conversations
list
[ { "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 4 users who are leading users based on sessions count additionaly carry out sorting by sessions total in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"32110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-17 21:59:26.000000+00:00\", \"2023-01-30 08:03:19.000000+00:00\", \"2022-02-22 07:21:22.000000+00:00\", \"2021-01-16 05:54:22.000000+00:00\", \"2020-08-22 02:51:14.000000+00:00\"], \"session_ids\": [\"0a2b7ded-16df-4e47-aa3a-0a84aeb7222b\", \"892dd25c-4a1e-4bfb-bde0-7da9cef2a464\", \"e6f8ff61-b071-444c-83c3-d2916f987a69\", \"c151c10a-d905-4c5c-b54f-9ab3b7eca529\", \"72ee3ddd-fa03-42cc-b3fb-1e6c7a394b5e\"], \"total_duration\": 3283.0, \"total_sessions\": 5, \"mean_week_duration\": 25.648}, \"10498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-04 19:34:49.000000+00:00\", \"2021-05-19 02:48:58.000000+00:00\", \"2020-01-25 04:11:41.000000+00:00\"], \"session_ids\": [\"719e5a93-baf8-47a7-8773-f97b945f8a43\", \"c250c553-bbde-4b98-9c6c-bbd4a3116b88\", \"2eda8682-578b-41ae-977c-e94969ab8f4c\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 1.594}, \"64729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-22 21:18:24.000000+00:00\", \"2020-10-30 19:11:56.000000+00:00\"], \"session_ids\": [\"1ac5c618-27b0-42c9-a813-a707a110b4b4\", \"744d2cee-1f5b-4d15-8524-a6aa01b16fcd\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 44.125}, \"79964\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-25 03:38:17.000000+00:00\", \"2021-05-16 01:01:44.000000+00:00\"], \"session_ids\": [\"2f557a66-06c5-4d05-811a-a7fe64e47613\", \"40cb99b3-8d3d-4454-95ff-7b824a4bf2bd\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 7.171}, \"28320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-11 23:05:07.000000+00:00\", \"2019-11-29 08:25:29.000000+00:00\"], \"session_ids\": [\"0c3f257f-54cc-4d12-ab74-174e1202717e\", \"f5606256-9c16-47e1-8742-19e492a8b555\"], \"total_duration\": 488.0, \"total_sessions\": 2, \"mean_week_duration\": 3.253}, \"5142\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-02-23 13:48:54.000000+00:00\", \"2020-10-25 17:26:11.000000+00:00\"], \"session_ids\": [\"16354a3d-c7fc-4129-9d22-28bedcf570a1\", \"5ebd6f74-b201-4c87-8b54-1c91f4ff3fcc\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 2.484}, \"86663\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-10-29 18:35:07.000000+00:00\", \"2019-11-14 23:23:04.000000+00:00\"], \"session_ids\": [\"48db7ee9-90b5-4527-bbcb-6d3bc0433d53\", \"63c175d7-1998-4321-b098-a1a761ba07e6\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 72.0}, \"41561\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-18 19:38:54.000000+00:00\", \"2021-11-20 00:04:22.000000+00:00\"], \"session_ids\": [\"590194c2-31b7-4fe6-b451-87bd57fdfcb0\", \"c50bc084-97b0-4321-92bb-e7104c86b446\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"9479\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-12-31 22:56:57.000000+00:00\", \"2021-06-18 11:25:10.000000+00:00\", \"2021-12-07 16:27:42.000000+00:00\", \"2021-01-18 00:20:35.000000+00:00\", \"2023-03-29 12:03:46.000000+00:00\", \"2020-06-11 10:02:07.000000+00:00\", \"2019-05-03 04:38:48.000000+00:00\", \"2022-02-02 05:09:46.000000+00:00\"], \"session_ids\": [\"b2425d32-3606-4fb7-9750-f1c932c04d74\", \"e5cef438-45e2-4115-8524-5bd5dfde17a1\", \"37dbe971-4937-4735-927f-04b2bffebd81\", \"901dd611-2d6e-41aa-a310-ebd3b1a9da23\", \"f53110ae-c455-40ef-9234-bef1a193e69f\", \"91787f2a-c37a-4eab-a5c5-6ff5b2e9f44e\", \"bc2fb52d-33f9-4552-a132-7da646ea348a\", \"43b258a2-abc8-443e-b0a4-6ffd68a56ff0\"], \"total_duration\": 208.0, \"total_sessions\": 8, \"mean_week_duration\": 1.02}, \"54902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-21 18:18:19.000000+00:00\", \"2019-08-29 16:11:49.000000+00:00\"], \"session_ids\": [\"15c97401-bba0-4522-a527-e4b6b203ebfc\", \"107454b5-be97-4e52-a2a4-3c15195bf36c\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 1.703}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest 4 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 4}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9479\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-12-31 22:56:57.000000+00:00\", \"2021-06-18 11:25:10.000000+00:00\", \"2021-12-07 16:27:42.000000+00:00\", \"2021-01-18 00:20:35.000000+00:00\", \"2023-03-29 12:03:46.000000+00:00\", \"2020-06-11 10:02:07.000000+00:00\", \"2019-05-03 04:38:48.000000+00:00\", \"2022-02-02 05:09:46.000000+00:00\"], \"session_ids\": [\"b2425d32-3606-4fb7-9750-f1c932c04d74\", \"e5cef438-45e2-4115-8524-5bd5dfde17a1\", \"37dbe971-4937-4735-927f-04b2bffebd81\", \"901dd611-2d6e-41aa-a310-ebd3b1a9da23\", \"f53110ae-c455-40ef-9234-bef1a193e69f\", \"91787f2a-c37a-4eab-a5c5-6ff5b2e9f44e\", \"bc2fb52d-33f9-4552-a132-7da646ea348a\", \"43b258a2-abc8-443e-b0a4-6ffd68a56ff0\"], \"total_duration\": 208.0, \"total_sessions\": 8, \"mean_week_duration\": 1.02}}, {\"32110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-17 21:59:26.000000+00:00\", \"2023-01-30 08:03:19.000000+00:00\", \"2022-02-22 07:21:22.000000+00:00\", \"2021-01-16 05:54:22.000000+00:00\", \"2020-08-22 02:51:14.000000+00:00\"], \"session_ids\": [\"0a2b7ded-16df-4e47-aa3a-0a84aeb7222b\", \"892dd25c-4a1e-4bfb-bde0-7da9cef2a464\", \"e6f8ff61-b071-444c-83c3-d2916f987a69\", \"c151c10a-d905-4c5c-b54f-9ab3b7eca529\", \"72ee3ddd-fa03-42cc-b3fb-1e6c7a394b5e\"], \"total_duration\": 3283.0, \"total_sessions\": 5, \"mean_week_duration\": 25.648}}, {\"10498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-04 19:34:49.000000+00:00\", \"2021-05-19 02:48:58.000000+00:00\", \"2020-01-25 04:11:41.000000+00:00\"], \"session_ids\": [\"719e5a93-baf8-47a7-8773-f97b945f8a43\", \"c250c553-bbde-4b98-9c6c-bbd4a3116b88\", \"2eda8682-578b-41ae-977c-e94969ab8f4c\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 1.594}}, {\"64729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-22 21:18:24.000000+00:00\", \"2020-10-30 19:11:56.000000+00:00\"], \"session_ids\": [\"1ac5c618-27b0-42c9-a813-a707a110b4b4\", \"744d2cee-1f5b-4d15-8524-a6aa01b16fcd\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 44.125}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"64729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-22 21:18:24.000000+00:00\", \"2020-10-30 19:11:56.000000+00:00\"], \"session_ids\": [\"1ac5c618-27b0-42c9-a813-a707a110b4b4\", \"744d2cee-1f5b-4d15-8524-a6aa01b16fcd\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 44.125}}, {\"10498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-04 19:34:49.000000+00:00\", \"2021-05-19 02:48:58.000000+00:00\", \"2020-01-25 04:11:41.000000+00:00\"], \"session_ids\": [\"719e5a93-baf8-47a7-8773-f97b945f8a43\", \"c250c553-bbde-4b98-9c6c-bbd4a3116b88\", \"2eda8682-578b-41ae-977c-e94969ab8f4c\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 1.594}}, {\"32110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-17 21:59:26.000000+00:00\", \"2023-01-30 08:03:19.000000+00:00\", \"2022-02-22 07:21:22.000000+00:00\", \"2021-01-16 05:54:22.000000+00:00\", \"2020-08-22 02:51:14.000000+00:00\"], \"session_ids\": [\"0a2b7ded-16df-4e47-aa3a-0a84aeb7222b\", \"892dd25c-4a1e-4bfb-bde0-7da9cef2a464\", \"e6f8ff61-b071-444c-83c3-d2916f987a69\", \"c151c10a-d905-4c5c-b54f-9ab3b7eca529\", \"72ee3ddd-fa03-42cc-b3fb-1e6c7a394b5e\"], \"total_duration\": 3283.0, \"total_sessions\": 5, \"mean_week_duration\": 25.648}}, {\"9479\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-12-31 22:56:57.000000+00:00\", \"2021-06-18 11:25:10.000000+00:00\", \"2021-12-07 16:27:42.000000+00:00\", \"2021-01-18 00:20:35.000000+00:00\", \"2023-03-29 12:03:46.000000+00:00\", \"2020-06-11 10:02:07.000000+00:00\", \"2019-05-03 04:38:48.000000+00:00\", \"2022-02-02 05:09:46.000000+00:00\"], \"session_ids\": [\"b2425d32-3606-4fb7-9750-f1c932c04d74\", \"e5cef438-45e2-4115-8524-5bd5dfde17a1\", \"37dbe971-4937-4735-927f-04b2bffebd81\", \"901dd611-2d6e-41aa-a310-ebd3b1a9da23\", \"f53110ae-c455-40ef-9234-bef1a193e69f\", \"91787f2a-c37a-4eab-a5c5-6ff5b2e9f44e\", \"bc2fb52d-33f9-4552-a132-7da646ea348a\", \"43b258a2-abc8-443e-b0a4-6ffd68a56ff0\"], \"total_duration\": 208.0, \"total_sessions\": 8, \"mean_week_duration\": 1.02}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 4 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"64729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-22 21:18:24.000000+00:00\", \"2020-10-30 19:11:56.000000+00:00\"], \"session_ids\": [\"1ac5c618-27b0-42c9-a813-a707a110b4b4\", \"744d2cee-1f5b-4d15-8524-a6aa01b16fcd\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 44.125}}, {\"10498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-04 19:34:49.000000+00:00\", \"2021-05-19 02:48:58.000000+00:00\", \"2020-01-25 04:11:41.000000+00:00\"], \"session_ids\": [\"719e5a93-baf8-47a7-8773-f97b945f8a43\", \"c250c553-bbde-4b98-9c6c-bbd4a3116b88\", \"2eda8682-578b-41ae-977c-e94969ab8f4c\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 1.594}}, {\"32110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-17 21:59:26.000000+00:00\", \"2023-01-30 08:03:19.000000+00:00\", \"2022-02-22 07:21:22.000000+00:00\", \"2021-01-16 05:54:22.000000+00:00\", \"2020-08-22 02:51:14.000000+00:00\"], \"session_ids\": [\"0a2b7ded-16df-4e47-aa3a-0a84aeb7222b\", \"892dd25c-4a1e-4bfb-bde0-7da9cef2a464\", \"e6f8ff61-b071-444c-83c3-d2916f987a69\", \"c151c10a-d905-4c5c-b54f-9ab3b7eca529\", \"72ee3ddd-fa03-42cc-b3fb-1e6c7a394b5e\"], \"total_duration\": 3283.0, \"total_sessions\": 5, \"mean_week_duration\": 25.648}}, {\"9479\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-12-31 22:56:57.000000+00:00\", \"2021-06-18 11:25:10.000000+00:00\", \"2021-12-07 16:27:42.000000+00:00\", \"2021-01-18 00:20:35.000000+00:00\", \"2023-03-29 12:03:46.000000+00:00\", \"2020-06-11 10:02:07.000000+00:00\", \"2019-05-03 04:38:48.000000+00:00\", \"2022-02-02 05:09:46.000000+00:00\"], \"session_ids\": [\"b2425d32-3606-4fb7-9750-f1c932c04d74\", \"e5cef438-45e2-4115-8524-5bd5dfde17a1\", \"37dbe971-4937-4735-927f-04b2bffebd81\", \"901dd611-2d6e-41aa-a310-ebd3b1a9da23\", \"f53110ae-c455-40ef-9234-bef1a193e69f\", \"91787f2a-c37a-4eab-a5c5-6ff5b2e9f44e\", \"bc2fb52d-33f9-4552-a132-7da646ea348a\", \"43b258a2-abc8-443e-b0a4-6ffd68a56ff0\"], \"total_duration\": 208.0, \"total_sessions\": 8, \"mean_week_duration\": 1.02}}]\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[{\"64729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-22 21:18:24.000000+00:00\", \"2020-10-30 19:11:56.000000+00:00\"], \"session_ids\": [\"1ac5c618-27b0-42c9-a813-a707a110b4b4\", \"744d2cee-1f5b-4d15-8524-a6aa01b16fcd\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 44.125}}, {\"10498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-04 19:34:49.000000+00:00\", \"2021-05-19 02:48:58.000000+00:00\", \"2020-01-25 04:11:41.000000+00:00\"], \"session_ids\": [\"719e5a93-baf8-47a7-8773-f97b945f8a43\", \"c250c553-bbde-4b98-9c6c-bbd4a3116b88\", \"2eda8682-578b-41ae-977c-e94969ab8f4c\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 1.594}}, {\"32110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-17 21:59:26.000000+00:00\", \"2023-01-30 08:03:19.000000+00:00\", \"2022-02-22 07:21:22.000000+00:00\", \"2021-01-16 05:54:22.000000+00:00\", \"2020-08-22 02:51:14.000000+00:00\"], \"session_ids\": [\"0a2b7ded-16df-4e47-aa3a-0a84aeb7222b\", \"892dd25c-4a1e-4bfb-bde0-7da9cef2a464\", \"e6f8ff61-b071-444c-83c3-d2916f987a69\", \"c151c10a-d905-4c5c-b54f-9ab3b7eca529\", \"72ee3ddd-fa03-42cc-b3fb-1e6c7a394b5e\"], \"total_duration\": 3283.0, \"total_sessions\": 5, \"mean_week_duration\": 25.648}}, {\"9479\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-12-31 22:56:57.000000+00:00\", \"2021-06-18 11:25:10.000000+00:00\", \"2021-12-07 16:27:42.000000+00:00\", \"2021-01-18 00:20:35.000000+00:00\", \"2023-03-29 12:03:46.000000+00:00\", \"2020-06-11 10:02:07.000000+00:00\", \"2019-05-03 04:38:48.000000+00:00\", \"2022-02-02 05:09:46.000000+00:00\"], \"session_ids\": [\"b2425d32-3606-4fb7-9750-f1c932c04d74\", \"e5cef438-45e2-4115-8524-5bd5dfde17a1\", \"37dbe971-4937-4735-927f-04b2bffebd81\", \"901dd611-2d6e-41aa-a310-ebd3b1a9da23\", \"f53110ae-c455-40ef-9234-bef1a193e69f\", \"91787f2a-c37a-4eab-a5c5-6ff5b2e9f44e\", \"bc2fb52d-33f9-4552-a132-7da646ea348a\", \"43b258a2-abc8-443e-b0a4-6ffd68a56ff0\"], \"total_duration\": 208.0, \"total_sessions\": 8, \"mean_week_duration\": 1.02}}]\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 6 users who don't live in cities Tokyo, Seoul, Mexico City, New Delhi, Dubai, San Salvador, Jakarta, Stockholm also carry out sorting by all sessions quantity form the highest to the lowest." } ]
[ { "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{\"20324\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-03 22:23:05.000000+00:00\", \"2019-01-19 11:26:31.000000+00:00\", \"2019-03-09 11:08:27.000000+00:00\"], \"session_ids\": [\"8e03b370-8080-45c1-bf0d-f11eb7b59b05\", \"7f318af7-751b-4729-b271-797a5425b5fb\", \"99dc2a00-e16b-420e-a6cd-30f5ec5315a7\"], \"total_duration\": 784.0, \"total_sessions\": 3, \"mean_week_duration\": 9.224}, \"88255\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-28 22:47:13.000000+00:00\", \"2021-02-04 12:03:09.000000+00:00\", \"2023-04-01 09:37:56.000000+00:00\"], \"session_ids\": [\"278e4226-3fca-471d-9353-2a0a9903d7d7\", \"8a224406-3a0b-481d-8192-50c107fdd0b7\", \"ce82cbce-12de-4678-a400-69de60ac9ddc\"], \"total_duration\": 1030.0, \"total_sessions\": 3, \"mean_week_duration\": 7.863}, \"18661\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-07 23:19:05.000000+00:00\", \"2022-03-04 07:01:08.000000+00:00\"], \"session_ids\": [\"5cf91520-6e10-4c83-b143-a33417f590ed\", \"ee52bdeb-e9b5-430e-acb8-4bf5f00b61f4\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.635}, \"86796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-15 17:14:23.000000+00:00\", \"2021-06-07 19:52:26.000000+00:00\"], \"session_ids\": [\"cd0a9949-8e09-49dd-bf6b-5d596aa3bbb3\", \"7f4f1295-b738-4cbf-bd6f-69f3d197975d\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.352}, \"26674\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-13 06:44:32.000000+00:00\", \"2022-10-10 08:32:09.000000+00:00\"], \"session_ids\": [\"32e523af-ae62-4b07-8d6c-9e47be72a11f\", \"a064f2ac-3806-4c79-8ac2-ff4eb9446897\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 4.333}, \"4184\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 02:28:17.000000+00:00\", \"2020-05-20 21:47:52.000000+00:00\"], \"session_ids\": [\"c0ff9949-5de6-4b17-abe6-822673c2384d\", \"b10f629e-9c90-4865-917a-b8431ec1f333\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 4.383}, \"31755\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-28 03:18:51.000000+00:00\", \"2019-06-16 05:21:37.000000+00:00\", \"2022-04-11 03:35:18.000000+00:00\", \"2019-12-17 08:55:33.000000+00:00\"], \"session_ids\": [\"9067ac92-724e-48f8-97bb-833a24ff79c2\", \"fb015db4-9f68-4256-ad2d-57bd2f801d69\", \"91b3d9b9-ccb9-4e4b-bac1-71ad1bfded96\", \"635f94ac-eecd-4578-92bc-f54779edc8fb\"], \"total_duration\": 72.0, \"total_sessions\": 4, \"mean_week_duration\": 0.49}, \"8665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-30 23:05:35.000000+00:00\", \"2022-05-27 16:18:53.000000+00:00\"], \"session_ids\": [\"0c588938-6e33-492c-ab7f-47ce62d7b06d\", \"b884856b-bb40-452f-a620-0fe4c5c65f83\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 5.974}, \"26841\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-12 06:41:07.000000+00:00\", \"2022-06-29 03:37:56.000000+00:00\"], \"session_ids\": [\"b104b4a9-ed80-4052-9890-ec03a71f4a29\", \"51a99ca3-70ee-457b-b8a3-65841e880b37\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 46.0}, \"99057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-11 05:22:09.000000+00:00\", \"2021-07-06 15:41:51.000000+00:00\", \"2021-06-22 08:40:35.000000+00:00\", \"2023-01-24 12:23:40.000000+00:00\", \"2021-11-20 09:18:42.000000+00:00\"], \"session_ids\": [\"8dc38abd-77db-421f-8c53-5a7578754e64\", \"9e11c911-6ea8-4b10-9d8a-d98a2438e15b\", \"7ebbbb4a-f26c-44e8-b095-f290db1cbc00\", \"a1ce3485-fe0f-4fa4-a353-358122144b42\", \"1ba8b214-618e-4cc4-8aeb-48bde165ef60\"], \"total_duration\": 3405.0, \"total_sessions\": 5, \"mean_week_duration\": 19.797}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Tokyo, Seoul, Mexico City, New Delhi, Dubai, San Salvador, Jakarta, Stockholm" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Tokyo\", \"Seoul\", \"Mexico City\", \"New Delhi\", \"Dubai\", \"San Salvador\", \"Jakarta\", \"Stockholm\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20324\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-03 22:23:05.000000+00:00\", \"2019-01-19 11:26:31.000000+00:00\", \"2019-03-09 11:08:27.000000+00:00\"], \"session_ids\": [\"8e03b370-8080-45c1-bf0d-f11eb7b59b05\", \"7f318af7-751b-4729-b271-797a5425b5fb\", \"99dc2a00-e16b-420e-a6cd-30f5ec5315a7\"], \"total_duration\": 784.0, \"total_sessions\": 3, \"mean_week_duration\": 9.224}, \"88255\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-28 22:47:13.000000+00:00\", \"2021-02-04 12:03:09.000000+00:00\", \"2023-04-01 09:37:56.000000+00:00\"], \"session_ids\": [\"278e4226-3fca-471d-9353-2a0a9903d7d7\", \"8a224406-3a0b-481d-8192-50c107fdd0b7\", \"ce82cbce-12de-4678-a400-69de60ac9ddc\"], \"total_duration\": 1030.0, \"total_sessions\": 3, \"mean_week_duration\": 7.863}, \"18661\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-07 23:19:05.000000+00:00\", \"2022-03-04 07:01:08.000000+00:00\"], \"session_ids\": [\"5cf91520-6e10-4c83-b143-a33417f590ed\", \"ee52bdeb-e9b5-430e-acb8-4bf5f00b61f4\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.635}, \"86796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-15 17:14:23.000000+00:00\", \"2021-06-07 19:52:26.000000+00:00\"], \"session_ids\": [\"cd0a9949-8e09-49dd-bf6b-5d596aa3bbb3\", \"7f4f1295-b738-4cbf-bd6f-69f3d197975d\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.352}, \"26674\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-13 06:44:32.000000+00:00\", \"2022-10-10 08:32:09.000000+00:00\"], \"session_ids\": [\"32e523af-ae62-4b07-8d6c-9e47be72a11f\", \"a064f2ac-3806-4c79-8ac2-ff4eb9446897\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 4.333}, \"4184\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 02:28:17.000000+00:00\", \"2020-05-20 21:47:52.000000+00:00\"], \"session_ids\": [\"c0ff9949-5de6-4b17-abe6-822673c2384d\", \"b10f629e-9c90-4865-917a-b8431ec1f333\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 4.383}, \"8665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-30 23:05:35.000000+00:00\", \"2022-05-27 16:18:53.000000+00:00\"], \"session_ids\": [\"0c588938-6e33-492c-ab7f-47ce62d7b06d\", \"b884856b-bb40-452f-a620-0fe4c5c65f83\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 5.974}, \"26841\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-12 06:41:07.000000+00:00\", \"2022-06-29 03:37:56.000000+00:00\"], \"session_ids\": [\"b104b4a9-ed80-4052-9890-ec03a71f4a29\", \"51a99ca3-70ee-457b-b8a3-65841e880b37\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 46.0}, \"99057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-11 05:22:09.000000+00:00\", \"2021-07-06 15:41:51.000000+00:00\", \"2021-06-22 08:40:35.000000+00:00\", \"2023-01-24 12:23:40.000000+00:00\", \"2021-11-20 09:18:42.000000+00:00\"], \"session_ids\": [\"8dc38abd-77db-421f-8c53-5a7578754e64\", \"9e11c911-6ea8-4b10-9d8a-d98a2438e15b\", \"7ebbbb4a-f26c-44e8-b095-f290db1cbc00\", \"a1ce3485-fe0f-4fa4-a353-358122144b42\", \"1ba8b214-618e-4cc4-8aeb-48bde165ef60\"], \"total_duration\": 3405.0, \"total_sessions\": 5, \"mean_week_duration\": 19.797}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-11 05:22:09.000000+00:00\", \"2021-07-06 15:41:51.000000+00:00\", \"2021-06-22 08:40:35.000000+00:00\", \"2023-01-24 12:23:40.000000+00:00\", \"2021-11-20 09:18:42.000000+00:00\"], \"session_ids\": [\"8dc38abd-77db-421f-8c53-5a7578754e64\", \"9e11c911-6ea8-4b10-9d8a-d98a2438e15b\", \"7ebbbb4a-f26c-44e8-b095-f290db1cbc00\", \"a1ce3485-fe0f-4fa4-a353-358122144b42\", \"1ba8b214-618e-4cc4-8aeb-48bde165ef60\"], \"total_duration\": 3405.0, \"total_sessions\": 5, \"mean_week_duration\": 19.797}}, {\"20324\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-03 22:23:05.000000+00:00\", \"2019-01-19 11:26:31.000000+00:00\", \"2019-03-09 11:08:27.000000+00:00\"], \"session_ids\": [\"8e03b370-8080-45c1-bf0d-f11eb7b59b05\", \"7f318af7-751b-4729-b271-797a5425b5fb\", \"99dc2a00-e16b-420e-a6cd-30f5ec5315a7\"], \"total_duration\": 784.0, \"total_sessions\": 3, \"mean_week_duration\": 9.224}}, {\"88255\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-28 22:47:13.000000+00:00\", \"2021-02-04 12:03:09.000000+00:00\", \"2023-04-01 09:37:56.000000+00:00\"], \"session_ids\": [\"278e4226-3fca-471d-9353-2a0a9903d7d7\", \"8a224406-3a0b-481d-8192-50c107fdd0b7\", \"ce82cbce-12de-4678-a400-69de60ac9ddc\"], \"total_duration\": 1030.0, \"total_sessions\": 3, \"mean_week_duration\": 7.863}}, {\"18661\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-07 23:19:05.000000+00:00\", \"2022-03-04 07:01:08.000000+00:00\"], \"session_ids\": [\"5cf91520-6e10-4c83-b143-a33417f590ed\", \"ee52bdeb-e9b5-430e-acb8-4bf5f00b61f4\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.635}}, {\"86796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-15 17:14:23.000000+00:00\", \"2021-06-07 19:52:26.000000+00:00\"], \"session_ids\": [\"cd0a9949-8e09-49dd-bf6b-5d596aa3bbb3\", \"7f4f1295-b738-4cbf-bd6f-69f3d197975d\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.352}}, {\"26674\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-13 06:44:32.000000+00:00\", \"2022-10-10 08:32:09.000000+00:00\"], \"session_ids\": [\"32e523af-ae62-4b07-8d6c-9e47be72a11f\", \"a064f2ac-3806-4c79-8ac2-ff4eb9446897\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 4.333}}, {\"4184\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 02:28:17.000000+00:00\", \"2020-05-20 21:47:52.000000+00:00\"], \"session_ids\": [\"c0ff9949-5de6-4b17-abe6-822673c2384d\", \"b10f629e-9c90-4865-917a-b8431ec1f333\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 4.383}}, {\"8665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-30 23:05:35.000000+00:00\", \"2022-05-27 16:18:53.000000+00:00\"], \"session_ids\": [\"0c588938-6e33-492c-ab7f-47ce62d7b06d\", \"b884856b-bb40-452f-a620-0fe4c5c65f83\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 5.974}}, {\"26841\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-12 06:41:07.000000+00:00\", \"2022-06-29 03:37:56.000000+00:00\"], \"session_ids\": [\"b104b4a9-ed80-4052-9890-ec03a71f4a29\", \"51a99ca3-70ee-457b-b8a3-65841e880b37\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 46.