting by median of duration of sessions per week in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-07 00:09:10.000000+00:00\", \"2022-09-15 00:53:50.000000+00:00\"], \"session_ids\": [\"5ce9c789-a89d-48e0-9ca7-81320f0ba7b5\", \"b2c5f243-36bb-415b-8254-5bd60c8f3043\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.31}, \"2620\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-08 13:56:01.000000+00:00\", \"2022-03-09 15:40:32.000000+00:00\"], \"session_ids\": [\"002a477f-f3fb-4609-8219-fcfc358def74\", \"7c889831-d369-4cbe-aa4d-6a08e3be9dad\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 3.456}, \"25094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-11 11:29:13.000000+00:00\", \"2022-05-21 01:47:54.000000+00:00\"], \"session_ids\": [\"73e36520-7f63-45f7-b778-203cb12965f9\", \"6cd2d852-697e-4f96-88b2-9f8f20fa4387\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 1.267}, \"43114\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-18 18:38:28.000000+00:00\", \"2022-01-30 23:38:48.000000+00:00\"], \"session_ids\": [\"c027cb3c-6862-4bf4-a344-9f07f5cf9cfb\", \"7ead86fd-e47a-4cd7-b591-9529ea1b5abf\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.857}, \"19189\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-11 12:37:33.000000+00:00\", \"2020-06-23 10:20:45.000000+00:00\", \"2021-11-28 09:01:30.000000+00:00\", \"2020-08-13 08:09:12.000000+00:00\", \"2019-05-05 05:29:02.000000+00:00\", \"2020-07-26 05:35:02.000000+00:00\", \"2020-03-03 10:47:36.000000+00:00\"], \"session_ids\": [\"338f462f-28d6-4bbc-b1c6-45fa1d0ccf49\", \"b9a5a970-a180-4e82-8870-458ad20de9dd\", \"9ef289b4-7407-47c9-ac1d-e0a04a781b7b\", \"2b651562-c02a-42b1-96ef-7ebb9ba9d624\", \"8c44a520-f9fb-4abb-8244-d0906832bade\", \"746e2383-adb6-433d-949b-1c411d8fc704\", \"6bfd9364-62a4-477d-883c-fc31bcb1d88b\"], \"total_duration\": 2034.0, \"total_sessions\": 7, \"mean_week_duration\": 11.054}, \"97161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-10-27 04:56:39.000000+00:00\", \"2020-09-09 09:53:53.000000+00:00\", \"2022-06-05 23:04:13.000000+00:00\", \"2022-06-14 12:38:18.000000+00:00\", \"2019-05-01 14:07:46.000000+00:00\"], \"session_ids\": [\"bc35d382-a3d7-49b8-87fc-bb4a050e758e\", \"20de67d1-da2c-43bb-aa35-eedda915f34c\", \"01960910-c061-44db-8dd0-834860fcb25d\", \"733ee46e-7195-462c-958e-af0aff57d905\", \"4003a295-8cd7-4a18-9c96-a0ca40d6df11\"], \"total_duration\": 1120.0, \"total_sessions\": 5, \"mean_week_duration\": 6.871}, \"6292\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-03 16:58:38.000000+00:00\", \"2021-07-25 16:49:38.000000+00:00\", \"2019-08-10 23:22:44.000000+00:00\"], \"session_ids\": [\"2724a8ee-c7c6-4b69-ae28-044f5eef1b64\", \"869b7c47-10aa-41a1-8e5e-b1d63e5e1587\", \"409a2e1b-0633-47ff-bc3f-0ce96befaa4e\"], \"total_duration\": 369.0, \"total_sessions\": 3, \"mean_week_duration\": 2.306}, \"73046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-21 12:54:34.000000+00:00\", \"2019-08-25 22:40:20.000000+00:00\", \"2021-07-29 08:00:35.000000+00:00\", \"2021-09-13 06:22:38.000000+00:00\", \"2021-04-16 12:20:46.000000+00:00\", \"2019-03-01 10:11:58.000000+00:00\"], \"session_ids\": [\"1c2ec03b-ea68-4a44-b706-239002a70947\", \"b00096a7-5952-47c1-90a7-888b30fe78e2\", \"cc85a69f-a830-4f28-8388-2d2b4f224935\", \"192c8f00-1a69-47a8-bd2a-437d8489c309\", \"eb76372a-20a6-4775-b0fe-a05d8f491563\", \"b3229f1f-dcf8-405c-99dc-0256b26df730\"], \"total_duration\": 2518.0, \"total_sessions\": 6, \"mean_week_duration\": 11.877}, \"15583\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-15 06:10:24.000000+00:00\", \"2019-10-28 18:36:34.000000+00:00\"], \"session_ids\": [\"3ee3f795-9a33-4d41-8641-e34601f504c0\", \"e4eadad4-15b3-4914-bb52-8b9112515a6f\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.338}, \"63894\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-28 08:38:32.000000+00:00\", \"2019-09-15 16:22:04.000000+00:00\", \"2020-01-11 09:44:56.000000+00:00\", \"2020-01-23 10:46:16.000000+00:00\", \"2020-01-04 09:31:51.000000+00:00\"], \"session_ids\": [\"5ac4dc6a-782f-44b1-9ee8-ad9b12a6feb5\", \"c4d6b7c2-c3aa-46d3-9280-a04efe7a67c3\", \"36175148-7041-4c06-8c9a-0073b708e22a\", \"5351daef-ad6a-400c-b886-fb96ad5dda61\", \"fd205135-257b-400b-a0e6-911a849c07b9\"], \"total_duration\": 1771.0, \"total_sessions\": 5, \"mean_week_duration\": 41.186}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Karachi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Karachi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify 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": "Tell me what you know about 2 users with a app usage time per week that is higher than 24, exclusive 24 also apply sorting by total_duration risingly." } ]
[ { "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{\"76977\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-23 14:42:01.000000+00:00\", \"2022-05-15 07:17:32.000000+00:00\", \"2023-04-05 00:50:00.000000+00:00\"], \"session_ids\": [\"06aed833-46f6-4501-ae96-f42a8d5bfab9\", \"577d2582-c2ef-4bea-bda1-645781989b1e\", \"3e31beb2-b7be-4522-acd2-96dda5bf235b\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.113}, \"98540\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-18 13:40:43.000000+00:00\", \"2020-11-06 15:23:42.000000+00:00\"], \"session_ids\": [\"a025b90d-c0a9-4c55-82ef-1f2b8cfce908\", \"95b19e77-ac58-464a-9ca5-705c450ef4c5\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 2.224}, \"6689\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-19 01:39:26.000000+00:00\", \"2019-11-17 01:53:44.000000+00:00\", \"2020-01-02 22:54:34.000000+00:00\", \"2022-03-20 02:32:28.000000+00:00\", \"2022-07-30 11:52:24.000000+00:00\", \"2023-05-11 06:28:14.000000+00:00\", \"2019-06-10 15:13:49.000000+00:00\", \"2022-06-25 14:48:45.000000+00:00\"], \"session_ids\": [\"d2854a00-f14f-4cfc-98df-6175e0c3ff1a\", \"b12fdbc6-5478-4893-9e30-9109553ec06b\", \"83df8264-afcf-4cc5-896b-9072b675c3d3\", \"879ffdd2-bf5b-4703-8f32-c24cca4ff637\", \"87fb6746-d9a6-4370-a145-eac3df11011a\", \"bef99d90-76fd-4da6-8d87-6db163473e88\", \"00fb2753-9b4e-4ac5-8656-d43278bc000a\", \"3fbcf2d9-09c4-44a4-b045-20a8134709c7\"], \"total_duration\": 6770.0, \"total_sessions\": 8, \"mean_week_duration\": 33.024}, \"99617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-26 07:51:17.000000+00:00\", \"2019-09-26 18:40:46.000000+00:00\", \"2019-05-17 16:14:58.000000+00:00\", \"2020-01-25 19:07:04.000000+00:00\", \"2021-06-16 23:48:14.000000+00:00\", \"2019-11-13 18:35:02.000000+00:00\", \"2022-07-10 17:50:57.000000+00:00\", \"2021-08-27 20:13:15.000000+00:00\", \"2022-08-28 04:03:49.000000+00:00\", \"2020-08-10 14:29:20.000000+00:00\", \"2019-12-20 04:45:30.000000+00:00\"], \"session_ids\": [\"c448171d-974e-48b4-8e7b-8313c23e7aa2\", \"325791c0-d3c9-469d-941e-b94e46f3048e\", \"cbe2ac43-549c-4801-82b6-6649614b0f75\", \"92647e77-4369-49e2-9105-c116b1b2750f\", \"0421a622-01b7-442e-9b69-f993fcab41e7\", \"4f1f0825-3bfb-47c5-b684-22c736ee0ca3\", \"fc3e4008-ca9f-4373-b8ca-58202b81da85\", \"b5b87dfd-a8da-4d25-8750-a22ef63f979f\", \"1b3fc567-90d0-4c64-a658-f874121197c9\", \"57fddb9f-b3fa-4888-a40b-9568aad28e27\", \"f1a476ed-5d57-44c4-a18a-81e897ceb7e3\"], \"total_duration\": 436.0, \"total_sessions\": 11, \"mean_week_duration\": 2.535}, \"25558\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-02-12 18:58:03.000000+00:00\", \"2021-01-14 03:15:33.000000+00:00\", \"2022-04-24 22:19:50.000000+00:00\"], \"session_ids\": [\"9f3cece5-7ec2-4686-b3fa-dd782eb44526\", \"09f4f768-b876-4195-b502-20a505b69db6\", \"d9ce5642-bb79-47c3-80c5-6dea04d0b044\"], \"total_duration\": 341.0, \"total_sessions\": 3, \"mean_week_duration\": 5.09}, \"26703\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-02-21 12:43:18.000000+00:00\", \"2021-11-25 11:11:58.000000+00:00\", \"2020-04-01 15:23:00.000000+00:00\"], \"session_ids\": [\"166917ce-8dc0-4d82-8108-67700f45e1ce\", \"550c32a6-fd1a-437b-96ef-269295b98cfd\", \"eacbdce6-ed68-4ccb-92ff-935db9c4fff8\"], \"total_duration\": 403.0, \"total_sessions\": 3, \"mean_week_duration\": 2.799}, \"5083\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-10 00:55:51.000000+00:00\", \"2019-06-17 07:56:56.000000+00:00\", \"2022-09-10 21:06:04.000000+00:00\", \"2019-07-14 03:09:54.000000+00:00\"], \"session_ids\": [\"c65dde37-bba7-4c69-9109-7a5ed4d75f7e\", \"54c10433-fadf-47ff-b578-4ffe6d59c478\", \"b0430d48-2d81-493b-b146-e09f3f0514a6\", \"9b0c5e98-5154-47a8-8c9f-fd925f2a8559\"], \"total_duration\": 1632.0, \"total_sessions\": 4, \"mean_week_duration\": 8.918}, \"42505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-27 07:59:02.000000+00:00\", \"2020-09-23 10:36:59.000000+00:00\", \"2019-07-31 18:44:50.000000+00:00\", \"2020-08-07 08:59:09.000000+00:00\", \"2020-05-06 01:07:23.000000+00:00\", \"2022-01-24 11:17:16.000000+00:00\", \"2022-12-05 09:25:04.000000+00:00\", \"2019-07-27 08:39:11.000000+00:00\"], \"session_ids\": [\"16eb2fa3-1794-4080-9501-cb04e88944b2\", \"dc67295f-2477-4489-8e1f-08ef3f0bd967\", \"414f6382-b050-426d-825b-985f4c61521a\", \"c651bf69-e788-400d-8e87-074deaff5e30\", \"13507c9c-d932-4d8b-9ccc-3c500d15520f\", \"2f47da85-810e-4c22-b97e-2387c9daeed6\", \"bc9c76ea-03aa-4305-96e6-904da629f64d\", \"9af098f2-ae1a-4648-83d9-d8aefa8b1e69\"], \"total_duration\": 4971.0, \"total_sessions\": 8, \"mean_week_duration\": 28.244}, \"84742\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-25 17:46:45.000000+00:00\", \"2022-03-23 22:08:29.000000+00:00\"], \"session_ids\": [\"bbdf0c98-fb70-4105-b353-17c3c96391f5\", \"87875fb6-9e6b-49d2-9e50-3ceeff6b0dad\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 2.837}, \"10128\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-07 05:56:56.000000+00:00\", \"2022-08-30 00:56:03.000000+00:00\"], \"session_ids\": [\"bed5b95c-cf6e-410a-a718-9ba064bfb25c\", \"79a0528c-caa6-452a-bdae-0b840a8d6743\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.245}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 24" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[24, 35]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"6689\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-19 01:39:26.000000+00:00\", \"2019-11-17 01:53:44.000000+00:00\", \"2020-01-02 22:54:34.000000+00:00\", \"2022-03-20 02:32:28.000000+00:00\", \"2022-07-30 11:52:24.000000+00:00\", \"2023-05-11 06:28:14.000000+00:00\", \"2019-06-10 15:13:49.000000+00:00\", \"2022-06-25 14:48:45.000000+00:00\"], \"session_ids\": [\"d2854a00-f14f-4cfc-98df-6175e0c3ff1a\", \"b12fdbc6-5478-4893-9e30-9109553ec06b\", \"83df8264-afcf-4cc5-896b-9072b675c3d3\", \"879ffdd2-bf5b-4703-8f32-c24cca4ff637\", \"87fb6746-d9a6-4370-a145-eac3df11011a\", \"bef99d90-76fd-4da6-8d87-6db163473e88\", \"00fb2753-9b4e-4ac5-8656-d43278bc000a\", \"3fbcf2d9-09c4-44a4-b045-20a8134709c7\"], \"total_duration\": 6770.0, \"total_sessions\": 8, \"mean_week_duration\": 33.024}, \"42505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-27 07:59:02.000000+00:00\", \"2020-09-23 10:36:59.000000+00:00\", \"2019-07-31 18:44:50.000000+00:00\", \"2020-08-07 08:59:09.000000+00:00\", \"2020-05-06 01:07:23.000000+00:00\", \"2022-01-24 11:17:16.000000+00:00\", \"2022-12-05 09:25:04.000000+00:00\", \"2019-07-27 08:39:11.000000+00:00\"], \"session_ids\": [\"16eb2fa3-1794-4080-9501-cb04e88944b2\", \"dc67295f-2477-4489-8e1f-08ef3f0bd967\", \"414f6382-b050-426d-825b-985f4c61521a\", \"c651bf69-e788-400d-8e87-074deaff5e30\", \"13507c9c-d932-4d8b-9ccc-3c500d15520f\", \"2f47da85-810e-4c22-b97e-2387c9daeed6\", \"bc9c76ea-03aa-4305-96e6-904da629f64d\", \"9af098f2-ae1a-4648-83d9-d8aefa8b1e69\"], \"total_duration\": 4971.0, \"total_sessions\": 8, \"mean_week_duration\": 28.244}}\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[{\"42505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-27 07:59:02.000000+00:00\", \"2020-09-23 10:36:59.000000+00:00\", \"2019-07-31 18:44:50.000000+00:00\", \"2020-08-07 08:59:09.000000+00:00\", \"2020-05-06 01:07:23.000000+00:00\", \"2022-01-24 11:17:16.000000+00:00\", \"2022-12-05 09:25:04.000000+00:00\", \"2019-07-27 08:39:11.000000+00:00\"], \"session_ids\": [\"16eb2fa3-1794-4080-9501-cb04e88944b2\", \"dc67295f-2477-4489-8e1f-08ef3f0bd967\", \"414f6382-b050-426d-825b-985f4c61521a\", \"c651bf69-e788-400d-8e87-074deaff5e30\", \"13507c9c-d932-4d8b-9ccc-3c500d15520f\", \"2f47da85-810e-4c22-b97e-2387c9daeed6\", \"bc9c76ea-03aa-4305-96e6-904da629f64d\", \"9af098f2-ae1a-4648-83d9-d8aefa8b1e69\"], \"total_duration\": 4971.0, \"total_sessions\": 8, \"mean_week_duration\": 28.244}}, {\"6689\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-19 01:39:26.000000+00:00\", \"2019-11-17 01:53:44.000000+00:00\", \"2020-01-02 22:54:34.000000+00:00\", \"2022-03-20 02:32:28.000000+00:00\", \"2022-07-30 11:52:24.000000+00:00\", \"2023-05-11 06:28:14.000000+00:00\", \"2019-06-10 15:13:49.000000+00:00\", \"2022-06-25 14:48:45.000000+00:00\"], \"session_ids\": [\"d2854a00-f14f-4cfc-98df-6175e0c3ff1a\", \"b12fdbc6-5478-4893-9e30-9109553ec06b\", \"83df8264-afcf-4cc5-896b-9072b675c3d3\", \"879ffdd2-bf5b-4703-8f32-c24cca4ff637\", \"87fb6746-d9a6-4370-a145-eac3df11011a\", \"bef99d90-76fd-4da6-8d87-6db163473e88\", \"00fb2753-9b4e-4ac5-8656-d43278bc000a\", \"3fbcf2d9-09c4-44a4-b045-20a8134709c7\"], \"total_duration\": 6770.0, \"total_sessions\": 8, \"mean_week_duration\": 33.024}}]\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[{\"42505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-27 07:59:02.000000+00:00\", \"2020-09-23 10:36:59.000000+00:00\", \"2019-07-31 18:44:50.000000+00:00\", \"2020-08-07 08:59:09.000000+00:00\", \"2020-05-06 01:07:23.000000+00:00\", \"2022-01-24 11:17:16.000000+00:00\", \"2022-12-05 09:25:04.000000+00:00\", \"2019-07-27 08:39:11.000000+00:00\"], \"session_ids\": [\"16eb2fa3-1794-4080-9501-cb04e88944b2\", \"dc67295f-2477-4489-8e1f-08ef3f0bd967\", \"414f6382-b050-426d-825b-985f4c61521a\", \"c651bf69-e788-400d-8e87-074deaff5e30\", \"13507c9c-d932-4d8b-9ccc-3c500d15520f\", \"2f47da85-810e-4c22-b97e-2387c9daeed6\", \"bc9c76ea-03aa-4305-96e6-904da629f64d\", \"9af098f2-ae1a-4648-83d9-d8aefa8b1e69\"], \"total_duration\": 4971.0, \"total_sessions\": 8, \"mean_week_duration\": 28.244}}, {\"6689\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-19 01:39:26.000000+00:00\", \"2019-11-17 01:53:44.000000+00:00\", \"2020-01-02 22:54:34.000000+00:00\", \"2022-03-20 02:32:28.000000+00:00\", \"2022-07-30 11:52:24.000000+00:00\", \"2023-05-11 06:28:14.000000+00:00\", \"2019-06-10 15:13:49.000000+00:00\", \"2022-06-25 14:48:45.000000+00:00\"], \"session_ids\": [\"d2854a00-f14f-4cfc-98df-6175e0c3ff1a\", \"b12fdbc6-5478-4893-9e30-9109553ec06b\", \"83df8264-afcf-4cc5-896b-9072b675c3d3\", \"879ffdd2-bf5b-4703-8f32-c24cca4ff637\", \"87fb6746-d9a6-4370-a145-eac3df11011a\", \"bef99d90-76fd-4da6-8d87-6db163473e88\", \"00fb2753-9b4e-4ac5-8656-d43278bc000a\", \"3fbcf2d9-09c4-44a4-b045-20a8134709c7\"], \"total_duration\": 6770.0, \"total_sessions\": 8, \"mean_week_duration\": 33.024}}]\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[{\"42505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-27 07:59:02.000000+00:00\", \"2020-09-23 10:36:59.000000+00:00\", \"2019-07-31 18:44:50.000000+00:00\", \"2020-08-07 08:59:09.000000+00:00\", \"2020-05-06 01:07:23.000000+00:00\", \"2022-01-24 11:17:16.000000+00:00\", \"2022-12-05 09:25:04.000000+00:00\", \"2019-07-27 08:39:11.000000+00:00\"], \"session_ids\": [\"16eb2fa3-1794-4080-9501-cb04e88944b2\", \"dc67295f-2477-4489-8e1f-08ef3f0bd967\", \"414f6382-b050-426d-825b-985f4c61521a\", \"c651bf69-e788-400d-8e87-074deaff5e30\", \"13507c9c-d932-4d8b-9ccc-3c500d15520f\", \"2f47da85-810e-4c22-b97e-2387c9daeed6\", \"bc9c76ea-03aa-4305-96e6-904da629f64d\", \"9af098f2-ae1a-4648-83d9-d8aefa8b1e69\"], \"total_duration\": 4971.0, \"total_sessions\": 8, \"mean_week_duration\": 28.244}}, {\"6689\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-19 01:39:26.000000+00:00\", \"2019-11-17 01:53:44.000000+00:00\", \"2020-01-02 22:54:34.000000+00:00\", \"2022-03-20 02:32:28.000000+00:00\", \"2022-07-30 11:52:24.000000+00:00\", \"2023-05-11 06:28:14.000000+00:00\", \"2019-06-10 15:13:49.000000+00:00\", \"2022-06-25 14:48:45.000000+00:00\"], \"session_ids\": [\"d2854a00-f14f-4cfc-98df-6175e0c3ff1a\", \"b12fdbc6-5478-4893-9e30-9109553ec06b\", \"83df8264-afcf-4cc5-896b-9072b675c3d3\", \"879ffdd2-bf5b-4703-8f32-c24cca4ff637\", \"87fb6746-d9a6-4370-a145-eac3df11011a\", \"bef99d90-76fd-4da6-8d87-6db163473e88\", \"00fb2753-9b4e-4ac5-8656-d43278bc000a\", \"3fbcf2d9-09c4-44a4-b045-20a8134709c7\"], \"total_duration\": 6770.0, \"total_sessions\": 8, \"mean_week_duration\": 33.024}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on user who doesn't currently live in cities Dubai, Guatemala City plus do sorting by town naming in ascending and in addition provide me only with 4 pieces of data." } ]
[ { "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{\"31034\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-10-05 00:47:23.000000+00:00\", \"2019-04-07 02:05:35.000000+00:00\", \"2020-10-19 04:16:51.000000+00:00\", \"2023-02-14 20:11:35.000000+00:00\"], \"session_ids\": [\"51e156b5-5971-45ae-9516-dd8181f640dc\", \"e956d5c9-3362-4930-b058-aaf63c2c089a\", \"4ad126a2-3e5c-456d-ad2f-791982829596\", \"b11825bf-cfc5-4a89-aece-e0cc2f19eb31\"], \"total_duration\": 1868.0, \"total_sessions\": 4, \"mean_week_duration\": 9.248}, \"94579\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-10-17 05:29:50.000000+00:00\", \"2021-03-26 12:16:10.000000+00:00\", \"2023-05-09 11:22:11.000000+00:00\", \"2019-08-11 11:08:37.000000+00:00\", \"2022-03-28 09:22:44.000000+00:00\", \"2022-02-05 20:49:32.000000+00:00\", \"2022-11-08 03:55:05.000000+00:00\", \"2019-10-28 08:23:35.000000+00:00\", \"2022-12-20 17:56:24.000000+00:00\", \"2022-06-27 01:58:01.000000+00:00\", \"2021-05-31 22:56:16.000000+00:00\"], \"session_ids\": [\"65cf18c3-5abd-4b3a-9808-c69644acc652\", \"91a813a8-17f2-4875-8900-aa95d2e4e59c\", \"d13b6d0c-f65f-49c5-a724-e47f9dcea507\", \"572985ce-91fc-414e-9711-8c302c6cc3d7\", \"1e207de1-167c-491f-a0d1-e9e6a7fe7b9a\", \"fd73467d-b607-4efd-990c-aca6ee0dac95\", \"f1233d2a-0231-468f-9cd8-bdb312c8a8fe\", \"b525c2b6-279f-408d-a64f-3241a90dbbd9\", \"774027db-eec0-49e8-b889-718d4be6c71a\", \"591fe5f6-ed74-4afe-8980-6779d1068534\", \"499b29bd-eb95-4d9e-8bad-f42c52ab5ae0\"], \"total_duration\": 4215.0, \"total_sessions\": 11, \"mean_week_duration\": 21.505}, \"16757\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-13 02:40:38.000000+00:00\", \"2022-06-18 16:31:18.000000+00:00\", \"2023-01-14 12:17:22.000000+00:00\", \"2019-01-20 17:14:35.000000+00:00\"], \"session_ids\": [\"597f1ae3-4dbe-41b0-af35-176a93377a24\", \"43db208e-e9c6-4e1b-bffb-eacd2cd49ed7\", \"30982513-a369-4b7b-a799-93737f5102c1\", \"a394dfa4-a785-40cd-9f74-a3d8819a0772\"], \"total_duration\": 218.0, \"total_sessions\": 4, \"mean_week_duration\": 1.048}, \"55662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-04-19 17:34:44.000000+00:00\", \"2020-08-06 09:38:46.000000+00:00\"], \"session_ids\": [\"7f385448-5a1c-4498-946c-9efaa96ad67c\", \"cf0188d3-e1a4-4ce4-8cab-a0e189e8eda3\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 3.919}, \"24998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-04-01 22:17:34.000000+00:00\", \"2020-01-17 22:19:30.000000+00:00\", \"2022-06-20 06:57:33.000000+00:00\"], \"session_ids\": [\"193e3781-4592-4db0-8503-71ad43fdcd59\", \"a2bb1fdb-5f3d-4853-a299-ed31f13ecba9\", \"b9cdeb38-14fa-48c0-94b3-05a7a1795b68\"], \"total_duration\": 578.0, \"total_sessions\": 3, \"mean_week_duration\": 3.461}, \"61189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-26 02:13:41.000000+00:00\", \"2019-11-08 23:15:34.000000+00:00\", \"2021-04-13 22:52:20.000000+00:00\"], \"session_ids\": [\"23c8f2e2-b09d-4ea9-afd2-3ddfbd42b248\", \"c2919721-5320-421f-9708-00a0d58bad14\", \"874fb6f2-e6b6-40e2-b3d5-27eb5dd3a060\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 1.792}, \"62636\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-24 12:40:56.000000+00:00\", \"2020-09-30 17:20:39.000000+00:00\"], \"session_ids\": [\"29f7c132-bb23-4b73-aa64-741c47233691\", \"ee351df2-f36b-4b6f-86e9-421ffbffbd4a\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 1.486}, \"40587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-30 07:58:04.000000+00:00\", \"2020-08-04 04:04:56.000000+00:00\", \"2019-06-17 04:00:57.000000+00:00\"], \"session_ids\": [\"af0910fc-6158-4494-ad40-ed1f59b3b884\", \"7eee5a96-1f1c-49ce-9bce-abb39906dbb1\", \"2e9d62ee-a979-4702-8da3-9f58f4fcdc95\"], \"total_duration\": 511.0, \"total_sessions\": 3, \"mean_week_duration\": 8.517}, \"73882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-12 07:01:47.000000+00:00\", \"2019-05-04 06:21:40.000000+00:00\", \"2022-09-22 23:25:27.000000+00:00\"], \"session_ids\": [\"941cae87-bc8f-4453-ac99-66e121113f8f\", \"23082df2-ce45-4e4b-8143-0c8acf72d0d2\", \"b04088ee-f1cb-402c-bb19-7d8c1904d806\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.438}, \"95046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-04 20:13:53.000000+00:00\", \"2019-07-27 14:42:58.000000+00:00\"], \"session_ids\": [\"58b2560d-0c9b-42b5-99bc-6b0fd7cd1ba1\", \"19efa0bb-aed9-476f-a893-8a37cf4129a2\"], \"total_duration\": 388.0, \"total_sessions\": 2, \"mean_week_duration\": 5.105}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Dubai, Guatemala City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Dubai\", \"Guatemala City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31034\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-10-05 00:47:23.000000+00:00\", \"2019-04-07 02:05:35.000000+00:00\", \"2020-10-19 04:16:51.000000+00:00\", \"2023-02-14 20:11:35.000000+00:00\"], \"session_ids\": [\"51e156b5-5971-45ae-9516-dd8181f640dc\", \"e956d5c9-3362-4930-b058-aaf63c2c089a\", \"4ad126a2-3e5c-456d-ad2f-791982829596\", \"b11825bf-cfc5-4a89-aece-e0cc2f19eb31\"], \"total_duration\": 1868.0, \"total_sessions\": 4, \"mean_week_duration\": 9.248}, \"94579\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-10-17 05:29:50.000000+00:00\", \"2021-03-26 12:16:10.000000+00:00\", \"2023-05-09 11:22:11.000000+00:00\", \"2019-08-11 11:08:37.000000+00:00\", \"2022-03-28 09:22:44.000000+00:00\", \"2022-02-05 20:49:32.000000+00:00\", \"2022-11-08 03:55:05.000000+00:00\", \"2019-10-28 08:23:35.000000+00:00\", \"2022-12-20 17:56:24.000000+00:00\", \"2022-06-27 01:58:01.000000+00:00\", \"2021-05-31 22:56:16.000000+00:00\"], \"session_ids\": [\"65cf18c3-5abd-4b3a-9808-c69644acc652\", \"91a813a8-17f2-4875-8900-aa95d2e4e59c\", \"d13b6d0c-f65f-49c5-a724-e47f9dcea507\", \"572985ce-91fc-414e-9711-8c302c6cc3d7\", \"1e207de1-167c-491f-a0d1-e9e6a7fe7b9a\", \"fd73467d-b607-4efd-990c-aca6ee0dac95\", \"f1233d2a-0231-468f-9cd8-bdb312c8a8fe\", \"b525c2b6-279f-408d-a64f-3241a90dbbd9\", \"774027db-eec0-49e8-b889-718d4be6c71a\", \"591fe5f6-ed74-4afe-8980-6779d1068534\", \"499b29bd-eb95-4d9e-8bad-f42c52ab5ae0\"], \"total_duration\": 4215.0, \"total_sessions\": 11, \"mean_week_duration\": 21.505}, \"55662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-04-19 17:34:44.000000+00:00\", \"2020-08-06 09:38:46.000000+00:00\"], \"session_ids\": [\"7f385448-5a1c-4498-946c-9efaa96ad67c\", \"cf0188d3-e1a4-4ce4-8cab-a0e189e8eda3\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 3.919}, \"24998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-04-01 22:17:34.000000+00:00\", \"2020-01-17 22:19:30.000000+00:00\", \"2022-06-20 06:57:33.000000+00:00\"], \"session_ids\": [\"193e3781-4592-4db0-8503-71ad43fdcd59\", \"a2bb1fdb-5f3d-4853-a299-ed31f13ecba9\", \"b9cdeb38-14fa-48c0-94b3-05a7a1795b68\"], \"total_duration\": 578.0, \"total_sessions\": 3, \"mean_week_duration\": 3.461}, \"61189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-26 02:13:41.000000+00:00\", \"2019-11-08 23:15:34.000000+00:00\", \"2021-04-13 22:52:20.000000+00:00\"], \"session_ids\": [\"23c8f2e2-b09d-4ea9-afd2-3ddfbd42b248\", \"c2919721-5320-421f-9708-00a0d58bad14\", \"874fb6f2-e6b6-40e2-b3d5-27eb5dd3a060\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 1.792}, \"73882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-12 07:01:47.000000+00:00\", \"2019-05-04 06:21:40.000000+00:00\", \"2022-09-22 23:25:27.000000+00:00\"], \"session_ids\": [\"941cae87-bc8f-4453-ac99-66e121113f8f\", \"23082df2-ce45-4e4b-8143-0c8acf72d0d2\", \"b04088ee-f1cb-402c-bb19-7d8c1904d806\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.438}, \"95046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-04 20:13:53.000000+00:00\", \"2019-07-27 14:42:58.000000+00:00\"], \"session_ids\": [\"58b2560d-0c9b-42b5-99bc-6b0fd7cd1ba1\", \"19efa0bb-aed9-476f-a893-8a37cf4129a2\"], \"total_duration\": 388.0, \"total_sessions\": 2, \"mean_week_duration\": 5.105}}\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[{\"61189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-26 02:13:41.000000+00:00\", \"2019-11-08 23:15:34.000000+00:00\", \"2021-04-13 22:52:20.000000+00:00\"], \"session_ids\": [\"23c8f2e2-b09d-4ea9-afd2-3ddfbd42b248\", \"c2919721-5320-421f-9708-00a0d58bad14\", \"874fb6f2-e6b6-40e2-b3d5-27eb5dd3a060\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 1.792}}, {\"24998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-04-01 22:17:34.000000+00:00\", \"2020-01-17 22:19:30.000000+00:00\", \"2022-06-20 06:57:33.000000+00:00\"], \"session_ids\": [\"193e3781-4592-4db0-8503-71ad43fdcd59\", \"a2bb1fdb-5f3d-4853-a299-ed31f13ecba9\", \"b9cdeb38-14fa-48c0-94b3-05a7a1795b68\"], \"total_duration\": 578.0, \"total_sessions\": 3, \"mean_week_duration\": 3.461}}, {\"95046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-04 20:13:53.000000+00:00\", \"2019-07-27 14:42:58.000000+00:00\"], \"session_ids\": [\"58b2560d-0c9b-42b5-99bc-6b0fd7cd1ba1\", \"19efa0bb-aed9-476f-a893-8a37cf4129a2\"], \"total_duration\": 388.0, \"total_sessions\": 2, \"mean_week_duration\": 5.105}}, {\"55662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-04-19 17:34:44.000000+00:00\", \"2020-08-06 09:38:46.000000+00:00\"], \"session_ids\": [\"7f385448-5a1c-4498-946c-9efaa96ad67c\", \"cf0188d3-e1a4-4ce4-8cab-a0e189e8eda3\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 3.919}}, {\"73882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-12 07:01:47.000000+00:00\", \"2019-05-04 06:21:40.000000+00:00\", \"2022-09-22 23:25:27.000000+00:00\"], \"session_ids\": [\"941cae87-bc8f-4453-ac99-66e121113f8f\", \"23082df2-ce45-4e4b-8143-0c8acf72d0d2\", \"b04088ee-f1cb-402c-bb19-7d8c1904d806\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.438}}, {\"94579\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-10-17 05:29:50.000000+00:00\", \"2021-03-26 12:16:10.000000+00:00\", \"2023-05-09 11:22:11.000000+00:00\", \"2019-08-11 11:08:37.000000+00:00\", \"2022-03-28 09:22:44.000000+00:00\", \"2022-02-05 20:49:32.000000+00:00\", \"2022-11-08 03:55:05.000000+00:00\", \"2019-10-28 08:23:35.000000+00:00\", \"2022-12-20 17:56:24.000000+00:00\", \"2022-06-27 01:58:01.000000+00:00\", \"2021-05-31 22:56:16.000000+00:00\"], \"session_ids\": [\"65cf18c3-5abd-4b3a-9808-c69644acc652\", \"91a813a8-17f2-4875-8900-aa95d2e4e59c\", \"d13b6d0c-f65f-49c5-a724-e47f9dcea507\", \"572985ce-91fc-414e-9711-8c302c6cc3d7\", \"1e207de1-167c-491f-a0d1-e9e6a7fe7b9a\", \"fd73467d-b607-4efd-990c-aca6ee0dac95\", \"f1233d2a-0231-468f-9cd8-bdb312c8a8fe\", \"b525c2b6-279f-408d-a64f-3241a90dbbd9\", \"774027db-eec0-49e8-b889-718d4be6c71a\", \"591fe5f6-ed74-4afe-8980-6779d1068534\", \"499b29bd-eb95-4d9e-8bad-f42c52ab5ae0\"], \"total_duration\": 4215.0, \"total_sessions\": 11, \"mean_week_duration\": 21.505}}, {\"31034\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-10-05 00:47:23.000000+00:00\", \"2019-04-07 02:05:35.000000+00:00\", \"2020-10-19 04:16:51.000000+00:00\", \"2023-02-14 20:11:35.000000+00:00\"], \"session_ids\": [\"51e156b5-5971-45ae-9516-dd8181f640dc\", \"e956d5c9-3362-4930-b058-aaf63c2c089a\", \"4ad126a2-3e5c-456d-ad2f-791982829596\", \"b11825bf-cfc5-4a89-aece-e0cc2f19eb31\"], \"total_duration\": 1868.0, \"total_sessions\": 4, \"mean_week_duration\": 9.248}}]\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[{\"61189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-26 02:13:41.000000+00:00\", \"2019-11-08 23:15:34.000000+00:00\", \"2021-04-13 22:52:20.000000+00:00\"], \"session_ids\": [\"23c8f2e2-b09d-4ea9-afd2-3ddfbd42b248\", \"c2919721-5320-421f-9708-00a0d58bad14\", \"874fb6f2-e6b6-40e2-b3d5-27eb5dd3a060\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 1.792}}, {\"24998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-04-01 22:17:34.000000+00:00\", \"2020-01-17 22:19:30.000000+00:00\", \"2022-06-20 06:57:33.000000+00:00\"], \"session_ids\": [\"193e3781-4592-4db0-8503-71ad43fdcd59\", \"a2bb1fdb-5f3d-4853-a299-ed31f13ecba9\", \"b9cdeb38-14fa-48c0-94b3-05a7a1795b68\"], \"total_duration\": 578.0, \"total_sessions\": 3, \"mean_week_duration\": 3.461}}, {\"95046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-04 20:13:53.000000+00:00\", \"2019-07-27 14:42:58.000000+00:00\"], \"session_ids\": [\"58b2560d-0c9b-42b5-99bc-6b0fd7cd1ba1\", \"19efa0bb-aed9-476f-a893-8a37cf4129a2\"], \"total_duration\": 388.0, \"total_sessions\": 2, \"mean_week_duration\": 