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-11 05:22:09.000000+00:00\", \"2021-07-06 15:41:51.000000+00:00\", \"2021-06-22 08:40:35.000000+00:00\", \"2023-01-24 12:23:40.000000+00:00\", \"2021-11-20 09:18:42.000000+00:00\"], \"session_ids\": [\"8dc38abd-77db-421f-8c53-5a7578754e64\", \"9e11c911-6ea8-4b10-9d8a-d98a2438e15b\", \"7ebbbb4a-f26c-44e8-b095-f290db1cbc00\", \"a1ce3485-fe0f-4fa4-a353-358122144b42\", \"1ba8b214-618e-4cc4-8aeb-48bde165ef60\"], \"total_duration\": 3405.0, \"total_sessions\": 5, \"mean_week_duration\": 19.797}}, {\"20324\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-03 22:23:05.000000+00:00\", \"2019-01-19 11:26:31.000000+00:00\", \"2019-03-09 11:08:27.000000+00:00\"], \"session_ids\": [\"8e03b370-8080-45c1-bf0d-f11eb7b59b05\", \"7f318af7-751b-4729-b271-797a5425b5fb\", \"99dc2a00-e16b-420e-a6cd-30f5ec5315a7\"], \"total_duration\": 784.0, \"total_sessions\": 3, \"mean_week_duration\": 9.224}}, {\"88255\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-28 22:47:13.000000+00:00\", \"2021-02-04 12:03:09.000000+00:00\", \"2023-04-01 09:37:56.000000+00:00\"], \"session_ids\": [\"278e4226-3fca-471d-9353-2a0a9903d7d7\", \"8a224406-3a0b-481d-8192-50c107fdd0b7\", \"ce82cbce-12de-4678-a400-69de60ac9ddc\"], \"total_duration\": 1030.0, \"total_sessions\": 3, \"mean_week_duration\": 7.863}}, {\"18661\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-07 23:19:05.000000+00:00\", \"2022-03-04 07:01:08.000000+00:00\"], \"session_ids\": [\"5cf91520-6e10-4c83-b143-a33417f590ed\", \"ee52bdeb-e9b5-430e-acb8-4bf5f00b61f4\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.635}}, {\"86796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-15 17:14:23.000000+00:00\", \"2021-06-07 19:52:26.000000+00:00\"], \"session_ids\": [\"cd0a9949-8e09-49dd-bf6b-5d596aa3bbb3\", \"7f4f1295-b738-4cbf-bd6f-69f3d197975d\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.352}}, {\"26674\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-13 06:44:32.000000+00:00\", \"2022-10-10 08:32:09.000000+00:00\"], \"session_ids\": [\"32e523af-ae62-4b07-8d6c-9e47be72a11f\", \"a064f2ac-3806-4c79-8ac2-ff4eb9446897\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 4.333}}]\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[{\"99057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-11 05:22:09.000000+00:00\", \"2021-07-06 15:41:51.000000+00:00\", \"2021-06-22 08:40:35.000000+00:00\", \"2023-01-24 12:23:40.000000+00:00\", \"2021-11-20 09:18:42.000000+00:00\"], \"session_ids\": [\"8dc38abd-77db-421f-8c53-5a7578754e64\", \"9e11c911-6ea8-4b10-9d8a-d98a2438e15b\", \"7ebbbb4a-f26c-44e8-b095-f290db1cbc00\", \"a1ce3485-fe0f-4fa4-a353-358122144b42\", \"1ba8b214-618e-4cc4-8aeb-48bde165ef60\"], \"total_duration\": 3405.0, \"total_sessions\": 5, \"mean_week_duration\": 19.797}}, {\"20324\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-03 22:23:05.000000+00:00\", \"2019-01-19 11:26:31.000000+00:00\", \"2019-03-09 11:08:27.000000+00:00\"], \"session_ids\": [\"8e03b370-8080-45c1-bf0d-f11eb7b59b05\", \"7f318af7-751b-4729-b271-797a5425b5fb\", \"99dc2a00-e16b-420e-a6cd-30f5ec5315a7\"], \"total_duration\": 784.0, \"total_sessions\": 3, \"mean_week_duration\": 9.224}}, {\"88255\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-28 22:47:13.000000+00:00\", \"2021-02-04 12:03:09.000000+00:00\", \"2023-04-01 09:37:56.000000+00:00\"], \"session_ids\": [\"278e4226-3fca-471d-9353-2a0a9903d7d7\", \"8a224406-3a0b-481d-8192-50c107fdd0b7\", \"ce82cbce-12de-4678-a400-69de60ac9ddc\"], \"total_duration\": 1030.0, \"total_sessions\": 3, \"mean_week_duration\": 7.863}}, {\"18661\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-07 23:19:05.000000+00:00\", \"2022-03-04 07:01:08.000000+00:00\"], \"session_ids\": [\"5cf91520-6e10-4c83-b143-a33417f590ed\", \"ee52bdeb-e9b5-430e-acb8-4bf5f00b61f4\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.635}}, {\"86796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-15 17:14:23.000000+00:00\", \"2021-06-07 19:52:26.000000+00:00\"], \"session_ids\": [\"cd0a9949-8e09-49dd-bf6b-5d596aa3bbb3\", \"7f4f1295-b738-4cbf-bd6f-69f3d197975d\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.352}}, {\"26674\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-13 06:44:32.000000+00:00\", \"2022-10-10 08:32:09.000000+00:00\"], \"session_ids\": [\"32e523af-ae62-4b07-8d6c-9e47be72a11f\", \"a064f2ac-3806-4c79-8ac2-ff4eb9446897\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 4.333}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 6 users who belong to city Madrid , and execute sorting by aver of time using the app per week decliningly , moreover save only 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{\"26407\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-29 07:36:40.000000+00:00\", \"2022-02-07 00:22:09.000000+00:00\", \"2019-07-10 20:24:56.000000+00:00\", \"2021-02-19 10:03:44.000000+00:00\"], \"session_ids\": [\"b5d472e6-2d93-432b-aa0f-f6c4d9d0e372\", \"2006c346-5c4b-4ead-88b9-9f061f78e4f8\", \"1dbc5a2d-5224-4998-97bf-752b8d2b3cb8\", \"93542122-e7f6-47c2-b30c-7915ea4af30b\"], \"total_duration\": 121.0, \"total_sessions\": 4, \"mean_week_duration\": 0.896}, \"93784\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-20 02:06:20.000000+00:00\", \"2020-07-25 01:09:11.000000+00:00\", \"2023-03-30 23:43:19.000000+00:00\"], \"session_ids\": [\"66502813-0e8b-43a8-8fce-08c5bcee5c39\", \"fd57f3d9-b806-45a0-a2bc-2dae2404f834\", \"ba08fad0-6cb2-45bb-a3dd-d127095ce081\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 0.94}, \"44437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-12-22 02:37:11.000000+00:00\", \"2020-04-20 13:25:33.000000+00:00\", \"2022-04-23 07:26:55.000000+00:00\", \"2020-02-28 04:27:53.000000+00:00\", \"2021-10-25 11:17:38.000000+00:00\", \"2021-08-13 12:33:27.000000+00:00\", \"2021-01-05 16:29:21.000000+00:00\"], \"session_ids\": [\"3196609c-dc6c-4555-acb9-0d4613ee8011\", \"53cb7afd-2fe2-4191-8273-61d6decdd888\", \"962cc09e-bee9-40ad-a34a-71e974bd5cd5\", \"0265e8cd-44ba-4b23-9468-5a69f61480df\", \"5011bb74-2c12-4bae-a6f7-f9c3d6a9e900\", \"1c799bbf-cf44-4f7f-bf1b-1312ae3b7883\", \"219af802-86ab-4c98-b196-709771c69a2f\"], \"total_duration\": 313.0, \"total_sessions\": 7, \"mean_week_duration\": 2.129}, \"88337\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-01-03 14:09:22.000000+00:00\", \"2020-01-13 14:23:21.000000+00:00\"], \"session_ids\": [\"b494cc14-a11a-431c-9138-87e6504dc7ee\", \"2e1e550e-3ecb-42f6-8fba-779b92b5e60e\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 2.123}, \"86490\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-12 01:17:37.000000+00:00\", \"2021-01-21 00:01:35.000000+00:00\", \"2019-08-09 23:59:03.000000+00:00\", \"2022-01-06 06:41:26.000000+00:00\", \"2022-06-18 11:56:56.000000+00:00\"], \"session_ids\": [\"8e931f59-85bd-4cc5-8d02-263c93668457\", \"605a45c0-f492-4869-8678-b37b0b2f348b\", \"6247b07f-0b26-4196-8d55-7bdf1ac4bb4d\", \"ba049acb-393c-4b16-83d2-b5526312e0c9\", \"1da00693-1bcf-42a5-b667-e45f4ea74068\"], \"total_duration\": 1505.0, \"total_sessions\": 5, \"mean_week_duration\": 10.101}, \"97735\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-27 00:51:43.000000+00:00\", \"2022-04-02 18:24:42.000000+00:00\", \"2019-05-08 14:54:17.000000+00:00\", \"2022-02-22 04:59:33.000000+00:00\", \"2020-06-15 05:48:38.000000+00:00\"], \"session_ids\": [\"0a532840-d324-4b92-99b2-3744dc19b4b1\", \"052e5283-64bd-4e1c-9d53-49582136dc21\", \"39b37a9a-7fd0-4782-959c-88a634e1a45f\", \"dd8da9f5-7f71-4080-98e2-4734e20a693b\", \"bf85a979-168d-453c-9ab5-4a8f94938333\"], \"total_duration\": 898.0, \"total_sessions\": 5, \"mean_week_duration\": 5.794}, \"18356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-19 12:16:25.000000+00:00\", \"2019-02-21 08:48:34.000000+00:00\", \"2022-12-04 17:17:32.000000+00:00\", \"2019-04-19 11:18:38.000000+00:00\"], \"session_ids\": [\"52ce11d2-b902-49c0-aa3c-fa7b6972e63b\", \"8561090b-e866-4d2c-9e40-3f2e60f7e46e\", \"8bab6e7d-242e-492f-bdc4-9c34041fb93c\", \"4eae5100-6d6a-410d-86db-ded0b4ad63bb\"], \"total_duration\": 1003.0, \"total_sessions\": 4, \"mean_week_duration\": 5.015}, \"2782\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-13 17:33:41.000000+00:00\", \"2022-06-07 02:14:44.000000+00:00\"], \"session_ids\": [\"a726cbcb-2d07-4d8f-b3af-1b2fe4effeea\", \"7f774ece-745d-4f0b-a2ae-6ae5229eb28a\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 9.1}, \"24148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-12 12:01:06.000000+00:00\", \"2021-05-01 16:51:52.000000+00:00\", \"2021-07-08 04:24:02.000000+00:00\", \"2019-09-20 04:32:02.000000+00:00\", \"2020-05-20 03:49:20.000000+00:00\", \"2020-12-19 22:39:28.000000+00:00\"], \"session_ids\": [\"67e509a9-c5d3-4c3d-82cc-fe95671fd8cb\", \"72637eed-008c-4098-ae1c-62a6edaff68e\", \"6e88ffbf-4e43-43bf-ad30-06392ef18e89\", \"91de558f-7b16-48a6-9819-51589d147fae\", \"06e29ba2-5628-48e1-af1a-da5e3ff9d379\", \"e56c4963-7033-4273-a2f5-bb049e8c532f\"], \"total_duration\": 3353.0, \"total_sessions\": 6, \"mean_week_duration\": 35.67}, \"13824\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-15 20:37:19.000000+00:00\", \"2019-11-17 15:08:03.000000+00:00\"], \"session_ids\": [\"a6069576-3e23-4048-9e1f-d3b5f6a24649\", \"116b951e-d2e6-45df-a307-678f98c0f347\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 2.374}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is 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{}\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 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 about the users who are lowest-tier of user rankings based on overall sessions count as well as do sorting by aver of time using the app per week from the largest value to the smallest 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{\"99460\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-12 20:24:26.000000+00:00\", \"2022-10-27 11:45:31.000000+00:00\"], \"session_ids\": [\"a6460e76-1328-465c-a5c5-a6ea54003c69\", \"3a834c7c-db47-4496-82c4-0dae8d02c5b3\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}, \"28161\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-09 16:49:40.000000+00:00\", \"2020-08-21 00:40:51.000000+00:00\", \"2019-02-09 18:09:08.000000+00:00\", \"2020-11-04 18:05:29.000000+00:00\", \"2022-05-06 16:42:51.000000+00:00\"], \"session_ids\": [\"14f507d8-54c9-4918-9431-15ac9c7eef2e\", \"2fbb7211-fc75-485d-b9f5-5b621e3f62a5\", \"3f215d60-a59b-4d55-9708-23e27bdc683b\", \"5a6b5b92-f82b-4403-a13d-c2b2889e49ce\", \"f93f5b85-add5-4b21-9066-92fb4f26dd9b\"], \"total_duration\": 131.0, \"total_sessions\": 5, \"mean_week_duration\": 0.639}, \"43373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-27 00:49:28.000000+00:00\", \"2022-04-05 10:43:05.000000+00:00\"], \"session_ids\": [\"0c507c8e-e545-4ff0-9dcf-0d0262b58b45\", \"80e9eb8d-6a2f-41d8-bc61-e4298f66836b\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}, \"28372\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-10-25 23:06:27.000000+00:00\", \"2023-02-14 21:50:18.000000+00:00\"], \"session_ids\": [\"5ee17708-d4a1-49b5-bc26-e982e929f7f9\", \"7c5579ed-d6f6-45aa-888f-de8aefd17758\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.86}, \"98624\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-22 05:07:03.000000+00:00\", \"2019-04-21 22:19:53.000000+00:00\", \"2020-10-23 12:05:03.000000+00:00\", \"2019-06-17 11:11:03.000000+00:00\", \"2021-07-25 23:08:55.000000+00:00\", \"2019-12-12 02:37:39.000000+00:00\"], \"session_ids\": [\"21c0c2ff-27b4-4e4f-9702-be81bb9794ff\", \"91e8fdda-dab2-494b-8ba9-231c25b75f6d\", \"112ce508-3464-4a23-a0f0-3019e9619937\", \"7d8a53e8-951f-4e26-8746-66e5cc536f53\", \"baf57d93-79ed-447b-be14-1377ccea8046\", \"04303447-a699-4124-8889-96517b211b5a\"], \"total_duration\": 1182.0, \"total_sessions\": 6, \"mean_week_duration\": 10.017}, \"31276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-11 09:39:47.000000+00:00\", \"2019-03-01 06:01:35.000000+00:00\"], \"session_ids\": [\"13b6354d-18e9-44be-8921-7306b45022ef\", \"c1ac6960-9d97-4e48-97c1-2afadc881620\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 1.505}, \"40747\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-02-03 16:32:53.000000+00:00\", \"2022-07-04 03:06:21.000000+00:00\", \"2023-01-23 15:47:49.000000+00:00\", \"2021-04-07 22:43:07.000000+00:00\", \"2020-06-14 10:51:14.000000+00:00\", \"2023-04-14 13:49:17.000000+00:00\"], \"session_ids\": [\"72fd0a8c-5413-4dce-9060-ca6c8d0fec17\", \"9226a4ff-d7c2-4f66-917c-b4c6b9b44742\", \"61610210-0499-4181-be61-20884f011126\", \"a23c3c41-56d7-4e08-88af-50dcc9f485cf\", \"350c0878-34ad-470d-98dd-ef7ff95d469b\", \"dba29817-1a05-4b48-a9ae-86c3e75e8381\"], \"total_duration\": 179.0, \"total_sessions\": 6, \"mean_week_duration\": 0.817}, \"17079\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-16 19:36:55.000000+00:00\", \"2021-06-25 00:36:30.000000+00:00\"], \"session_ids\": [\"ccf5cbca-7af5-443c-86be-63b2d2b00e00\", \"edc72717-5884-42e6-ac41-fdc7c9964503\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}, \"7676\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-23 18:42:58.000000+00:00\", \"2020-05-24 04:01:23.000000+00:00\"], \"session_ids\": [\"dbbf9ece-28ea-4241-be7e-e00c57799b67\", \"de66b6e5-b16f-4e4d-bd84-fa2e4e91f974\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 168.0}, \"77294\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-11-07 23:37:47.000000+00:00\", \"2020-05-30 06:40:10.000000+00:00\"], \"session_ids\": [\"bfab5c4c-ff61-4d2f-a377-10736bcebb02\", \"20d82d6c-55dd-46ec-96d5-e026eb561c46\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.656}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99460\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-12 20:24:26.000000+00:00\", \"2022-10-27 11:45:31.000000+00:00\"], \"session_ids\": [\"a6460e76-1328-465c-a5c5-a6ea54003c69\", \"3a834c7c-db47-4496-82c4-0dae8d02c5b3\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}}, {\"43373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-27 00:49:28.000000+00:00\", \"2022-04-05 10:43:05.000000+00:00\"], \"session_ids\": [\"0c507c8e-e545-4ff0-9dcf-0d0262b58b45\", \"80e9eb8d-6a2f-41d8-bc61-e4298f66836b\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}}, {\"28372\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-10-25 23:06:27.000000+00:00\", \"2023-02-14 21:50:18.000000+00:00\"], \"session_ids\": [\"5ee17708-d4a1-49b5-bc26-e982e929f7f9\", \"7c5579ed-d6f6-45aa-888f-de8aefd17758\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.86}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"28372\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-10-25 23:06:27.000000+00:00\", \"2023-02-14 21:50:18.000000+00:00\"], \"session_ids\": [\"5ee17708-d4a1-49b5-bc26-e982e929f7f9\", \"7c5579ed-d6f6-45aa-888f-de8aefd17758\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.86}}, {\"43373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-27 00:49:28.000000+00:00\", \"2022-04-05 10:43:05.000000+00:00\"], \"session_ids\": [\"0c507c8e-e545-4ff0-9dcf-0d0262b58b45\", \"80e9eb8d-6a2f-41d8-bc61-e4298f66836b\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}}, {\"99460\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-12 20:24:26.000000+00:00\", \"2022-10-27 11:45:31.000000+00:00\"], \"session_ids\": [\"a6460e76-1328-465c-a5c5-a6ea54003c69\", \"3a834c7c-db47-4496-82c4-0dae8d02c5b3\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}}]\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[{\"28372\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-10-25 23:06:27.000000+00:00\", \"2023-02-14 21:50:18.000000+00:00\"], \"session_ids\": [\"5ee17708-d4a1-49b5-bc26-e982e929f7f9\", \"7c5579ed-d6f6-45aa-888f-de8aefd17758\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.86}}, {\"43373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-27 00:49:28.000000+00:00\", \"2022-04-05 10:43:05.000000+00:00\"], \"session_ids\": [\"0c507c8e-e545-4ff0-9dcf-0d0262b58b45\", \"80e9eb8d-6a2f-41d8-bc61-e4298f66836b\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}}, {\"99460\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-12 20:24:26.000000+00:00\", \"2022-10-27 11:45:31.000000+00:00\"], \"session_ids\": [\"a6460e76-1328-465c-a5c5-a6ea54003c69\", \"3a834c7c-db47-4496-82c4-0dae8d02c5b3\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 5 users who are top users based on quantity of sessions also sort by total duration form the lowest value to the highest 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{\"96732\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-31 20:45:41.000000+00:00\", \"2022-01-11 06:52:50.000000+00:00\", \"2019-12-13 03:49:53.000000+00:00\", \"2022-11-03 02:16:29.000000+00:00\", \"2021-03-31 22:31:20.000000+00:00\"], \"session_ids\": [\"b1556e8a-4009-4fcc-b5e9-40ceccc38e16\", \"a74c4990-6b39-4731-a112-f6a052bf1814\", \"64bd5648-dda6-46f3-b085-83fc2298725e\", \"4e5022ac-35e9-4eb4-8084-9e5fb9ff731d\", \"6a0f53c5-3528-487c-baa8-12406657c004\"], \"total_duration\": 58.0, \"total_sessions\": 5, \"mean_week_duration\": 0.384}, \"19305\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-14 19:03:35.000000+00:00\", \"2019-07-08 22:42:48.000000+00:00\", \"2022-12-09 01:22:23.000000+00:00\"], \"session_ids\": [\"a4ed3c90-c8a7-47e7-91e9-a2a69cbbd72f\", \"b915d107-e375-487f-9ef4-ebc70e63b2df\", \"d8922b78-c3f8-44d5-b792-bcf771ac4f30\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.391}, \"6323\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-18 23:39:54.000000+00:00\", \"2020-07-12 16:15:00.000000+00:00\", \"2022-12-24 12:30:20.000000+00:00\"], \"session_ids\": [\"ff49b813-79d1-4153-8be9-bf267e3c81a5\", \"21a0ec49-326a-4d23-ba24-b1eeffed83b8\", \"37cd9733-1eba-42f7-8758-7428d5dc78ed\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.203}, \"47704\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-04 18:42:07.000000+00:00\", \"2020-11-18 10:17:23.000000+00:00\", \"2021-06-04 04:58:10.000000+00:00\"], \"session_ids\": [\"56bbc3a0-5054-4bca-8ce8-ff15c4a86500\", \"dcfc0c45-65ae-4bd0-bbfa-7df967f007dc\", \"314edd74-5a0b-4741-9ddc-ac1239d8525c\"], \"total_duration\": 1100.0, \"total_sessions\": 3, \"mean_week_duration\": 21.569}, \"79603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-09 20:48:43.000000+00:00\", \"2019-08-10 17:17:29.000000+00:00\", \"2019-07-18 02:31:35.000000+00:00\", \"2019-08-26 01:48:14.000000+00:00\", \"2021-07-03 00:09:55.000000+00:00\", \"2019-01-04 14:33:36.000000+00:00\", \"2019-06-19 02:34:10.000000+00:00\", \"2022-08-02 17:08:02.000000+00:00\", \"2021-03-09 00:31:58.000000+00:00\", \"2019-04-10 17:25:40.000000+00:00\", \"2022-11-26 19:40:52.000000+00:00\"], \"session_ids\": [\"b125d066-79bf-4434-a544-ad3a3a6fab32\", \"023623a8-9cbd-48be-8649-cdc57c325aad\", \"8144c142-e3d8-4977-8546-76b6134547af\", \"8c78c362-2dcf-4943-ad34-204a3161d475\", \"3a2fcdbd-4d5f-4b78-81c2-0f81e5e8841f\", \"099eed3d-fb43-4b09-bab7-048a0d56002f\", \"cf1decc0-d04d-4ef6-b3e3-cf987dcdc981\", \"179e7475-d608-43b7-bf73-6c119b75f248\", \"d48eefde-7242-4a9b-a972-52891c33a426\", \"ecc969b2-df7a-468e-898d-12965524b098\", \"9a5510d8-ed2a-4694-99b0-eaf6bde471b2\"], \"total_duration\": 