5.105}}, {\"55662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-04-19 17:34:44.000000+00:00\", \"2020-08-06 09:38:46.000000+00:00\"], \"session_ids\": [\"7f385448-5a1c-4498-946c-9efaa96ad67c\", \"cf0188d3-e1a4-4ce4-8cab-a0e189e8eda3\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 3.919}}]\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[{\"61189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-26 02:13:41.000000+00:00\", \"2019-11-08 23:15:34.000000+00:00\", \"2021-04-13 22:52:20.000000+00:00\"], \"session_ids\": [\"23c8f2e2-b09d-4ea9-afd2-3ddfbd42b248\", \"c2919721-5320-421f-9708-00a0d58bad14\", \"874fb6f2-e6b6-40e2-b3d5-27eb5dd3a060\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 1.792}}, {\"24998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-04-01 22:17:34.000000+00:00\", \"2020-01-17 22:19:30.000000+00:00\", \"2022-06-20 06:57:33.000000+00:00\"], \"session_ids\": [\"193e3781-4592-4db0-8503-71ad43fdcd59\", \"a2bb1fdb-5f3d-4853-a299-ed31f13ecba9\", \"b9cdeb38-14fa-48c0-94b3-05a7a1795b68\"], \"total_duration\": 578.0, \"total_sessions\": 3, \"mean_week_duration\": 3.461}}, {\"95046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-04 20:13:53.000000+00:00\", \"2019-07-27 14:42:58.000000+00:00\"], \"session_ids\": [\"58b2560d-0c9b-42b5-99bc-6b0fd7cd1ba1\", \"19efa0bb-aed9-476f-a893-8a37cf4129a2\"], \"total_duration\": 388.0, \"total_sessions\": 2, \"mean_week_duration\": 5.105}}, {\"55662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-04-19 17:34:44.000000+00:00\", \"2020-08-06 09:38:46.000000+00:00\"], \"session_ids\": [\"7f385448-5a1c-4498-946c-9efaa96ad67c\", \"cf0188d3-e1a4-4ce4-8cab-a0e189e8eda3\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 3.919}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about users whose overall sessions count is strictly less than 2 and greater than 5 also implement sorting by urban title 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{\"75378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-07 16:57:53.000000+00:00\", \"2021-12-21 07:26:07.000000+00:00\", \"2022-06-22 14:28:46.000000+00:00\", \"2022-10-07 21:10:08.000000+00:00\", \"2019-10-13 21:13:00.000000+00:00\", \"2020-12-10 05:17:56.000000+00:00\", \"2019-11-30 23:08:51.000000+00:00\"], \"session_ids\": [\"dbd6bbf6-8cd6-4e9e-af40-ed63bb0586dd\", \"a4385da5-63ef-4fa7-9521-aace9097df88\", \"e1393cab-5c21-4eda-a281-9507fd75cc7a\", \"c6bcf3c5-7686-4158-ba0e-cf50aa0fb07c\", \"0bfa2e86-49dd-477b-81ac-a71dc5f7c511\", \"f39f944e-ee5c-4de8-944a-32c438847c05\", \"059b28e2-348e-420d-b02b-ee2c6e075640\"], \"total_duration\": 1839.0, \"total_sessions\": 7, \"mean_week_duration\": 11.788}, \"29756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2019-03-26 10:19:04.000000+00:00\", \"2021-03-11 05:32:31.000000+00:00\"], \"session_ids\": [\"6e33b77f-8a57-4236-928b-9ea98e4e9381\", \"be1b3dde-67b6-43db-a749-1812824d6a33\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.204}, \"86195\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-25 17:37:00.000000+00:00\", \"2019-07-30 12:19:07.000000+00:00\", \"2021-12-06 14:07:57.000000+00:00\"], \"session_ids\": [\"d36c1f59-732d-468d-8c1b-50f6d460b838\", \"c3552792-efe1-4f4a-a75b-3db421c4d6d8\", \"9cdd61d8-dcb8-4d2b-bfdc-9c80ccbf5cd1\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 4.569}, \"70021\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-01 21:13:59.000000+00:00\", \"2021-09-08 01:23:55.000000+00:00\", \"2021-10-14 06:30:06.000000+00:00\"], \"session_ids\": [\"2335b7b3-64af-40c1-ad58-8dfa8a1c0fa3\", \"95c0b476-94c4-4e32-b0e0-5b4f616e8a3e\", \"2bf73b89-712c-42fb-800c-2f5fa8a636d5\"], \"total_duration\": 516.0, \"total_sessions\": 3, \"mean_week_duration\": 4.3}, \"83492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-08-10 21:46:52.000000+00:00\", \"2023-01-05 01:04:34.000000+00:00\", \"2019-08-25 05:36:54.000000+00:00\", \"2021-10-24 04:54:40.000000+00:00\", \"2019-10-27 15:49:40.000000+00:00\"], \"session_ids\": [\"bf10e7c1-e1c7-4625-b74c-66137bd1ac30\", \"fca817d3-f93a-45d8-9892-675c9bae9d40\", \"d4b4add8-24d0-42a1-a3d4-0197d420c386\", \"b13a8cc8-bbcf-4787-88d0-f06ca55fbecf\", \"f9cd42e6-f14d-40cf-9d45-e1686d61174d\"], \"total_duration\": 3924.0, \"total_sessions\": 5, \"mean_week_duration\": 22.295}, \"18872\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-24 05:42:12.000000+00:00\", \"2019-07-22 21:25:51.000000+00:00\", \"2021-03-25 14:36:31.000000+00:00\", \"2020-01-15 20:23:55.000000+00:00\"], \"session_ids\": [\"de05ecbb-953e-4f91-ba46-9d9d7d238009\", \"91f1b439-869e-45e5-9df4-a14d75006c36\", \"e36d01cb-5a72-49b8-9eb8-82b6db928507\", \"05664260-72ec-4bbf-acc1-3fdf4ed35f81\"], \"total_duration\": 1152.0, \"total_sessions\": 4, \"mean_week_duration\": 5.731}, \"74306\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-31 04:44:10.000000+00:00\", \"2019-11-03 07:41:53.000000+00:00\"], \"session_ids\": [\"2038d851-3a56-431d-8bbf-1e728c7fe985\", \"b6cd8f3f-ad33-4f95-aea7-69e2e4e815f9\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 12.871}, \"24937\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-24 17:54:17.000000+00:00\", \"2022-02-09 13:28:17.000000+00:00\"], \"session_ids\": [\"ab25ea21-7fa3-497e-83cb-30db48c53266\", \"d5c7340e-fee0-4e68-b1b9-3a26ccc88fd4\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 1.892}, \"20198\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 7}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-07 19:23:57.000000+00:00\", \"2019-01-25 10:21:02.000000+00:00\"], \"session_ids\": [\"a2fa0379-c849-4c94-8dcb-3956b317779a\", \"f65f22a6-45ea-4162-8505-c4fdfba414ad\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 2.116}, \"14040\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-07-14 16:07:13.000000+00:00\", \"2019-08-23 12:21:32.000000+00:00\"], \"session_ids\": [\"3e2ceff1-a5af-4fa9-aab6-808e16c267aa\", \"5ff3f818-bd66-448b-b8f0-44e47fae4251\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 8.468}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 2 and are equal or greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"75378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-07 16:57:53.000000+00:00\", \"2021-12-21 07:26:07.000000+00:00\", \"2022-06-22 14:28:46.000000+00:00\", \"2022-10-07 21:10:08.000000+00:00\", \"2019-10-13 21:13:00.000000+00:00\", \"2020-12-10 05:17:56.000000+00:00\", \"2019-11-30 23:08:51.000000+00:00\"], \"session_ids\": [\"dbd6bbf6-8cd6-4e9e-af40-ed63bb0586dd\", \"a4385da5-63ef-4fa7-9521-aace9097df88\", \"e1393cab-5c21-4eda-a281-9507fd75cc7a\", \"c6bcf3c5-7686-4158-ba0e-cf50aa0fb07c\", \"0bfa2e86-49dd-477b-81ac-a71dc5f7c511\", \"f39f944e-ee5c-4de8-944a-32c438847c05\", \"059b28e2-348e-420d-b02b-ee2c6e075640\"], \"total_duration\": 1839.0, \"total_sessions\": 7, \"mean_week_duration\": 11.788}, \"83492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-08-10 21:46:52.000000+00:00\", \"2023-01-05 01:04:34.000000+00:00\", \"2019-08-25 05:36:54.000000+00:00\", \"2021-10-24 04:54:40.000000+00:00\", \"2019-10-27 15:49:40.000000+00:00\"], \"session_ids\": [\"bf10e7c1-e1c7-4625-b74c-66137bd1ac30\", \"fca817d3-f93a-45d8-9892-675c9bae9d40\", \"d4b4add8-24d0-42a1-a3d4-0197d420c386\", \"b13a8cc8-bbcf-4787-88d0-f06ca55fbecf\", \"f9cd42e6-f14d-40cf-9d45-e1686d61174d\"], \"total_duration\": 3924.0, \"total_sessions\": 5, \"mean_week_duration\": 22.295}}\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[{\"83492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-08-10 21:46:52.000000+00:00\", \"2023-01-05 01:04:34.000000+00:00\", \"2019-08-25 05:36:54.000000+00:00\", \"2021-10-24 04:54:40.000000+00:00\", \"2019-10-27 15:49:40.000000+00:00\"], \"session_ids\": [\"bf10e7c1-e1c7-4625-b74c-66137bd1ac30\", \"fca817d3-f93a-45d8-9892-675c9bae9d40\", \"d4b4add8-24d0-42a1-a3d4-0197d420c386\", \"b13a8cc8-bbcf-4787-88d0-f06ca55fbecf\", \"f9cd42e6-f14d-40cf-9d45-e1686d61174d\"], \"total_duration\": 3924.0, \"total_sessions\": 5, \"mean_week_duration\": 22.295}}, {\"75378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-07 16:57:53.000000+00:00\", \"2021-12-21 07:26:07.000000+00:00\", \"2022-06-22 14:28:46.000000+00:00\", \"2022-10-07 21:10:08.000000+00:00\", \"2019-10-13 21:13:00.000000+00:00\", \"2020-12-10 05:17:56.000000+00:00\", \"2019-11-30 23:08:51.000000+00:00\"], \"session_ids\": [\"dbd6bbf6-8cd6-4e9e-af40-ed63bb0586dd\", \"a4385da5-63ef-4fa7-9521-aace9097df88\", \"e1393cab-5c21-4eda-a281-9507fd75cc7a\", \"c6bcf3c5-7686-4158-ba0e-cf50aa0fb07c\", \"0bfa2e86-49dd-477b-81ac-a71dc5f7c511\", \"f39f944e-ee5c-4de8-944a-32c438847c05\", \"059b28e2-348e-420d-b02b-ee2c6e075640\"], \"total_duration\": 1839.0, \"total_sessions\": 7, \"mean_week_duration\": 11.788}}]\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[{\"83492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-08-10 21:46:52.000000+00:00\", \"2023-01-05 01:04:34.000000+00:00\", \"2019-08-25 05:36:54.000000+00:00\", \"2021-10-24 04:54:40.000000+00:00\", \"2019-10-27 15:49:40.000000+00:00\"], \"session_ids\": [\"bf10e7c1-e1c7-4625-b74c-66137bd1ac30\", \"fca817d3-f93a-45d8-9892-675c9bae9d40\", \"d4b4add8-24d0-42a1-a3d4-0197d420c386\", \"b13a8cc8-bbcf-4787-88d0-f06ca55fbecf\", \"f9cd42e6-f14d-40cf-9d45-e1686d61174d\"], \"total_duration\": 3924.0, \"total_sessions\": 5, \"mean_week_duration\": 22.295}}, {\"75378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-07 16:57:53.000000+00:00\", \"2021-12-21 07:26:07.000000+00:00\", \"2022-06-22 14:28:46.000000+00:00\", \"2022-10-07 21:10:08.000000+00:00\", \"2019-10-13 21:13:00.000000+00:00\", \"2020-12-10 05:17:56.000000+00:00\", \"2019-11-30 23:08:51.000000+00:00\"], \"session_ids\": [\"dbd6bbf6-8cd6-4e9e-af40-ed63bb0586dd\", \"a4385da5-63ef-4fa7-9521-aace9097df88\", \"e1393cab-5c21-4eda-a281-9507fd75cc7a\", \"c6bcf3c5-7686-4158-ba0e-cf50aa0fb07c\", \"0bfa2e86-49dd-477b-81ac-a71dc5f7c511\", \"f39f944e-ee5c-4de8-944a-32c438847c05\", \"059b28e2-348e-420d-b02b-ee2c6e075640\"], \"total_duration\": 1839.0, \"total_sessions\": 7, \"mean_week_duration\": 11.788}}]\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 4 users whose number of sessions is same as 4 also apply sorting by sum of sessions from the smallest value to the largest value also remain 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{\"28689\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-21 02:41:18.000000+00:00\", \"2020-03-16 10:00:20.000000+00:00\"], \"session_ids\": [\"1c7e8cc4-7bde-4337-8582-93101e4aba61\", \"b2c57059-2aeb-4d0b-8d8a-88eb0edaf43a\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 11.556}, \"9998\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-05-11 10:00:22.000000+00:00\", \"2020-03-07 01:45:06.000000+00:00\", \"2019-05-11 21:19:03.000000+00:00\", \"2022-06-14 22:51:09.000000+00:00\", \"2020-05-13 16:30:12.000000+00:00\", \"2022-05-03 05:35:47.000000+00:00\"], \"session_ids\": [\"64db4e13-0508-4d51-84a5-d461c0f15254\", \"f41af953-b562-4af4-b08d-53b217e78e46\", \"5fdc5d62-6920-4d96-bdf6-6c2741428ec6\", \"5b08f656-13f0-4ab9-983a-5148516f6141\", \"d6c23087-0277-405d-a9d4-9e14a6281ef7\", \"51e90b0c-794e-492f-89ae-da0f1a5337a0\"], \"total_duration\": 4161.0, \"total_sessions\": 6, \"mean_week_duration\": 25.685}, \"19554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-09 13:28:58.000000+00:00\", \"2019-07-03 19:11:21.000000+00:00\", \"2019-03-21 10:56:06.000000+00:00\", \"2019-08-12 17:59:18.000000+00:00\", \"2023-03-10 15:03:11.000000+00:00\"], \"session_ids\": [\"3833e520-8953-4750-8949-401162f930d0\", \"93b04608-4f31-483d-818b-2032d307dbe9\", \"be729f8d-b2e6-46a5-8b34-c214eeeaa130\", \"641d75bc-3696-498c-a955-6f31efbddc0c\", \"a1f50eb7-7933-4644-b190-c2832b9fd64c\"], \"total_duration\": 254.0, \"total_sessions\": 5, \"mean_week_duration\": 1.221}, \"25149\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-28 14:22:44.000000+00:00\", \"2023-04-02 00:30:16.000000+00:00\", \"2019-06-26 18:46:50.000000+00:00\"], \"session_ids\": [\"9e592ed2-6e54-4a4d-932a-a841bb085bb3\", \"feaf5f4a-66b2-4248-82d1-9695fed5f131\", \"7e77526a-2b13-4c88-b745-d2cb4477f121\"], \"total_duration\": 272.0, \"total_sessions\": 3, \"mean_week_duration\": 1.381}, \"27420\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-28 05:56:40.000000+00:00\", \"2022-04-28 04:02:52.000000+00:00\", \"2019-01-28 14:13:58.000000+00:00\", \"2022-04-10 09:59:45.000000+00:00\"], \"session_ids\": [\"a049c400-78a1-49e7-b10f-8d0eac2c959c\", \"c9a42c72-b444-4963-a9e8-832168880db3\", \"5c11d59e-0d0e-47fa-8c16-2651a9332520\", \"f76d915c-0b57-4316-ba09-c11fb69c51e8\"], \"total_duration\": 77.0, \"total_sessions\": 4, \"mean_week_duration\": 0.453}, \"82781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-08 06:04:21.000000+00:00\", \"2020-08-17 21:24:21.000000+00:00\", \"2021-10-17 13:43:06.000000+00:00\", \"2019-10-18 17:08:55.000000+00:00\", \"2019-01-06 02:47:28.000000+00:00\", \"2019-06-12 11:24:04.000000+00:00\", \"2020-09-19 05:32:10.000000+00:00\", \"2021-12-12 20:19:05.000000+00:00\", \"2023-03-31 17:02:51.000000+00:00\", \"2022-09-26 10:45:14.000000+00:00\", \"2020-10-06 05:25:39.000000+00:00\"], \"session_ids\": [\"20f0a182-67ac-4f1f-a1d7-9ba71bbd4fff\", \"fb503cd2-706f-4bb4-8cda-866de3828f35\", \"2d6dab6e-8569-431a-ab60-f37a67e18ced\", \"09d3069c-8712-47a9-8792-5485113cc2ca\", \"499db13b-8829-4ad3-84a0-3f0016c91ad2\", \"dc075e52-fb2f-46dc-8be7-800b5318b511\", \"f35bcbd3-469c-4be7-a287-4c94c6a510f4\", \"3f49f7e1-9a92-4166-be0b-1f0cef19a8f1\", \"4e0b7051-8e55-45c7-936b-364123e0c326\", \"6bb52bd4-a729-4842-9465-cdc1225c51fe\", \"d9b9ffcc-6241-42b8-b33b-099b18e6da14\"], \"total_duration\": 22588.0, \"total_sessions\": 11, \"mean_week_duration\": 102.208}, \"6142\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-10-04 11:44:17.000000+00:00\", \"2022-08-04 06:56:35.000000+00:00\", \"2023-02-11 23:36:40.000000+00:00\"], \"session_ids\": [\"ba6c5770-6662-44b8-9ed7-bf840417b040\", \"1f608d5f-6052-4c36-896f-90200ae3c6c3\", \"80d28c53-9b92-4890-8cb5-fb033bd047dc\"], \"total_duration\": 519.0, \"total_sessions\": 3, \"mean_week_duration\": 4.22}, \"48689\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-26 19:34:38.000000+00:00\", \"2022-07-12 04:04:13.000000+00:00\"], \"session_ids\": [\"829ebde6-18f2-468e-a255-3a88ea23121f\", \"77d4bad3-84e9-4904-a89b-82b8cf0625d5\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.622}, \"53006\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-02 05:45:02.000000+00:00\", \"2021-09-25 12:28:44.000000+00:00\", \"2021-02-28 22:47:35.000000+00:00\"], \"session_ids\": [\"878b50ab-6bb3-4c25-a779-b6a6ad4084ee\", \"e945d9bb-8e24-4b80-81f8-85030f2b6caf\", \"8967d24d-6640-485e-affd-6ebfdb0a5ca1\"], \"total_duration\": 126.0, \"total_sessions\": 3, \"mean_week_duration\": 1.615}, \"12123\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-07 07:10:51.000000+00:00\", \"2021-03-27 13:37:48.000000+00:00\"], \"session_ids\": [\"7b2b812b-13ba-486e-8c5e-b87d7bb00cbe\", \"4d869c38-d49c-43dd-b1da-8ea5d8dfec2d\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.107}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[4, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27420\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-28 05:56:40.000000+00:00\", \"2022-04-28 04:02:52.000000+00:00\", \"2019-01-28 14:13:58.000000+00:00\", \"2022-04-10 09:59:45.000000+00:00\"], \"session_ids\": [\"a049c400-78a1-49e7-b10f-8d0eac2c959c\", \"c9a42c72-b444-4963-a9e8-832168880db3\", \"5c11d59e-0d0e-47fa-8c16-2651a9332520\", \"f76d915c-0b57-4316-ba09-c11fb69c51e8\"], \"total_duration\": 77.0, \"total_sessions\": 4, \"mean_week_duration\": 0.453}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"27420\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-28 05:56:40.000000+00:00\", \"2022-04-28 04:02:52.000000+00:00\", \"2019-01-28 14:13:58.000000+00:00\", \"2022-04-10 09:59:45.000000+00:00\"], \"session_ids\": [\"a049c400-78a1-49e7-b10f-8d0eac2c959c\", \"c9a42c72-b444-4963-a9e8-832168880db3\", \"5c11d59e-0d0e-47fa-8c16-2651a9332520\", \"f76d915c-0b57-4316-ba09-c11fb69c51e8\"], \"total_duration\": 77.0, \"total_sessions\": 4, \"mean_week_duration\": 0.453}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"27420\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-28 05:56:40.000000+00:00\", \"2022-04-28 04:02:52.000000+00:00\", \"2019-01-28 14:13:58.000000+00:00\", \"2022-04-10 09:59:45.000000+00:00\"], \"session_ids\": [\"a049c400-78a1-49e7-b10f-8d0eac2c959c\", \"c9a42c72-b444-4963-a9e8-832168880db3\", \"5c11d59e-0d0e-47fa-8c16-2651a9332520\", \"f76d915c-0b57-4316-ba09-c11fb69c51e8\"], \"total_duration\": 77.0, \"total_sessions\": 4, \"mean_week_duration\": 0.453}}]\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[{\"27420\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-28 05:56:40.000000+00:00\", \"2022-04-28 04:02:52.000000+00:00\", \"2019-01-28 14:13:58.000000+00:00\", \"2022-04-10 09:59:45.000000+00:00\"], \"session_ids\": [\"a049c400-78a1-49e7-b10f-8d0eac2c959c\", \"c9a42c72-b444-4963-a9e8-832168880db3\", \"5c11d59e-0d0e-47fa-8c16-2651a9332520\", \"f76d915c-0b57-4316-ba09-c11fb69c51e8\"], \"total_duration\": 77.0, \"total_sessions\": 4, \"mean_week_duration\": 0.453}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about user whose sum of duration is equal to 895 in addition carry out sorting by city naming decliningly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"63358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-18 14:00:44.000000+00:00\", \"2020-09-28 17:11:59.000000+00:00\", \"2021-10-18 12:37:12.000000+00:00\"], \"session_ids\": [\"8dcdbb75-30c4-4d33-9bec-db780235085c\", \"1af0360d-1ebe-41e7-8526-df360f196a35\", \"7edf4e05-4740-47fb-b3a1-0aacda165e38\"], \"total_duration\": 429.0, \"total_sessions\": 3, \"mean_week_duration\": 7.8}, \"89843\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-02 23:06:52.000000+00:00\", \"2022-03-26 05:57:36.000000+00:00\", \"2023-05-21 03:48:26.000000+00:00\", \"2022-10-12 05:46:31.000000+00:00\", \"2021-11-06 12:03:37.000000+00:00\"], \"session_ids\": [\"5dd9886f-019d-4447-8c73-fb8dc7d70817\", \"03f413f3-43d0-45fe-80c7-1b48b48f7c1b\", \"26c5c990-186f-4535-b4ef-6433a515ad80\", \"64acc5be-ce40-496d-9a83-312d8ff3db8c\", \"a60a7f6a-959e-45cf-9615-8da30187339b\"], \"total_duration\": 1181.0, \"total_sessions\": 5, \"mean_week_duration\": 14.762}, \"57943\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-30 04:06:54.000000+00:00\", \"2019-10-13 20:39:34.000000+00:00\", \"2021-01-23 09:32:28.000000+00:00\", \"2023-05-16 19:42:54.000000+00:00\", \"2019-07-13 19:57:54.000000+00:00\", \"2021-11-16 12:07:09.000000+00:00\", \"2020-05-13 14:29:19.000000+00:00\", \"2020-02-06 23:50:53.000000+00:00\", \"2022-09-29 13:48:24.000000+00:00\"], \"session_ids\": [\"9a94fe5e-6b3c-4a8c-863a-e4ad06c2bdf3\", \"968dcb23-48e0-4b6b-9fee-e11d74510d50\", \"aba4fdbe-f038-48f3-aec4-93d12c153a4f\", \"dda01be3-7287-473b-a945-99c45e860d12\", \"6df0249a-9429-45ec-b548-5729fc5534d2\", \"aded4f46-ab54-48ba-9e43-b0c83bd5a01b\", \"69c4ac91-0f46-46b4-9024-85fa0db0b1aa\", \"d1a047b4-dbcd-479f-9b1f-cf4006b7a526\", \"50bd77fa-b316-4e21-80f4-d99147439b85\"], \"total_duration\": 4176.0, \"total_sessions\": 9, \"mean_week_duration\": 20.776}, \"98963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-17 12:41:11.000000+00:00\", \"2020-09-04 23:17:58.000000+00:00\", \"2021-10-29 12:22:11.000000+00:00\", \"2020-10-19 14:15:10.000000+00:00\", \"2021-10-25 12:45:44.000000+00:00\", \"2022-04-14 20:15:42.000000+00:00\"], \"session_ids\": [\"2a0bc274-5aa4-413e-b6a2-d57ef5f2116e\", \"e0ce1ffe-89f3-4408-922f-1c953d731a63\", \"4fc123cb-c7d9-408d-8479-8d157761d5b3\", \"a7ed8d7a-5b99-4448-8524-ef0526782c90\", \"59fdb98e-f949-409f-89dc-47c0a4c6b7f0\", \"046ef49e-2bba-4642-a18c-19dcf1807bd4\"], \"total_duration\": 3020.0, \"total_sessions\": 6, \"mean_week_duration\": 29.038}, \"31872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2022-03-15 07:45:00.000000+00:00\", \"2023-02-02 02:20:51.000000+00:00\", \"2022-03-20 13:40:24.000000+00:00\"], \"session_ids\": [\"489980b0-04ce-4990-acd3-ac15ccecbd45\", \"9cded878-5938-4673-9106-a275697b9e67\", \"28834a5a-d86d-43e4-85af-0fcc07986180\"], \"total_duration\": 1073.0, \"total_sessions\": 3, \"mean_week_duration\": 22.83}, \"24005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-27 09:37:25.000000+00:00\", \"2019-09-30 19:36:25.000000+00:00\", \"2019-12-22 19:02:15.000000+00:00\", \"2020-01-23 17:25:41.000000+00:00\"], \"session_ids\": [\"9053f34c-a0f6-42c3-8e5c-e0771c4a65e0\", \"9cc8fa1e-b85b-4267-af1c-7aea24c60247\", \"b1d10976-8b20-4404-a812-7af78dc772de\", \"23c51920-e583-477a-8ee5-e544fd9fe69e\"], \"total_duration\": 339.0, \"total_sessions\": 4, \"mean_week_duration\": 19.941}, \"72323\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-09 06:37:34.000000+00:00\", \"2021-01-01 19:01:44.000000+00:00\", \"2023-05-30 16:59:44.000000+00:00\", \"2020-03-20 10:04:01.000000+00:00\", \"2022-05-21 09:56:01.000000+00:00\", \"2022-04-02 00:48:08.000000+00:00\"], \"session_ids\": [\"9f6a4142-7224-487b-a6d7-cce8a19f9f30\", \"c30d1531-67af-4915-aadf-1f6231629e9a\", \"08c98903-ba25-439d-845d-776891460b00\", \"83922da9-5b07-4ddc-baca-eaf296d0dfd4\", \"ba259703-9aa5-4cd6-9a12-fe367bbbdfae\", \"02e6c95a-7c67-4619-a37c-f1aea7a1ca1f\"], \"total_duration\": 6138.0, \"total_sessions\": 6, \"mean_week_duration\": 36.754}, \"69452\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-23 03:56:29.000000+00:00\", \"2022-08-05 14:27:05.000000+00:00\", \"2020-08-10 16:25:35.000000+00:00\", \"2020-09-01 14:04:48.000000+00:00\"], \"session_ids\": [\"50e2a64c-72c8-46fe-83b7-6c401064b943\", \"4d8f2e14-e684-4d19-9707-0782a2aa64ed\", \"4a6dcce3-ae6d-4869-bd52-77ebe05ff2e0\", \"286c5a15-49a8-4102-b856-85244d84f99e\"], \"total_duration\": 704.0, \"total_sessions\": 4, \"mean_week_duration\": 4.693}, \"98427\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-16 18:06:02.000000+00:00\", \"2020-06-30 15:04:30.000000+00:00\"], \"session_ids\": [\"40437c6e-d015-49c4-bd16-a7e429e67862\", \"809130f0-758c-4474-81a4-ddbda010eb4b\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 3.256}, \"45098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-02 09:05:24.000000+00:00\", \"2021-12-21 14:11:22.000000+00:00\", \"2019-01-05 09:20:29.000000+00:00\"], \"session_ids\": [\"4dad1eed-f97f-416e-b494-50d74891033b\", \"abbb5667-6b72-4232-b551-bb21c3024163\", \"2f133979-5175-4441-994a-a4b35280c6c3\"], \"total_duration\": 308.0, \"total_sessions\": 3, \"mean_week_duration\": 1.987}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are 895" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[895, 3705]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 4 users whose total_sessions is bigger than 5 (not including) additionaly execute sorting by total amount of duration 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{\"86659\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-03 16:39:07.000000+00:00\", \"2020-01-05 15:24:41.000000+00:00\", \"2022-08-05 22:38:05.000000+00:00\", \"2019-09-30 18:55:17.000000+00:00\", \"2020-03-06 17:37:03.000000+00:00\"], \"session_ids\": [\"7bf20a10-4aff-4f4d-89f2-18a51f72fd2c\", \"04413b52-0491-423a-a274-32a3913c5c0e\", \"634d4807-3bc6-4bc8-828a-bb40f95d1f04\", \"93fb2053-7c7c-4dee-8b89-58470586d7f7\", \"2ab66246-7da5-4d9d-b9e0-23da033a61f8\"], \"total_duration\": 1434.0, \"total_sessions\": 5, \"mean_week_duration\": 9.624}, \"93368\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-09 12:06:09.000000+00:00\", \"2023-04-28 21:17:05.000000+00:00\"], \"session_ids\": [\"a4ca8d43-52b8-489e-99dd-0721e47639b2\", \"e20e25aa-cbfd-4691-8477-a23c8a84e7b8\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 31.333}, \"87035\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-31 02:49:35.000000+00:00\", \"2019-04-16 02:31:32.000000+00:00\"], \"session_ids\": [\"7d93d4cb-d550-490d-96dd-ec6f1f70a39a\", \"3b887502-fc2d-4757-96b8-21cba5aab7b9\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}, \"47119\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-08 19:32:49.000000+00:00\", \"2022-05-22 19:30:27.000000+00:00\"], \"session_ids\": [\"c773d9aa-e505-4b6b-a828-e330336b1395\", \"b5aa111b-01c1-4164-b7a8-e65981057e72\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"81521\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-26 01:28:19.000000+00:00\", \"2022-03-06 05:56:52.000000+00:00\"], \"session_ids\": [\"8412f809-edde-415c-b76e-d5c07e0e18cf\", \"d8bd0cc3-5634-4c42-8e45-d0d69e8dcb5f\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 7.19}, \"98833\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"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\": [\"2019-04-12 23:04:08.000000+00:00\", \"2021-01-20 05:58:32.000000+00:00\", \"2020-04-29 02:05:30.000000+00:00\"], \"session_ids\": [\"973e4eb5-b6d3-4d04-91b1-c5da6df8b888\", \"7ebc358d-033c-4ea4-9a7b-5f76734d1ae2\", \"234dc723-6e5d-4cd9-8d72-6bb1e5ad0e2e\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 4.204}, \"58804\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-02-09 18:55:50.000000+00:00\", \"2019-02-14 21:52:19.000000+00:00\"], \"session_ids\": [\"a4b9a804-0f96-49f5-aa7b-5e7f638fbdaf\", \"9d4be959-42de-4991-9af4-bd6c79c02f53\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.375}, \"33253\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-01 18:20:46.000000+00:00\", \"2020-03-21 09:25:23.000000+00:00\"], \"session_ids\": [\"d8a4e1ed-cb3e-4b77-bd6f-3dd398df08a4\", \"eaf7a3c1-6dea-4826-a1f8-6dfff581ee1f\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.773}, \"51088\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-10-12 21:30:18.000000+00:00\", \"2019-03-04 07:51:41.000000+00:00\", \"2020-04-20 16:58:45.000000+00:00\"], \"session_ids\": [\"50d090aa-3ddf-43d5-818a-a08e9e2a1d01\", \"de2cae6b-bb8a-4aa4-b203-6976744238e2\", \"187fdcbb-411a-4d10-b8ff-d073ab2f0ae4\"], \"total_duration\": 864.0, \"total_sessions\": 3, \"mean_week_duration\": 6.307}, \"55035\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Sydney\", \"datetimes\": [\"2019-11-12 03:17:40.000000+00:00\", \"2020-06-01 19:58:02.000000+00:00\"], \"session_ids\": [\"ca417f7c-c4f7-46da-b123-3f8f50005425\", \"35246052-eb61-4d25-9daa-7bec02628b1f\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 7.966}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[5, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\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": "Could you enlighten me about user who has site usage time greater than 3052 and less than 2480 , apply sorting by average week duration 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{\"73644\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-13 03:13:18.000000+00:00\", \"2022-09-05 00:17:01.000000+00:00\", \"2021-02-21 22:06:06.000000+00:00\"], \"session_ids\": [\"df487602-9c0d-4b65-93e4-395fcb5e8b65\", \"e62d086d-5eef-4e6b-88b4-274e42c8b9e9\", \"63a10752-2991-4771-9108-81a2b0c86426\"], \"total_duration\": 906.0, \"total_sessions\": 3, \"mean_week_duration\": 7.488}, \"37632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-07 22:32:48.000000+00:00\", \"2020-10-27 23:07:22.000000+00:00\"], \"session_ids\": [\"faa2e087-0121-41b8-aa68-69469d8b5ddc\", \"6789f445-3d75-45c9-a145-ccbb38129a84\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.419}, \"34634\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-19 20:39:33.000000+00:00\", \"2019-08-28 17:00:36.000000+00:00\", \"2023-04-05 20:34:15.000000+00:00\", \"2021-12-14 10:20:08.000000+00:00\", \"2021-05-05 13:15:24.000000+00:00\"], \"session_ids\": [\"16532c69-277e-412d-b5da-33f3a083f9bb\", \"ca23cf19-3672-4b5c-935d-731d08849eee\", \"dfe45153-8ddb-4757-b7d6-b2c034202608\", \"ee779ef0-c8e8-4405-88ce-4d002bb21376\", \"f2fb1966-5d80-42c1-b28f-356a9ce2a0fe\"], \"total_duration\": 2850.0, \"total_sessions\": 5, \"mean_week_duration\": 13.256}, \"39980\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-22 16:51:58.000000+00:00\", \"2021-03-12 19:23:28.000000+00:00\"], \"session_ids\": [\"f460918c-1386-4641-92ee-93f84235c32a\", \"23a689d1-bf73-4a47-a5b2-f164cf1ba306\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 9.392}, \"87708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-06 15:30:57.000000+00:00\", \"2019-11-23 16:18:39.000000+00:00\"], \"session_ids\": [\"9cfa761c-f193-4921-af2a-51e9d1c6239a\", \"7a8c935f-90a2-4db0-ad22-54aeb50b52d2\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 0.943}, \"2650\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-23 16:48:29.000000+00:00\", \"2021-02-10 17:48:03.000000+00:00\"], \"session_ids\": [\"5a2dd11e-77d3-4616-b5b3-65ac39761ad5\", \"d77b8cbf-5476-4d89-9d26-9214f3663553\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.439}, \"15872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-10 06:08:58.000000+00:00\", \"2020-10-24 01:17:07.000000+00:00\"], \"session_ids\": [\"53bc5a55-2e7e-4473-8845-4d61fd8a6505\", \"05e21d09-1446-4ed1-91de-cd68d9b01343\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}, \"28305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-22 10:32:29.000000+00:00\", \"2020-09-02 19:00:59.000000+00:00\", \"2020-12-12 10:17:01.000000+00:00\", \"2021-04-24 22:29:29.000000+00:00\", \"2021-08-10 