219.0, \"total_sessions\": 11, \"mean_week_duration\": 1.005}, \"88621\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-31 02:03:32.000000+00:00\", \"2023-04-03 17:56:29.000000+00:00\", \"2022-09-29 06:28:20.000000+00:00\"], \"session_ids\": [\"f881f122-4801-47de-a24e-2ab293a8fee4\", \"2136e50a-e370-440e-ad4d-2c24c4e6021f\", \"e180e945-70a1-4493-8e66-3e3701cee5c7\"], \"total_duration\": 770.0, \"total_sessions\": 3, \"mean_week_duration\": 21.389}, \"32708\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-26 07:36:11.000000+00:00\", \"2021-02-03 05:07:59.000000+00:00\"], \"session_ids\": [\"c584e3c5-d809-4912-b311-ab003f1466c4\", \"62471b12-eb2c-45fa-b1fd-293b0efa8334\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.233}, \"46801\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-21 20:13:22.000000+00:00\", \"2020-08-05 07:02:09.000000+00:00\"], \"session_ids\": [\"3be15859-afd9-42ec-9cc8-63abb4a650e0\", \"d7cda679-a70a-4799-80e0-c2ca0ea0bf59\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 2.426}, \"47985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-11 15:36:19.000000+00:00\", \"2021-10-07 18:38:51.000000+00:00\"], \"session_ids\": [\"6a2e43c8-dbb5-4c9e-85b7-1394c594bb05\", \"3eb70fe0-5d44-4998-a5dc-ef871ac5e5ef\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}, \"68770\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-17 23:15:11.000000+00:00\", \"2020-01-17 18:23:48.000000+00:00\", \"2023-05-17 16:32:25.000000+00:00\", \"2021-03-24 09:14:54.000000+00:00\", \"2020-08-08 19:12:57.000000+00:00\"], \"session_ids\": [\"087568db-c81d-4e26-b533-002410d046f5\", \"38da40de-4282-432a-9fb7-a86d94f3701b\", \"cc3c82bd-28bf-41cc-9c6a-89a8483033ef\", \"bb1aa61d-a4e8-4e57-9fde-e6f073764c8d\", \"4a37f068-1e55-413f-b589-1e7aa5e98728\"], \"total_duration\": 1820.0, \"total_sessions\": 5, \"mean_week_duration\": 10.46}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the highest 5 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 5}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"79603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-09 20:48:43.000000+00:00\", \"2019-08-10 17:17:29.000000+00:00\", \"2019-07-18 02:31:35.000000+00:00\", \"2019-08-26 01:48:14.000000+00:00\", \"2021-07-03 00:09:55.000000+00:00\", \"2019-01-04 14:33:36.000000+00:00\", \"2019-06-19 02:34:10.000000+00:00\", \"2022-08-02 17:08:02.000000+00:00\", \"2021-03-09 00:31:58.000000+00:00\", \"2019-04-10 17:25:40.000000+00:00\", \"2022-11-26 19:40:52.000000+00:00\"], \"session_ids\": [\"b125d066-79bf-4434-a544-ad3a3a6fab32\", \"023623a8-9cbd-48be-8649-cdc57c325aad\", \"8144c142-e3d8-4977-8546-76b6134547af\", \"8c78c362-2dcf-4943-ad34-204a3161d475\", \"3a2fcdbd-4d5f-4b78-81c2-0f81e5e8841f\", \"099eed3d-fb43-4b09-bab7-048a0d56002f\", \"cf1decc0-d04d-4ef6-b3e3-cf987dcdc981\", \"179e7475-d608-43b7-bf73-6c119b75f248\", \"d48eefde-7242-4a9b-a972-52891c33a426\", \"ecc969b2-df7a-468e-898d-12965524b098\", \"9a5510d8-ed2a-4694-99b0-eaf6bde471b2\"], \"total_duration\": 219.0, \"total_sessions\": 11, \"mean_week_duration\": 1.005}}, {\"96732\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-31 20:45:41.000000+00:00\", \"2022-01-11 06:52:50.000000+00:00\", \"2019-12-13 03:49:53.000000+00:00\", \"2022-11-03 02:16:29.000000+00:00\", \"2021-03-31 22:31:20.000000+00:00\"], \"session_ids\": [\"b1556e8a-4009-4fcc-b5e9-40ceccc38e16\", \"a74c4990-6b39-4731-a112-f6a052bf1814\", \"64bd5648-dda6-46f3-b085-83fc2298725e\", \"4e5022ac-35e9-4eb4-8084-9e5fb9ff731d\", \"6a0f53c5-3528-487c-baa8-12406657c004\"], \"total_duration\": 58.0, \"total_sessions\": 5, \"mean_week_duration\": 0.384}}, {\"68770\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-17 23:15:11.000000+00:00\", \"2020-01-17 18:23:48.000000+00:00\", \"2023-05-17 16:32:25.000000+00:00\", \"2021-03-24 09:14:54.000000+00:00\", \"2020-08-08 19:12:57.000000+00:00\"], \"session_ids\": [\"087568db-c81d-4e26-b533-002410d046f5\", \"38da40de-4282-432a-9fb7-a86d94f3701b\", \"cc3c82bd-28bf-41cc-9c6a-89a8483033ef\", \"bb1aa61d-a4e8-4e57-9fde-e6f073764c8d\", \"4a37f068-1e55-413f-b589-1e7aa5e98728\"], \"total_duration\": 1820.0, \"total_sessions\": 5, \"mean_week_duration\": 10.46}}, {\"19305\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-14 19:03:35.000000+00:00\", \"2019-07-08 22:42:48.000000+00:00\", \"2022-12-09 01:22:23.000000+00:00\"], \"session_ids\": [\"a4ed3c90-c8a7-47e7-91e9-a2a69cbbd72f\", \"b915d107-e375-487f-9ef4-ebc70e63b2df\", \"d8922b78-c3f8-44d5-b792-bcf771ac4f30\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.391}}, {\"6323\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-18 23:39:54.000000+00:00\", \"2020-07-12 16:15:00.000000+00:00\", \"2022-12-24 12:30:20.000000+00:00\"], \"session_ids\": [\"ff49b813-79d1-4153-8be9-bf267e3c81a5\", \"21a0ec49-326a-4d23-ba24-b1eeffed83b8\", \"37cd9733-1eba-42f7-8758-7428d5dc78ed\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.203}}]\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[{\"6323\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-18 23:39:54.000000+00:00\", \"2020-07-12 16:15:00.000000+00:00\", \"2022-12-24 12:30:20.000000+00:00\"], \"session_ids\": [\"ff49b813-79d1-4153-8be9-bf267e3c81a5\", \"21a0ec49-326a-4d23-ba24-b1eeffed83b8\", \"37cd9733-1eba-42f7-8758-7428d5dc78ed\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.203}}, {\"96732\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-31 20:45:41.000000+00:00\", \"2022-01-11 06:52:50.000000+00:00\", \"2019-12-13 03:49:53.000000+00:00\", \"2022-11-03 02:16:29.000000+00:00\", \"2021-03-31 22:31:20.000000+00:00\"], \"session_ids\": [\"b1556e8a-4009-4fcc-b5e9-40ceccc38e16\", \"a74c4990-6b39-4731-a112-f6a052bf1814\", \"64bd5648-dda6-46f3-b085-83fc2298725e\", \"4e5022ac-35e9-4eb4-8084-9e5fb9ff731d\", \"6a0f53c5-3528-487c-baa8-12406657c004\"], \"total_duration\": 58.0, \"total_sessions\": 5, \"mean_week_duration\": 0.384}}, {\"19305\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-14 19:03:35.000000+00:00\", \"2019-07-08 22:42:48.000000+00:00\", \"2022-12-09 01:22:23.000000+00:00\"], \"session_ids\": [\"a4ed3c90-c8a7-47e7-91e9-a2a69cbbd72f\", \"b915d107-e375-487f-9ef4-ebc70e63b2df\", \"d8922b78-c3f8-44d5-b792-bcf771ac4f30\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.391}}, {\"79603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-09 20:48:43.000000+00:00\", \"2019-08-10 17:17:29.000000+00:00\", \"2019-07-18 02:31:35.000000+00:00\", \"2019-08-26 01:48:14.000000+00:00\", \"2021-07-03 00:09:55.000000+00:00\", \"2019-01-04 14:33:36.000000+00:00\", \"2019-06-19 02:34:10.000000+00:00\", \"2022-08-02 17:08:02.000000+00:00\", \"2021-03-09 00:31:58.000000+00:00\", \"2019-04-10 17:25:40.000000+00:00\", \"2022-11-26 19:40:52.000000+00:00\"], \"session_ids\": [\"b125d066-79bf-4434-a544-ad3a3a6fab32\", \"023623a8-9cbd-48be-8649-cdc57c325aad\", \"8144c142-e3d8-4977-8546-76b6134547af\", \"8c78c362-2dcf-4943-ad34-204a3161d475\", \"3a2fcdbd-4d5f-4b78-81c2-0f81e5e8841f\", \"099eed3d-fb43-4b09-bab7-048a0d56002f\", \"cf1decc0-d04d-4ef6-b3e3-cf987dcdc981\", \"179e7475-d608-43b7-bf73-6c119b75f248\", \"d48eefde-7242-4a9b-a972-52891c33a426\", \"ecc969b2-df7a-468e-898d-12965524b098\", \"9a5510d8-ed2a-4694-99b0-eaf6bde471b2\"], \"total_duration\": 219.0, \"total_sessions\": 11, \"mean_week_duration\": 1.005}}, {\"68770\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-17 23:15:11.000000+00:00\", \"2020-01-17 18:23:48.000000+00:00\", \"2023-05-17 16:32:25.000000+00:00\", \"2021-03-24 09:14:54.000000+00:00\", \"2020-08-08 19:12:57.000000+00:00\"], \"session_ids\": [\"087568db-c81d-4e26-b533-002410d046f5\", \"38da40de-4282-432a-9fb7-a86d94f3701b\", \"cc3c82bd-28bf-41cc-9c6a-89a8483033ef\", \"bb1aa61d-a4e8-4e57-9fde-e6f073764c8d\", \"4a37f068-1e55-413f-b589-1e7aa5e98728\"], \"total_duration\": 1820.0, \"total_sessions\": 5, \"mean_week_duration\": 10.46}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 5 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6323\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-18 23:39:54.000000+00:00\", \"2020-07-12 16:15:00.000000+00:00\", \"2022-12-24 12:30:20.000000+00:00\"], \"session_ids\": [\"ff49b813-79d1-4153-8be9-bf267e3c81a5\", \"21a0ec49-326a-4d23-ba24-b1eeffed83b8\", \"37cd9733-1eba-42f7-8758-7428d5dc78ed\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.203}}, {\"96732\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-31 20:45:41.000000+00:00\", \"2022-01-11 06:52:50.000000+00:00\", \"2019-12-13 03:49:53.000000+00:00\", \"2022-11-03 02:16:29.000000+00:00\", \"2021-03-31 22:31:20.000000+00:00\"], \"session_ids\": [\"b1556e8a-4009-4fcc-b5e9-40ceccc38e16\", \"a74c4990-6b39-4731-a112-f6a052bf1814\", \"64bd5648-dda6-46f3-b085-83fc2298725e\", \"4e5022ac-35e9-4eb4-8084-9e5fb9ff731d\", \"6a0f53c5-3528-487c-baa8-12406657c004\"], \"total_duration\": 58.0, \"total_sessions\": 5, \"mean_week_duration\": 0.384}}, {\"19305\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-14 19:03:35.000000+00:00\", \"2019-07-08 22:42:48.000000+00:00\", \"2022-12-09 01:22:23.000000+00:00\"], \"session_ids\": [\"a4ed3c90-c8a7-47e7-91e9-a2a69cbbd72f\", \"b915d107-e375-487f-9ef4-ebc70e63b2df\", \"d8922b78-c3f8-44d5-b792-bcf771ac4f30\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.391}}, {\"79603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-09 20:48:43.000000+00:00\", \"2019-08-10 17:17:29.000000+00:00\", \"2019-07-18 02:31:35.000000+00:00\", \"2019-08-26 01:48:14.000000+00:00\", \"2021-07-03 00:09:55.000000+00:00\", \"2019-01-04 14:33:36.000000+00:00\", \"2019-06-19 02:34:10.000000+00:00\", \"2022-08-02 17:08:02.000000+00:00\", \"2021-03-09 00:31:58.000000+00:00\", \"2019-04-10 17:25:40.000000+00:00\", \"2022-11-26 19:40:52.000000+00:00\"], \"session_ids\": [\"b125d066-79bf-4434-a544-ad3a3a6fab32\", \"023623a8-9cbd-48be-8649-cdc57c325aad\", \"8144c142-e3d8-4977-8546-76b6134547af\", \"8c78c362-2dcf-4943-ad34-204a3161d475\", \"3a2fcdbd-4d5f-4b78-81c2-0f81e5e8841f\", \"099eed3d-fb43-4b09-bab7-048a0d56002f\", \"cf1decc0-d04d-4ef6-b3e3-cf987dcdc981\", \"179e7475-d608-43b7-bf73-6c119b75f248\", \"d48eefde-7242-4a9b-a972-52891c33a426\", \"ecc969b2-df7a-468e-898d-12965524b098\", \"9a5510d8-ed2a-4694-99b0-eaf6bde471b2\"], \"total_duration\": 219.0, \"total_sessions\": 11, \"mean_week_duration\": 1.005}}, {\"68770\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-17 23:15:11.000000+00:00\", \"2020-01-17 18:23:48.000000+00:00\", \"2023-05-17 16:32:25.000000+00:00\", \"2021-03-24 09:14:54.000000+00:00\", \"2020-08-08 19:12:57.000000+00:00\"], \"session_ids\": [\"087568db-c81d-4e26-b533-002410d046f5\", \"38da40de-4282-432a-9fb7-a86d94f3701b\", \"cc3c82bd-28bf-41cc-9c6a-89a8483033ef\", \"bb1aa61d-a4e8-4e57-9fde-e6f073764c8d\", \"4a37f068-1e55-413f-b589-1e7aa5e98728\"], \"total_duration\": 1820.0, \"total_sessions\": 5, \"mean_week_duration\": 10.46}}]\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[{\"6323\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-18 23:39:54.000000+00:00\", \"2020-07-12 16:15:00.000000+00:00\", \"2022-12-24 12:30:20.000000+00:00\"], \"session_ids\": [\"ff49b813-79d1-4153-8be9-bf267e3c81a5\", \"21a0ec49-326a-4d23-ba24-b1eeffed83b8\", \"37cd9733-1eba-42f7-8758-7428d5dc78ed\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.203}}, {\"96732\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-31 20:45:41.000000+00:00\", \"2022-01-11 06:52:50.000000+00:00\", \"2019-12-13 03:49:53.000000+00:00\", \"2022-11-03 02:16:29.000000+00:00\", \"2021-03-31 22:31:20.000000+00:00\"], \"session_ids\": [\"b1556e8a-4009-4fcc-b5e9-40ceccc38e16\", \"a74c4990-6b39-4731-a112-f6a052bf1814\", \"64bd5648-dda6-46f3-b085-83fc2298725e\", \"4e5022ac-35e9-4eb4-8084-9e5fb9ff731d\", \"6a0f53c5-3528-487c-baa8-12406657c004\"], \"total_duration\": 58.0, \"total_sessions\": 5, \"mean_week_duration\": 0.384}}, {\"19305\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-14 19:03:35.000000+00:00\", \"2019-07-08 22:42:48.000000+00:00\", \"2022-12-09 01:22:23.000000+00:00\"], \"session_ids\": [\"a4ed3c90-c8a7-47e7-91e9-a2a69cbbd72f\", \"b915d107-e375-487f-9ef4-ebc70e63b2df\", \"d8922b78-c3f8-44d5-b792-bcf771ac4f30\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.391}}, {\"79603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-09 20:48:43.000000+00:00\", \"2019-08-10 17:17:29.000000+00:00\", \"2019-07-18 02:31:35.000000+00:00\", \"2019-08-26 01:48:14.000000+00:00\", \"2021-07-03 00:09:55.000000+00:00\", \"2019-01-04 14:33:36.000000+00:00\", \"2019-06-19 02:34:10.000000+00:00\", \"2022-08-02 17:08:02.000000+00:00\", \"2021-03-09 00:31:58.000000+00:00\", \"2019-04-10 17:25:40.000000+00:00\", \"2022-11-26 19:40:52.000000+00:00\"], \"session_ids\": [\"b125d066-79bf-4434-a544-ad3a3a6fab32\", \"023623a8-9cbd-48be-8649-cdc57c325aad\", \"8144c142-e3d8-4977-8546-76b6134547af\", \"8c78c362-2dcf-4943-ad34-204a3161d475\", \"3a2fcdbd-4d5f-4b78-81c2-0f81e5e8841f\", \"099eed3d-fb43-4b09-bab7-048a0d56002f\", \"cf1decc0-d04d-4ef6-b3e3-cf987dcdc981\", \"179e7475-d608-43b7-bf73-6c119b75f248\", \"d48eefde-7242-4a9b-a972-52891c33a426\", \"ecc969b2-df7a-468e-898d-12965524b098\", \"9a5510d8-ed2a-4694-99b0-eaf6bde471b2\"], \"total_duration\": 219.0, \"total_sessions\": 11, \"mean_week_duration\": 1.005}}, {\"68770\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-17 23:15:11.000000+00:00\", \"2020-01-17 18:23:48.000000+00:00\", \"2023-05-17 16:32:25.000000+00:00\", \"2021-03-24 09:14:54.000000+00:00\", \"2020-08-08 19:12:57.000000+00:00\"], \"session_ids\": [\"087568db-c81d-4e26-b533-002410d046f5\", \"38da40de-4282-432a-9fb7-a86d94f3701b\", \"cc3c82bd-28bf-41cc-9c6a-89a8483033ef\", \"bb1aa61d-a4e8-4e57-9fde-e6f073764c8d\", \"4a37f068-1e55-413f-b589-1e7aa5e98728\"], \"total_duration\": 1820.0, \"total_sessions\": 5, \"mean_week_duration\": 10.46}}]\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 users with a overall total sessions that is above 7 and below 2, exclusively 2 , do sorting by app usage time per week from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"84652\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-03-06 15:57:25.000000+00:00\", \"2019-03-07 00:21:33.000000+00:00\", \"2020-04-26 04:20:11.000000+00:00\"], \"session_ids\": [\"0c69d9d7-8165-4954-a938-8dc2aa811a94\", \"2527286c-f9dd-4dfd-b6ff-85e372b9fb6c\", \"1615725d-96a0-467d-a5f2-c2943adcc760\"], \"total_duration\": 87.0, \"total_sessions\": 3, \"mean_week_duration\": 0.416}, \"74479\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-03-19 19:12:52.000000+00:00\", \"2023-03-19 08:26:32.000000+00:00\"], \"session_ids\": [\"299cfd4b-1cb4-4b3b-bd8d-7191b8f96856\", \"08829cac-e75a-4925-9b25-f509f25e4da4\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 256.0}, \"43111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-12 19:29:56.000000+00:00\", \"2021-09-08 10:26:59.000000+00:00\", \"2021-02-06 04:09:45.000000+00:00\", \"2022-12-01 13:00:40.000000+00:00\", \"2019-04-30 16:36:07.000000+00:00\", \"2019-03-05 22:57:29.000000+00:00\", \"2020-05-05 01:17:10.000000+00:00\"], \"session_ids\": [\"3cb51ee8-e8c9-4b5b-b7a3-07def29892b8\", \"ec668017-d3e4-4d5d-84b3-e5f85599c646\", \"6135980d-af7f-4466-affa-cfadc2588849\", \"6ad8a111-35dc-4bd3-b49d-a07075cdbda2\", \"d3718795-354a-461b-94fd-9254f697feef\", \"e586073f-0122-4134-9252-379f14af9ea4\", \"396d48fc-5a78-41b9-8ac6-d5c6f90e9ea3\"], \"total_duration\": 129.0, \"total_sessions\": 7, \"mean_week_duration\": 0.658}, \"31976\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-06 10:29:52.000000+00:00\", \"2020-02-22 14:04:04.000000+00:00\", \"2023-01-11 15:13:03.000000+00:00\", \"2019-07-07 09:39:22.000000+00:00\", \"2019-09-08 01:37:10.000000+00:00\", \"2019-04-03 13:07:40.000000+00:00\", \"2019-10-31 16:12:19.000000+00:00\", \"2023-03-14 03:18:32.000000+00:00\", \"2021-07-14 06:58:26.000000+00:00\", \"2019-12-17 14:25:00.000000+00:00\", \"2020-09-08 16:53:20.000000+00:00\"], \"session_ids\": [\"9e400b0e-38ed-4f5f-bc12-c6df0c97ac69\", \"0d536055-dca7-4642-b095-d744d4c0f385\", \"0a494857-9093-434e-b441-85596f59b1f4\", \"07d08e1d-a52e-46dc-8dab-be6d33fef9df\", \"8f67d48c-58c3-4ec5-909b-ce342fcf9520\", \"4cd304c1-3363-43d2-9fe7-d6608613de0a\", \"ff259bba-26b8-4e72-a910-be5cc8e98d3e\", \"f104e978-b04d-4894-8802-d00c800dfb28\", \"ce5dbf01-1b1f-4bce-be64-d86a11defe0d\", \"76163636-2deb-45a4-9218-623e1d4b9f16\", \"9055daae-9003-4a0a-a76c-ccc922bad062\"], \"total_duration\": 1695.0, \"total_sessions\": 11, \"mean_week_duration\": 8.228}, \"78049\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-10-12 04:18:46.000000+00:00\", \"2021-11-09 02:00:52.000000+00:00\"], \"session_ids\": [\"9fb2ac62-1170-4cf4-ae07-57af3d21dc03\", \"27f05d44-b521-4587-97d5-9dec34351e2d\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.128}, \"52865\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-15 08:02:05.000000+00:00\", \"2021-04-23 04:57:51.000000+00:00\"], \"session_ids\": [\"d45a3e2a-8ca2-4916-8f1b-2927af9736fb\", \"cac82f25-4675-4e1d-a576-c01954cab870\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.858}, \"51141\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-20 15:01:43.000000+00:00\", \"2022-10-15 23:05:57.000000+00:00\"], \"session_ids\": [\"c3126f60-6764-48cc-b69a-1649df9f4ded\", \"5958d813-0c18-44e3-bc11-140462ba2fd5\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.113}, \"65684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-04-22 10:41:16.000000+00:00\", \"2020-08-19 23:49:36.000000+00:00\", \"2021-08-26 04:48:59.000000+00:00\", \"2022-04-18 00:53:13.000000+00:00\", \"2023-06-02 15:31:11.000000+00:00\", \"2019-10-04 16:27:01.000000+00:00\"], \"session_ids\": [\"b9ca05bb-3891-4e91-a611-272b11134231\", \"83a46b4f-ea6f-47eb-9ca0-2c3bee206269\", \"113a6dd6-bab8-45da-b42f-e570775d5857\", \"6209f16e-c3c8-4349-87d6-12f7c3b1c513\", \"1519d168-8a1f-4a54-87fb-39db77121c08\", \"4e51cc25-d3b0-45a5-8096-5ad34de06806\"], \"total_duration\": 3373.0, \"total_sessions\": 6, \"mean_week_duration\": 17.66}, \"82722\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-16 17:38:05.000000+00:00\", \"2020-04-07 06:20:35.000000+00:00\", \"2020-08-14 05:59:44.000000+00:00\", \"2022-01-07 18:55:22.000000+00:00\", \"2020-11-10 10:56:11.000000+00:00\", \"2023-05-23 16:01:19.000000+00:00\", \"2022-11-22 16:27:49.000000+00:00\"], \"session_ids\": [\"52d1207d-d968-4806-8c37-0470ee9a6836\", \"23ab7993-da23-4ef7-b455-40411440892a\", \"91935aeb-4972-406a-835f-aaaa2c43870d\", \"354621f2-4be8-4d58-92f3-841907174f75\", \"76375391-4156-4a79-9841-db214c3c92be\", \"860d22d5-fb43-41f4-97d2-9b76fd6e799f\", \"757ea0f1-540d-43c2-94e8-291125aad179\"], \"total_duration\": 9971.0, \"total_sessions\": 7, \"mean_week_duration\": 61.172}, \"55289\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-16 19:28:44.000000+00:00\", \"2020-09-21 07:05:11.000000+00:00\", \"2019-01-22 18:59:25.000000+00:00\", \"2022-06-18 09:35:37.000000+00:00\"], \"session_ids\": [\"9126bbae-e9bf-431f-9cc7-2eb52b76d2bc\", \"2ccbe758-360d-4536-92c9-7d355c55ec54\", \"fd62386b-4248-4e92-bb52-102a58afa5b9\", \"be001f45-8edb-4f1b-bf90-c0c90c4f0f6d\"], \"total_duration\": 468.0, \"total_sessions\": 4, \"mean_week_duration\": 2.629}}\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 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-12 19:29:56.000000+00:00\", \"2021-09-08 10:26:59.000000+00:00\", \"2021-02-06 04:09:45.000000+00:00\", \"2022-12-01 13:00:40.000000+00:00\", \"2019-04-30 16:36:07.000000+00:00\", \"2019-03-05 22:57:29.000000+00:00\", \"2020-05-05 01:17:10.000000+00:00\"], \"session_ids\": [\"3cb51ee8-e8c9-4b5b-b7a3-07def29892b8\", \"ec668017-d3e4-4d5d-84b3-e5f85599c646\", \"6135980d-af7f-4466-affa-cfadc2588849\", \"6ad8a111-35dc-4bd3-b49d-a07075cdbda2\", \"d3718795-354a-461b-94fd-9254f697feef\", \"e586073f-0122-4134-9252-379f14af9ea4\", \"396d48fc-5a78-41b9-8ac6-d5c6f90e9ea3\"], \"total_duration\": 129.0, \"total_sessions\": 7, \"mean_week_duration\": 0.658}, \"31976\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-06 10:29:52.000000+00:00\", \"2020-02-22 14:04:04.000000+00:00\", \"2023-01-11 15:13:03.000000+00:00\", \"2019-07-07 09:39:22.000000+00:00\", \"2019-09-08 01:37:10.000000+00:00\", \"2019-04-03 13:07:40.000000+00:00\", \"2019-10-31 16:12:19.000000+00:00\", \"2023-03-14 03:18:32.000000+00:00\", \"2021-07-14 06:58:26.000000+00:00\", \"2019-12-17 14:25:00.000000+00:00\", \"2020-09-08 16:53:20.000000+00:00\"], \"session_ids\": [\"9e400b0e-38ed-4f5f-bc12-c6df0c97ac69\", \"0d536055-dca7-4642-b095-d744d4c0f385\", \"0a494857-9093-434e-b441-85596f59b1f4\", \"07d08e1d-a52e-46dc-8dab-be6d33fef9df\", \"8f67d48c-58c3-4ec5-909b-ce342fcf9520\", \"4cd304c1-3363-43d2-9fe7-d6608613de0a\", \"ff259bba-26b8-4e72-a910-be5cc8e98d3e\", \"f104e978-b04d-4894-8802-d00c800dfb28\", \"ce5dbf01-1b1f-4bce-be64-d86a11defe0d\", \"76163636-2deb-45a4-9218-623e1d4b9f16\", \"9055daae-9003-4a0a-a76c-ccc922bad062\"], \"total_duration\": 1695.0, \"total_sessions\": 11, \"mean_week_duration\": 