21:35:57.000000+00:00\"], \"session_ids\": [\"c2580da3-8b53-466a-b1d6-fcc78f238398\", \"09ff64ff-8fb8-470d-99b5-3e7bd091862d\", \"1af0e19e-0774-4af6-b12f-29817b664229\", \"8b255761-2430-4e04-8cca-3c9ce12f38e5\", \"35d87433-be49-4a17-89bd-b6b67d395007\"], \"total_duration\": 55.0, \"total_sessions\": 5, \"mean_week_duration\": 0.859}, \"10625\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-07 20:05:09.000000+00:00\", \"2019-11-21 16:45:56.000000+00:00\", \"2023-01-06 00:53:41.000000+00:00\", \"2023-01-29 20:40:34.000000+00:00\"], \"session_ids\": [\"fcefc60e-7390-4256-a19b-25ca5e56cda0\", \"1c8b5a46-e9bc-4920-be4e-c689c7b32378\", \"86c4206f-f751-48e0-a55f-b6410db3b5cf\", \"ee975092-b3cb-4927-a4c9-a8052798d4b6\"], \"total_duration\": 1048.0, \"total_sessions\": 4, \"mean_week_duration\": 6.275}, \"74231\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-17 20:02:02.000000+00:00\", \"2021-02-22 11:09:44.000000+00:00\", \"2021-06-22 19:36:42.000000+00:00\"], \"session_ids\": [\"0b6e6f6f-efe9-42db-9a6a-81284a2ebe43\", \"993f9941-83e2-4677-add8-00f38bcbad65\", \"52e20068-cf65-4f05-abd4-2ff9da1d3d5a\"], \"total_duration\": 461.0, \"total_sessions\": 3, \"mean_week_duration\": 4.269}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 2480 and are equal or greater than 3052" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[2480, 3052]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73644\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-13 03:13:18.000000+00:00\", \"2022-09-05 00:17:01.000000+00:00\", \"2021-02-21 22:06:06.000000+00:00\"], \"session_ids\": [\"df487602-9c0d-4b65-93e4-395fcb5e8b65\", \"e62d086d-5eef-4e6b-88b4-274e42c8b9e9\", \"63a10752-2991-4771-9108-81a2b0c86426\"], \"total_duration\": 906.0, \"total_sessions\": 3, \"mean_week_duration\": 7.488}, \"37632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-07 22:32:48.000000+00:00\", \"2020-10-27 23:07:22.000000+00:00\"], \"session_ids\": [\"faa2e087-0121-41b8-aa68-69469d8b5ddc\", \"6789f445-3d75-45c9-a145-ccbb38129a84\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.419}, \"39980\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-22 16:51:58.000000+00:00\", \"2021-03-12 19:23:28.000000+00:00\"], \"session_ids\": [\"f460918c-1386-4641-92ee-93f84235c32a\", \"23a689d1-bf73-4a47-a5b2-f164cf1ba306\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 9.392}, \"87708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-06 15:30:57.000000+00:00\", \"2019-11-23 16:18:39.000000+00:00\"], \"session_ids\": [\"9cfa761c-f193-4921-af2a-51e9d1c6239a\", \"7a8c935f-90a2-4db0-ad22-54aeb50b52d2\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 0.943}, \"2650\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-23 16:48:29.000000+00:00\", \"2021-02-10 17:48:03.000000+00:00\"], \"session_ids\": [\"5a2dd11e-77d3-4616-b5b3-65ac39761ad5\", \"d77b8cbf-5476-4d89-9d26-9214f3663553\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.439}, \"15872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-10 06:08:58.000000+00:00\", \"2020-10-24 01:17:07.000000+00:00\"], \"session_ids\": [\"53bc5a55-2e7e-4473-8845-4d61fd8a6505\", \"05e21d09-1446-4ed1-91de-cd68d9b01343\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}, \"28305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-22 10:32:29.000000+00:00\", \"2020-09-02 19:00:59.000000+00:00\", \"2020-12-12 10:17:01.000000+00:00\", \"2021-04-24 22:29:29.000000+00:00\", \"2021-08-10 21:35:57.000000+00:00\"], \"session_ids\": [\"c2580da3-8b53-466a-b1d6-fcc78f238398\", \"09ff64ff-8fb8-470d-99b5-3e7bd091862d\", \"1af0e19e-0774-4af6-b12f-29817b664229\", \"8b255761-2430-4e04-8cca-3c9ce12f38e5\", \"35d87433-be49-4a17-89bd-b6b67d395007\"], \"total_duration\": 55.0, \"total_sessions\": 5, \"mean_week_duration\": 0.859}, \"10625\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-07 20:05:09.000000+00:00\", \"2019-11-21 16:45:56.000000+00:00\", \"2023-01-06 00:53:41.000000+00:00\", \"2023-01-29 20:40:34.000000+00:00\"], \"session_ids\": [\"fcefc60e-7390-4256-a19b-25ca5e56cda0\", \"1c8b5a46-e9bc-4920-be4e-c689c7b32378\", \"86c4206f-f751-48e0-a55f-b6410db3b5cf\", \"ee975092-b3cb-4927-a4c9-a8052798d4b6\"], \"total_duration\": 1048.0, \"total_sessions\": 4, \"mean_week_duration\": 6.275}, \"74231\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-17 20:02:02.000000+00:00\", \"2021-02-22 11:09:44.000000+00:00\", \"2021-06-22 19:36:42.000000+00:00\"], \"session_ids\": [\"0b6e6f6f-efe9-42db-9a6a-81284a2ebe43\", \"993f9941-83e2-4677-add8-00f38bcbad65\", \"52e20068-cf65-4f05-abd4-2ff9da1d3d5a\"], \"total_duration\": 461.0, \"total_sessions\": 3, \"mean_week_duration\": 4.269}}\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[{\"15872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-10 06:08:58.000000+00:00\", \"2020-10-24 01:17:07.000000+00:00\"], \"session_ids\": [\"53bc5a55-2e7e-4473-8845-4d61fd8a6505\", \"05e21d09-1446-4ed1-91de-cd68d9b01343\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}}, {\"39980\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-22 16:51:58.000000+00:00\", \"2021-03-12 19:23:28.000000+00:00\"], \"session_ids\": [\"f460918c-1386-4641-92ee-93f84235c32a\", \"23a689d1-bf73-4a47-a5b2-f164cf1ba306\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 9.392}}, {\"73644\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-13 03:13:18.000000+00:00\", \"2022-09-05 00:17:01.000000+00:00\", \"2021-02-21 22:06:06.000000+00:00\"], \"session_ids\": [\"df487602-9c0d-4b65-93e4-395fcb5e8b65\", \"e62d086d-5eef-4e6b-88b4-274e42c8b9e9\", \"63a10752-2991-4771-9108-81a2b0c86426\"], \"total_duration\": 906.0, \"total_sessions\": 3, \"mean_week_duration\": 7.488}}, {\"10625\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-07 20:05:09.000000+00:00\", \"2019-11-21 16:45:56.000000+00:00\", \"2023-01-06 00:53:41.000000+00:00\", \"2023-01-29 20:40:34.000000+00:00\"], \"session_ids\": [\"fcefc60e-7390-4256-a19b-25ca5e56cda0\", \"1c8b5a46-e9bc-4920-be4e-c689c7b32378\", \"86c4206f-f751-48e0-a55f-b6410db3b5cf\", \"ee975092-b3cb-4927-a4c9-a8052798d4b6\"], \"total_duration\": 1048.0, \"total_sessions\": 4, \"mean_week_duration\": 6.275}}, {\"74231\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-17 20:02:02.000000+00:00\", \"2021-02-22 11:09:44.000000+00:00\", \"2021-06-22 19:36:42.000000+00:00\"], \"session_ids\": [\"0b6e6f6f-efe9-42db-9a6a-81284a2ebe43\", \"993f9941-83e2-4677-add8-00f38bcbad65\", \"52e20068-cf65-4f05-abd4-2ff9da1d3d5a\"], \"total_duration\": 461.0, \"total_sessions\": 3, \"mean_week_duration\": 4.269}}, {\"87708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-06 15:30:57.000000+00:00\", \"2019-11-23 16:18:39.000000+00:00\"], \"session_ids\": [\"9cfa761c-f193-4921-af2a-51e9d1c6239a\", \"7a8c935f-90a2-4db0-ad22-54aeb50b52d2\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 0.943}}, {\"28305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-22 10:32:29.000000+00:00\", \"2020-09-02 19:00:59.000000+00:00\", \"2020-12-12 10:17:01.000000+00:00\", \"2021-04-24 22:29:29.000000+00:00\", \"2021-08-10 21:35:57.000000+00:00\"], \"session_ids\": [\"c2580da3-8b53-466a-b1d6-fcc78f238398\", \"09ff64ff-8fb8-470d-99b5-3e7bd091862d\", \"1af0e19e-0774-4af6-b12f-29817b664229\", \"8b255761-2430-4e04-8cca-3c9ce12f38e5\", \"35d87433-be49-4a17-89bd-b6b67d395007\"], \"total_duration\": 55.0, \"total_sessions\": 5, \"mean_week_duration\": 0.859}}, {\"2650\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-23 16:48:29.000000+00:00\", \"2021-02-10 17:48:03.000000+00:00\"], \"session_ids\": [\"5a2dd11e-77d3-4616-b5b3-65ac39761ad5\", \"d77b8cbf-5476-4d89-9d26-9214f3663553\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.439}}, {\"37632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-07 22:32:48.000000+00:00\", \"2020-10-27 23:07:22.000000+00:00\"], \"session_ids\": [\"faa2e087-0121-41b8-aa68-69469d8b5ddc\", \"6789f445-3d75-45c9-a145-ccbb38129a84\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.419}}]\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[{\"15872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-10 06:08:58.000000+00:00\", \"2020-10-24 01:17:07.000000+00:00\"], \"session_ids\": [\"53bc5a55-2e7e-4473-8845-4d61fd8a6505\", \"05e21d09-1446-4ed1-91de-cd68d9b01343\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}}]\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[{\"15872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-10 06:08:58.000000+00:00\", \"2020-10-24 01:17:07.000000+00:00\"], \"session_ids\": [\"53bc5a55-2e7e-4473-8845-4d61fd8a6505\", \"05e21d09-1446-4ed1-91de-cd68d9b01343\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 45.0}}]\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": "Inform me about the users whose cities are San Pedro, Hanoi and in addition do sorting by all sessions quantity descending and in addition provide me only with 4 pieces of data." } ]
[ { "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{\"18163\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-01-22 15:21:08.000000+00:00\", \"2019-09-06 15:03:41.000000+00:00\"], \"session_ids\": [\"a90a519d-2d2e-49fa-98c3-a0856c9eabf8\", \"9fb43f55-01e7-47aa-80ca-b9f0660d4f78\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 6.9}, \"38239\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-01-19 01:43:42.000000+00:00\", \"2019-04-06 14:39:16.000000+00:00\"], \"session_ids\": [\"6e8b57d1-74d8-4fdb-a804-36eba164638e\", \"abf83255-e934-4d3e-aac6-b7c55e3e1df7\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}, \"14716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-08 06:30:01.000000+00:00\", \"2020-09-28 00:38:46.000000+00:00\", \"2020-04-16 15:26:03.000000+00:00\"], \"session_ids\": [\"c4ef038c-1dce-4049-837b-b87a02eb7e41\", \"3d7651d8-5751-4a6d-b0da-633cf5555c2e\", \"26ce2fec-6030-45e4-843f-95285b4f9183\"], \"total_duration\": 186.0, \"total_sessions\": 3, \"mean_week_duration\": 4.429}, \"34380\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2022-03-23 23:58:52.000000+00:00\", \"2022-06-11 13:06:28.000000+00:00\"], \"session_ids\": [\"a0ba4452-98d3-41ce-a6a4-9e82a17460c3\", \"8b90d376-b9b7-4e6e-a1f7-6fb15dca1d5d\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 37.5}, \"70151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-13 19:41:36.000000+00:00\", \"2020-01-30 12:06:07.000000+00:00\"], \"session_ids\": [\"fb9ed590-d2c0-4db2-8da8-49aa7937da59\", \"e57b1668-235d-4ee1-a133-76082fcccfdf\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 2.098}, \"61097\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-20 14:53:02.000000+00:00\", \"2021-11-17 07:35:05.000000+00:00\", \"2022-03-26 15:04:18.000000+00:00\", \"2022-10-30 14:29:16.000000+00:00\", \"2021-03-31 09:22:36.000000+00:00\", \"2022-02-12 04:51:13.000000+00:00\"], \"session_ids\": [\"60f9cbb0-a67a-4e2c-8221-c32199d096da\", \"eb2c72aa-f17d-4098-912f-e9a598c56fc7\", \"cab07b9e-06bf-40e6-bba7-48b25c40d5a9\", \"4b239e13-8e5d-4567-86a9-3f8defb0d4a0\", \"82a6e9ff-83ca-48b8-9b86-c411df39c306\", \"2cd68b15-1b96-431b-99ef-e2f459fd7b99\"], \"total_duration\": 564.0, \"total_sessions\": 6, \"mean_week_duration\": 6.409}, \"16158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-04-13 23:11:05.000000+00:00\", \"2020-04-01 02:07:36.000000+00:00\", \"2020-11-21 06:34:57.000000+00:00\"], \"session_ids\": [\"adc7afa5-64ae-429e-9927-92157d9e32ab\", \"5c91040c-175e-4aa6-85c4-cd70659cd1c8\", \"87127318-7b3d-4439-a7a7-f5997f5abb9a\"], \"total_duration\": 335.0, \"total_sessions\": 3, \"mean_week_duration\": 6.204}, \"34529\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-18 18:35:23.000000+00:00\", \"2022-01-28 21:01:52.000000+00:00\"], \"session_ids\": [\"185cda8f-19b3-41a4-a3af-069d74a09ae5\", \"c4fe3875-8897-426d-80b8-04722d5ba587\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 73.333}, \"55804\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-05 08:43:19.000000+00:00\", \"2022-10-05 14:48:17.000000+00:00\", \"2019-03-24 04:12:27.000000+00:00\", \"2019-12-02 16:55:15.000000+00:00\", \"2023-03-08 02:54:26.000000+00:00\", \"2021-05-12 10:55:43.000000+00:00\"], \"session_ids\": [\"3ddc123f-077f-41b5-898c-d2318af9467c\", \"288ed996-9109-4d6b-97ed-3ccff5e25e14\", \"28aaa4a2-5c8f-4a3e-9a94-cf231a58dc41\", \"c7035d51-d8da-47a1-b7ab-bd574a108d3a\", \"acc5bd47-0a57-4743-b609-0285ea34e0c1\", \"d11631b5-536f-499e-b227-f70d35660320\"], \"total_duration\": 2535.0, \"total_sessions\": 6, \"mean_week_duration\": 12.246}, \"78220\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-05-01 19:29:49.000000+00:00\", \"2023-06-15 00:49:57.000000+00:00\", \"2020-07-10 11:56:57.000000+00:00\", \"2019-08-08 08:16:02.000000+00:00\", \"2022-12-10 01:20:14.000000+00:00\", \"2021-08-17 02:43:37.000000+00:00\"], \"session_ids\": [\"7c70e20f-4d29-464f-abdf-e511c23ce9cb\", \"f25d9c49-9dce-42fb-971b-0d760eef0e64\", \"77d44122-cb2f-4ab8-8e04-ce2d89490f49\", \"fcbab4b2-ea02-40bf-a1e5-e0954504ddfc\", \"1171de8b-58f8-4b5a-bb14-0c9613e80884\", \"ce68afa5-f499-49b7-915b-9b5c8a08f248\"], \"total_duration\": 2606.0, \"total_sessions\": 6, \"mean_week_duration\": 12.965}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are San Pedro, Hanoi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"San Pedro\", \"Hanoi\"]]}}}\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": "Can you give me information regarding user who doesn't live in city Madrid as well as apply sorting by name of the city from the smallest to the largest + display only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55281\": {\"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\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-15 05:40:48.000000+00:00\", \"2023-01-06 02:07:45.000000+00:00\", \"2021-05-09 07:39:29.000000+00:00\", \"2020-01-31 17:15:48.000000+00:00\", \"2020-10-16 20:03:23.000000+00:00\", \"2020-09-10 02:50:34.000000+00:00\"], \"session_ids\": [\"32850ca3-31a0-4546-b29e-37e77b968532\", \"baf27a2a-f2d9-4fea-acb4-09fee76bc3bb\", \"a49d4379-2270-4d69-88a8-72c0e8a82c75\", \"69664f1f-2dab-4786-8ef7-92497f2d7955\", \"384e1a39-de5f-4054-b570-d1ed97893774\", \"bcda8f2e-530b-40bf-bd35-ccb1ba07ac54\"], \"total_duration\": 2995.0, \"total_sessions\": 6, \"mean_week_duration\": 16.456}, \"28729\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-26 19:10:27.000000+00:00\", \"2019-10-03 23:54:07.000000+00:00\", \"2019-01-14 02:33:24.000000+00:00\", \"2022-03-14 09:53:52.000000+00:00\", \"2022-12-02 05:33:40.000000+00:00\", \"2020-05-18 14:29:07.000000+00:00\"], \"session_ids\": [\"81342544-ec4f-4c75-9930-c2d5919316aa\", \"32865ef5-4bb3-4ae9-baff-b477df07cb26\", \"b9e5ca75-5baf-4212-8ae1-1abc3ba7db67\", \"54e7201a-a49e-47ee-b919-931792a1c86c\", \"33ad28ed-9d45-4572-aaf4-0ef6eaba8783\", \"225701f7-b92f-448a-a251-4b1d0472bcdc\"], \"total_duration\": 2090.0, \"total_sessions\": 6, \"mean_week_duration\": 10.296}, \"12595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-28 10:04:57.000000+00:00\", \"2022-12-06 09:25:43.000000+00:00\", \"2020-11-24 19:47:07.000000+00:00\", \"2021-09-29 01:19:10.000000+00:00\"], \"session_ids\": [\"5587843e-1450-44d6-bf2d-af16a436c629\", \"12c204af-fe38-4cd9-b760-acd951adbeb1\", \"4d06ed7f-a955-4ce1-9530-2ca894bd5a2e\", \"985d1f2a-7fd8-4aa1-8df8-c1386e373910\"], \"total_duration\": 481.0, \"total_sessions\": 4, \"mean_week_duration\": 2.393}, \"70053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-05-30 10:09:05.000000+00:00\", \"2021-06-13 03:53:57.000000+00:00\", \"2020-09-22 16:49:07.000000+00:00\", \"2019-10-21 02:42:00.000000+00:00\", \"2019-05-28 04:56:44.000000+00:00\"], \"session_ids\": [\"0d4aae63-cab4-4356-8758-cc3868e80c1f\", \"0d6209d2-09b6-46d3-865d-a8e3d71c0488\", \"3f013409-3133-48e6-9d40-60ee709378af\", \"9ea49279-5076-4ade-8480-c46d98698ff8\", \"491f787d-3f79-4624-972d-97b8281a6d0c\"], \"total_duration\": 3020.0, \"total_sessions\": 5, \"mean_week_duration\": 28.224}, \"8778\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-23 10:24:40.000000+00:00\", \"2021-04-29 12:56:53.000000+00:00\", \"2019-05-03 23:06:41.000000+00:00\", \"2021-09-02 00:31:28.000000+00:00\", \"2019-07-27 21:46:29.000000+00:00\", \"2019-09-30 03:24:36.000000+00:00\", \"2022-12-09 08:58:02.000000+00:00\", \"2019-01-13 00:19:17.000000+00:00\", \"2019-01-02 18:27:42.000000+00:00\"], \"session_ids\": [\"826ccd38-25e5-4a1e-a762-557b4b30a9bb\", \"537e366d-5077-46bc-925c-cfab56f895de\", \"6dff5aff-abab-4e66-a014-4083958f5a37\", \"294df2f3-1075-45cc-bebf-2383f945d63d\", \"54298352-6e36-4d92-8bc1-a00670e431b8\", \"4ce6d2ec-cdc8-4f9b-af4f-f19e2c3d3ce3\", \"a6abe1e9-5e11-4a25-abc0-a3f6b76e91d8\", \"ae82c8c3-dcb2-4fb3-a8f8-29c36015a054\", \"3ce444f2-655f-437b-945c-5b1a3a3958d0\"], \"total_duration\": 1096.0, \"total_sessions\": 9, \"mean_week_duration\": 5.32}, \"22136\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-02-11 03:39:19.000000+00:00\", \"2019-12-12 02:02:58.000000+00:00\"], \"session_ids\": [\"74e15bce-2696-4c2c-88d2-a0483681e62f\", \"a604a700-3ebe-41b4-a457-c23f1e9b05c5\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.951}, \"48192\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-30 13:36:13.000000+00:00\", \"2021-12-10 14:25:25.000000+00:00\", \"2019-04-04 12:06:09.000000+00:00\", \"2022-08-14 08:23:20.000000+00:00\"], \"session_ids\": [\"3c5ec2cf-6b01-4200-b483-3176754e8758\", \"8a1130fc-d824-4103-8caf-74873a5f47d2\", \"f7f35a5a-e0a9-43a4-902b-258429cf6392\", \"306d6fe1-ce32-4239-b659-978d4763cc16\"], \"total_duration\": 752.0, \"total_sessions\": 4, \"mean_week_duration\": 4.273}, \"89776\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-25 22:30:55.000000+00:00\", \"2020-01-26 16:26:02.000000+00:00\"], \"session_ids\": [\"75a4b44b-cb58-4d25-9167-d6ded892cbc8\", \"40c43da6-58ed-42ee-82d1-b2ba73a13a4b\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}, \"39854\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-22 19:56:52.000000+00:00\", \"2021-12-17 01:52:56.000000+00:00\", \"2023-03-20 01:01:27.000000+00:00\"], \"session_ids\": [\"dccfac13-9f25-4edb-9dd0-428775839caa\", \"3566e579-dcf4-4219-8659-fd437700df28\", \"f6d14288-8d67-4a36-8ff9-b3b5db99885f\"], \"total_duration\": 139.0, \"total_sessions\": 3, \"mean_week_duration\": 0.799}, \"77513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-02 01:17:42.000000+00:00\", \"2019-11-02 04:25:23.000000+00:00\", \"2021-12-12 07:51:02.000000+00:00\", \"2020-05-06 02:09:46.000000+00:00\", \"2023-05-04 09:33:01.000000+00:00\", \"2022-12-14 14:07:19.000000+00:00\", \"2022-03-24 07:12:59.000000+00:00\"], \"session_ids\": [\"bf698edd-0f6c-47a0-a677-f73ffd8624a7\", \"4cc1c1c0-8a33-4666-9266-58606b341ece\", \"1cd1d1c3-7625-4cdf-80c4-d55c666d5aac\", \"2c06bc37-3592-4925-9d7c-26f1f2352a35\", \"692c4d9c-ddcb-4407-aa93-ca2de6ceeac6\", \"72501637-6c35-4103-9809-aa7c00aed04c\", \"61ebbbca-1956-43f0-a8db-62c6cdb172ce\"], \"total_duration\": 4153.0, \"total_sessions\": 7, \"mean_week_duration\": 22.694}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Madrid" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Madrid\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55281\": {\"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\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-15 05:40:48.000000+00:00\", \"2023-01-06 02:07:45.000000+00:00\", \"2021-05-09 07:39:29.000000+00:00\", \"2020-01-31 17:15:48.000000+00:00\", \"2020-10-16 20:03:23.000000+00:00\", \"2020-09-10 02:50:34.000000+00:00\"], \"session_ids\": [\"32850ca3-31a0-4546-b29e-37e77b968532\", \"baf27a2a-f2d9-4fea-acb4-09fee76bc3bb\", \"a49d4379-2270-4d69-88a8-72c0e8a82c75\", \"69664f1f-2dab-4786-8ef7-92497f2d7955\", \"384e1a39-de5f-4054-b570-d1ed97893774\", \"bcda8f2e-530b-40bf-bd35-ccb1ba07ac54\"], \"total_duration\": 2995.0, \"total_sessions\": 6, \"mean_week_duration\": 16.456}, \"28729\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-26 19:10:27.000000+00:00\", \"2019-10-03 23:54:07.000000+00:00\", \"2019-01-14 02:33:24.000000+00:00\", \"2022-03-14 09:53:52.000000+00:00\", \"2022-12-02 05:33:40.000000+00:00\", \"2020-05-18 14:29:07.000000+00:00\"], \"session_ids\": [\"81342544-ec4f-4c75-9930-c2d5919316aa\", \"32865ef5-4bb3-4ae9-baff-b477df07cb26\", \"b9e5ca75-5baf-4212-8ae1-1abc3ba7db67\", \"54e7201a-a49e-47ee-b919-931792a1c86c\", \"33ad28ed-9d45-4572-aaf4-0ef6eaba8783\", \"225701f7-b92f-448a-a251-4b1d0472bcdc\"], \"total_duration\": 2090.0, \"total_sessions\": 6, \"mean_week_duration\": 10.296}, \"12595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-28 10:04:57.000000+00:00\", \"2022-12-06 09:25:43.000000+00:00\", \"2020-11-24 19:47:07.000000+00:00\", \"2021-09-29 01:19:10.000000+00:00\"], \"session_ids\": [\"5587843e-1450-44d6-bf2d-af16a436c629\", \"12c204af-fe38-4cd9-b760-acd951adbeb1\", \"4d06ed7f-a955-4ce1-9530-2ca894bd5a2e\", \"985d1f2a-7fd8-4aa1-8df8-c1386e373910\"], \"total_duration\": 481.0, \"total_sessions\": 4, \"mean_week_duration\": 2.393}, \"70053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-05-30 10:09:05.000000+00:00\", \"2021-06-13 03:53:57.000000+00:00\", \"2020-09-22 16:49:07.000000+00:00\", \"2019-10-21 02:42:00.000000+00:00\", \"2019-05-28 04:56:44.000000+00:00\"], \"session_ids\": [\"0d4aae63-cab4-4356-8758-cc3868e80c1f\", \"0d6209d2-09b6-46d3-865d-a8e3d71c0488\", \"3f013409-3133-48e6-9d40-60ee709378af\", \"9ea49279-5076-4ade-8480-c46d98698ff8\", \"491f787d-3f79-4624-972d-97b8281a6d0c\"], \"total_duration\": 3020.0, \"total_sessions\": 5, \"mean_week_duration\": 28.224}, \"8778\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-23 10:24:40.000000+00:00\", \"2021-04-29 12:56:53.000000+00:00\", \"2019-05-03 23:06:41.000000+00:00\", \"2021-09-02 00:31:28.000000+00:00\", \"2019-07-27 21:46:29.000000+00:00\", \"2019-09-30 03:24:36.000000+00:00\", \"2022-12-09 08:58:02.000000+00:00\", \"2019-01-13 00:19:17.000000+00:00\", \"2019-01-02 18:27:42.000000+00:00\"], \"session_ids\": [\"826ccd38-25e5-4a1e-a762-557b4b30a9bb\", \"537e366d-5077-46bc-925c-cfab56f895de\", \"6dff5aff-abab-4e66-a014-4083958f5a37\", \"294df2f3-1075-45cc-bebf-2383f945d63d\", \"54298352-6e36-4d92-8bc1-a00670e431b8\", \"4ce6d2ec-cdc8-4f9b-af4f-f19e2c3d3ce3\", \"a6abe1e9-5e11-4a25-abc0-a3f6b76e91d8\", \"ae82c8c3-dcb2-4fb3-a8f8-29c36015a054\", \"3ce444f2-655f-437b-945c-5b1a3a3958d0\"], \"total_duration\": 1096.0, \"total_sessions\": 9, \"mean_week_duration\": 5.32}, \"22136\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-02-11 03:39:19.000000+00:00\", \"2019-12-12 02:02:58.000000+00:00\"], \"session_ids\": [\"74e15bce-2696-4c2c-88d2-a0483681e62f\", \"a604a700-3ebe-41b4-a457-c23f1e9b05c5\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.951}, \"48192\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-30 13:36:13.000000+00:00\", \"2021-12-10 14:25:25.000000+00:00\", \"2019-04-04 12:06:09.000000+00:00\", \"2022-08-14 08:23:20.000000+00:00\"], \"session_ids\": [\"3c5ec2cf-6b01-4200-b483-3176754e8758\", \"8a1130fc-d824-4103-8caf-74873a5f47d2\", \"f7f35a5a-e0a9-43a4-902b-258429cf6392\", \"306d6fe1-ce32-4239-b659-978d4763cc16\"], \"total_duration\": 752.0, \"total_sessions\": 4, \"mean_week_duration\": 4.273}, \"89776\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-25 22:30:55.000000+00:00\", \"2020-01-26 16:26:02.000000+00:00\"], \"session_ids\": [\"75a4b44b-cb58-4d25-9167-d6ded892cbc8\", \"40c43da6-58ed-42ee-82d1-b2ba73a13a4b\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}, \"39854\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-22 19:56:52.000000+00:00\", \"2021-12-17 01:52:56.000000+00:00\", \"2023-03-20 01:01:27.000000+00:00\"], \"session_ids\": [\"dccfac13-9f25-4edb-9dd0-428775839caa\", \"3566e579-dcf4-4219-8659-fd437700df28\", \"f6d14288-8d67-4a36-8ff9-b3b5db99885f\"], \"total_duration\": 139.0, \"total_sessions\": 3, \"mean_week_duration\": 0.799}, \"77513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-02 01:17:42.000000+00:00\", \"2019-11-02 04:25:23.000000+00:00\", \"2021-12-12 07:51:02.000000+00:00\", \"2020-05-06 02:09:46.000000+00:00\", \"2023-05-04 09:33:01.000000+00:00\", \"2022-12-14 14:07:19.000000+00:00\", \"2022-03-24 07:12:59.000000+00:00\"], \"session_ids\": [\"bf698edd-0f6c-47a0-a677-f73ffd8624a7\", \"4cc1c1c0-8a33-4666-9266-58606b341ece\", \"1cd1d1c3-7625-4cdf-80c4-d55c666d5aac\", \"2c06bc37-3592-4925-9d7c-26f1f2352a35\", \"692c4d9c-ddcb-4407-aa93-ca2de6ceeac6\", \"72501637-6c35-4103-9809-aa7c00aed04c\", \"61ebbbca-1956-43f0-a8db-62c6cdb172ce\"], \"total_duration\": 4153.0, \"total_sessions\": 7, \"mean_week_duration\": 22.694}}\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[{\"12595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-28 10:04:57.000000+00:00\", \"2022-12-06 09:25:43.000000+00:00\", \"2020-11-24 19:47:07.000000+00:00\", \"2021-09-29 01:19:10.000000+00:00\"], \"session_ids\": [\"5587843e-1450-44d6-bf2d-af16a436c629\", \"12c204af-fe38-4cd9-b760-acd951adbeb1\", \"4d06ed7f-a955-4ce1-9530-2ca894bd5a2e\", \"985d1f2a-7fd8-4aa1-8df8-c1386e373910\"], \"total_duration\": 481.0, \"total_sessions\": 4, \"mean_week_duration\": 2.393}}, {\"70053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-05-30 10:09:05.000000+00:00\", \"2021-06-13 03:53:57.000000+00:00\", \"2020-09-22 16:49:07.000000+00:00\", \"2019-10-21 02:42:00.000000+00:00\", \"2019-05-28 04:56:44.000000+00:00\"], \"session_ids\": [\"0d4aae63-cab4-4356-8758-cc3868e80c1f\", \"0d6209d2-09b6-46d3-865d-a8e3d71c0488\", \"3f013409-3133-48e6-9d40-60ee709378af\", \"9ea49279-5076-4ade-8480-c46d98698ff8\", \"491f787d-3f79-4624-972d-97b8281a6d0c\"], \"total_duration\": 3020.0, \"total_sessions\": 5, \"mean_week_duration\": 28.224}}, {\"48192\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-30 13:36:13.000000+00:00\", \"2021-12-10 14:25:25.000000+00:00\", \"2019-04-04 12:06:09.000000+00:00\", \"2022-08-14 08:23:20.000000+00:00\"], \"session_ids\": [\"3c5ec2cf-6b01-4200-b483-3176754e8758\", \"8a1130fc-d824-4103-8caf-74873a5f47d2\", \"f7f35a5a-e0a9-43a4-902b-258429cf6392\", \"306d6fe1-ce32-4239-b659-978d4763cc16\"], \"total_duration\": 752.0, \"total_sessions\": 4, \"mean_week_duration\": 4.273}}, {\"22136\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-02-11 03:39:19.000000+00:00\", \"2019-12-12 02:02:58.000000+00:00\"], \"session_ids\": [\"74e15bce-2696-4c2c-88d2-a0483681e62f\", \"a604a700-3ebe-41b4-a457-c23f1e9b05c5\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.951}}, {\"39854\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-22 19:56:52.000000+00:00\", \"2021-12-17 01:52:56.000000+00:00\", \"2023-03-20 01:01:27.000000+00:00\"], \"session_ids\": [\"dccfac13-9f25-4edb-9dd0-428775839caa\", \"3566e579-dcf4-4219-8659-fd437700df28\", \"f6d14288-8d67-4a36-8ff9-b3b5db99885f\"], \"total_duration\": 139.0, \"total_sessions\": 3, \"mean_week_duration\": 0.799}}, {\"55281\": {\"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\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-15 05:40:48.000000+00:00\", \"2023-01-06 02:07:45.000000+00:00\", \"2021-05-09 07:39:29.000000+00:00\", \"2020-01-31 17:15:48.000000+00:00\", \"2020-10-16 20:03:23.000000+00:00\", \"2020-09-10 02:50:34.000000+00:00\"], \"session_ids\": [\"32850ca3-31a0-4546-b29e-37e77b968532\", \"baf27a2a-f2d9-4fea-acb4-09fee76bc3bb\", \"a49d4379-2270-4d69-88a8-72c0e8a82c75\", \"69664f1f-2dab-4786-8ef7-92497f2d7955\", \"384e1a39-de5f-4054-b570-d1ed97893774\", \"bcda8f2e-530b-40bf-bd35-ccb1ba07ac54\"], \"total_duration\": 2995.0, \"total_sessions\": 6, \"mean_week_duration\": 16.456}}, {\"28729\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-26 19:10:27.000000+00:00\", \"2019-10-03 23:54:07.000000+00:00\", \"2019-01-14 02:33:24.000000+00:00\", \"2022-03-14 09:53:52.000000+00:00\", \"2022-12-02 05:33:40.000000+00:00\", \"2020-05-18 14:29:07.000000+00:00\"], \"session_ids\": [\"81342544-ec4f-4c75-9930-c2d5919316aa\", \"32865ef5-4bb3-4ae9-baff-b477df07cb26\", \"b9e5ca75-5baf-4212-8ae1-1abc3ba7db67\", \"54e7201a-a49e-47ee-b919-931792a1c86c\", \"33ad28ed-9d45-4572-aaf4-0ef6eaba8783\", \"225701f7-b92f-448a-a251-4b1d0472bcdc\"], \"total_duration\": 2090.0, \"total_sessions\": 6, \"mean_week_duration\": 10.296}}, {\"89776\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-25 22:30:55.000000+00:00\", \"2020-01-26 16:26:02.000000+00:00\"], \"session_ids\": [\"75a4b44b-cb58-4d25-9167-d6ded892cbc8\", \"40c43da6-58ed-42ee-82d1-b2ba73a13a4b\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}}, {\"8778\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-23 10:24:40.000000+00:00\", \"2021-04-29 12:56:53.000000+00:00\", \"2019-05-03 23:06:41.000000+00:00\", \"2021-09-02 00:31:28.000000+00:00\", \"2019-07-27 21:46:29.000000+00:00\", \"2019-09-30 03:24:36.000000+00:00\", \"2022-12-09 08:58:02.000000+00:00\", \"2019-01-13 00:19:17.000000+00:00\", \"2019-01-02 18:27:42.000000+00:00\"], \"session_ids\": [\"826ccd38-25e5-4a1e-a762-557b4b30a9bb\", \"537e366d-5077-46bc-925c-cfab56f895de\", \"6dff5aff-abab-4e66-a014-4083958f5a37\", \"294df2f3-1075-45cc-bebf-2383f945d63d\", \"54298352-6e36-4d92-8bc1-a00670e431b8\", \"4ce6d2ec-cdc8-4f9b-af4f-f19e2c3d3ce3\", \"a6abe1e9-5e11-4a25-abc0-a3f6b76e91d8\", \"ae82c8c3-dcb2-4fb3-a8f8-29c36015a054\", \"3ce444f2-655f-437b-945c-5b1a3a3958d0\"], \"total_duration\": 1096.0, \"total_sessions\": 9, \"mean_week_duration\": 