8.228}, \"82722\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-16 17:38:05.000000+00:00\", \"2020-04-07 06:20:35.000000+00:00\", \"2020-08-14 05:59:44.000000+00:00\", \"2022-01-07 18:55:22.000000+00:00\", \"2020-11-10 10:56:11.000000+00:00\", \"2023-05-23 16:01:19.000000+00:00\", \"2022-11-22 16:27:49.000000+00:00\"], \"session_ids\": [\"52d1207d-d968-4806-8c37-0470ee9a6836\", \"23ab7993-da23-4ef7-b455-40411440892a\", \"91935aeb-4972-406a-835f-aaaa2c43870d\", \"354621f2-4be8-4d58-92f3-841907174f75\", \"76375391-4156-4a79-9841-db214c3c92be\", \"860d22d5-fb43-41f4-97d2-9b76fd6e799f\", \"757ea0f1-540d-43c2-94e8-291125aad179\"], \"total_duration\": 9971.0, \"total_sessions\": 7, \"mean_week_duration\": 61.172}}\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[{\"43111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-12 19:29:56.000000+00:00\", \"2021-09-08 10:26:59.000000+00:00\", \"2021-02-06 04:09:45.000000+00:00\", \"2022-12-01 13:00:40.000000+00:00\", \"2019-04-30 16:36:07.000000+00:00\", \"2019-03-05 22:57:29.000000+00:00\", \"2020-05-05 01:17:10.000000+00:00\"], \"session_ids\": [\"3cb51ee8-e8c9-4b5b-b7a3-07def29892b8\", \"ec668017-d3e4-4d5d-84b3-e5f85599c646\", \"6135980d-af7f-4466-affa-cfadc2588849\", \"6ad8a111-35dc-4bd3-b49d-a07075cdbda2\", \"d3718795-354a-461b-94fd-9254f697feef\", \"e586073f-0122-4134-9252-379f14af9ea4\", \"396d48fc-5a78-41b9-8ac6-d5c6f90e9ea3\"], \"total_duration\": 129.0, \"total_sessions\": 7, \"mean_week_duration\": 0.658}}, {\"31976\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-06 10:29:52.000000+00:00\", \"2020-02-22 14:04:04.000000+00:00\", \"2023-01-11 15:13:03.000000+00:00\", \"2019-07-07 09:39:22.000000+00:00\", \"2019-09-08 01:37:10.000000+00:00\", \"2019-04-03 13:07:40.000000+00:00\", \"2019-10-31 16:12:19.000000+00:00\", \"2023-03-14 03:18:32.000000+00:00\", \"2021-07-14 06:58:26.000000+00:00\", \"2019-12-17 14:25:00.000000+00:00\", \"2020-09-08 16:53:20.000000+00:00\"], \"session_ids\": [\"9e400b0e-38ed-4f5f-bc12-c6df0c97ac69\", \"0d536055-dca7-4642-b095-d744d4c0f385\", \"0a494857-9093-434e-b441-85596f59b1f4\", \"07d08e1d-a52e-46dc-8dab-be6d33fef9df\", \"8f67d48c-58c3-4ec5-909b-ce342fcf9520\", \"4cd304c1-3363-43d2-9fe7-d6608613de0a\", \"ff259bba-26b8-4e72-a910-be5cc8e98d3e\", \"f104e978-b04d-4894-8802-d00c800dfb28\", \"ce5dbf01-1b1f-4bce-be64-d86a11defe0d\", \"76163636-2deb-45a4-9218-623e1d4b9f16\", \"9055daae-9003-4a0a-a76c-ccc922bad062\"], \"total_duration\": 1695.0, \"total_sessions\": 11, \"mean_week_duration\": 8.228}}, {\"82722\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-16 17:38:05.000000+00:00\", \"2020-04-07 06:20:35.000000+00:00\", \"2020-08-14 05:59:44.000000+00:00\", \"2022-01-07 18:55:22.000000+00:00\", \"2020-11-10 10:56:11.000000+00:00\", \"2023-05-23 16:01:19.000000+00:00\", \"2022-11-22 16:27:49.000000+00:00\"], \"session_ids\": [\"52d1207d-d968-4806-8c37-0470ee9a6836\", \"23ab7993-da23-4ef7-b455-40411440892a\", \"91935aeb-4972-406a-835f-aaaa2c43870d\", \"354621f2-4be8-4d58-92f3-841907174f75\", \"76375391-4156-4a79-9841-db214c3c92be\", \"860d22d5-fb43-41f4-97d2-9b76fd6e799f\", \"757ea0f1-540d-43c2-94e8-291125aad179\"], \"total_duration\": 9971.0, \"total_sessions\": 7, \"mean_week_duration\": 61.172}}]\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[{\"43111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-12 19:29:56.000000+00:00\", \"2021-09-08 10:26:59.000000+00:00\", \"2021-02-06 04:09:45.000000+00:00\", \"2022-12-01 13:00:40.000000+00:00\", \"2019-04-30 16:36:07.000000+00:00\", \"2019-03-05 22:57:29.000000+00:00\", \"2020-05-05 01:17:10.000000+00:00\"], \"session_ids\": [\"3cb51ee8-e8c9-4b5b-b7a3-07def29892b8\", \"ec668017-d3e4-4d5d-84b3-e5f85599c646\", \"6135980d-af7f-4466-affa-cfadc2588849\", \"6ad8a111-35dc-4bd3-b49d-a07075cdbda2\", \"d3718795-354a-461b-94fd-9254f697feef\", \"e586073f-0122-4134-9252-379f14af9ea4\", \"396d48fc-5a78-41b9-8ac6-d5c6f90e9ea3\"], \"total_duration\": 129.0, \"total_sessions\": 7, \"mean_week_duration\": 0.658}}, {\"31976\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-06 10:29:52.000000+00:00\", \"2020-02-22 14:04:04.000000+00:00\", \"2023-01-11 15:13:03.000000+00:00\", \"2019-07-07 09:39:22.000000+00:00\", \"2019-09-08 01:37:10.000000+00:00\", \"2019-04-03 13:07:40.000000+00:00\", \"2019-10-31 16:12:19.000000+00:00\", \"2023-03-14 03:18:32.000000+00:00\", \"2021-07-14 06:58:26.000000+00:00\", \"2019-12-17 14:25:00.000000+00:00\", \"2020-09-08 16:53:20.000000+00:00\"], \"session_ids\": [\"9e400b0e-38ed-4f5f-bc12-c6df0c97ac69\", \"0d536055-dca7-4642-b095-d744d4c0f385\", \"0a494857-9093-434e-b441-85596f59b1f4\", \"07d08e1d-a52e-46dc-8dab-be6d33fef9df\", \"8f67d48c-58c3-4ec5-909b-ce342fcf9520\", \"4cd304c1-3363-43d2-9fe7-d6608613de0a\", \"ff259bba-26b8-4e72-a910-be5cc8e98d3e\", \"f104e978-b04d-4894-8802-d00c800dfb28\", \"ce5dbf01-1b1f-4bce-be64-d86a11defe0d\", \"76163636-2deb-45a4-9218-623e1d4b9f16\", \"9055daae-9003-4a0a-a76c-ccc922bad062\"], \"total_duration\": 1695.0, \"total_sessions\": 11, \"mean_week_duration\": 8.228}}, {\"82722\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-16 17:38:05.000000+00:00\", \"2020-04-07 06:20:35.000000+00:00\", \"2020-08-14 05:59:44.000000+00:00\", \"2022-01-07 18:55:22.000000+00:00\", \"2020-11-10 10:56:11.000000+00:00\", \"2023-05-23 16:01:19.000000+00:00\", \"2022-11-22 16:27:49.000000+00:00\"], \"session_ids\": [\"52d1207d-d968-4806-8c37-0470ee9a6836\", \"23ab7993-da23-4ef7-b455-40411440892a\", \"91935aeb-4972-406a-835f-aaaa2c43870d\", \"354621f2-4be8-4d58-92f3-841907174f75\", \"76375391-4156-4a79-9841-db214c3c92be\", \"860d22d5-fb43-41f4-97d2-9b76fd6e799f\", \"757ea0f1-540d-43c2-94e8-291125aad179\"], \"total_duration\": 9971.0, \"total_sessions\": 7, \"mean_week_duration\": 61.172}}]\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 whose overall sessions count bigger than 6 and smaller than 4 + apply sorting by site usage time per week descendingly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-19 22:44:26.000000+00:00\", \"2023-04-19 11:18:24.000000+00:00\", \"2019-09-17 15:46:13.000000+00:00\", \"2022-05-06 07:48:15.000000+00:00\"], \"session_ids\": [\"3d21eca9-d040-40fd-90a9-468cab357df7\", \"f0997c18-b7a3-44dd-b176-fe2b5ed53792\", \"5ff16196-ed5a-4f33-9971-aca512c4197a\", \"1bfb9249-86e8-412c-995c-77781d03e5bf\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 1.027}, \"34941\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-24 00:44:13.000000+00:00\", \"2022-06-28 10:13:21.000000+00:00\", \"2021-11-08 06:29:50.000000+00:00\", \"2023-01-23 03:37:23.000000+00:00\"], \"session_ids\": [\"1314b10d-c91d-4f3e-8ff2-9ea903913d57\", \"2c6e9848-9552-44ab-b31a-2d913545e524\", \"127c5b82-0d68-4781-80ff-501fcc6071f6\", \"4e21c441-ff07-402d-9161-e7e4d7e2a2de\"], \"total_duration\": 832.0, \"total_sessions\": 4, \"mean_week_duration\": 11.556}, \"4895\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-26 12:09:40.000000+00:00\", \"2019-08-23 21:50:59.000000+00:00\", \"2019-03-25 22:16:32.000000+00:00\", \"2021-04-20 21:11:35.000000+00:00\", \"2020-02-03 10:37:01.000000+00:00\"], \"session_ids\": [\"a238b745-3876-47a6-b84d-f7ada843c585\", \"9910e083-bca5-466b-a516-ab8e9ced4b73\", \"4757190b-c937-4607-9960-9e3fd92c10ed\", \"ece6ae8c-c193-48fb-83b4-3ccd4f377fc7\", \"4095ae62-d4d4-4506-a32a-b37ce14fbc72\"], \"total_duration\": 3697.0, \"total_sessions\": 5, \"mean_week_duration\": 17.689}, \"42380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-22 15:20:38.000000+00:00\", \"2020-06-13 18:26:50.000000+00:00\", \"2021-12-03 10:41:42.000000+00:00\", \"2023-06-18 20:17:45.000000+00:00\", \"2023-01-15 05:16:49.000000+00:00\", \"2022-06-29 12:02:31.000000+00:00\", \"2023-04-02 01:46:47.000000+00:00\"], \"session_ids\": [\"36d16b86-f1ba-4d1a-8661-233b2ace25fd\", \"0c5dd4a2-df7b-4dc0-9628-d82c21050ca7\", \"652d137b-50dc-45c6-bb6d-76379641e675\", \"ef8c2e42-9bad-46bf-a905-f62a6d930321\", \"5ab173b3-e883-419a-a25f-c01f521ae1a8\", \"06f86351-02fd-48b5-9a02-ab5285c96cda\", \"0c0a07d4-9ade-4a12-860f-df6b52e45c45\"], \"total_duration\": 3398.0, \"total_sessions\": 7, \"mean_week_duration\": 21.506}, \"49437\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-13 21:00:02.000000+00:00\", \"2021-06-02 07:14:31.000000+00:00\", \"2023-04-30 12:14:00.000000+00:00\", \"2021-10-02 06:35:19.000000+00:00\", \"2019-02-13 22:33:26.000000+00:00\", \"2020-06-22 15:51:46.000000+00:00\"], \"session_ids\": [\"05f520a9-b43a-4058-9179-66bda6eab279\", \"58f32202-6a3b-4a67-a440-7dd29a4a0cf4\", \"f67fb721-fec0-45dd-9597-1746ccf39dc3\", \"7373ae50-e269-4312-96c0-b9f012cb5428\", \"b0aa3b05-efef-4005-869a-3f02d04e1f92\", \"fee700b6-1a03-4702-a4a6-1d51770097f1\"], \"total_duration\": 2422.0, \"total_sessions\": 6, \"mean_week_duration\": 11.009}, \"36057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-23 05:05:34.000000+00:00\", \"2021-11-27 00:32:32.000000+00:00\", \"2020-07-23 13:26:02.000000+00:00\", \"2021-08-16 02:27:22.000000+00:00\", \"2019-07-01 11:28:23.000000+00:00\", \"2020-01-18 06:18:53.000000+00:00\"], \"session_ids\": [\"1bcf58cf-9b17-485a-be45-dd9752018094\", \"e5af1890-571f-40e8-b3ae-348281bb8480\", \"43df8fa6-95df-4b6c-9697-ba2537098f94\", \"c42bccd3-bc3b-4c45-b7b3-4c68120890f0\", \"2bf08f34-850a-4bf6-9d49-678a47e9fabd\", \"cdb2e9ae-79a9-4419-92a0-1910cd4353ef\"], \"total_duration\": 342.0, \"total_sessions\": 6, \"mean_week_duration\": 2.714}, \"95182\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-30 08:16:51.000000+00:00\", \"2019-07-03 00:31:55.000000+00:00\"], \"session_ids\": [\"dbb101f2-74ae-4677-9474-9f97e256c8f9\", \"9fb3c4ba-e201-4535-9c9d-ef88f1072dd2\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.455}, \"38408\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-13 21:59:21.000000+00:00\", \"2021-07-05 18:30:32.000000+00:00\"], \"session_ids\": [\"2c58c818-4e19-44d7-90e8-c492c43a2d67\", \"383cc783-aa36-447b-93ac-9ce9c56da7e9\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 2.598}, \"34141\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-30 01:01:25.000000+00:00\", \"2021-01-04 00:05:07.000000+00:00\", \"2020-04-19 19:04:26.000000+00:00\"], \"session_ids\": [\"768201d2-edba-43ed-9c7e-4c200b4e78a1\", \"2258ea0f-bfaf-4811-a538-80e649b709ea\", \"4c3d8483-bdef-4f20-b43c-457e734ad460\"], \"total_duration\": 567.0, \"total_sessions\": 3, \"mean_week_duration\": 14.175}, \"13245\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-22 06:23:19.000000+00:00\", \"2020-07-20 17:21:12.000000+00:00\", \"2020-06-13 03:01:51.000000+00:00\", \"2021-01-22 00:49:05.000000+00:00\", \"2021-12-22 11:35:44.000000+00:00\"], \"session_ids\": [\"55a1b9fd-4d07-4286-9eb9-4f8b51957297\", \"ac8aaad5-6c91-4a1a-af04-f185f8541f2b\", \"f1bce2e2-6893-43cc-bd3d-0fa7ae5a55ae\", \"93a4bd49-6db9-4695-809e-1e793f4f3cc8\", \"2acc6f65-90ef-4217-9eee-dc82b40f0765\"], \"total_duration\": 3712.0, \"total_sessions\": 5, \"mean_week_duration\": 46.4}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 4 and are equal or greater than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-19 22:44:26.000000+00:00\", \"2023-04-19 11:18:24.000000+00:00\", \"2019-09-17 15:46:13.000000+00:00\", \"2022-05-06 07:48:15.000000+00:00\"], \"session_ids\": [\"3d21eca9-d040-40fd-90a9-468cab357df7\", \"f0997c18-b7a3-44dd-b176-fe2b5ed53792\", \"5ff16196-ed5a-4f33-9971-aca512c4197a\", \"1bfb9249-86e8-412c-995c-77781d03e5bf\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 1.027}, \"34941\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-24 00:44:13.000000+00:00\", \"2022-06-28 10:13:21.000000+00:00\", \"2021-11-08 06:29:50.000000+00:00\", \"2023-01-23 03:37:23.000000+00:00\"], \"session_ids\": [\"1314b10d-c91d-4f3e-8ff2-9ea903913d57\", \"2c6e9848-9552-44ab-b31a-2d913545e524\", \"127c5b82-0d68-4781-80ff-501fcc6071f6\", \"4e21c441-ff07-402d-9161-e7e4d7e2a2de\"], \"total_duration\": 832.0, \"total_sessions\": 4, \"mean_week_duration\": 11.556}, \"95182\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-30 08:16:51.000000+00:00\", \"2019-07-03 00:31:55.000000+00:00\"], \"session_ids\": [\"dbb101f2-74ae-4677-9474-9f97e256c8f9\", \"9fb3c4ba-e201-4535-9c9d-ef88f1072dd2\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.455}, \"38408\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-13 21:59:21.000000+00:00\", \"2021-07-05 18:30:32.000000+00:00\"], \"session_ids\": [\"2c58c818-4e19-44d7-90e8-c492c43a2d67\", \"383cc783-aa36-447b-93ac-9ce9c56da7e9\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 2.598}, \"34141\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-30 01:01:25.000000+00:00\", \"2021-01-04 00:05:07.000000+00:00\", \"2020-04-19 19:04:26.000000+00:00\"], \"session_ids\": [\"768201d2-edba-43ed-9c7e-4c200b4e78a1\", \"2258ea0f-bfaf-4811-a538-80e649b709ea\", \"4c3d8483-bdef-4f20-b43c-457e734ad460\"], \"total_duration\": 567.0, \"total_sessions\": 3, \"mean_week_duration\": 14.175}, \"42380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-22 15:20:38.000000+00:00\", \"2020-06-13 18:26:50.000000+00:00\", \"2021-12-03 10:41:42.000000+00:00\", \"2023-06-18 20:17:45.000000+00:00\", \"2023-01-15 05:16:49.000000+00:00\", \"2022-06-29 12:02:31.000000+00:00\", \"2023-04-02 01:46:47.000000+00:00\"], \"session_ids\": [\"36d16b86-f1ba-4d1a-8661-233b2ace25fd\", \"0c5dd4a2-df7b-4dc0-9628-d82c21050ca7\", \"652d137b-50dc-45c6-bb6d-76379641e675\", \"ef8c2e42-9bad-46bf-a905-f62a6d930321\", \"5ab173b3-e883-419a-a25f-c01f521ae1a8\", \"06f86351-02fd-48b5-9a02-ab5285c96cda\", \"0c0a07d4-9ade-4a12-860f-df6b52e45c45\"], \"total_duration\": 3398.0, \"total_sessions\": 7, \"mean_week_duration\": 21.506}, \"49437\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-13 21:00:02.000000+00:00\", \"2021-06-02 07:14:31.000000+00:00\", \"2023-04-30 12:14:00.000000+00:00\", \"2021-10-02 06:35:19.000000+00:00\", \"2019-02-13 22:33:26.000000+00:00\", \"2020-06-22 15:51:46.000000+00:00\"], \"session_ids\": [\"05f520a9-b43a-4058-9179-66bda6eab279\", \"58f32202-6a3b-4a67-a440-7dd29a4a0cf4\", \"f67fb721-fec0-45dd-9597-1746ccf39dc3\", \"7373ae50-e269-4312-96c0-b9f012cb5428\", \"b0aa3b05-efef-4005-869a-3f02d04e1f92\", \"fee700b6-1a03-4702-a4a6-1d51770097f1\"], \"total_duration\": 2422.0, \"total_sessions\": 6, \"mean_week_duration\": 11.009}, \"36057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-23 05:05:34.000000+00:00\", \"2021-11-27 00:32:32.000000+00:00\", \"2020-07-23 13:26:02.000000+00:00\", \"2021-08-16 02:27:22.000000+00:00\", \"2019-07-01 11:28:23.000000+00:00\", \"2020-01-18 06:18:53.000000+00:00\"], \"session_ids\": [\"1bcf58cf-9b17-485a-be45-dd9752018094\", \"e5af1890-571f-40e8-b3ae-348281bb8480\", \"43df8fa6-95df-4b6c-9697-ba2537098f94\", \"c42bccd3-bc3b-4c45-b7b3-4c68120890f0\", \"2bf08f34-850a-4bf6-9d49-678a47e9fabd\", \"cdb2e9ae-79a9-4419-92a0-1910cd4353ef\"], \"total_duration\": 342.0, \"total_sessions\": 6, \"mean_week_duration\": 2.714}}\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[{\"42380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-22 15:20:38.000000+00:00\", \"2020-06-13 18:26:50.000000+00:00\", \"2021-12-03 10:41:42.000000+00:00\", \"2023-06-18 20:17:45.000000+00:00\", \"2023-01-15 05:16:49.000000+00:00\", \"2022-06-29 12:02:31.000000+00:00\", \"2023-04-02 01:46:47.000000+00:00\"], \"session_ids\": [\"36d16b86-f1ba-4d1a-8661-233b2ace25fd\", \"0c5dd4a2-df7b-4dc0-9628-d82c21050ca7\", \"652d137b-50dc-45c6-bb6d-76379641e675\", \"ef8c2e42-9bad-46bf-a905-f62a6d930321\", \"5ab173b3-e883-419a-a25f-c01f521ae1a8\", \"06f86351-02fd-48b5-9a02-ab5285c96cda\", \"0c0a07d4-9ade-4a12-860f-df6b52e45c45\"], \"total_duration\": 3398.0, \"total_sessions\": 7, \"mean_week_duration\": 21.506}}, {\"34141\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-30 01:01:25.000000+00:00\", \"2021-01-04 00:05:07.000000+00:00\", \"2020-04-19 19:04:26.000000+00:00\"], \"session_ids\": [\"768201d2-edba-43ed-9c7e-4c200b4e78a1\", \"2258ea0f-bfaf-4811-a538-80e649b709ea\", \"4c3d8483-bdef-4f20-b43c-457e734ad460\"], \"total_duration\": 567.0, \"total_sessions\": 3, \"mean_week_duration\": 14.175}}, {\"34941\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-24 00:44:13.000000+00:00\", \"2022-06-28 10:13:21.000000+00:00\", \"2021-11-08 06:29:50.000000+00:00\", \"2023-01-23 03:37:23.000000+00:00\"], \"session_ids\": [\"1314b10d-c91d-4f3e-8ff2-9ea903913d57\", \"2c6e9848-9552-44ab-b31a-2d913545e524\", \"127c5b82-0d68-4781-80ff-501fcc6071f6\", \"4e21c441-ff07-402d-9161-e7e4d7e2a2de\"], \"total_duration\": 832.0, \"total_sessions\": 4, \"mean_week_duration\": 11.556}}, {\"49437\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-13 21:00:02.000000+00:00\", \"2021-06-02 07:14:31.000000+00:00\", \"2023-04-30 12:14:00.000000+00:00\", \"2021-10-02 06:35:19.000000+00:00\", \"2019-02-13 22:33:26.000000+00:00\", \"2020-06-22 15:51:46.000000+00:00\"], \"session_ids\": [\"05f520a9-b43a-4058-9179-66bda6eab279\", \"58f32202-6a3b-4a67-a440-7dd29a4a0cf4\", \"f67fb721-fec0-45dd-9597-1746ccf39dc3\", \"7373ae50-e269-4312-96c0-b9f012cb5428\", \"b0aa3b05-efef-4005-869a-3f02d04e1f92\", \"fee700b6-1a03-4702-a4a6-1d51770097f1\"], \"total_duration\": 2422.0, \"total_sessions\": 6, \"mean_week_duration\": 11.009}}, {\"36057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-23 05:05:34.000000+00:00\", \"2021-11-27 00:32:32.000000+00:00\", \"2020-07-23 13:26:02.000000+00:00\", \"2021-08-16 02:27:22.000000+00:00\", \"2019-07-01 11:28:23.000000+00:00\", \"2020-01-18 06:18:53.000000+00:00\"], \"session_ids\": [\"1bcf58cf-9b17-485a-be45-dd9752018094\", \"e5af1890-571f-40e8-b3ae-348281bb8480\", \"43df8fa6-95df-4b6c-9697-ba2537098f94\", \"c42bccd3-bc3b-4c45-b7b3-4c68120890f0\", \"2bf08f34-850a-4bf6-9d49-678a47e9fabd\", \"cdb2e9ae-79a9-4419-92a0-1910cd4353ef\"], \"total_duration\": 342.0, \"total_sessions\": 6, \"mean_week_duration\": 2.714}}, {\"38408\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-13 21:59:21.000000+00:00\", \"2021-07-05 18:30:32.000000+00:00\"], \"session_ids\": [\"2c58c818-4e19-44d7-90e8-c492c43a2d67\", \"383cc783-aa36-447b-93ac-9ce9c56da7e9\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 2.598}}, {\"95182\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-30 08:16:51.000000+00:00\", \"2019-07-03 00:31:55.000000+00:00\"], \"session_ids\": [\"dbb101f2-74ae-4677-9474-9f97e256c8f9\", \"9fb3c4ba-e201-4535-9c9d-ef88f1072dd2\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.455}}, {\"34047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-19 22:44:26.000000+00:00\", \"2023-04-19 11:18:24.000000+00:00\", \"2019-09-17 15:46:13.000000+00:00\", \"2022-05-06 07:48:15.000000+00:00\"], \"session_ids\": [\"3d21eca9-d040-40fd-90a9-468cab357df7\", \"f0997c18-b7a3-44dd-b176-fe2b5ed53792\", \"5ff16196-ed5a-4f33-9971-aca512c4197a\", \"1bfb9249-86e8-412c-995c-77781d03e5bf\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 1.027}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"42380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-22 15:20:38.000000+00:00\", \"2020-06-13 18:26:50.000000+00:00\", \"2021-12-03 10:41:42.000000+00:00\", \"2023-06-18 20:17:45.000000+00:00\", \"2023-01-15 05:16:49.000000+00:00\", \"2022-06-29 12:02:31.000000+00:00\", \"2023-04-02 01:46:47.000000+00:00\"], \"session_ids\": [\"36d16b86-f1ba-4d1a-8661-233b2ace25fd\", \"0c5dd4a2-df7b-4dc0-9628-d82c21050ca7\", \"652d137b-50dc-45c6-bb6d-76379641e675\", \"ef8c2e42-9bad-46bf-a905-f62a6d930321\", \"5ab173b3-e883-419a-a25f-c01f521ae1a8\", \"06f86351-02fd-48b5-9a02-ab5285c96cda\", \"0c0a07d4-9ade-4a12-860f-df6b52e45c45\"], \"total_duration\": 3398.0, \"total_sessions\": 7, \"mean_week_duration\": 21.506}}]\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[{\"42380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-22 15:20:38.000000+00:00\", \"2020-06-13 18:26:50.000000+00:00\", \"2021-12-03 10:41:42.000000+00:00\", \"2023-06-18 20:17:45.000000+00:00\", \"2023-01-15 05:16:49.000000+00:00\", \"2022-06-29 12:02:31.000000+00:00\", \"2023-04-02 01:46:47.000000+00:00\"], \"session_ids\": [\"36d16b86-f1ba-4d1a-8661-233b2ace25fd\", \"0c5dd4a2-df7b-4dc0-9628-d82c21050ca7\", \"652d137b-50dc-45c6-bb6d-76379641e675\", \"ef8c2e42-9bad-46bf-a905-f62a6d930321\", \"5ab173b3-e883-419a-a25f-c01f521ae1a8\", \"06f86351-02fd-48b5-9a02-ab5285c96cda\", \"0c0a07d4-9ade-4a12-860f-df6b52e45c45\"], \"total_duration\": 3398.0, \"total_sessions\": 7, \"mean_week_duration\": 21.506}}]\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 app usage time less than 4287 (not including) and greater than 505 (not including) , implement sorting by duration of sessions per week from the smallest to the largest." } ]