5.32}}, {\"77513\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-02 01:17:42.000000+00:00\", \"2019-11-02 04:25:23.000000+00:00\", \"2021-12-12 07:51:02.000000+00:00\", \"2020-05-06 02:09:46.000000+00:00\", \"2023-05-04 09:33:01.000000+00:00\", \"2022-12-14 14:07:19.000000+00:00\", \"2022-03-24 07:12:59.000000+00:00\"], \"session_ids\": [\"bf698edd-0f6c-47a0-a677-f73ffd8624a7\", \"4cc1c1c0-8a33-4666-9266-58606b341ece\", \"1cd1d1c3-7625-4cdf-80c4-d55c666d5aac\", \"2c06bc37-3592-4925-9d7c-26f1f2352a35\", \"692c4d9c-ddcb-4407-aa93-ca2de6ceeac6\", \"72501637-6c35-4103-9809-aa7c00aed04c\", \"61ebbbca-1956-43f0-a8db-62c6cdb172ce\"], \"total_duration\": 4153.0, \"total_sessions\": 7, \"mean_week_duration\": 22.694}}]\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[{\"12595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-28 10:04:57.000000+00:00\", \"2022-12-06 09:25:43.000000+00:00\", \"2020-11-24 19:47:07.000000+00:00\", \"2021-09-29 01:19:10.000000+00:00\"], \"session_ids\": [\"5587843e-1450-44d6-bf2d-af16a436c629\", \"12c204af-fe38-4cd9-b760-acd951adbeb1\", \"4d06ed7f-a955-4ce1-9530-2ca894bd5a2e\", \"985d1f2a-7fd8-4aa1-8df8-c1386e373910\"], \"total_duration\": 481.0, \"total_sessions\": 4, \"mean_week_duration\": 2.393}}, {\"70053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-05-30 10:09:05.000000+00:00\", \"2021-06-13 03:53:57.000000+00:00\", \"2020-09-22 16:49:07.000000+00:00\", \"2019-10-21 02:42:00.000000+00:00\", \"2019-05-28 04:56:44.000000+00:00\"], \"session_ids\": [\"0d4aae63-cab4-4356-8758-cc3868e80c1f\", \"0d6209d2-09b6-46d3-865d-a8e3d71c0488\", \"3f013409-3133-48e6-9d40-60ee709378af\", \"9ea49279-5076-4ade-8480-c46d98698ff8\", \"491f787d-3f79-4624-972d-97b8281a6d0c\"], \"total_duration\": 3020.0, \"total_sessions\": 5, \"mean_week_duration\": 28.224}}, {\"48192\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-30 13:36:13.000000+00:00\", \"2021-12-10 14:25:25.000000+00:00\", \"2019-04-04 12:06:09.000000+00:00\", \"2022-08-14 08:23:20.000000+00:00\"], \"session_ids\": [\"3c5ec2cf-6b01-4200-b483-3176754e8758\", \"8a1130fc-d824-4103-8caf-74873a5f47d2\", \"f7f35a5a-e0a9-43a4-902b-258429cf6392\", \"306d6fe1-ce32-4239-b659-978d4763cc16\"], \"total_duration\": 752.0, \"total_sessions\": 4, \"mean_week_duration\": 4.273}}]\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[{\"12595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-28 10:04:57.000000+00:00\", \"2022-12-06 09:25:43.000000+00:00\", \"2020-11-24 19:47:07.000000+00:00\", \"2021-09-29 01:19:10.000000+00:00\"], \"session_ids\": [\"5587843e-1450-44d6-bf2d-af16a436c629\", \"12c204af-fe38-4cd9-b760-acd951adbeb1\", \"4d06ed7f-a955-4ce1-9530-2ca894bd5a2e\", \"985d1f2a-7fd8-4aa1-8df8-c1386e373910\"], \"total_duration\": 481.0, \"total_sessions\": 4, \"mean_week_duration\": 2.393}}, {\"70053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-05-30 10:09:05.000000+00:00\", \"2021-06-13 03:53:57.000000+00:00\", \"2020-09-22 16:49:07.000000+00:00\", \"2019-10-21 02:42:00.000000+00:00\", \"2019-05-28 04:56:44.000000+00:00\"], \"session_ids\": [\"0d4aae63-cab4-4356-8758-cc3868e80c1f\", \"0d6209d2-09b6-46d3-865d-a8e3d71c0488\", \"3f013409-3133-48e6-9d40-60ee709378af\", \"9ea49279-5076-4ade-8480-c46d98698ff8\", \"491f787d-3f79-4624-972d-97b8281a6d0c\"], \"total_duration\": 3020.0, \"total_sessions\": 5, \"mean_week_duration\": 28.224}}, {\"48192\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-30 13:36:13.000000+00:00\", \"2021-12-10 14:25:25.000000+00:00\", \"2019-04-04 12:06:09.000000+00:00\", \"2022-08-14 08:23:20.000000+00:00\"], \"session_ids\": [\"3c5ec2cf-6b01-4200-b483-3176754e8758\", \"8a1130fc-d824-4103-8caf-74873a5f47d2\", \"f7f35a5a-e0a9-43a4-902b-258429cf6392\", \"306d6fe1-ce32-4239-b659-978d4763cc16\"], \"total_duration\": 752.0, \"total_sessions\": 4, \"mean_week_duration\": 4.273}}]\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 isn't residing in cities Buenos Aires, Budapest, Johannesburg in addition execute sorting by mean_week_duration in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25327\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-18 05:50:58.000000+00:00\", \"2022-07-24 02:10:49.000000+00:00\", \"2020-08-13 14:56:44.000000+00:00\", \"2022-07-26 00:58:12.000000+00:00\", \"2021-08-07 14:41:21.000000+00:00\", \"2021-12-05 11:47:26.000000+00:00\", \"2019-09-18 00:03:20.000000+00:00\", \"2021-05-10 19:31:21.000000+00:00\"], \"session_ids\": [\"a403fa06-ed91-46b4-8fea-5fb08533cc96\", \"2100c466-079b-46d9-a062-5b5f28e4d54f\", \"3655872e-dfe9-4621-bc5e-07058a58bf06\", \"da630960-a438-46ae-8bad-ba45425ff9cf\", \"1954bf07-3803-4c7a-bb8e-db2e9fa62326\", \"11c6c0ac-f4ed-484c-9874-00c6fde7d4d5\", \"7142415a-1ff2-4e8b-bf31-eff1831aac74\", \"328fd420-65f5-49f0-a669-45f02f1c983e\"], \"total_duration\": 17235.0, \"total_sessions\": 8, \"mean_week_duration\": 115.671}, \"46308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-08-14 08:24:06.000000+00:00\", \"2019-11-20 05:54:58.000000+00:00\", \"2019-07-19 17:00:41.000000+00:00\", \"2021-04-26 00:14:37.000000+00:00\"], \"session_ids\": [\"d2b40701-da90-4c7d-b7ef-f73ece4ae4b8\", \"14f956cb-9c22-490f-9ab6-7e9fd2e397e2\", \"8eca32d1-223f-4624-8b71-e68e00dcd9a7\", \"cbb6ac38-c738-4e17-8fed-e0d9c7291173\"], \"total_duration\": 1002.0, \"total_sessions\": 4, \"mean_week_duration\": 6.224}, \"56495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-01-30 19:41:45.000000+00:00\", \"2023-03-05 08:31:54.000000+00:00\", \"2022-05-22 17:09:58.000000+00:00\"], \"session_ids\": [\"ce5d0756-fbb8-4e02-a8e2-27cd835dc6ef\", \"0c34e142-e372-4e7f-b62f-7a5412dbce43\", \"8b3b6da2-761d-4884-aec6-f581ec2d2834\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.633}, \"23551\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-20 00:31:55.000000+00:00\", \"2022-07-27 23:23:52.000000+00:00\"], \"session_ids\": [\"b50ac848-c437-44a9-98c9-df36be8a338a\", \"4415c4c4-5dc0-42a9-9a0e-68c1033182e0\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.098}, \"42269\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-08 07:13:05.000000+00:00\", \"2019-06-20 19:22:22.000000+00:00\", \"2021-04-27 21:41:52.000000+00:00\", \"2022-12-23 17:12:39.000000+00:00\"], \"session_ids\": [\"2c082876-b9fd-4cb3-b44b-b8df23bbeccb\", \"5e504333-0e8e-4687-abaa-e232e553803c\", \"a9738a6d-ca8f-4fcd-bf17-57aad38ab130\", \"83a7e1ec-120c-4149-a2e9-8ce307025feb\"], \"total_duration\": 886.0, \"total_sessions\": 4, \"mean_week_duration\": 4.842}, \"79022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-15 02:26:49.000000+00:00\", \"2022-08-09 23:51:40.000000+00:00\", \"2020-02-18 10:36:14.000000+00:00\", \"2021-05-06 06:35:03.000000+00:00\", \"2020-04-27 13:29:27.000000+00:00\", \"2021-06-01 19:53:59.000000+00:00\", \"2023-01-23 10:10:16.000000+00:00\", \"2020-07-26 23:55:24.000000+00:00\", \"2019-04-18 21:29:15.000000+00:00\", \"2020-12-15 03:23:34.000000+00:00\", \"2021-04-08 16:45:12.000000+00:00\"], \"session_ids\": [\"6bcdeb03-cd65-4cf0-bad5-c54bed0fd58f\", \"d00293a2-2e25-47a9-bdd9-d5e19cbff775\", \"09f37991-56ca-4cde-a71d-f6dd03bb407a\", \"814db775-ce64-4db8-b00a-e8312b864dfe\", \"1641f15b-c000-4bb4-98cc-ed3578535bf9\", \"957f0fd0-9bda-49a8-b637-c4b17aaf3720\", \"fac0d7df-ebab-45f9-ba29-d39a5ae3cd4b\", \"6cd20dbd-a9a9-4ee6-ad16-b8644c1e6c95\", \"7f33cbe4-22e8-4787-bbe5-82d4d4129797\", \"26cc7bc5-08d6-4331-83e2-07fce37c764c\", \"085776c2-7916-4dae-bb12-c61e50f09635\"], \"total_duration\": 189.0, \"total_sessions\": 11, \"mean_week_duration\": 0.959}, \"14629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-05 09:12:23.000000+00:00\", \"2022-04-15 06:36:35.000000+00:00\"], \"session_ids\": [\"3322c2a4-340b-4b06-9104-90489717329e\", \"e3c0333f-2028-4405-aebc-2359611f2c08\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.215}, \"60094\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-15 08:48:47.000000+00:00\", \"2020-06-17 20:51:39.000000+00:00\", \"2022-09-06 18:07:35.000000+00:00\"], \"session_ids\": [\"6ebd9763-ea89-419d-bbba-196dac13ee16\", \"53dd1b0c-569e-4de0-8b53-11acf996d084\", \"0c787352-c796-4551-a694-27bacadeb33e\"], \"total_duration\": 531.0, \"total_sessions\": 3, \"mean_week_duration\": 3.517}, \"82174\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-17 02:00:25.000000+00:00\", \"2021-07-03 13:10:29.000000+00:00\"], \"session_ids\": [\"cc58b8b8-9480-4071-8ee4-c46137b21fc8\", \"bebc940a-d06f-46c5-9cbc-22b77f15dda1\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}, \"21447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-23 08:50:59.000000+00:00\", \"2021-08-19 16:26:11.000000+00:00\", \"2019-08-17 02:52:37.000000+00:00\", \"2019-02-15 18:59:17.000000+00:00\", \"2022-07-19 15:41:47.000000+00:00\", \"2021-12-05 23:49:11.000000+00:00\", \"2022-06-21 21:36:46.000000+00:00\", \"2023-01-19 23:41:07.000000+00:00\", \"2019-04-23 08:03:54.000000+00:00\"], \"session_ids\": [\"d6182f5b-1d54-4955-920c-9f97760ffaa5\", \"3e916bd0-4088-40ac-9e61-04598d3a8b91\", \"16290808-4d54-4232-a922-a2edf1a4d5d5\", \"a9207a25-8915-4dc4-8198-1749e253ffd5\", \"51c022cf-9a6a-4b79-a654-6bf2d575d7e3\", \"5f63b550-ef5b-4898-bc6a-6a4049834153\", \"facf3214-319c-4bad-9c6f-60bbf9f7439d\", \"2d6e61b4-3fa2-4376-a409-107eb83ca338\", \"85c19204-56b1-433f-a6aa-84539485202e\"], \"total_duration\": 2430.0, \"total_sessions\": 9, \"mean_week_duration\": 11.854}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Buenos Aires, Budapest, Johannesburg" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Buenos Aires\", \"Budapest\", \"Johannesburg\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25327\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-18 05:50:58.000000+00:00\", \"2022-07-24 02:10:49.000000+00:00\", \"2020-08-13 14:56:44.000000+00:00\", \"2022-07-26 00:58:12.000000+00:00\", \"2021-08-07 14:41:21.000000+00:00\", \"2021-12-05 11:47:26.000000+00:00\", \"2019-09-18 00:03:20.000000+00:00\", \"2021-05-10 19:31:21.000000+00:00\"], \"session_ids\": [\"a403fa06-ed91-46b4-8fea-5fb08533cc96\", \"2100c466-079b-46d9-a062-5b5f28e4d54f\", \"3655872e-dfe9-4621-bc5e-07058a58bf06\", \"da630960-a438-46ae-8bad-ba45425ff9cf\", \"1954bf07-3803-4c7a-bb8e-db2e9fa62326\", \"11c6c0ac-f4ed-484c-9874-00c6fde7d4d5\", \"7142415a-1ff2-4e8b-bf31-eff1831aac74\", \"328fd420-65f5-49f0-a669-45f02f1c983e\"], \"total_duration\": 17235.0, \"total_sessions\": 8, \"mean_week_duration\": 115.671}, \"46308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-08-14 08:24:06.000000+00:00\", \"2019-11-20 05:54:58.000000+00:00\", \"2019-07-19 17:00:41.000000+00:00\", \"2021-04-26 00:14:37.000000+00:00\"], \"session_ids\": [\"d2b40701-da90-4c7d-b7ef-f73ece4ae4b8\", \"14f956cb-9c22-490f-9ab6-7e9fd2e397e2\", \"8eca32d1-223f-4624-8b71-e68e00dcd9a7\", \"cbb6ac38-c738-4e17-8fed-e0d9c7291173\"], \"total_duration\": 1002.0, \"total_sessions\": 4, \"mean_week_duration\": 6.224}, \"56495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-01-30 19:41:45.000000+00:00\", \"2023-03-05 08:31:54.000000+00:00\", \"2022-05-22 17:09:58.000000+00:00\"], \"session_ids\": [\"ce5d0756-fbb8-4e02-a8e2-27cd835dc6ef\", \"0c34e142-e372-4e7f-b62f-7a5412dbce43\", \"8b3b6da2-761d-4884-aec6-f581ec2d2834\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.633}, \"23551\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-20 00:31:55.000000+00:00\", \"2022-07-27 23:23:52.000000+00:00\"], \"session_ids\": [\"b50ac848-c437-44a9-98c9-df36be8a338a\", \"4415c4c4-5dc0-42a9-9a0e-68c1033182e0\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.098}, \"42269\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-08 07:13:05.000000+00:00\", \"2019-06-20 19:22:22.000000+00:00\", \"2021-04-27 21:41:52.000000+00:00\", \"2022-12-23 17:12:39.000000+00:00\"], \"session_ids\": [\"2c082876-b9fd-4cb3-b44b-b8df23bbeccb\", \"5e504333-0e8e-4687-abaa-e232e553803c\", \"a9738a6d-ca8f-4fcd-bf17-57aad38ab130\", \"83a7e1ec-120c-4149-a2e9-8ce307025feb\"], \"total_duration\": 886.0, \"total_sessions\": 4, \"mean_week_duration\": 4.842}, \"79022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-15 02:26:49.000000+00:00\", \"2022-08-09 23:51:40.000000+00:00\", \"2020-02-18 10:36:14.000000+00:00\", \"2021-05-06 06:35:03.000000+00:00\", \"2020-04-27 13:29:27.000000+00:00\", \"2021-06-01 19:53:59.000000+00:00\", \"2023-01-23 10:10:16.000000+00:00\", \"2020-07-26 23:55:24.000000+00:00\", \"2019-04-18 21:29:15.000000+00:00\", \"2020-12-15 03:23:34.000000+00:00\", \"2021-04-08 16:45:12.000000+00:00\"], \"session_ids\": [\"6bcdeb03-cd65-4cf0-bad5-c54bed0fd58f\", \"d00293a2-2e25-47a9-bdd9-d5e19cbff775\", \"09f37991-56ca-4cde-a71d-f6dd03bb407a\", \"814db775-ce64-4db8-b00a-e8312b864dfe\", \"1641f15b-c000-4bb4-98cc-ed3578535bf9\", \"957f0fd0-9bda-49a8-b637-c4b17aaf3720\", \"fac0d7df-ebab-45f9-ba29-d39a5ae3cd4b\", \"6cd20dbd-a9a9-4ee6-ad16-b8644c1e6c95\", \"7f33cbe4-22e8-4787-bbe5-82d4d4129797\", \"26cc7bc5-08d6-4331-83e2-07fce37c764c\", \"085776c2-7916-4dae-bb12-c61e50f09635\"], \"total_duration\": 189.0, \"total_sessions\": 11, \"mean_week_duration\": 0.959}, \"14629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-05 09:12:23.000000+00:00\", \"2022-04-15 06:36:35.000000+00:00\"], \"session_ids\": [\"3322c2a4-340b-4b06-9104-90489717329e\", \"e3c0333f-2028-4405-aebc-2359611f2c08\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.215}, \"60094\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-15 08:48:47.000000+00:00\", \"2020-06-17 20:51:39.000000+00:00\", \"2022-09-06 18:07:35.000000+00:00\"], \"session_ids\": [\"6ebd9763-ea89-419d-bbba-196dac13ee16\", \"53dd1b0c-569e-4de0-8b53-11acf996d084\", \"0c787352-c796-4551-a694-27bacadeb33e\"], \"total_duration\": 531.0, \"total_sessions\": 3, \"mean_week_duration\": 3.517}, \"82174\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-17 02:00:25.000000+00:00\", \"2021-07-03 13:10:29.000000+00:00\"], \"session_ids\": [\"cc58b8b8-9480-4071-8ee4-c46137b21fc8\", \"bebc940a-d06f-46c5-9cbc-22b77f15dda1\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}, \"21447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-23 08:50:59.000000+00:00\", \"2021-08-19 16:26:11.000000+00:00\", \"2019-08-17 02:52:37.000000+00:00\", \"2019-02-15 18:59:17.000000+00:00\", \"2022-07-19 15:41:47.000000+00:00\", \"2021-12-05 23:49:11.000000+00:00\", \"2022-06-21 21:36:46.000000+00:00\", \"2023-01-19 23:41:07.000000+00:00\", \"2019-04-23 08:03:54.000000+00:00\"], \"session_ids\": [\"d6182f5b-1d54-4955-920c-9f97760ffaa5\", \"3e916bd0-4088-40ac-9e61-04598d3a8b91\", \"16290808-4d54-4232-a922-a2edf1a4d5d5\", \"a9207a25-8915-4dc4-8198-1749e253ffd5\", \"51c022cf-9a6a-4b79-a654-6bf2d575d7e3\", \"5f63b550-ef5b-4898-bc6a-6a4049834153\", \"facf3214-319c-4bad-9c6f-60bbf9f7439d\", \"2d6e61b4-3fa2-4376-a409-107eb83ca338\", \"85c19204-56b1-433f-a6aa-84539485202e\"], \"total_duration\": 