[ { "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{\"74320\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-08-21 09:05:49.000000+00:00\", \"2023-02-19 00:08:29.000000+00:00\", \"2020-08-05 01:02:40.000000+00:00\"], \"session_ids\": [\"17d7f9b7-eae1-445a-b105-d3dbeab28669\", \"7edc7d6e-8150-4c97-94b5-7dd0751b67b2\", \"7cc61ea1-65dc-40cf-bcdc-7cfa3e20b91c\"], \"total_duration\": 424.0, \"total_sessions\": 3, \"mean_week_duration\": 2.317}, \"72794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-23 12:27:25.000000+00:00\", \"2019-12-29 21:34:12.000000+00:00\", \"2023-03-22 17:15:24.000000+00:00\", \"2020-06-06 17:33:17.000000+00:00\"], \"session_ids\": [\"23cbc122-3b67-4999-bc77-bef13908e8b0\", \"1e80c0e0-9f21-4247-b1e7-958c86c6a229\", \"158270e7-a311-4c0c-bc29-5b48a76b7fb7\", \"8940e031-6e34-42ca-9611-8023d860e954\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.219}, \"52670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2020-06-09 08:54:44.000000+00:00\", \"2023-03-19 10:35:16.000000+00:00\"], \"session_ids\": [\"c2583488-baff-4820-a796-6f552e950d84\", \"b5b4d49f-5ecc-46c4-a126-40b3b4313bd5\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.076}, \"64100\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-07-15 17:56:47.000000+00:00\", \"2020-07-01 21:25:17.000000+00:00\"], \"session_ids\": [\"8c039119-6f55-47b3-ae8b-42cb2a098582\", \"b0b4912c-f25f-4fd1-bcb8-87959111ceec\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 67.5}, \"81765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-31 19:38:44.000000+00:00\", \"2019-12-08 06:13:55.000000+00:00\"], \"session_ids\": [\"f7ce339e-ceba-4fa6-adb0-c95a7b9d3b64\", \"59bfc826-c15b-4b27-93b7-996bc12b7fdc\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.663}, \"56991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-14 04:18:52.000000+00:00\", \"2021-04-08 06:59:35.000000+00:00\"], \"session_ids\": [\"7d09fff7-effd-4c1f-a20f-6bbb822ba821\", \"e26e84a9-6c87-47f6-abae-5c0c6eb1ffb9\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 4.909}, \"51415\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-20 15:16:54.000000+00:00\", \"2021-03-17 07:28:40.000000+00:00\", \"2022-03-20 10:43:45.000000+00:00\"], \"session_ids\": [\"47fecb38-710b-41f9-ad1c-26a9cd1929b7\", \"1ee91f7a-cea4-4c41-8e07-60f1ec2b897b\", \"4221ddb5-8bf8-4dec-a01c-583ed71a23bb\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 1.453}, \"25537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-30 16:59:05.000000+00:00\", \"2023-05-18 00:14:00.000000+00:00\"], \"session_ids\": [\"d034aae7-6488-4e41-b49f-76a1ec9148c5\", \"9d3d3800-3ae1-46bc-9bef-5feefb36e3aa\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 15.25}, \"66594\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-11-27 21:02:28.000000+00:00\", \"2023-01-13 03:48:11.000000+00:00\"], \"session_ids\": [\"0d65fa1e-b617-4b20-acad-72162c65bc33\", \"3a47b84f-45e7-4706-86ed-cdbcb69beec4\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 1.226}, \"37793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-13 17:04:03.000000+00:00\", \"2019-04-27 00:06:32.000000+00:00\", \"2021-04-11 09:31:30.000000+00:00\", \"2019-02-07 17:48:46.000000+00:00\", \"2019-02-17 03:37:17.000000+00:00\"], \"session_ids\": [\"1892ea43-b996-4d22-9136-e01714594394\", \"2aedbc1c-59f0-44f4-907f-07f0285c539a\", \"5710ec53-11a0-4ba8-9396-0d9a83fac7de\", \"67215a4e-d7a2-48ea-9feb-c462ae11809a\", \"844e2f73-5e5b-4c06-b8e0-865a5ac814fe\"], \"total_duration\": 108.0, \"total_sessions\": 5, \"mean_week_duration\": 0.85}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 505 and are less than 4287" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[505, 4287]]}}}\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": "Show 5 users to me whose time in app per week exceeds 25 while staying below 27, exclusively 27 , moreover sort by total sessions 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{\"77075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-21 21:46:26.000000+00:00\", \"2020-10-22 17:42:21.000000+00:00\"], \"session_ids\": [\"44266a6e-c598-45e6-96f7-ee111870837e\", \"90294b4b-cf7e-45af-9754-3e5447efd64e\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}, \"41807\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-21 10:02:02.000000+00:00\", \"2019-08-13 13:57:00.000000+00:00\", \"2019-11-07 06:25:10.000000+00:00\", \"2023-01-31 21:05:24.000000+00:00\", \"2019-10-10 17:31:00.000000+00:00\", \"2021-11-30 05:11:48.000000+00:00\", \"2021-05-12 00:41:36.000000+00:00\"], \"session_ids\": [\"841347ee-d93e-4efc-b13b-a9081e2991a7\", \"f22cf7a7-bb3d-4f54-bffe-55830ef52dfb\", \"40c0f119-0d63-4f61-abee-ef27e68cbc63\", \"f2e5fbd7-a2e4-4673-87b5-28718bfa8296\", \"f9759ae4-c492-4d6e-8fe2-04d71b8d3ed2\", \"1dd03515-bc8f-4001-91af-ce410bbfd466\", \"efdb287a-6575-4984-9962-e6345552ecbc\"], \"total_duration\": 2125.0, \"total_sessions\": 7, \"mean_week_duration\": 11.74}, \"50690\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-27 17:52:40.000000+00:00\", \"2021-09-07 00:23:00.000000+00:00\", \"2023-02-28 20:44:02.000000+00:00\", \"2023-04-06 20:52:07.000000+00:00\"], \"session_ids\": [\"ee516ec2-f0d3-4b82-a829-8eb0973a5966\", \"d1b2ff0f-2299-44fc-bdf0-4a26ba168f3e\", \"19c4c3d1-9ef3-420c-8874-07a9ed3a69df\", \"1a94fe3e-2146-4b70-aecd-f1042b136f24\"], \"total_duration\": 1372.0, \"total_sessions\": 4, \"mean_week_duration\": 11.93}, \"23280\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-14 23:36:13.000000+00:00\", \"2022-11-17 00:07:46.000000+00:00\"], \"session_ids\": [\"42724c7c-feec-427b-a96b-237f294663bb\", \"2df30fec-89e3-4496-8960-4257aae120f6\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.359}, \"76395\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-27 08:43:18.000000+00:00\", \"2021-04-04 13:23:05.000000+00:00\"], \"session_ids\": [\"8f1680a6-2daf-41de-839b-3f4fcb8e0824\", \"d1a31003-094c-49eb-ba7a-08767814e2bf\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 3.838}, \"34235\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-27 20:24:40.000000+00:00\", \"2021-09-02 15:22:36.000000+00:00\", \"2019-09-13 03:01:31.000000+00:00\"], \"session_ids\": [\"1621f9c9-d251-4567-bc04-c65c7af9c7b6\", \"b2772723-4f2e-44c4-90ac-afa5a3f6e3e1\", \"f7ec9d72-f50a-4e68-81cc-609008f21e57\"], \"total_duration\": 181.0, \"total_sessions\": 3, \"mean_week_duration\": 1.331}, \"20733\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-06 00:07:53.000000+00:00\", \"2023-04-29 07:35:42.000000+00:00\", \"2022-12-19 17:54:20.000000+00:00\", \"2019-02-05 06:38:25.000000+00:00\", \"2022-03-22 19:41:58.000000+00:00\", \"2022-06-07 23:19:52.000000+00:00\"], \"session_ids\": [\"32dbc890-a402-49a3-9ae8-10e90a0b3b9d\", \"eb3314d0-69e2-4570-a082-b2a7bb432ba1\", \"5ad829c4-6128-4208-b978-c6ac29761fc5\", \"6ca09d8c-8d6a-4bfd-a307-e74778a5a4d3\", \"44751e1d-dc08-420e-a24a-738b88dc8b11\", \"9cec5d64-ae2f-49a3-8ee4-f42f28e04b51\"], \"total_duration\": 4068.0, \"total_sessions\": 6, \"mean_week_duration\": 18.407}, \"68507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-20 02:45:01.000000+00:00\", \"2020-04-11 20:33:38.000000+00:00\", \"2023-02-12 02:29:40.000000+00:00\", \"2022-12-13 00:28:29.000000+00:00\", \"2019-01-26 22:45:27.000000+00:00\", \"2022-08-21 07:28:56.000000+00:00\"], \"session_ids\": [\"c66b6577-f2ed-4778-b47c-97c7dcab292f\", \"b46bfd8d-d878-44c8-88f2-053933c8b20d\", \"7b168990-e92a-42d5-8c02-8ecb26a434c7\", \"79e376bb-fcec-403f-9e0b-a888ee3a7c34\", \"8cef67e6-ff3c-436d-97d7-14dc28ea6618\", \"6ba4bc8c-5ad3-474a-9183-e580cf7dffb2\"], \"total_duration\": 706.0, \"total_sessions\": 6, \"mean_week_duration\": 3.346}, \"36086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-03 03:39:25.000000+00:00\", \"2021-08-24 13:08:09.000000+00:00\", \"2020-03-08 06:39:01.000000+00:00\", \"2021-03-07 21:05:26.000000+00:00\"], \"session_ids\": [\"d818d038-4287-40a5-bdee-fa560d15a102\", \"eb689009-c089-41e7-b5b8-426116b7d02e\", \"51d6713a-fd68-45f8-8ffa-12a510e592ff\", \"cb0cfaca-5c25-4868-87d0-8af298c7f3c9\"], \"total_duration\": 642.0, \"total_sessions\": 4, \"mean_week_duration\": 8.338}, \"26693\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-16 01:28:44.000000+00:00\", \"2021-05-01 11:37:41.000000+00:00\"], \"session_ids\": [\"1262ce29-6b86-4029-a514-7a597c84b226\", \"31bf7065-2723-4fee-afe6-4c3678d069eb\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 6.545}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 25 and are less than 27" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[25, 27]]}}}\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 finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display users pieces of information who are leading users based on duration of sessions per week and in addition perform sorting by city_name from the largest to the smallest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"90593\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-08-09 17:25:39.000000+00:00\", \"2022-08-08 09:30:39.000000+00:00\", \"2020-06-02 23:38:31.000000+00:00\"], \"session_ids\": [\"f357e18d-92a0-49cd-be6d-53430860379f\", \"c60dd095-c1e9-4c6d-8b13-f7b2fb4ff621\", \"135d471a-f803-492e-a234-8e8ecbe248f5\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.185}, \"96980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-29 01:09:59.000000+00:00\", \"2022-07-20 21:45:52.000000+00:00\", \"2021-02-16 12:25:25.000000+00:00\", \"2021-03-22 09:19:41.000000+00:00\", \"2021-03-19 08:33:04.000000+00:00\"], \"session_ids\": [\"476cf72a-f13a-492f-9487-8300b6f724bc\", \"371fe348-3201-4884-b09c-27d97c92b0c9\", \"eb39afa9-cdec-4da4-b174-7c6227a0a2e8\", \"41e519f4-61aa-412f-9d79-5021b5fb53a2\", \"479cccaa-0e48-408e-b562-b3abbfeff7aa\"], \"total_duration\": 102.0, \"total_sessions\": 5, \"mean_week_duration\": 1.03}, \"33994\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-26 01:27:07.000000+00:00\", \"2023-05-18 15:18:02.000000+00:00\", \"2021-05-11 10:43:16.000000+00:00\"], \"session_ids\": [\"bdb6d6d2-27a2-4a9c-85d0-fff138283734\", \"bd52f7b3-bd3e-4e39-8754-d1fea82ee75c\", \"d5950623-8862-47f6-97d8-04af9fc8780b\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 2.396}, \"39515\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-02 00:58:41.000000+00:00\", \"2020-05-27 22:40:43.000000+00:00\"], \"session_ids\": [\"86bb7530-a514-49c3-a748-03eb5946dfc7\", \"e3145f70-f44b-45ae-a843-f12034efa142\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 2.59}, \"90524\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-03-01 07:34:34.000000+00:00\", \"2023-05-02 22:10:27.000000+00:00\", \"2019-07-11 17:41:45.000000+00:00\"], \"session_ids\": [\"3ec14149-b682-4378-9f9a-50b8e05cbae3\", \"a58ce2d5-c6f6-452e-8440-c74f49785191\", \"31de4c01-36c5-4f3c-8e13-8151bcb16fac\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 0.824}, \"56494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-01-13 05:25:49.000000+00:00\", \"2019-08-18 21:57:37.000000+00:00\", \"2019-01-15 18:22:16.000000+00:00\", \"2022-04-03 23:13:12.000000+00:00\", \"2020-06-27 05:19:37.000000+00:00\"], \"session_ids\": [\"d6ed976a-d3c7-4810-b8bd-e229f72b8989\", \"dd3c1797-6980-4a99-b171-22ecaa8ba295\", \"2ee443c3-d1fd-4bbc-ad01-7b24d27559df\", \"389bf294-0a35-4ff8-a6a3-8c4db4042ae1\", \"6bdb660f-2a2c-4161-9340-dbf78155c7c4\"], \"total_duration\": 1120.0, \"total_sessions\": 5, \"mean_week_duration\": 5.359}, \"11182\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-03 14:30:37.000000+00:00\", \"2019-09-20 14:27:14.000000+00:00\", \"2020-12-21 14:03:15.000000+00:00\"], \"session_ids\": [\"04e2c393-377b-4dba-85f6-d861b13f66ef\", \"72e62722-07fb-48f6-9c4b-bd8c60a2e24b\", \"e72917e0-6da6-4ca4-b93c-bd119a695a3c\"], \"total_duration\": 347.0, \"total_sessions\": 3, \"mean_week_duration\": 5.258}, \"91531\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-07 01:44:38.000000+00:00\", \"2022-12-30 15:53:03.000000+00:00\", \"2022-09-19 18:08:16.000000+00:00\", \"2021-02-04 10:36:10.000000+00:00\", \"2023-01-07 01:01:30.000000+00:00\", \"2020-04-16 17:15:29.000000+00:00\", \"2023-06-05 05:08:22.000000+00:00\", \"2020-07-10 01:45:00.000000+00:00\", \"2020-10-14 13:07:56.000000+00:00\", \"2019-01-16 02:59:24.000000+00:00\", \"2022-02-28 16:23:23.000000+00:00\"], \"session_ids\": [\"e9880f56-0742-4982-bbd9-97f1209a9e63\", \"69e1510f-f1d4-402c-999c-8887983cef6b\", \"5314f871-627b-4786-b5ec-5ef26f779ccb\", \"8d1597db-3fce-4cfa-96ac-856bfc1d4684\", \"aa81c769-8d28-4584-9535-ccec4af11774\", \"5590aa43-9bef-4c30-8eb1-c2569aa4e6df\", \"0d45cd6b-3e21-4c5f-b88c-e911e440ede6\", \"e0eddd1f-3360-49e3-ac16-32828a7d6858\", \"84f07028-bafa-4ef9-b197-3d9f2ddf7c99\", \"36497cb5-1d1c-4240-bfe5-7ffa95dba390\", \"c9059137-6a98-44bf-a856-c39feeadc7d6\"], \"total_duration\": 1094.0, \"total_sessions\": 11, \"mean_week_duration\": 4.777}, \"98123\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-24 13:49:11.000000+00:00\", \"2020-11-16 07:19:10.000000+00:00\", \"2022-06-08 14:28:13.000000+00:00\", \"2022-12-20 03:18:32.000000+00:00\", \"2021-07-05 03:25:20.000000+00:00\", \"2020-02-29 14:08:48.000000+00:00\"], \"session_ids\": [\"8ea58b7c-7d7a-4f0b-8e1e-665c53d25b8f\", \"2b978c0d-c601-4857-b8f7-a9ea30bf959b\", \"36e17694-a73d-4a48-a57a-8f1604f95874\", \"717c24c7-a8d0-4a0f-9546-1786a7200b3d\", \"92458aa3-b2ba-4be4-82ef-b35d219a1eca\", \"7f5d4301-4457-4cd0-ac38-1016a67e86ba\"], \"total_duration\": 1370.0, \"total_sessions\": 6, \"mean_week_duration\": 9.32}, \"71793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-21 05:49:04.000000+00:00\", \"2021-01-24 01:24:07.000000+00:00\"], \"session_ids\": [\"b67161a1-fc59-49b5-a1b0-8c459704d41a\", \"6e91dfc8-415c-429a-93c3-1c243d4791ae\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 12.577}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the highest mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"71793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-21 05:49:04.000000+00:00\", \"2021-01-24 01:24:07.000000+00:00\"], \"session_ids\": [\"b67161a1-fc59-49b5-a1b0-8c459704d41a\", \"6e91dfc8-415c-429a-93c3-1c243d4791ae\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 12.577}}, {\"98123\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-24 13:49:11.000000+00:00\", \"2020-11-16 07:19:10.000000+00:00\", \"2022-06-08 14:28:13.000000+00:00\", \"2022-12-20 03:18:32.000000+00:00\", \"2021-07-05 03:25:20.000000+00:00\", \"2020-02-29 14:08:48.000000+00:00\"], \"session_ids\": [\"8ea58b7c-7d7a-4f0b-8e1e-665c53d25b8f\", \"2b978c0d-c601-4857-b8f7-a9ea30bf959b\", \"36e17694-a73d-4a48-a57a-8f1604f95874\", \"717c24c7-a8d0-4a0f-9546-1786a7200b3d\", \"92458aa3-b2ba-4be4-82ef-b35d219a1eca\", \"7f5d4301-4457-4cd0-ac38-1016a67e86ba\"], \"total_duration\": 1370.0, \"total_sessions\": 6, \"mean_week_duration\": 9.32}}, {\"56494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-01-13 05:25:49.000000+00:00\", \"2019-08-18 21:57:37.000000+00:00\", \"2019-01-15 18:22:16.000000+00:00\", \"2022-04-03 23:13:12.000000+00:00\", \"2020-06-27 05:19:37.000000+00:00\"], \"session_ids\": [\"d6ed976a-d3c7-4810-b8bd-e229f72b8989\", \"dd3c1797-6980-4a99-b171-22ecaa8ba295\", \"2ee443c3-d1fd-4bbc-ad01-7b24d27559df\", \"389bf294-0a35-4ff8-a6a3-8c4db4042ae1\", \"6bdb660f-2a2c-4161-9340-dbf78155c7c4\"], \"total_duration\": 1120.0, \"total_sessions\": 5, \"mean_week_duration\": 5.359}}]\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[{\"56494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-01-13 05:25:49.000000+00:00\", \"2019-08-18 21:57:37.000000+00:00\", \"2019-01-15 18:22:16.000000+00:00\", \"2022-04-03 23:13:12.000000+00:00\", \"2020-06-27 05:19:37.000000+00:00\"], \"session_ids\": [\"d6ed976a-d3c7-4810-b8bd-e229f72b8989\", \"dd3c1797-6980-4a99-b171-22ecaa8ba295\", \"2ee443c3-d1fd-4bbc-ad01-7b24d27559df\", \"389bf294-0a35-4ff8-a6a3-8c4db4042ae1\", \"6bdb660f-2a2c-4161-9340-dbf78155c7c4\"], \"total_duration\": 1120.0, \"total_sessions\": 5, \"mean_week_duration\": 5.359}}, {\"71793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-21 05:49:04.000000+00:00\", \"2021-01-24 01:24:07.000000+00:00\"], \"session_ids\": [\"b67161a1-fc59-49b5-a1b0-8c459704d41a\", \"6e91dfc8-415c-429a-93c3-1c243d4791ae\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 12.577}}, {\"98123\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-24 13:49:11.000000+00:00\", \"2020-11-16 07:19:10.000000+00:00\", \"2022-06-08 14:28:13.000000+00:00\", \"2022-12-20 03:18:32.000000+00:00\", \"2021-07-05 03:25:20.000000+00:00\", \"2020-02-29 14:08:48.000000+00:00\"], \"session_ids\": [\"8ea58b7c-7d7a-4f0b-8e1e-665c53d25b8f\", \"2b978c0d-c601-4857-b8f7-a9ea30bf959b\", \"36e17694-a73d-4a48-a57a-8f1604f95874\", \"717c24c7-a8d0-4a0f-9546-1786a7200b3d\", \"92458aa3-b2ba-4be4-82ef-b35d219a1eca\", \"7f5d4301-4457-4cd0-ac38-1016a67e86ba\"], \"total_duration\": 1370.0, \"total_sessions\": 6, \"mean_week_duration\": 9.32}}]\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[{\"56494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-01-13 05:25:49.000000+00:00\", \"2019-08-18 21:57:37.000000+00:00\", \"2019-01-15 18:22:16.000000+00:00\", \"2022-04-03 23:13:12.000000+00:00\", \"2020-06-27 05:19:37.000000+00:00\"], \"session_ids\": [\"d6ed976a-d3c7-4810-b8bd-e229f72b8989\", \"dd3c1797-6980-4a99-b171-22ecaa8ba295\", \"2ee443c3-d1fd-4bbc-ad01-7b24d27559df\", \"389bf294-0a35-4ff8-a6a3-8c4db4042ae1\", \"6bdb660f-2a2c-4161-9340-dbf78155c7c4\"], \"total_duration\": 1120.0, \"total_sessions\": 5, \"mean_week_duration\": 5.359}}, {\"71793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-21 05:49:04.000000+00:00\", \"2021-01-24 01:24:07.000000+00:00\"], \"session_ids\": [\"b67161a1-fc59-49b5-a1b0-8c459704d41a\", \"6e91dfc8-415c-429a-93c3-1c243d4791ae\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 12.577}}, {\"98123\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-24 13:49:11.000000+00:00\", \"2020-11-16 07:19:10.000000+00:00\", \"2022-06-08 14:28:13.000000+00:00\", \"2022-12-20 03:18:32.000000+00:00\", \"2021-07-05 03:25:20.000000+00:00\", \"2020-02-29 14:08:48.000000+00:00\"], \"session_ids\": [\"8ea58b7c-7d7a-4f0b-8e1e-665c53d25b8f\", \"2b978c0d-c601-4857-b8f7-a9ea30bf959b\", \"36e17694-a73d-4a48-a57a-8f1604f95874\", \"717c24c7-a8d0-4a0f-9546-1786a7200b3d\", \"92458aa3-b2ba-4be4-82ef-b35d219a1eca\", \"7f5d4301-4457-4cd0-ac38-1016a67e86ba\"], \"total_duration\": 1370.0, \"total_sessions\": 6, \"mean_week_duration\": 9.32}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user who isn't currently living in cities New York City, Berlin, Dublin, Hanoi and in addition do sorting by town center name form the lowest to the highest as well as keep only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13660\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-12 07:02:08.000000+00:00\", \"2021-12-09 20:27:46.000000+00:00\", \"2021-06-27 19:47:49.000000+00:00\"], \"session_ids\": [\"2a9dc76e-1c67-41be-b37a-1991852e3e62\", \"61e8a9de-b8b0-414b-95ac-4129477556e7\", \"dd8c33af-4340-47f3-9517-7aff23c49cf7\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 1.702}, \"14484\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-12-23 05:08:48.000000+00:00\", \"2022-05-09 04:59:59.000000+00:00\"], \"session_ids\": [\"1b2609ac-ad3f-45fb-8bf4-624897b6808c\", \"02a2ea35-03fc-4a29-8540-83f086d38589\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}, \"61880\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-09 18:32:55.000000+00:00\", \"2022-05-05 10:22:56.000000+00:00\", \"2022-03-18 02:11:06.000000+00:00\", \"2023-04-14 06:18:43.000000+00:00\"], \"session_ids\": [\"9f5a6729-1187-4418-a5bd-80cb112ac037\", \"27e9bb65-4a13-4d4b-b509-79df56ff055b\", \"d2cae5f6-1dbb-45e3-b682-115527242129\", \"38fb2070-dd2c-4ced-b042-a2181451b308\"], \"total_duration\": 51.0, \"total_sessions\": 4, \"mean_week_duration\": 0.486}, \"17241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-10 13:15:18.000000+00:00\", \"2020-08-12 06:39:54.000000+00:00\"], \"session_ids\": [\"4de8a3a9-3dcd-45c0-8dbe-1d5f71296385\", \"c3e0dc4a-60cd-462e-99af-05891b9475d4\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 3.723}, \"67250\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-07 11:41:36.000000+00:00\", \"2019-10-29 20:12:37.000000+00:00\", \"2019-12-22 13:02:05.000000+00:00\", \"2022-12-07 08:08:44.000000+00:00\", \"2019-07-23 00:52:55.000000+00:00\", \"2023-05-10 08:05:24.000000+00:00\", \"2023-04-24 18:12:47.000000+00:00\", \"2022-01-01 02:00:37.000000+00:00\"], \"session_ids\": [\"4671d2a5-d156-4535-8356-8bf307ace86e\", \"9ca1f46f-1a15-4e7e-81f3-7096e61268ce\", \"278040a3-d096-4721-8831-ccfaf5633642\", \"d24cc342-52a0-46d3-b9c9-4db7ce07c7a8\", \"91b13eeb-abf6-48ce-a7a7-9149b1459405\", \"f185024c-191c-466b-abbc-9797ce6673b1\", \"6b39e440-9c93-4238-867b-2d9ee669c5ed\", \"6a7d0947-94f2-45f6-ba2a-b8274b27fe8d\"], \"total_duration\": 18181.0, \"total_sessions\": 8, \"mean_week_duration\": 91.362}, \"71127\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-19 16:26:33.000000+00:00\", \"2022-08-05 20:52:11.000000+00:00\", \"2019-06-11 22:21:01.000000+00:00\"], \"session_ids\": [\"1efa5ccc-e6a6-4222-ba81-e9568970fe58\", \"02817f83-cad9-4322-a8cb-bab46e4993f3\", \"ab151dec-1bf5-4431-b703-cd6b5e899d3d\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.206}, \"7079\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-14 18:26:37.000000+00:00\", \"2022-01-10 22:23:10.000000+00:00\", \"2023-04-21 05:04:41.000000+00:00\", \"2022-09-15 15:00:17.000000+00:00\", \"2021-01-16 15:24:59.000000+00:00\"], \"session_ids\": [\"3aead3d5-578b-4729-8479-52526e6f9691\", \"0bc948f9-1cd4-4356-ab2a-52b5e869547e\", \"409a31a2-e425-48de-8f0d-1a3bb0c8da0a\", \"09f4b870-8dae-4d45-ad2f-68a137540346\", \"bacaa6d4-6407-4ed2-b631-98923426fc0f\"], \"total_duration\": 344.0, \"total_sessions\": 5, \"mean_week_duration\": 1.711}, \"16099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-20 00:05:20.000000+00:00\", \"2021-04-08 09:20:57.000000+00:00\"], \"session_ids\": [\"a0304d76-4507-4073-8463-1a7ec3dda653\", \"f5a79ed7-5411-4b6b-98b4-f3f354ec8be5\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}, \"93694\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-30 08:54:47.000000+00:00\", \"2019-02-14 14:49:38.000000+00:00\", \"2019-12-18 17:25:59.000000+00:00\", \"2019-10-17 17:46:49.000000+00:00\", \"2022-08-12 17:02:04.000000+00:00\", \"2020-12-12 08:15:49.000000+00:00\", \"2021-11-15 03:28:39.000000+00:00\"], \"session_ids\": [\"e3ee63db-607d-4b8e-acde-bb95ed85b85c\", \"5928947f-35de-4013-a09c-5e431058d468\", \"63de4ed4-6ec1-4588-8a16-34ad812ddaa2\", \"908b65e8-7a36-46c1-bce0-758920efe7bd\", \"39d4524d-4b8c-47aa-8874-a9d13dad09d0\", \"68421dd8-8738-40b2-b1a1-62793367fd70\", \"2aa19c3e-8099-41e8-9336-fdf754d76838\"], \"total_duration\": 729.0, \"total_sessions\": 7, \"mean_week_duration\": 3.984}, \"12631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-06 12:14:12.000000+00:00\", \"2021-08-07 07:55:26.000000+00:00\", \"2023-02-15 14:27:35.000000+00:00\"], \"session_ids\": [\"dd04298f-44df-4fd3-a5e9-f3410258bbba\", \"697eb79b-772f-4116-9a8b-70304d076a9d\", \"d4483dfd-aa5f-4219-be9f-219f2d6135e3\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.625}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not New York City, Berlin, Dublin, Hanoi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"New York City\", \"Berlin\", \"Dublin\", \"Hanoi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14484\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-12-23 05:08:48.000000+00:00\", \"2022-05-09 04:59:59.000000+00:00\"], \"session_ids\": [\"1b2609ac-ad3f-45fb-8bf4-624897b6808c\", \"02a2ea35-03fc-4a29-8540-83f086d38589\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}, \"61880\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-09 18:32:55.000000+00:00\", \"2022-05-05 10:22:56.000000+00:00\", \"2022-03-18 02:11:06.000000+00:00\", \"2023-04-14 06:18:43.000000+00:00\"], \"session_ids\": [\"9f5a6729-1187-4418-a5bd-80cb112ac037\", \"27e9bb65-4a13-4d4b-b509-79df56ff055b\", \"d2cae5f6-1dbb-45e3-b682-115527242129\", \"38fb2070-dd2c-4ced-b042-a2181451b308\"], \"total_duration\": 51.0, \"total_sessions\": 4, \"mean_week_duration\": 0.486}, \"17241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-10 13:15:18.000000+00:00\", \"2020-08-12 06:39:54.000000+00:00\"], \"session_ids\": [\"4de8a3a9-3dcd-45c0-8dbe-1d5f71296385\", \"c3e0dc4a-60cd-462e-99af-05891b9475d4\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 3.723}, \"67250\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-07 11:41:36.000000+00:00\", \"2019-10-29 20:12:37.000000+00:00\", \"2019-12-22 13:02:05.000000+00:00\", \"2022-12-07 08:08:44.000000+00:00\", \"2019-07-23 00:52:55.000000+00:00\", \"2023-05-10 08:05:24.000000+00:00\", \"2023-04-24 18:12:47.000000+00:00\", \"2022-01-01 02:00:37.000000+00:00\"], \"session_ids\": [\"4671d2a5-d156-4535-8356-8bf307ace86e\", \"9ca1f46f-1a15-4e7e-81f3-7096e61268ce\", \"278040a3-d096-4721-8831-ccfaf5633642\", \"d24cc342-52a0-46d3-b9c9-4db7ce07c7a8\", \"91b13eeb-abf6-48ce-a7a7-9149b1459405\", \"f185024c-191c-466b-abbc-9797ce6673b1\", \"6b39e440-9c93-4238-867b-2d9ee669c5ed\", \"6a7d0947-94f2-45f6-ba2a-b8274b27fe8d\"], \"total_duration\": 18181.0, \"total_sessions\": 8, \"mean_week_duration\": 91.362}, \"71127\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-19 16:26:33.000000+00:00\", \"2022-08-05 20:52:11.000000+00:00\", \"2019-06-11 22:21:01.000000+00:00\"], \"session_ids\": [\"1efa5ccc-e6a6-4222-ba81-e9568970fe58\", \"02817f83-cad9-4322-a8cb-bab46e4993f3\", \"ab151dec-1bf5-4431-b703-cd6b5e899d3d\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.206}, \"7079\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-14 18:26:37.000000+00:00\", \"2022-01-10 22:23:10.000000+00:00\", \"2023-04-21 05:04:41.000000+00:00\", \"2022-09-15 15:00:17.000000+00:00\", \"2021-01-16 15:24:59.000000+00:00\"], \"session_ids\": [\"3aead3d5-578b-4729-8479-52526e6f9691\", \"0bc948f9-1cd4-4356-ab2a-52b5e869547e\", \"409a31a2-e425-48de-8f0d-1a3bb0c8da0a\", \"09f4b870-8dae-4d45-ad2f-68a137540346\", \"bacaa6d4-6407-4ed2-b631-98923426fc0f\"], \"total_duration\": 344.0, \"total_sessions\": 5, \"mean_week_duration\": 1.711}, \"16099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-20 00:05:20.000000+00:00\", \"2021-04-08 09:20:57.000000+00:00\"], \"session_ids\": [\"a0304d76-4507-4073-8463-1a7ec3dda653\", \"f5a79ed7-5411-4b6b-98b4-f3f354ec8be5\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}, \"93694\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-30 08:54:47.000000+00:00\", \"2019-02-14 14:49:38.000000+00:00\", \"2019-12-18 17:25:59.000000+00:00\", \"2019-10-17 17:46:49.000000+00:00\", \"2022-08-12 17:02:04.000000+00:00\", \"2020-12-12 08:15:49.000000+00:00\", \"2021-11-15 03:28:39.000000+00:00\"], \"session_ids\": [\"e3ee63db-607d-4b8e-acde-bb95ed85b85c\", \"5928947f-35de-4013-a09c-5e431058d468\", \"63de4ed4-6ec1-4588-8a16-34ad812ddaa2\", \"908b65e8-7a36-46c1-bce0-758920efe7bd\", \"39d4524d-4b8c-47aa-8874-a9d13dad09d0\", \"68421dd8-8738-40b2-b1a1-62793367fd70\", \"2aa19c3e-8099-41e8-9336-fdf754d76838\"], \"total_duration\": 729.0, \"total_sessions\": 7, \"mean_week_duration\": 3.984}, \"12631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-06 12:14:12.000000+00:00\", \"2021-08-07 07:55:26.000000+00:00\", \"2023-02-15 14:27:35.000000+00:00\"], \"session_ids\": [\"dd04298f-44df-4fd3-a5e9-f3410258bbba\", \"697eb79b-772f-4116-9a8b-70304d076a9d\", \"d4483dfd-aa5f-4219-be9f-219f2d6135e3\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.625}}\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[{\"71127\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-19 16:26:33.000000+00:00\", \"2022-08-05 20:52:11.000000+00:00\", \"2019-06-11 22:21:01.000000+00:00\"], \"session_ids\": [\"1efa5ccc-e6a6-4222-ba81-e9568970fe58\", \"02817f83-cad9-4322-a8cb-bab46e4993f3\", \"ab151dec-1bf5-4431-b703-cd6b5e899d3d\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.206}}, {\"16099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-20 00:05:20.000000+00:00\", \"2021-04-08 09:20:57.000000+00:00\"], \"session_ids\": [\"a0304d76-4507-4073-8463-1a7ec3dda653\", \"f5a79ed7-5411-4b6b-98b4-f3f354ec8be5\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}, {\"17241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-10 13:15:18.000000+00:00\", \"2020-08-12 06:39:54.000000+00:00\"], \"session_ids\": [\"4de8a3a9-3dcd-45c0-8dbe-1d5f71296385\", \"c3e0dc4a-60cd-462e-99af-05891b9475d4\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 3.723}}, {\"12631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-06 12:14:12.000000+00:00\", \"2021-08-07 07:55:26.000000+00:00\", \"2023-02-15 14:27:35.000000+00:00\"], \"session_ids\": [\"dd04298f-44df-4fd3-a5e9-f3410258bbba\", \"697eb79b-772f-4116-9a8b-70304d076a9d\", \"d4483dfd-aa5f-4219-be9f-219f2d6135e3\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.625}}, {\"67250\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-07 11:41:36.000000+00:00\", \"2019-10-29 20:12:37.000000+00:00\", \"2019-12-22 13:02:05.000000+00:00\", \"2022-12-07 08:08:44.000000+00:00\", \"2019-07-23 00:52:55.000000+00:00\", \"2023-05-10 08:05:24.000000+00:00\", \"2023-04-24 18:12:47.000000+00:00\", \"2022-01-01 02:00:37.000000+00:00\"], \"session_ids\": [\"4671d2a5-d156-4535-8356-8bf307ace86e\", \"9ca1f46f-1a15-4e7e-81f3-7096e61268ce\", \"278040a3-d096-4721-8831-ccfaf5633642\", \"d24cc342-52a0-46d3-b9c9-4db7ce07c7a8\", \"91b13eeb-abf6-48ce-a7a7-9149b1459405\", \"f185024c-191c-466b-abbc-9797ce6673b1\", \"6b39e440-9c93-4238-867b-2d9ee669c5ed\", \"6a7d0947-94f2-45f6-ba2a-b8274b27fe8d\"], \"total_duration\": 18181.0, \"total_sessions\": 8, \"mean_week_duration\": 91.362}}, {\"93694\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-30 08:54:47.000000+00:00\", \"2019-02-14 14:49:38.000000+00:00\", \"2019-12-18 17:25:59.000000+00:00\", \"2019-10-17 17:46:49.000000+00:00\", \"2022-08-12 17:02:04.000000+00:00\", \"2020-12-12 08:15:49.000000+00:00\", \"2021-11-15 03:28:39.000000+00:00\"], \"session_ids\": [\"e3ee63db-607d-4b8e-acde-bb95ed85b85c\", \"5928947f-35de-4013-a09c-5e431058d468\", \"63de4ed4-6ec1-4588-8a16-34ad812ddaa2\", \"908b65e8-7a36-46c1-bce0-758920efe7bd\", \"39d4524d-4b8c-47aa-8874-a9d13dad09d0\", \"68421dd8-8738-40b2-b1a1-62793367fd70\", \"2aa19c3e-8099-41e8-9336-fdf754d76838\"], \"total_duration\": 729.0, \"total_sessions\": 7, \"mean_week_duration\": 3.984}}, {\"7079\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-14 18:26:37.000000+00:00\", \"2022-01-10 22:23:10.000000+00:00\", \"2023-04-21 05:04:41.000000+00:00\", \"2022-09-15 15:00:17.000000+00:00\", \"2021-01-16 15:24:59.000000+00:00\"], \"session_ids\": [\"3aead3d5-578b-4729-8479-52526e6f9691\", \"0bc948f9-1cd4-4356-ab2a-52b5e869547e\", \"409a31a2-e425-48de-8f0d-1a3bb0c8da0a\", \"09f4b870-8dae-4d45-ad2f-68a137540346\", \"bacaa6d4-6407-4ed2-b631-98923426fc0f\"], \"total_duration\": 344.0, \"total_sessions\": 5, \"mean_week_duration\": 1.711}}, {\"14484\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-12-23 05:08:48.000000+00:00\", \"2022-05-09 04:59:59.000000+00:00\"], \"session_ids\": [\"1b2609ac-ad3f-45fb-8bf4-624897b6808c\", \"02a2ea35-03fc-4a29-8540-83f086d38589\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}}, {\"61880\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-09 18:32:55.000000+00:00\", \"2022-05-05 10:22:56.000000+00:00\", \"2022-03-18 02:11:06.000000+00:00\", \"2023-04-14 06:18:43.000000+00:00\"], \"session_ids\": [\"9f5a6729-1187-4418-a5bd-80cb112ac037\", \"27e9bb65-4a13-4d4b-b509-79df56ff055b\", \"d2cae5f6-1dbb-45e3-b682-115527242129\", \"38fb2070-dd2c-4ced-b042-a2181451b308\"], \"total_duration\": 51.0, \"total_sessions\": 4, \"mean_week_duration\": 0.486}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"71127\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-19 16:26:33.000000+00:00\", \"2022-08-05 20:52:11.000000+00:00\", \"2019-06-11 22:21:01.000000+00:00\"], \"session_ids\": [\"1efa5ccc-e6a6-4222-ba81-e9568970fe58\", \"02817f83-cad9-4322-a8cb-bab46e4993f3\", \"ab151dec-1bf5-4431-b703-cd6b5e899d3d\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.206}}, {\"16099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-20 00:05:20.000000+00:00\", \"2021-04-08 09:20:57.000000+00:00\"], \"session_ids\": [\"a0304d76-4507-4073-8463-1a7ec3dda653\", \"f5a79ed7-5411-4b6b-98b4-f3f354ec8be5\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}]\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[{\"71127\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-19 16:26:33.000000+00:00\", \"2022-08-05 20:52:11.000000+00:00\", \"2019-06-11 22:21:01.000000+00:00\"], \"session_ids\": [\"1efa5ccc-e6a6-4222-ba81-e9568970fe58\", \"02817f83-cad9-4322-a8cb-bab46e4993f3\", \"ab151dec-1bf5-4431-b703-cd6b5e899d3d\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.206}}, {\"16099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-20 00:05:20.000000+00:00\", \"2021-04-08 09:20:57.000000+00:00\"], \"session_ids\": [\"a0304d76-4507-4073-8463-1a7ec3dda653\", \"f5a79ed7-5411-4b6b-98b4-f3f354ec8be5\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about users whose duration of sessions per week is bigger than 26 and smaller than 12 (not including) , sort by quantity of sessions ascending as well as remain only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73464\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-19 13:54:30.000000+00:00\", \"2023-06-24 16:27:31.000000+00:00\", \"2022-05-04 16:56:59.000000+00:00\", \"2019-03-10 18:49:08.000000+00:00\", \"2021-07-26 07:49:48.000000+00:00\", \"2023-06-12 23:28:33.000000+00:00\", \"2021-04-10 20:22:48.000000+00:00\"], \"session_ids\": [\"093d3c8d-fd8d-4c2d-b8f0-51d8bc7ae59d\", \"a2122bb2-a418-475c-b9cd-118bc372fe2f\", \"88aa5a35-c7a6-44c3-80ba-844357bebe62\", \"af5a3af3-5e69-43f3-abdf-3ed23cb73a94\", \"9a7880f6-c996-4c94-aba1-095e87ccd8c5\", \"8798ecfd-f6b7-498f-9929-efecb742074c\", \"294b11d9-62c0-45fe-b1b2-6d48e64f1d5d\"], \"total_duration\": 289.0, \"total_sessions\": 7, \"mean_week_duration\": 1.29}, \"6340\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-30 04:18:00.000000+00:00\", \"2020-06-08 16:21:30.000000+00:00\"], \"session_ids\": [\"fae0739e-9973-48b3-84be-e17c7e1b1dfb\", \"0df72b5b-feb6-4a97-8587-354b513e0f28\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.28}, \"81238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-09-15 05:27:18.000000+00:00\", \"2020-05-26 11:44:37.000000+00:00\"], \"session_ids\": [\"8f6656c4-d035-41d8-911a-794973cb22cf\", \"b8cd5a76-f8b5-471f-948b-2252713fe588\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 23.938}, \"35582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-07-03 06:25:32.000000+00:00\", \"2023-01-05 00:02:46.000000+00:00\"], \"session_ids\": [\"ce0d7788-f19c-4cf8-b741-e75b93b27e7c\", \"79bc4ec8-7fea-4b38-9dde-45988fddc1d5\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 17.111}, \"62626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-07 19:50:40.000000+00:00\", \"2022-11-04 22:53:28.000000+00:00\", \"2021-09-30 14:20:20.000000+00:00\"], \"session_ids\": [\"eeff9a9b-e2bb-4a54-817b-2bbe1b6c0d9d\", \"b32e4871-e2d9-4fa8-81fa-254fc738fa9b\", \"2553d9b9-3fb4-4155-9fb9-9f0c7b536fdb\"], \"total_duration\": 708.0, \"total_sessions\": 3, \"mean_week_duration\": 3.978}, \"33583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-22 03:43:24.000000+00:00\", \"2020-10-01 19:42:25.000000+00:00\", \"2019-02-10 02:12:43.000000+00:00\", \"2022-06-18 18:48:51.000000+00:00\"], \"session_ids\": [\"1df41dfb-51c4-4803-a87f-b85bb02071bc\", \"98170951-337e-4774-b6c1-06d532f9d912\", \"56807b56-780e-4d99-9dce-3be1fe199158\", \"d4c39d5b-a0a6-4d68-bbd4-26d992619ff0\"], \"total_duration\": 326.0, \"total_sessions\": 4, \"mean_week_duration\": 1.863}, \"10374\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-05 05:22:25.000000+00:00\", \"2019-04-03 13:33:46.000000+00:00\", \"2019-04-06 10:25:32.000000+00:00\", \"2022-05-06 20:04:27.000000+00:00\", \"2019-12-26 13:21:20.000000+00:00\"], \"session_ids\": [\"1b243acc-36a6-4b17-bfb6-23c5cd699529\", \"1ad8121c-3833-437c-81d1-bd96279bf879\", \"155aebfc-11a1-4dc0-85ab-36677b38632a\", \"687f44ce-b26d-4691-b39f-290a6547b7cd\", \"8280b1a8-542f-4594-84db-1803c5a3bc35\"], \"total_duration\": 129.0, \"total_sessions\": 5, \"mean_week_duration\": 0.796}, \"18353\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-26 05:18:54.000000+00:00\", \"2020-09-24 19:44:22.000000+00:00\", \"2022-12-14 23:50:21.000000+00:00\"], \"session_ids\": [\"c7ad6e87-7ca1-4294-971d-cf9070814e09\", \"d664a99d-1d3b-4cf5-815b-377d4ee56ed1\", \"b3b69e41-5068-4c62-9e55-f079f070e9d3\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 3.274}, \"13682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-14 03:53:52.000000+00:00\", \"2021-01-29 13:11:02.000000+00:00\"], \"session_ids\": [\"9a7e9431-3795-4c1b-9741-be00a6033697\", \"565e1e05-6ff8-4a06-9168-547cd22301c1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}, \"57527\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-18 05:20:56.000000+00:00\", \"2019-03-14 02:02:56.000000+00:00\", \"2021-08-07 07:42:20.000000+00:00\", \"2021-10-05 05:26:30.000000+00:00\", \"2023-02-16 17:28:50.000000+00:00\", \"2023-06-01 09:37:20.000000+00:00\", \"2021-11-25 08:51:28.000000+00:00\", \"2019-07-10 00:13:31.000000+00:00\", \"2019-09-12 14:22:50.000000+00:00\", \"2019-01-04 21:13:43.000000+00:00\"], \"session_ids\": [\"99ea570c-cbb8-49b0-9da1-db39a50ef640\", \"9720948e-4dfc-42b7-a11e-c97d9f85133e\", \"a2942840-f294-447a-be6b-5df82eccf8fe\", \"3f657008-f24c-48f6-bbd4-c8d0ec1d70c8\", \"e314e0a4-3a16-468d-8249-1e548307da48\", \"9c2b5df5-8bde-40da-85d8-1c36b4fb34ce\", \"0de03556-ca7a-4d9b-84d8-b44a3a2452b1\", \"47fcc6cb-9d93-4788-a848-3667fccc6eee\", \"c60b8f94-19b7-492e-926e-d9ccd28b63b4\", \"9e2d7467-4b1a-4d1c-9f8e-6ab39e8b0ba2\"], \"total_duration\": 213.0, \"total_sessions\": 10, \"mean_week_duration\": 0.926}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 12 and are equal or greater than 26" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[12, 26]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73464\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-19 13:54:30.000000+00:00\", \"2023-06-24 16:27:31.000000+00:00\", \"2022-05-04 16:56:59.000000+00:00\", \"2019-03-10 18:49:08.000000+00:00\", \"2021-07-26 07:49:48.000000+00:00\", \"2023-06-12 23:28:33.000000+00:00\", \"2021-04-10 20:22:48.000000+00:00\"], \"session_ids\": [\"093d3c8d-fd8d-4c2d-b8f0-51d8bc7ae59d\", \"a2122bb2-a418-475c-b9cd-118bc372fe2f\", \"88aa5a35-c7a6-44c3-80ba-844357bebe62\", \"af5a3af3-5e69-43f3-abdf-3ed23cb73a94\", \"9a7880f6-c996-4c94-aba1-095e87ccd8c5\", \"8798ecfd-f6b7-498f-9929-efecb742074c\", \"294b11d9-62c0-45fe-b1b2-6d48e64f1d5d\"], \"total_duration\": 289.0, \"total_sessions\": 7, \"mean_week_duration\": 1.29}, \"6340\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-30 04:18:00.000000+00:00\", \"2020-06-08 16:21:30.000000+00:00\"], \"session_ids\": [\"fae0739e-9973-48b3-84be-e17c7e1b1dfb\", \"0df72b5b-feb6-4a97-8587-354b513e0f28\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.28}, \"62626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-07 19:50:40.000000+00:00\", \"2022-11-04 22:53:28.000000+00:00\", \"2021-09-30 14:20:20.000000+00:00\"], \"session_ids\": [\"eeff9a9b-e2bb-4a54-817b-2bbe1b6c0d9d\", \"b32e4871-e2d9-4fa8-81fa-254fc738fa9b\", \"2553d9b9-3fb4-4155-9fb9-9f0c7b536fdb\"], \"total_duration\": 708.0, \"total_sessions\": 3, \"mean_week_duration\": 3.978}, \"33583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-22 03:43:24.000000+00:00\", \"2020-10-01 19:42:25.000000+00:00\", \"2019-02-10 02:12:43.000000+00:00\", \"2022-06-18 18:48:51.000000+00:00\"], \"session_ids\": [\"1df41dfb-51c4-4803-a87f-b85bb02071bc\", \"98170951-337e-4774-b6c1-06d532f9d912\", \"56807b56-780e-4d99-9dce-3be1fe199158\", \"d4c39d5b-a0a6-4d68-bbd4-26d992619ff0\"], \"total_duration\": 326.0, \"total_sessions\": 4, \"mean_week_duration\": 1.863}, \"10374\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-05 05:22:25.000000+00:00\", \"2019-04-03 13:33:46.000000+00:00\", \"2019-04-06 10:25:32.000000+00:00\", \"2022-05-06 20:04:27.000000+00:00\", \"2019-12-26 13:21:20.000000+00:00\"], \"session_ids\": [\"1b243acc-36a6-4b17-bfb6-23c5cd699529\", \"1ad8121c-3833-437c-81d1-bd96279bf879\", \"155aebfc-11a1-4dc0-85ab-36677b38632a\", \"687f44ce-b26d-4691-b39f-290a6547b7cd\", \"8280b1a8-542f-4594-84db-1803c5a3bc35\"], \"total_duration\": 129.0, \"total_sessions\": 5, \"mean_week_duration\": 0.796}, \"18353\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-26 05:18:54.000000+00:00\", \"2020-09-24 19:44:22.000000+00:00\", \"2022-12-14 23:50:21.000000+00:00\"], \"session_ids\": [\"c7ad6e87-7ca1-4294-971d-cf9070814e09\", \"d664a99d-1d3b-4cf5-815b-377d4ee56ed1\", \"b3b69e41-5068-4c62-9e55-f079f070e9d3\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 3.274}, \"13682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-14 03:53:52.000000+00:00\", \"2021-01-29 13:11:02.000000+00:00\"], \"session_ids\": [\"9a7e9431-3795-4c1b-9741-be00a6033697\", \"565e1e05-6ff8-4a06-9168-547cd22301c1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}, \"57527\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-18 05:20:56.000000+00:00\", \"2019-03-14 02:02:56.000000+00:00\", \"2021-08-07 07:42:20.000000+00:00\", \"2021-10-05 05:26:30.000000+00:00\", \"2023-02-16 17:28:50.000000+00:00\", \"2023-06-01 09:37:20.000000+00:00\", \"2021-11-25 08:51:28.000000+00:00\", \"2019-07-10 00:13:31.000000+00:00\", \"2019-09-12 14:22:50.000000+00:00\", \"2019-01-04 21:13:43.000000+00:00\"], \"session_ids\": [\"99ea570c-cbb8-49b0-9da1-db39a50ef640\", \"9720948e-4dfc-42b7-a11e-c97d9f85133e\", \"a2942840-f294-447a-be6b-5df82eccf8fe\", \"3f657008-f24c-48f6-bbd4-c8d0ec1d70c8\", \"e314e0a4-3a16-468d-8249-1e548307da48\", \"9c2b5df5-8bde-40da-85d8-1c36b4fb34ce\", \"0de03556-ca7a-4d9b-84d8-b44a3a2452b1\", \"47fcc6cb-9d93-4788-a848-3667fccc6eee\", \"c60b8f94-19b7-492e-926e-d9ccd28b63b4\", \"9e2d7467-4b1a-4d1c-9f8e-6ab39e8b0ba2\"], \"total_duration\": 213.0, \"total_sessions\": 10, \"mean_week_duration\": 0.926}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6340\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-30 