2430.0, \"total_sessions\": 9, \"mean_week_duration\": 11.854}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"14629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-05 09:12:23.000000+00:00\", \"2022-04-15 06:36:35.000000+00:00\"], \"session_ids\": [\"3322c2a4-340b-4b06-9104-90489717329e\", \"e3c0333f-2028-4405-aebc-2359611f2c08\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.215}}, {\"56495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-01-30 19:41:45.000000+00:00\", \"2023-03-05 08:31:54.000000+00:00\", \"2022-05-22 17:09:58.000000+00:00\"], \"session_ids\": [\"ce5d0756-fbb8-4e02-a8e2-27cd835dc6ef\", \"0c34e142-e372-4e7f-b62f-7a5412dbce43\", \"8b3b6da2-761d-4884-aec6-f581ec2d2834\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.633}}, {\"79022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-15 02:26:49.000000+00:00\", \"2022-08-09 23:51:40.000000+00:00\", \"2020-02-18 10:36:14.000000+00:00\", \"2021-05-06 06:35:03.000000+00:00\", \"2020-04-27 13:29:27.000000+00:00\", \"2021-06-01 19:53:59.000000+00:00\", \"2023-01-23 10:10:16.000000+00:00\", \"2020-07-26 23:55:24.000000+00:00\", \"2019-04-18 21:29:15.000000+00:00\", \"2020-12-15 03:23:34.000000+00:00\", \"2021-04-08 16:45:12.000000+00:00\"], \"session_ids\": [\"6bcdeb03-cd65-4cf0-bad5-c54bed0fd58f\", \"d00293a2-2e25-47a9-bdd9-d5e19cbff775\", \"09f37991-56ca-4cde-a71d-f6dd03bb407a\", \"814db775-ce64-4db8-b00a-e8312b864dfe\", \"1641f15b-c000-4bb4-98cc-ed3578535bf9\", \"957f0fd0-9bda-49a8-b637-c4b17aaf3720\", \"fac0d7df-ebab-45f9-ba29-d39a5ae3cd4b\", \"6cd20dbd-a9a9-4ee6-ad16-b8644c1e6c95\", \"7f33cbe4-22e8-4787-bbe5-82d4d4129797\", \"26cc7bc5-08d6-4331-83e2-07fce37c764c\", \"085776c2-7916-4dae-bb12-c61e50f09635\"], \"total_duration\": 189.0, \"total_sessions\": 11, \"mean_week_duration\": 0.959}}, {\"23551\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-20 00:31:55.000000+00:00\", \"2022-07-27 23:23:52.000000+00:00\"], \"session_ids\": [\"b50ac848-c437-44a9-98c9-df36be8a338a\", \"4415c4c4-5dc0-42a9-9a0e-68c1033182e0\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.098}}, {\"82174\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-17 02:00:25.000000+00:00\", \"2021-07-03 13:10:29.000000+00:00\"], \"session_ids\": [\"cc58b8b8-9480-4071-8ee4-c46137b21fc8\", \"bebc940a-d06f-46c5-9cbc-22b77f15dda1\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}}, {\"60094\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-15 08:48:47.000000+00:00\", \"2020-06-17 20:51:39.000000+00:00\", \"2022-09-06 18:07:35.000000+00:00\"], \"session_ids\": [\"6ebd9763-ea89-419d-bbba-196dac13ee16\", \"53dd1b0c-569e-4de0-8b53-11acf996d084\", \"0c787352-c796-4551-a694-27bacadeb33e\"], \"total_duration\": 531.0, \"total_sessions\": 3, \"mean_week_duration\": 3.517}}, {\"42269\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-08 07:13:05.000000+00:00\", \"2019-06-20 19:22:22.000000+00:00\", \"2021-04-27 21:41:52.000000+00:00\", \"2022-12-23 17:12:39.000000+00:00\"], \"session_ids\": [\"2c082876-b9fd-4cb3-b44b-b8df23bbeccb\", \"5e504333-0e8e-4687-abaa-e232e553803c\", \"a9738a6d-ca8f-4fcd-bf17-57aad38ab130\", \"83a7e1ec-120c-4149-a2e9-8ce307025feb\"], \"total_duration\": 886.0, \"total_sessions\": 4, \"mean_week_duration\": 4.842}}, {\"46308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-08-14 08:24:06.000000+00:00\", \"2019-11-20 05:54:58.000000+00:00\", \"2019-07-19 17:00:41.000000+00:00\", \"2021-04-26 00:14:37.000000+00:00\"], \"session_ids\": [\"d2b40701-da90-4c7d-b7ef-f73ece4ae4b8\", \"14f956cb-9c22-490f-9ab6-7e9fd2e397e2\", \"8eca32d1-223f-4624-8b71-e68e00dcd9a7\", \"cbb6ac38-c738-4e17-8fed-e0d9c7291173\"], \"total_duration\": 1002.0, \"total_sessions\": 4, \"mean_week_duration\": 6.224}}, {\"21447\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-23 08:50:59.000000+00:00\", \"2021-08-19 16:26:11.000000+00:00\", \"2019-08-17 02:52:37.000000+00:00\", \"2019-02-15 18:59:17.000000+00:00\", \"2022-07-19 15:41:47.000000+00:00\", \"2021-12-05 23:49:11.000000+00:00\", \"2022-06-21 21:36:46.000000+00:00\", \"2023-01-19 23:41:07.000000+00:00\", \"2019-04-23 08:03:54.000000+00:00\"], \"session_ids\": [\"d6182f5b-1d54-4955-920c-9f97760ffaa5\", \"3e916bd0-4088-40ac-9e61-04598d3a8b91\", \"16290808-4d54-4232-a922-a2edf1a4d5d5\", \"a9207a25-8915-4dc4-8198-1749e253ffd5\", \"51c022cf-9a6a-4b79-a654-6bf2d575d7e3\", \"5f63b550-ef5b-4898-bc6a-6a4049834153\", \"facf3214-319c-4bad-9c6f-60bbf9f7439d\", \"2d6e61b4-3fa2-4376-a409-107eb83ca338\", \"85c19204-56b1-433f-a6aa-84539485202e\"], \"total_duration\": 2430.0, \"total_sessions\": 9, \"mean_week_duration\": 11.854}}, {\"25327\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-18 05:50:58.000000+00:00\", \"2022-07-24 02:10:49.000000+00:00\", \"2020-08-13 14:56:44.000000+00:00\", \"2022-07-26 00:58:12.000000+00:00\", \"2021-08-07 14:41:21.000000+00:00\", \"2021-12-05 11:47:26.000000+00:00\", \"2019-09-18 00:03:20.000000+00:00\", \"2021-05-10 19:31:21.000000+00:00\"], \"session_ids\": [\"a403fa06-ed91-46b4-8fea-5fb08533cc96\", \"2100c466-079b-46d9-a062-5b5f28e4d54f\", \"3655872e-dfe9-4621-bc5e-07058a58bf06\", \"da630960-a438-46ae-8bad-ba45425ff9cf\", \"1954bf07-3803-4c7a-bb8e-db2e9fa62326\", \"11c6c0ac-f4ed-484c-9874-00c6fde7d4d5\", \"7142415a-1ff2-4e8b-bf31-eff1831aac74\", \"328fd420-65f5-49f0-a669-45f02f1c983e\"], \"total_duration\": 17235.0, \"total_sessions\": 8, \"mean_week_duration\": 115.671}}]\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[{\"14629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-05 09:12:23.000000+00:00\", \"2022-04-15 06:36:35.000000+00:00\"], \"session_ids\": [\"3322c2a4-340b-4b06-9104-90489717329e\", \"e3c0333f-2028-4405-aebc-2359611f2c08\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.215}}]\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[{\"14629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-05 09:12:23.000000+00:00\", \"2022-04-15 06:36:35.000000+00:00\"], \"session_ids\": [\"3322c2a4-340b-4b06-9104-90489717329e\", \"e3c0333f-2028-4405-aebc-2359611f2c08\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.215}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on user whose count of sessions is bigger than 4 (not including) and smaller than 10 plus put to use sorting by average_week_duration in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97483\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2023-02-22 09:03:38.000000+00:00\", \"2019-07-11 08:47:50.000000+00:00\"], \"session_ids\": [\"4e8c0103-e8f2-4650-a251-25f68ae2f143\", \"6a6f8bf9-f7bf-49da-96cd-4c0bc4cf9861\"], \"total_duration\": 200.0, \"total_sessions\": 2, \"mean_week_duration\": 1.058}, \"6823\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-01 01:49:35.000000+00:00\", \"2020-02-22 02:13:31.000000+00:00\", \"2021-06-25 14:00:12.000000+00:00\"], \"session_ids\": [\"1ce803fd-1f28-4b3d-9912-c6dc626393b5\", \"93b8056f-e5fd-45a3-b662-de70ab6ade77\", \"4733b395-ce4c-4553-9b00-d113ae9bebd5\"], \"total_duration\": 564.0, \"total_sessions\": 3, \"mean_week_duration\": 8.057}, \"84555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-03-10 22:13:45.000000+00:00\", \"2021-08-08 02:08:15.000000+00:00\", \"2022-01-03 08:15:31.000000+00:00\", \"2021-02-14 20:44:24.000000+00:00\"], \"session_ids\": [\"4b9a75ab-57d0-4620-82d9-5352c665efe2\", \"9cad6337-a97b-451e-ba69-f003304012aa\", \"a97433e3-eddf-4167-970a-ca78647165fb\", \"00e097d9-2e2a-4bfb-9a66-d69f857599f9\"], \"total_duration\": 225.0, \"total_sessions\": 4, \"mean_week_duration\": 2.368}, \"56050\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-11-02 20:03:12.000000+00:00\", \"2022-11-17 12:47:48.000000+00:00\"], \"session_ids\": [\"0bda416c-79d7-4e02-805c-e436c308b2f0\", \"04d8e984-75ce-452d-8407-cb18eda52c84\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 4.164}, \"77299\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-20 13:11:58.000000+00:00\", \"2022-06-17 23:02:31.000000+00:00\", \"2021-05-17 02:49:03.000000+00:00\", \"2022-12-03 14:52:33.000000+00:00\", \"2020-12-16 09:22:17.000000+00:00\"], \"session_ids\": [\"6c04b76d-7912-4b63-b3da-ad3ae2a02ad1\", \"1d333acd-00f0-4d14-a4e2-da851f8843b6\", \"8a163a2d-1b15-4605-b71e-0edd2bb2502f\", \"0791d571-b88b-47a9-a5c1-4c88d0b886ed\", \"10794731-a767-4cf0-8ab7-aeeabeff05f3\"], \"total_duration\": 2021.0, \"total_sessions\": 5, \"mean_week_duration\": 19.621}, \"7487\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2021-09-11 08:56:10.000000+00:00\", \"2020-05-16 12:22:35.000000+00:00\"], \"session_ids\": [\"a1e142e5-0da8-4d00-a814-312e16dfe648\", \"44403c0a-6e2d-4f52-87b7-9fbed8e1b67e\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 5.58}, \"8444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-09-21 21:24:00.000000+00:00\", \"2021-04-13 13:44:58.000000+00:00\", \"2020-08-04 06:09:53.000000+00:00\", \"2021-02-23 22:24:47.000000+00:00\", \"2022-07-21 15:42:54.000000+00:00\", \"2021-10-02 22:18:57.000000+00:00\", \"2021-03-03 09:53:22.000000+00:00\"], \"session_ids\": [\"d6592c78-709e-4264-a7d1-0aac87f707c0\", \"f6a66310-0d4e-4b9c-a736-e199bc7db227\", \"47621eef-b4cd-467d-9ba0-07cff94436a8\", \"1af468c2-b7e2-4dd3-96f6-0e94e5e737a2\", \"10dee964-5c5b-449e-becb-9d5e78f9026c\", \"82a9e400-90b3-480b-8ad2-ff515c0c60fe\", \"02c78dfc-e76b-4d18-84b5-db862116c7bf\"], \"total_duration\": 7688.0, \"total_sessions\": 7, \"mean_week_duration\": 74.641}, \"67209\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-05 18:11:30.000000+00:00\", \"2021-05-22 09:05:08.000000+00:00\", \"2021-10-22 03:03:53.000000+00:00\", \"2019-01-28 06:55:00.000000+00:00\"], \"session_ids\": [\"00552a9c-3124-4533-b589-3b43c224081d\", \"287ab439-fba5-47fd-a891-a7553afacd04\", \"dc6a0b44-d7ea-437b-a615-21a2bfd9d3fa\", \"8e224068-5d4c-4eb3-b0d2-58b8ebb92b81\"], \"total_duration\": 1626.0, \"total_sessions\": 4, \"mean_week_duration\": 10.037}, \"64061\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-21 07:20:41.000000+00:00\", \"2020-09-02 23:57:07.000000+00:00\"], \"session_ids\": [\"f1250376-d7bc-4278-a25d-9ebf3c93236d\", \"56d2ac10-2296-41d2-9c77-c2fee6d590e4\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 3.072}, \"76916\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-01-21 00:33:11.000000+00:00\", \"2023-06-18 21:55:22.000000+00:00\"], \"session_ids\": [\"176a567f-efa1-4ebd-968e-b5d963da32fc\", \"9c2d9c1b-4c88-4363-ac3f-f25dd2482d00\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 2.011}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 4 and are equal or less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"77299\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-20 13:11:58.000000+00:00\", \"2022-06-17 23:02:31.000000+00:00\", \"2021-05-17 02:49:03.000000+00:00\", \"2022-12-03 14:52:33.000000+00:00\", \"2020-12-16 09:22:17.000000+00:00\"], \"session_ids\": [\"6c04b76d-7912-4b63-b3da-ad3ae2a02ad1\", \"1d333acd-00f0-4d14-a4e2-da851f8843b6\", \"8a163a2d-1b15-4605-b71e-0edd2bb2502f\", \"0791d571-b88b-47a9-a5c1-4c88d0b886ed\", \"10794731-a767-4cf0-8ab7-aeeabeff05f3\"], \"total_duration\": 2021.0, \"total_sessions\": 5, \"mean_week_duration\": 19.621}, \"8444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-09-21 21:24:00.000000+00:00\", \"2021-04-13 13:44:58.000000+00:00\", \"2020-08-04 06:09:53.000000+00:00\", \"2021-02-23 22:24:47.000000+00:00\", \"2022-07-21 15:42:54.000000+00:00\", \"2021-10-02 22:18:57.000000+00:00\", \"2021-03-03 09:53:22.000000+00:00\"], \"session_ids\": [\"d6592c78-709e-4264-a7d1-0aac87f707c0\", \"f6a66310-0d4e-4b9c-a736-e199bc7db227\", \"47621eef-b4cd-467d-9ba0-07cff94436a8\", \"1af468c2-b7e2-4dd3-96f6-0e94e5e737a2\", \"10dee964-5c5b-449e-becb-9d5e78f9026c\", \"82a9e400-90b3-480b-8ad2-ff515c0c60fe\", \"02c78dfc-e76b-4d18-84b5-db862116c7bf\"], \"total_duration\": 7688.0, \"total_sessions\": 7, \"mean_week_duration\": 74.641}}\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[{\"77299\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-20 13:11:58.000000+00:00\", \"2022-06-17 23:02:31.000000+00:00\", \"2021-05-17 02:49:03.000000+00:00\", \"2022-12-03 14:52:33.000000+00:00\", \"2020-12-16 09:22:17.000000+00:00\"], \"session_ids\": [\"6c04b76d-7912-4b63-b3da-ad3ae2a02ad1\", \"1d333acd-00f0-4d14-a4e2-da851f8843b6\", \"8a163a2d-1b15-4605-b71e-0edd2bb2502f\", \"0791d571-b88b-47a9-a5c1-4c88d0b886ed\", \"10794731-a767-4cf0-8ab7-aeeabeff05f3\"], \"total_duration\": 2021.0, \"total_sessions\": 5, \"mean_week_duration\": 19.621}}, {\"8444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-09-21 21:24:00.000000+00:00\", \"2021-04-13 13:44:58.000000+00:00\", \"2020-08-04 06:09:53.000000+00:00\", \"2021-02-23 22:24:47.000000+00:00\", \"2022-07-21 15:42:54.000000+00:00\", \"2021-10-02 22:18:57.000000+00:00\", \"2021-03-03 09:53:22.000000+00:00\"], \"session_ids\": [\"d6592c78-709e-4264-a7d1-0aac87f707c0\", \"f6a66310-0d4e-4b9c-a736-e199bc7db227\", \"47621eef-b4cd-467d-9ba0-07cff94436a8\", \"1af468c2-b7e2-4dd3-96f6-0e94e5e737a2\", \"10dee964-5c5b-449e-becb-9d5e78f9026c\", \"82a9e400-90b3-480b-8ad2-ff515c0c60fe\", \"02c78dfc-e76b-4d18-84b5-db862116c7bf\"], \"total_duration\": 7688.0, \"total_sessions\": 7, \"mean_week_duration\": 74.641}}]\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[{\"77299\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-20 13:11:58.000000+00:00\", \"2022-06-17 23:02:31.000000+00:00\", \"2021-05-17 02:49:03.000000+00:00\", \"2022-12-03 14:52:33.000000+00:00\", \"2020-12-16 09:22:17.000000+00:00\"], \"session_ids\": [\"6c04b76d-7912-4b63-b3da-ad3ae2a02ad1\", \"1d333acd-00f0-4d14-a4e2-da851f8843b6\", \"8a163a2d-1b15-4605-b71e-0edd2bb2502f\", \"0791d571-b88b-47a9-a5c1-4c88d0b886ed\", \"10794731-a767-4cf0-8ab7-aeeabeff05f3\"], \"total_duration\": 2021.0, \"total_sessions\": 5, \"mean_week_duration\": 19.621}}]\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[{\"77299\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-20 13:11:58.000000+00:00\", \"2022-06-17 23:02:31.000000+00:00\", \"2021-05-17 02:49:03.000000+00:00\", \"2022-12-03 14:52:33.000000+00:00\", \"2020-12-16 09:22:17.000000+00:00\"], \"session_ids\": [\"6c04b76d-7912-4b63-b3da-ad3ae2a02ad1\", \"1d333acd-00f0-4d14-a4e2-da851f8843b6\", \"8a163a2d-1b15-4605-b71e-0edd2bb2502f\", \"0791d571-b88b-47a9-a5c1-4c88d0b886ed\", \"10794731-a767-4cf0-8ab7-aeeabeff05f3\"], \"total_duration\": 2021.0, \"total_sessions\": 5, \"mean_week_duration\": 19.621}}]\n```\n\n```\n" } ]