04:18:00.000000+00:00\", \"2020-06-08 16:21:30.000000+00:00\"], \"session_ids\": [\"fae0739e-9973-48b3-84be-e17c7e1b1dfb\", \"0df72b5b-feb6-4a97-8587-354b513e0f28\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.28}}, {\"13682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-14 03:53:52.000000+00:00\", \"2021-01-29 13:11:02.000000+00:00\"], \"session_ids\": [\"9a7e9431-3795-4c1b-9741-be00a6033697\", \"565e1e05-6ff8-4a06-9168-547cd22301c1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}}, {\"62626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-07 19:50:40.000000+00:00\", \"2022-11-04 22:53:28.000000+00:00\", \"2021-09-30 14:20:20.000000+00:00\"], \"session_ids\": [\"eeff9a9b-e2bb-4a54-817b-2bbe1b6c0d9d\", \"b32e4871-e2d9-4fa8-81fa-254fc738fa9b\", \"2553d9b9-3fb4-4155-9fb9-9f0c7b536fdb\"], \"total_duration\": 708.0, \"total_sessions\": 3, \"mean_week_duration\": 3.978}}, {\"18353\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-26 05:18:54.000000+00:00\", \"2020-09-24 19:44:22.000000+00:00\", \"2022-12-14 23:50:21.000000+00:00\"], \"session_ids\": [\"c7ad6e87-7ca1-4294-971d-cf9070814e09\", \"d664a99d-1d3b-4cf5-815b-377d4ee56ed1\", \"b3b69e41-5068-4c62-9e55-f079f070e9d3\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 3.274}}, {\"33583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-22 03:43:24.000000+00:00\", \"2020-10-01 19:42:25.000000+00:00\", \"2019-02-10 02:12:43.000000+00:00\", \"2022-06-18 18:48:51.000000+00:00\"], \"session_ids\": [\"1df41dfb-51c4-4803-a87f-b85bb02071bc\", \"98170951-337e-4774-b6c1-06d532f9d912\", \"56807b56-780e-4d99-9dce-3be1fe199158\", \"d4c39d5b-a0a6-4d68-bbd4-26d992619ff0\"], \"total_duration\": 326.0, \"total_sessions\": 4, \"mean_week_duration\": 1.863}}, {\"10374\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-05 05:22:25.000000+00:00\", \"2019-04-03 13:33:46.000000+00:00\", \"2019-04-06 10:25:32.000000+00:00\", \"2022-05-06 20:04:27.000000+00:00\", \"2019-12-26 13:21:20.000000+00:00\"], \"session_ids\": [\"1b243acc-36a6-4b17-bfb6-23c5cd699529\", \"1ad8121c-3833-437c-81d1-bd96279bf879\", \"155aebfc-11a1-4dc0-85ab-36677b38632a\", \"687f44ce-b26d-4691-b39f-290a6547b7cd\", \"8280b1a8-542f-4594-84db-1803c5a3bc35\"], \"total_duration\": 129.0, \"total_sessions\": 5, \"mean_week_duration\": 0.796}}, {\"73464\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-19 13:54:30.000000+00:00\", \"2023-06-24 16:27:31.000000+00:00\", \"2022-05-04 16:56:59.000000+00:00\", \"2019-03-10 18:49:08.000000+00:00\", \"2021-07-26 07:49:48.000000+00:00\", \"2023-06-12 23:28:33.000000+00:00\", \"2021-04-10 20:22:48.000000+00:00\"], \"session_ids\": [\"093d3c8d-fd8d-4c2d-b8f0-51d8bc7ae59d\", \"a2122bb2-a418-475c-b9cd-118bc372fe2f\", \"88aa5a35-c7a6-44c3-80ba-844357bebe62\", \"af5a3af3-5e69-43f3-abdf-3ed23cb73a94\", \"9a7880f6-c996-4c94-aba1-095e87ccd8c5\", \"8798ecfd-f6b7-498f-9929-efecb742074c\", \"294b11d9-62c0-45fe-b1b2-6d48e64f1d5d\"], \"total_duration\": 289.0, \"total_sessions\": 7, \"mean_week_duration\": 1.29}}, {\"57527\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-18 05:20:56.000000+00:00\", \"2019-03-14 02:02:56.000000+00:00\", \"2021-08-07 07:42:20.000000+00:00\", \"2021-10-05 05:26:30.000000+00:00\", \"2023-02-16 17:28:50.000000+00:00\", \"2023-06-01 09:37:20.000000+00:00\", \"2021-11-25 08:51:28.000000+00:00\", \"2019-07-10 00:13:31.000000+00:00\", \"2019-09-12 14:22:50.000000+00:00\", \"2019-01-04 21:13:43.000000+00:00\"], \"session_ids\": [\"99ea570c-cbb8-49b0-9da1-db39a50ef640\", \"9720948e-4dfc-42b7-a11e-c97d9f85133e\", \"a2942840-f294-447a-be6b-5df82eccf8fe\", \"3f657008-f24c-48f6-bbd4-c8d0ec1d70c8\", \"e314e0a4-3a16-468d-8249-1e548307da48\", \"9c2b5df5-8bde-40da-85d8-1c36b4fb34ce\", \"0de03556-ca7a-4d9b-84d8-b44a3a2452b1\", \"47fcc6cb-9d93-4788-a848-3667fccc6eee\", \"c60b8f94-19b7-492e-926e-d9ccd28b63b4\", \"9e2d7467-4b1a-4d1c-9f8e-6ab39e8b0ba2\"], \"total_duration\": 213.0, \"total_sessions\": 10, \"mean_week_duration\": 0.926}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6340\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-30 04:18:00.000000+00:00\", \"2020-06-08 16:21:30.000000+00:00\"], \"session_ids\": [\"fae0739e-9973-48b3-84be-e17c7e1b1dfb\", \"0df72b5b-feb6-4a97-8587-354b513e0f28\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.28}}, {\"13682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-14 03:53:52.000000+00:00\", \"2021-01-29 13:11:02.000000+00:00\"], \"session_ids\": [\"9a7e9431-3795-4c1b-9741-be00a6033697\", \"565e1e05-6ff8-4a06-9168-547cd22301c1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}}, {\"62626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-07 19:50:40.000000+00:00\", \"2022-11-04 22:53:28.000000+00:00\", \"2021-09-30 14:20:20.000000+00:00\"], \"session_ids\": [\"eeff9a9b-e2bb-4a54-817b-2bbe1b6c0d9d\", \"b32e4871-e2d9-4fa8-81fa-254fc738fa9b\", \"2553d9b9-3fb4-4155-9fb9-9f0c7b536fdb\"], \"total_duration\": 708.0, \"total_sessions\": 3, \"mean_week_duration\": 3.978}}, {\"18353\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-26 05:18:54.000000+00:00\", \"2020-09-24 19:44:22.000000+00:00\", \"2022-12-14 23:50:21.000000+00:00\"], \"session_ids\": [\"c7ad6e87-7ca1-4294-971d-cf9070814e09\", \"d664a99d-1d3b-4cf5-815b-377d4ee56ed1\", \"b3b69e41-5068-4c62-9e55-f079f070e9d3\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 3.274}}]\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[{\"6340\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-30 04:18:00.000000+00:00\", \"2020-06-08 16:21:30.000000+00:00\"], \"session_ids\": [\"fae0739e-9973-48b3-84be-e17c7e1b1dfb\", \"0df72b5b-feb6-4a97-8587-354b513e0f28\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.28}}, {\"13682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-14 03:53:52.000000+00:00\", \"2021-01-29 13:11:02.000000+00:00\"], \"session_ids\": [\"9a7e9431-3795-4c1b-9741-be00a6033697\", \"565e1e05-6ff8-4a06-9168-547cd22301c1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}}, {\"62626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-07 19:50:40.000000+00:00\", \"2022-11-04 22:53:28.000000+00:00\", \"2021-09-30 14:20:20.000000+00:00\"], \"session_ids\": [\"eeff9a9b-e2bb-4a54-817b-2bbe1b6c0d9d\", \"b32e4871-e2d9-4fa8-81fa-254fc738fa9b\", \"2553d9b9-3fb4-4155-9fb9-9f0c7b536fdb\"], \"total_duration\": 708.0, \"total_sessions\": 3, \"mean_week_duration\": 3.978}}, {\"18353\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-26 05:18:54.000000+00:00\", \"2020-09-24 19:44:22.000000+00:00\", \"2022-12-14 23:50:21.000000+00:00\"], \"session_ids\": [\"c7ad6e87-7ca1-4294-971d-cf9070814e09\", \"d664a99d-1d3b-4cf5-815b-377d4ee56ed1\", \"b3b69e41-5068-4c62-9e55-f079f070e9d3\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 3.274}}]\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 2 users whose cities are not Edinburgh, Havana, San Juan, Moscow, Rio de Janeiro , sort by mean of duration of sessions per week ascendingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"84815\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-28 05:07:45.000000+00:00\", \"2022-04-01 16:26:44.000000+00:00\"], \"session_ids\": [\"c00db018-fcbe-4700-8bdb-fffd1a64df78\", \"3a22610b-8933-4d9d-89de-10733b1f925e\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 11.75}, \"46946\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-25 08:25:10.000000+00:00\", \"2022-01-25 23:38:29.000000+00:00\"], \"session_ids\": [\"9a171962-06d6-412e-829a-7a1d30d82032\", \"0ba9f8bf-7c2f-4915-9ab8-caeea90da856\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 30.692}, \"1668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-03-28 06:45:20.000000+00:00\", \"2022-10-18 10:38:53.000000+00:00\", \"2021-06-25 19:40:46.000000+00:00\", \"2021-01-25 05:57:33.000000+00:00\"], \"session_ids\": [\"70823a72-a567-488a-8319-3d749d4b4790\", \"fcd6148f-d272-4eed-b942-5b8b0ad4cb40\", \"b2820932-02b3-4d9e-b43a-60762102f1f2\", \"864bf033-ffef-4623-a130-d681d1e3fd47\"], \"total_duration\": 1506.0, \"total_sessions\": 4, \"mean_week_duration\": 8.097}, \"86425\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-01-09 23:08:35.000000+00:00\", \"2023-04-24 11:18:49.000000+00:00\", \"2021-03-16 06:17:37.000000+00:00\"], \"session_ids\": [\"764f0878-9ff3-4f6f-8fe3-5d5a191de920\", \"57b06304-3131-482a-8d63-f0e485a157f5\", \"c7c789b0-64f3-4141-a52d-22d8eb3ddb2c\"], \"total_duration\": 727.0, \"total_sessions\": 3, \"mean_week_duration\": 6.609}, \"54298\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-12-10 13:32:32.000000+00:00\", \"2022-12-12 11:25:30.000000+00:00\", \"2021-08-12 02:11:42.000000+00:00\"], \"session_ids\": [\"85c93dbb-94da-4b68-936c-af6510c65edc\", \"48ad471d-6996-4ecc-9a98-ba4bd850f7c2\", \"986949a9-45f7-459f-80cb-65e270b3162f\"], \"total_duration\": 261.0, \"total_sessions\": 3, \"mean_week_duration\": 3.729}, \"56126\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2023-06-19 07:26:12.000000+00:00\", \"2022-11-20 07:40:09.000000+00:00\", \"2019-03-13 21:46:44.000000+00:00\"], \"session_ids\": [\"70b6a0a9-579e-425f-a883-f8c79f02546e\", \"cb6a1400-0d46-4f51-86b6-8b6b6881c273\", \"8ee17909-4c7a-47b3-9155-11f6e6284f29\"], \"total_duration\": 277.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}, \"56734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-08 14:06:20.000000+00:00\", \"2019-05-26 05:11:39.000000+00:00\", \"2019-04-13 02:26:32.000000+00:00\", \"2021-01-26 23:58:59.000000+00:00\", \"2022-07-14 06:45:55.000000+00:00\", \"2023-01-29 19:18:27.000000+00:00\", \"2022-08-31 16:56:50.000000+00:00\", \"2020-11-15 07:26:02.000000+00:00\", \"2019-02-26 16:21:29.000000+00:00\", \"2022-04-06 23:58:17.000000+00:00\", \"2021-04-22 09:47:51.000000+00:00\"], \"session_ids\": [\"94e68972-522f-4e5c-a49b-65b44bfbe259\", \"10486a52-9d81-4a50-953e-d262347b0855\", \"a1419b7a-140d-4217-83c2-23a9389a8e66\", \"35d3e951-1b10-45da-bfda-ad7bbf6a09ee\", \"9096d940-2765-4998-8795-fbe1c65efad4\", \"cf8961e5-943f-4cba-a07e-53f2b9de72fb\", \"0cd20d45-4a6a-4f29-ba36-2d422dac1351\", \"3ede7ed0-0906-4d8b-a1be-fd89706b15af\", \"07994719-2bd7-4d1a-97dc-e189441148bb\", \"01953c11-30aa-4a97-b54c-ab3100bd7830\", \"a7071f17-575d-4d2b-b41c-652209ff6168\"], \"total_duration\": 7370.0, \"total_sessions\": 11, \"mean_week_duration\": 35.951}, \"92068\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-11 08:33:46.000000+00:00\", \"2023-05-24 04:51:52.000000+00:00\", \"2020-07-29 13:02:52.000000+00:00\"], \"session_ids\": [\"f05ada15-eb67-4888-8bd6-b107a5631674\", \"07ff2266-495b-4ee9-9341-ee2508b6d2c9\", \"189d88e3-bff8-411b-9119-94b5064e766b\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 6.728}, \"58678\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-17 19:39:02.000000+00:00\", \"2022-09-20 08:42:03.000000+00:00\", \"2021-10-26 04:22:42.000000+00:00\"], \"session_ids\": [\"7dfe515e-1e6b-4b30-8626-7454322011e5\", \"d4da8b3a-d5e7-4182-a801-22864e014d75\", \"e188f571-fcf6-46e6-8fc8-e74438d6d096\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 2.553}, \"15196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-06-21 10:49:01.000000+00:00\", \"2019-03-01 07:22:03.000000+00:00\"], \"session_ids\": [\"cf98faa0-37fb-42e2-99dd-03154f98b058\", \"db1cfa02-698b-480a-b6b6-fd85129de27a\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Edinburgh, Havana, San Juan, Moscow, Rio de Janeiro" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Edinburgh\", \"Havana\", \"San Juan\", \"Moscow\", \"Rio de Janeiro\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"84815\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-28 05:07:45.000000+00:00\", \"2022-04-01 16:26:44.000000+00:00\"], \"session_ids\": [\"c00db018-fcbe-4700-8bdb-fffd1a64df78\", \"3a22610b-8933-4d9d-89de-10733b1f925e\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 11.75}, \"46946\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-25 08:25:10.000000+00:00\", \"2022-01-25 23:38:29.000000+00:00\"], \"session_ids\": [\"9a171962-06d6-412e-829a-7a1d30d82032\", \"0ba9f8bf-7c2f-4915-9ab8-caeea90da856\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 30.692}, \"1668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-03-28 06:45:20.000000+00:00\", \"2022-10-18 10:38:53.000000+00:00\", \"2021-06-25 19:40:46.000000+00:00\", \"2021-01-25 05:57:33.000000+00:00\"], \"session_ids\": [\"70823a72-a567-488a-8319-3d749d4b4790\", \"fcd6148f-d272-4eed-b942-5b8b0ad4cb40\", \"b2820932-02b3-4d9e-b43a-60762102f1f2\", \"864bf033-ffef-4623-a130-d681d1e3fd47\"], \"total_duration\": 1506.0, \"total_sessions\": 4, \"mean_week_duration\": 8.097}, \"86425\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-01-09 23:08:35.000000+00:00\", \"2023-04-24 11:18:49.000000+00:00\", \"2021-03-16 06:17:37.000000+00:00\"], \"session_ids\": [\"764f0878-9ff3-4f6f-8fe3-5d5a191de920\", \"57b06304-3131-482a-8d63-f0e485a157f5\", \"c7c789b0-64f3-4141-a52d-22d8eb3ddb2c\"], \"total_duration\": 727.0, \"total_sessions\": 3, \"mean_week_duration\": 6.609}, \"54298\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-12-10 13:32:32.000000+00:00\", \"2022-12-12 11:25:30.000000+00:00\", \"2021-08-12 02:11:42.000000+00:00\"], \"session_ids\": [\"85c93dbb-94da-4b68-936c-af6510c65edc\", \"48ad471d-6996-4ecc-9a98-ba4bd850f7c2\", \"986949a9-45f7-459f-80cb-65e270b3162f\"], \"total_duration\": 261.0, \"total_sessions\": 3, \"mean_week_duration\": 3.729}, \"56126\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2023-06-19 07:26:12.000000+00:00\", \"2022-11-20 07:40:09.000000+00:00\", \"2019-03-13 21:46:44.000000+00:00\"], \"session_ids\": [\"70b6a0a9-579e-425f-a883-f8c79f02546e\", \"cb6a1400-0d46-4f51-86b6-8b6b6881c273\", \"8ee17909-4c7a-47b3-9155-11f6e6284f29\"], \"total_duration\": 277.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}, \"56734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-08 14:06:20.000000+00:00\", \"2019-05-26 05:11:39.000000+00:00\", \"2019-04-13 02:26:32.000000+00:00\", \"2021-01-26 23:58:59.000000+00:00\", \"2022-07-14 06:45:55.000000+00:00\", \"2023-01-29 19:18:27.000000+00:00\", \"2022-08-31 16:56:50.000000+00:00\", \"2020-11-15 07:26:02.000000+00:00\", \"2019-02-26 16:21:29.000000+00:00\", \"2022-04-06 23:58:17.000000+00:00\", \"2021-04-22 09:47:51.000000+00:00\"], \"session_ids\": [\"94e68972-522f-4e5c-a49b-65b44bfbe259\", \"10486a52-9d81-4a50-953e-d262347b0855\", \"a1419b7a-140d-4217-83c2-23a9389a8e66\", \"35d3e951-1b10-45da-bfda-ad7bbf6a09ee\", \"9096d940-2765-4998-8795-fbe1c65efad4\", \"cf8961e5-943f-4cba-a07e-53f2b9de72fb\", \"0cd20d45-4a6a-4f29-ba36-2d422dac1351\", \"3ede7ed0-0906-4d8b-a1be-fd89706b15af\", \"07994719-2bd7-4d1a-97dc-e189441148bb\", \"01953c11-30aa-4a97-b54c-ab3100bd7830\", \"a7071f17-575d-4d2b-b41c-652209ff6168\"], \"total_duration\": 7370.0, \"total_sessions\": 11, \"mean_week_duration\": 35.951}, \"92068\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-11 08:33:46.000000+00:00\", \"2023-05-24 04:51:52.000000+00:00\", \"2020-07-29 13:02:52.000000+00:00\"], \"session_ids\": [\"f05ada15-eb67-4888-8bd6-b107a5631674\", \"07ff2266-495b-4ee9-9341-ee2508b6d2c9\", \"189d88e3-bff8-411b-9119-94b5064e766b\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 6.728}, \"58678\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-17 19:39:02.000000+00:00\", \"2022-09-20 08:42:03.000000+00:00\", \"2021-10-26 04:22:42.000000+00:00\"], \"session_ids\": [\"7dfe515e-1e6b-4b30-8626-7454322011e5\", \"d4da8b3a-d5e7-4182-a801-22864e014d75\", \"e188f571-fcf6-46e6-8fc8-e74438d6d096\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 2.553}, \"15196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-06-21 10:49:01.000000+00:00\", \"2019-03-01 07:22:03.000000+00:00\"], \"session_ids\": [\"cf98faa0-37fb-42e2-99dd-03154f98b058\", \"db1cfa02-698b-480a-b6b6-fd85129de27a\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}}\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[{\"15196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-06-21 10:49:01.000000+00:00\", \"2019-03-01 07:22:03.000000+00:00\"], \"session_ids\": [\"cf98faa0-37fb-42e2-99dd-03154f98b058\", \"db1cfa02-698b-480a-b6b6-fd85129de27a\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}}, {\"56126\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2023-06-19 07:26:12.000000+00:00\", \"2022-11-20 07:40:09.000000+00:00\", \"2019-03-13 21:46:44.000000+00:00\"], \"session_ids\": [\"70b6a0a9-579e-425f-a883-f8c79f02546e\", \"cb6a1400-0d46-4f51-86b6-8b6b6881c273\", \"8ee17909-4c7a-47b3-9155-11f6e6284f29\"], \"total_duration\": 277.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}}, {\"58678\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-17 19:39:02.000000+00:00\", \"2022-09-20 08:42:03.000000+00:00\", \"2021-10-26 04:22:42.000000+00:00\"], \"session_ids\": [\"7dfe515e-1e6b-4b30-8626-7454322011e5\", \"d4da8b3a-d5e7-4182-a801-22864e014d75\", \"e188f571-fcf6-46e6-8fc8-e74438d6d096\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 2.553}}, {\"54298\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-12-10 13:32:32.000000+00:00\", \"2022-12-12 11:25:30.000000+00:00\", \"2021-08-12 02:11:42.000000+00:00\"], \"session_ids\": [\"85c93dbb-94da-4b68-936c-af6510c65edc\", \"48ad471d-6996-4ecc-9a98-ba4bd850f7c2\", \"986949a9-45f7-459f-80cb-65e270b3162f\"], \"total_duration\": 261.0, \"total_sessions\": 3, \"mean_week_duration\": 3.729}}, {\"86425\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-01-09 23:08:35.000000+00:00\", \"2023-04-24 11:18:49.000000+00:00\", \"2021-03-16 06:17:37.000000+00:00\"], \"session_ids\": [\"764f0878-9ff3-4f6f-8fe3-5d5a191de920\", \"57b06304-3131-482a-8d63-f0e485a157f5\", \"c7c789b0-64f3-4141-a52d-22d8eb3ddb2c\"], \"total_duration\": 727.0, \"total_sessions\": 3, \"mean_week_duration\": 6.609}}, {\"92068\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-11 08:33:46.000000+00:00\", \"2023-05-24 04:51:52.000000+00:00\", \"2020-07-29 13:02:52.000000+00:00\"], \"session_ids\": [\"f05ada15-eb67-4888-8bd6-b107a5631674\", \"07ff2266-495b-4ee9-9341-ee2508b6d2c9\", \"189d88e3-bff8-411b-9119-94b5064e766b\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 6.728}}, {\"1668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-03-28 06:45:20.000000+00:00\", \"2022-10-18 10:38:53.000000+00:00\", \"2021-06-25 19:40:46.000000+00:00\", \"2021-01-25 05:57:33.000000+00:00\"], \"session_ids\": [\"70823a72-a567-488a-8319-3d749d4b4790\", \"fcd6148f-d272-4eed-b942-5b8b0ad4cb40\", \"b2820932-02b3-4d9e-b43a-60762102f1f2\", \"864bf033-ffef-4623-a130-d681d1e3fd47\"], \"total_duration\": 1506.0, \"total_sessions\": 4, \"mean_week_duration\": 8.097}}, {\"84815\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-28 05:07:45.000000+00:00\", \"2022-04-01 16:26:44.000000+00:00\"], \"session_ids\": [\"c00db018-fcbe-4700-8bdb-fffd1a64df78\", \"3a22610b-8933-4d9d-89de-10733b1f925e\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 11.75}}, {\"46946\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-25 08:25:10.000000+00:00\", \"2022-01-25 23:38:29.000000+00:00\"], \"session_ids\": [\"9a171962-06d6-412e-829a-7a1d30d82032\", \"0ba9f8bf-7c2f-4915-9ab8-caeea90da856\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 30.692}}, {\"56734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-08 14:06:20.000000+00:00\", \"2019-05-26 05:11:39.000000+00:00\", \"2019-04-13 02:26:32.000000+00:00\", \"2021-01-26 23:58:59.000000+00:00\", \"2022-07-14 06:45:55.000000+00:00\", \"2023-01-29 19:18:27.000000+00:00\", \"2022-08-31 16:56:50.000000+00:00\", \"2020-11-15 07:26:02.000000+00:00\", \"2019-02-26 16:21:29.000000+00:00\", \"2022-04-06 23:58:17.000000+00:00\", \"2021-04-22 09:47:51.000000+00:00\"], \"session_ids\": [\"94e68972-522f-4e5c-a49b-65b44bfbe259\", \"10486a52-9d81-4a50-953e-d262347b0855\", \"a1419b7a-140d-4217-83c2-23a9389a8e66\", \"35d3e951-1b10-45da-bfda-ad7bbf6a09ee\", \"9096d940-2765-4998-8795-fbe1c65efad4\", \"cf8961e5-943f-4cba-a07e-53f2b9de72fb\", \"0cd20d45-4a6a-4f29-ba36-2d422dac1351\", \"3ede7ed0-0906-4d8b-a1be-fd89706b15af\", \"07994719-2bd7-4d1a-97dc-e189441148bb\", \"01953c11-30aa-4a97-b54c-ab3100bd7830\", \"a7071f17-575d-4d2b-b41c-652209ff6168\"], \"total_duration\": 7370.0, \"total_sessions\": 11, \"mean_week_duration\": 35.951}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"15196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-06-21 10:49:01.000000+00:00\", \"2019-03-01 07:22:03.000000+00:00\"], \"session_ids\": [\"cf98faa0-37fb-42e2-99dd-03154f98b058\", \"db1cfa02-698b-480a-b6b6-fd85129de27a\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}}, {\"56126\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2023-06-19 07:26:12.000000+00:00\", \"2022-11-20 07:40:09.000000+00:00\", \"2019-03-13 21:46:44.000000+00:00\"], \"session_ids\": [\"70b6a0a9-579e-425f-a883-f8c79f02546e\", \"cb6a1400-0d46-4f51-86b6-8b6b6881c273\", \"8ee17909-4c7a-47b3-9155-11f6e6284f29\"], \"total_duration\": 277.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}}]\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[{\"15196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-06-21 10:49:01.000000+00:00\", \"2019-03-01 07:22:03.000000+00:00\"], \"session_ids\": [\"cf98faa0-37fb-42e2-99dd-03154f98b058\", \"db1cfa02-698b-480a-b6b6-fd85129de27a\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}}, {\"56126\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2023-06-19 07:26:12.000000+00:00\", \"2022-11-20 07:40:09.000000+00:00\", \"2019-03-13 21:46:44.000000+00:00\"], \"session_ids\": [\"70b6a0a9-579e-425f-a883-f8c79f02546e\", \"cb6a1400-0d46-4f51-86b6-8b6b6881c273\", \"8ee17909-4c7a-47b3-9155-11f6e6284f29\"], \"total_duration\": 277.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}}]\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 2 users pieces of information whose sessions summation exceeds 5 and in addition execute sorting by count of sessions 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{\"4223\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-25 15:04:51.000000+00:00\", \"2019-10-07 11:26:53.000000+00:00\", \"2020-03-06 00:16:49.000000+00:00\", \"2021-07-06 07:46:01.000000+00:00\", \"2021-06-27 23:15:24.000000+00:00\"], \"session_ids\": [\"12767c7d-3c73-409b-9857-719532ecae6b\", \"7e01c97f-e4e3-42cb-b9fd-ba5aac5080b0\", \"00ca8e91-31d2-4137-96ab-4b98f0fe3745\", \"c739aba3-406f-4ea5-9c7b-38593aae6c64\", \"4821cb85-40c6-499e-8f5e-fb102e6f2755\"], \"total_duration\": 1586.0, \"total_sessions\": 5, \"mean_week_duration\": 17.429}, \"80463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-22 04:22:13.000000+00:00\", \"2021-03-20 01:18:56.000000+00:00\"], \"session_ids\": [\"8f0ccf3c-cd2d-405a-9fa8-c9ac2a544ed7\", \"b9020a26-7841-4705-981c-8916c98f2494\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.629}, \"76089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-10-03 02:43:58.000000+00:00\", \"2019-09-11 09:32:10.000000+00:00\", \"2021-11-10 04:12:32.000000+00:00\"], \"session_ids\": [\"76172da7-fbbc-4c9e-9913-b5a78dd0f8ee\", \"2ee0c6a9-7323-4844-a17c-186455f57361\", \"7a95c722-2d6b-4bbe-a4c8-e9345ed2b470\"], \"total_duration\": 856.0, \"total_sessions\": 3, \"mean_week_duration\": 7.575}, \"77848\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-02-22 01:23:29.000000+00:00\", \"2021-03-22 06:25:37.000000+00:00\"], \"session_ids\": [\"fada62f8-1286-439f-b6ab-8b305bcc9952\", \"2e5479d9-b24f-4611-9786-f516e99e8d64\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}, \"56850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-10-10 18:39:52.000000+00:00\", \"2020-01-27 08:59:48.000000+00:00\", \"2019-09-21 12:33:56.000000+00:00\", \"2019-08-19 13:04:00.000000+00:00\", \"2022-05-05 16:24:17.000000+00:00\", \"2023-01-19 08:12:27.000000+00:00\", \"2023-05-29 03:51:32.000000+00:00\"], \"session_ids\": [\"1d492235-f60c-40f2-b144-212d716a5456\", \"bb3e7d7e-8b0e-49a8-a330-ac022ae7b12b\", \"e122cb5b-bc33-405d-9f5f-192bc2b23b39\", \"d1813043-ab73-4faf-b698-f6682068c597\", \"7eac9538-c504-4305-9caa-b9833c1d86f4\", \"a4533532-13c1-410b-9831-7d44df77f760\", \"cd4b5e18-d2b0-4363-a8c3-51f957956b22\"], \"total_duration\": 4275.0, \"total_sessions\": 7, \"mean_week_duration\": 21.701}, \"58480\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-18 01:22:23.000000+00:00\", \"2022-01-24 16:06:40.000000+00:00\"], \"session_ids\": [\"2a5714ef-3d6b-4015-8858-a541df38deeb\", \"80e7a909-f33e-457a-b54d-9b924c9f03fc\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 1.617}, \"11916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-15 22:25:28.000000+00:00\", \"2023-05-11 11:21:08.000000+00:00\", \"2019-12-02 10:43:42.000000+00:00\"], \"session_ids\": [\"0efb6ab5-6b68-4005-aeb6-dad79e98b024\", \"9eab8392-f9d4-4f8f-8c19-bbadfe011d35\", \"f59bc853-b373-4ed0-b1c1-b0d61018b79a\"], \"total_duration\": 582.0, \"total_sessions\": 3, \"mean_week_duration\": 3.233}, \"15071\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2020-10-23 22:27:06.000000+00:00\", \"2022-09-27 16:51:27.000000+00:00\"], \"session_ids\": [\"956dc33c-0409-49c6-8dc6-1c70af9ade34\", \"884e95c1-a76b-4583-8908-971d3a6f7cd4\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 2.545}, \"93993\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-08-22 08:59:58.000000+00:00\", \"2022-05-14 12:28:21.000000+00:00\"], \"session_ids\": [\"176bc54b-c2c5-4695-94bd-e56746099c9d\", \"7c127da9-9165-4ea4-ab12-40739244f246\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 7.867}, \"12092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-09-23 04:33:51.000000+00:00\", \"2019-10-04 18:28:54.000000+00:00\"], \"session_ids\": [\"60ec75f0-6825-46ec-8737-253c2100ad9b\", \"4db4617a-acac-4323-9768-eb1b624ac74f\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 117.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[5, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"4223\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-25 15:04:51.000000+00:00\", \"2019-10-07 11:26:53.000000+00:00\", \"2020-03-06 00:16:49.000000+00:00\", \"2021-07-06 07:46:01.000000+00:00\", \"2021-06-27 23:15:24.000000+00:00\"], \"session_ids\": [\"12767c7d-3c73-409b-9857-719532ecae6b\", \"7e01c97f-e4e3-42cb-b9fd-ba5aac5080b0\", \"00ca8e91-31d2-4137-96ab-4b98f0fe3745\", \"c739aba3-406f-4ea5-9c7b-38593aae6c64\", \"4821cb85-40c6-499e-8f5e-fb102e6f2755\"], \"total_duration\": 1586.0, \"total_sessions\": 5, \"mean_week_duration\": 17.429}, \"56850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-10-10 18:39:52.000000+00:00\", \"2020-01-27 08:59:48.000000+00:00\", \"2019-09-21 12:33:56.000000+00:00\", \"2019-08-19 13:04:00.000000+00:00\", \"2022-05-05 16:24:17.000000+00:00\", \"2023-01-19 08:12:27.000000+00:00\", \"2023-05-29 03:51:32.000000+00:00\"], \"session_ids\": [\"1d492235-f60c-40f2-b144-212d716a5456\", \"bb3e7d7e-8b0e-49a8-a330-ac022ae7b12b\", \"e122cb5b-bc33-405d-9f5f-192bc2b23b39\", \"d1813043-ab73-4faf-b698-f6682068c597\", \"7eac9538-c504-4305-9caa-b9833c1d86f4\", \"a4533532-13c1-410b-9831-7d44df77f760\", \"cd4b5e18-d2b0-4363-a8c3-51f957956b22\"], \"total_duration\": 4275.0, \"total_sessions\": 7, \"mean_week_duration\": 21.701}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"4223\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-25 15:04:51.000000+00:00\", \"2019-10-07 11:26:53.000000+00:00\", \"2020-03-06 00:16:49.000000+00:00\", \"2021-07-06 07:46:01.000000+00:00\", \"2021-06-27 23:15:24.000000+00:00\"], \"session_ids\": [\"12767c7d-3c73-409b-9857-719532ecae6b\", \"7e01c97f-e4e3-42cb-b9fd-ba5aac5080b0\", \"00ca8e91-31d2-4137-96ab-4b98f0fe3745\", \"c739aba3-406f-4ea5-9c7b-38593aae6c64\", \"4821cb85-40c6-499e-8f5e-fb102e6f2755\"], \"total_duration\": 1586.0, \"total_sessions\": 5, \"mean_week_duration\": 17.429}}, {\"56850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-10-10 18:39:52.000000+00:00\", \"2020-01-27 08:59:48.000000+00:00\", \"2019-09-21 12:33:56.000000+00:00\", \"2019-08-19 13:04:00.000000+00:00\", \"2022-05-05 16:24:17.000000+00:00\", \"2023-01-19 08:12:27.000000+00:00\", \"2023-05-29 03:51:32.000000+00:00\"], \"session_ids\": [\"1d492235-f60c-40f2-b144-212d716a5456\", \"bb3e7d7e-8b0e-49a8-a330-ac022ae7b12b\", \"e122cb5b-bc33-405d-9f5f-192bc2b23b39\", \"d1813043-ab73-4faf-b698-f6682068c597\", \"7eac9538-c504-4305-9caa-b9833c1d86f4\", \"a4533532-13c1-410b-9831-7d44df77f760\", \"cd4b5e18-d2b0-4363-a8c3-51f957956b22\"], \"total_duration\": 4275.0, \"total_sessions\": 7, \"mean_week_duration\": 21.701}}]\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[{\"4223\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-25 15:04:51.000000+00:00\", \"2019-10-07 11:26:53.000000+00:00\", \"2020-03-06 00:16:49.000000+00:00\", \"2021-07-06 07:46:01.000000+00:00\", \"2021-06-27 23:15:24.000000+00:00\"], \"session_ids\": [\"12767c7d-3c73-409b-9857-719532ecae6b\", \"7e01c97f-e4e3-42cb-b9fd-ba5aac5080b0\", \"00ca8e91-31d2-4137-96ab-4b98f0fe3745\", \"c739aba3-406f-4ea5-9c7b-38593aae6c64\", \"4821cb85-40c6-499e-8f5e-fb102e6f2755\"], \"total_duration\": 1586.0, \"total_sessions\": 5, \"mean_week_duration\": 17.429}}, {\"56850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-10-10 18:39:52.000000+00:00\", \"2020-01-27 08:59:48.000000+00:00\", \"2019-09-21 12:33:56.000000+00:00\", \"2019-08-19 13:04:00.000000+00:00\", \"2022-05-05 16:24:17.000000+00:00\", \"2023-01-19 08:12:27.000000+00:00\", \"2023-05-29 03:51:32.000000+00:00\"], \"session_ids\": [\"1d492235-f60c-40f2-b144-212d716a5456\", \"bb3e7d7e-8b0e-49a8-a330-ac022ae7b12b\", \"e122cb5b-bc33-405d-9f5f-192bc2b23b39\", \"d1813043-ab73-4faf-b698-f6682068c597\", \"7eac9538-c504-4305-9caa-b9833c1d86f4\", \"a4533532-13c1-410b-9831-7d44df77f760\", \"cd4b5e18-d2b0-4363-a8c3-51f957956b22\"], \"total_duration\": 4275.0, \"total_sessions\": 7, \"mean_week_duration\": 21.701}}]\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[{\"4223\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-25 15:04:51.000000+00:00\", \"2019-10-07 11:26:53.000000+00:00\", \"2020-03-06 00:16:49.000000+00:00\", \"2021-07-06 07:46:01.000000+00:00\", \"2021-06-27 23:15:24.000000+00:00\"], \"session_ids\": [\"12767c7d-3c73-409b-9857-719532ecae6b\", \"7e01c97f-e4e3-42cb-b9fd-ba5aac5080b0\", \"00ca8e91-31d2-4137-96ab-4b98f0fe3745\", \"c739aba3-406f-4ea5-9c7b-38593aae6c64\", \"4821cb85-40c6-499e-8f5e-fb102e6f2755\"], \"total_duration\": 1586.0, \"total_sessions\": 5, \"mean_week_duration\": 17.429}}, {\"56850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-10-10 18:39:52.000000+00:00\", \"2020-01-27 08:59:48.000000+00:00\", \"2019-09-21 12:33:56.000000+00:00\", \"2019-08-19 13:04:00.000000+00:00\", \"2022-05-05 16:24:17.000000+00:00\", \"2023-01-19 08:12:27.000000+00:00\", \"2023-05-29 03:51:32.000000+00:00\"], \"session_ids\": [\"1d492235-f60c-40f2-b144-212d716a5456\", \"bb3e7d7e-8b0e-49a8-a330-ac022ae7b12b\", \"e122cb5b-bc33-405d-9f5f-192bc2b23b39\", \"d1813043-ab73-4faf-b698-f6682068c597\", \"7eac9538-c504-4305-9caa-b9833c1d86f4\", \"a4533532-13c1-410b-9831-7d44df77f760\", \"cd4b5e18-d2b0-4363-a8c3-51f957956b22\"], \"total_duration\": 4275.0, \"total_sessions\": 7, \"mean_week_duration\": 21.701}}]\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 7 users with a overall quantity of sessions that is above 2, exclusive 2 and in addition execute sorting by time in app descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-21 01:30:20.000000+00:00\", \"2023-05-03 02:39:26.000000+00:00\", \"2023-02-12 07:44:06.000000+00:00\"], \"session_ids\": [\"dc1fd7a6-9f4b-40b9-92b2-0dcd632851de\", \"2214f905-ead3-45b8-8644-087e4aa2b219\", \"53bdfc82-d56b-45e1-b22b-73212569e23d\"], \"total_duration\": 475.0, \"total_sessions\": 3, \"mean_week_duration\": 3.831}, \"43782\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-28 08:09:11.000000+00:00\", \"2019-11-16 14:09:34.000000+00:00\", \"2020-06-04 15:20:35.000000+00:00\", \"2019-06-12 19:08:23.000000+00:00\", \"2022-07-20 17:25:01.000000+00:00\", \"2019-04-05 05:21:57.000000+00:00\", \"2019-11-20 17:16:05.000000+00:00\", \"2021-12-21 19:54:47.000000+00:00\", \"2022-07-02 07:44:50.000000+00:00\"], \"session_ids\": [\"3ed2282a-d7f7-49f5-81aa-ef0c7ff8b162\", \"b48e4696-a021-4ff8-b9c1-f56a5f06bca3\", \"7a94f460-6f0d-42c3-a56d-3ffaa918f1ff\", \"9903f403-e0e1-4adb-83dd-6bf1d910a32d\", \"ff704a4e-ccd6-4779-8990-c7b832c127ae\", \"8c181049-b7dd-4699-8550-d9133b097f24\", \"3b7ac3a6-b728-4fc1-a58c-fd3476e6a5a3\", \"1223b48b-5d13-4dd5-89a1-e1ce5a968546\", \"2f92f010-ca24-4772-8afe-d6acf4a8c604\"], \"total_duration\": 3937.0, \"total_sessions\": 9, \"mean_week_duration\": 22.89}, \"80644\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-15 20:13:24.000000+00:00\", \"2021-03-18 14:13:29.000000+00:00\"], \"session_ids\": [\"29dae391-f3af-4b9f-8263-e66332f0167c\", \"69ce6953-abf5-43cc-82eb-0422bc9b99d8\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.773}, \"85539\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 6}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-19 18:31:35.000000+00:00\", \"2019-06-17 19:17:40.000000+00:00\", \"2019-05-26 14:48:53.000000+00:00\", \"2022-01-22 22:48:41.000000+00:00\", \"2023-06-01 23:51:20.000000+00:00\", \"2019-10-12 19:44:05.000000+00:00\", \"2022-07-07 04:39:19.000000+00:00\", \"2019-02-22 00:39:03.000000+00:00\", \"2020-06-09 04:11:25.000000+00:00\", \"2022-07-06 06:16:30.000000+00:00\", \"2020-11-10 16:54:32.000000+00:00\"], \"session_ids\": [\"877bd66d-22dd-4c10-bebe-1b3d73d31861\", \"1f59fe39-b0d1-4d60-88e9-0427637f108c\", \"fd5e1ec3-3373-4f3c-a96e-ffa81d24ade0\", \"e3404448-41b6-448c-b01c-7f2d3a6b6a0b\", \"b5becfd7-2322-4c54-96f0-b0abe3d2065b\", \"7e5348bb-a4e9-4fe5-a0aa-106ab0ffe29c\", \"c0fd9b59-5834-4012-b32d-7c6516ad6580\", \"7834fd8a-293c-44ce-a07a-1aa13ef989c5\", \"c6ff8e3a-01a0-4280-90ca-a81259e16fd4\", \"a08363a0-8d0b-412e-803a-a53360b81834\", \"d13d5c0b-510c-4051-9aa8-93d8dca4b4ff\"], \"total_duration\": 29735.0, \"total_sessions\": 11, \"mean_week_duration\": 133.341}, \"96879\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-22 07:09:50.000000+00:00\", \"2022-01-17 22:35:53.000000+00:00\", \"2021-07-26 17:22:49.000000+00:00\"], \"session_ids\": [\"6030255f-39b7-41fe-9762-ca71c70bc46f\", \"601964b1-319e-4b4d-86ff-321b9a5f1f7e\", \"535ef325-4d7d-44b1-a1ad-b9bc0b381bdd\"], \"total_duration\": 444.0, \"total_sessions\": 3, \"mean_week_duration\": 9.447}, \"11954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-05-26 00:50:21.000000+00:00\", \"2021-02-15 04:20:57.000000+00:00\"], \"session_ids\": [\"6c9123a1-0028-4cef-b143-5e3d544508dc\", \"fe174ed2-24ac-479e-ad67-e40910a45db0\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.925}, \"67555\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-08 17:33:31.000000+00:00\", \"2020-10-09 16:07:36.000000+00:00\", \"2022-06-13 17:31:56.000000+00:00\", \"2022-02-09 01:12:27.000000+00:00\", \"2022-06-22 18:12:58.000000+00:00\", \"2019-03-01 16:08:29.000000+00:00\"], \"session_ids\": [\"41bad1c5-68b2-4e63-913b-2336761b1b2a\", \"5fc62e4f-3947-45d4-ae6c-9380f894a7c0\", \"fc2fdd84-5700-441d-a4df-32fe6e7aba0c\", \"0b41a40e-3032-4d40-bc26-a15063913438\", \"e3038fc2-cdc8-4b0a-95c7-7a95516a17b6\", \"985dbb7d-6bd1-4a3e-bfb0-371e71faf6c2\"], \"total_duration\": 793.0, \"total_sessions\": 6, \"mean_week_duration\": 4.196}, \"7512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-01 23:49:50.000000+00:00\", \"2020-07-13 11:28:18.000000+00:00\", \"2021-02-11 10:58:13.000000+00:00\", \"2021-08-14 21:26:44.000000+00:00\", \"2019-04-06 02:14:53.000000+00:00\", \"2020-12-19 02:25:20.000000+00:00\", \"2021-09-22 01:18:10.000000+00:00\"], \"session_ids\": [\"0df55767-8032-4af1-a613-63d61eed7402\", \"e8e06e6b-2bd8-4fb1-9cf3-fa324dae6356\", \"c8b6c577-5860-4dd9-85de-660475852058\", \"fbca434b-5ca4-47e2-bd13-b38ec6ff726b\", \"73070e10-3df8-488e-baee-1adfbc0dc4ee\", \"b18e747d-2f70-415b-8ea2-bb338bcc62d7\", \"d51ef89a-5029-45c5-b7a3-bd85b345c167\"], \"total_duration\": 1652.0, \"total_sessions\": 7, \"mean_week_duration\": 12.806}, \"56820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-31 17:28:24.000000+00:00\", \"2019-06-08 17:53:25.000000+00:00\"], \"session_ids\": [\"e6088e45-9421-48c2-8042-2a740916c8b6\", \"f7b339e5-6eee-4469-97c5-80e4a268abe3\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.822}, \"20269\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-01 20:52:59.000000+00:00\", \"2019-03-15 16:54:59.000000+00:00\", \"2020-10-10 05:47:44.000000+00:00\", \"2022-11-13 15:39:55.000000+00:00\"], \"session_ids\": [\"c6d3bc9a-4f30-4d2d-8b34-08e66e5cc325\", \"f77952b0-4983-4a99-b3fc-615177bbb495\", \"5cd5be35-039d-4a58-b815-5f0abac92b35\", \"a6e198ed-bfff-4a04-add7-a5aca3920105\"], \"total_duration\": 327.0, \"total_sessions\": 4, \"mean_week_duration\": 1.686}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-21 01:30:20.000000+00:00\", \"2023-05-03 02:39:26.000000+00:00\", \"2023-02-12 07:44:06.000000+00:00\"], \"session_ids\": [\"dc1fd7a6-9f4b-40b9-92b2-0dcd632851de\", \"2214f905-ead3-45b8-8644-087e4aa2b219\", \"53bdfc82-d56b-45e1-b22b-73212569e23d\"], \"total_duration\": 475.0, \"total_sessions\": 3, \"mean_week_duration\": 3.831}, \"43782\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-28 08:09:11.000000+00:00\", \"2019-11-16 14:09:34.000000+00:00\", \"2020-06-04 15:20:35.000000+00:00\", \"2019-06-12 19:08:23.000000+00:00\", \"2022-07-20 17:25:01.000000+00:00\", \"2019-04-05 05:21:57.000000+00:00\", \"2019-11-20 17:16:05.000000+00:00\", \"2021-12-21 19:54:47.000000+00:00\", \"2022-07-02 07:44:50.000000+00:00\"], \"session_ids\": [\"3ed2282a-d7f7-49f5-81aa-ef0c7ff8b162\", \"b48e4696-a021-4ff8-b9c1-f56a5f06bca3\", \"7a94f460-6f0d-42c3-a56d-3ffaa918f1ff\", \"9903f403-e0e1-4adb-83dd-6bf1d910a32d\", \"ff704a4e-ccd6-4779-8990-c7b832c127ae\", \"8c181049-b7dd-4699-8550-d9133b097f24\", \"3b7ac3a6-b728-4fc1-a58c-fd3476e6a5a3\", \"1223b48b-5d13-4dd5-89a1-e1ce5a968546\", \"2f92f010-ca24-4772-8afe-d6acf4a8c604\"], \"total_duration\": 3937.0, \"total_sessions\": 9, \"mean_week_duration\": 22.89}, \"85539\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 6}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-19 18:31:35.000000+00:00\", \"2019-06-17 19:17:40.000000+00:00\", \"2019-05-26 14:48:53.000000+00:00\", \"2022-01-22 22:48:41.000000+00:00\", \"2023-06-01 23:51:20.000000+00:00\", \"2019-10-12 19:44:05.000000+00:00\", \"2022-07-07 04:39:19.000000+00:00\", \"2019-02-22 00:39:03.000000+00:00\", \"2020-06-09 04:11:25.000000+00:00\", \"2022-07-06 06:16:30.000000+00:00\", \"2020-11-10 16:54:32.000000+00:00\"], \"session_ids\": [\"877bd66d-22dd-4c10-bebe-1b3d73d31861\", \"1f59fe39-b0d1-4d60-88e9-0427637f108c\", \"fd5e1ec3-3373-4f3c-a96e-ffa81d24ade0\", \"e3404448-41b6-448c-b01c-7f2d3a6b6a0b\", \"b5becfd7-2322-4c54-96f0-b0abe3d2065b\", \"7e5348bb-a4e9-4fe5-a0aa-106ab0ffe29c\", \"c0fd9b59-5834-4012-b32d-7c6516ad6580\", \"7834fd8a-293c-44ce-a07a-1aa13ef989c5\", \"c6ff8e3a-01a0-4280-90ca-a81259e16fd4\", \"a08363a0-8d0b-412e-803a-a53360b81834\", \"d13d5c0b-510c-4051-9aa8-93d8dca4b4ff\"], \"total_duration\": 29735.0, \"total_sessions\": 11, \"mean_week_duration\": 133.341}, \"96879\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-22 07:09:50.000000+00:00\", \"2022-01-17 22:35:53.000000+00:00\", \"2021-07-26 17:22:49.000000+00:00\"], \"session_ids\": [\"6030255f-39b7-41fe-9762-ca71c70bc46f\", \"601964b1-319e-4b4d-86ff-321b9a5f1f7e\", \"535ef325-4d7d-44b1-a1ad-b9bc0b381bdd\"], \"total_duration\": 444.0, \"total_sessions\": 3, \"mean_week_duration\": 9.447}, \"67555\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-08 17:33:31.000000+00:00\", \"2020-10-09 16:07:36.000000+00:00\", \"2022-06-13 17:31:56.000000+00:00\", \"2022-02-09 01:12:27.000000+00:00\", \"2022-06-22 18:12:58.000000+00:00\", \"2019-03-01 16:08:29.000000+00:00\"], \"session_ids\": [\"41bad1c5-68b2-4e63-913b-2336761b1b2a\", \"5fc62e4f-3947-45d4-ae6c-9380f894a7c0\", \"fc2fdd84-5700-441d-a4df-32fe6e7aba0c\", \"0b41a40e-3032-4d40-bc26-a15063913438\", \"e3038fc2-cdc8-4b0a-95c7-7a95516a17b6\", \"985dbb7d-6bd1-4a3e-bfb0-371e71faf6c2\"], \"total_duration\": 793.0, \"total_sessions\": 6, \"mean_week_duration\": 4.196}, \"7512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-01 23:49:50.000000+00:00\", \"2020-07-13 11:28:18.000000+00:00\", \"2021-02-11 10:58:13.000000+00:00\", \"2021-08-14 21:26:44.000000+00:00\", \"2019-04-06 02:14:53.000000+00:00\", \"2020-12-19 02:25:20.000000+00:00\", \"2021-09-22 01:18:10.000000+00:00\"], \"session_ids\": [\"0df55767-8032-4af1-a613-63d61eed7402\", \"e8e06e6b-2bd8-4fb1-9cf3-fa324dae6356\", \"c8b6c577-5860-4dd9-85de-660475852058\", \"fbca434b-5ca4-47e2-bd13-b38ec6ff726b\", \"73070e10-3df8-488e-baee-1adfbc0dc4ee\", \"b18e747d-2f70-415b-8ea2-bb338bcc62d7\", \"d51ef89a-5029-45c5-b7a3-bd85b345c167\"], \"total_duration\": 1652.0, \"total_sessions\": 7, \"mean_week_duration\": 12.806}, \"20269\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-01 20:52:59.000000+00:00\", \"2019-03-15 16:54:59.000000+00:00\", \"2020-10-10 05:47:44.000000+00:00\", \"2022-11-13 15:39:55.000000+00:00\"], \"session_ids\": [\"c6d3bc9a-4f30-4d2d-8b34-08e66e5cc325\", \"f77952b0-4983-4a99-b3fc-615177bbb495\", \"5cd5be35-039d-4a58-b815-5f0abac92b35\", \"a6e198ed-bfff-4a04-add7-a5aca3920105\"], \"total_duration\": 327.0, \"total_sessions\": 4, \"mean_week_duration\": 1.686}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"85539\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 6}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-19 18:31:35.000000+00:00\", \"2019-06-17 19:17:40.000000+00:00\", \"2019-05-26 14:48:53.000000+00:00\", \"2022-01-22 22:48:41.000000+00:00\", \"2023-06-01 23:51:20.000000+00:00\", \"2019-10-12 19:44:05.000000+00:00\", \"2022-07-07 04:39:19.000000+00:00\", \"2019-02-22 00:39:03.000000+00:00\", \"2020-06-09 04:11:25.000000+00:00\", \"2022-07-06 06:16:30.000000+00:00\", \"2020-11-10 16:54:32.000000+00:00\"], \"session_ids\": [\"877bd66d-22dd-4c10-bebe-1b3d73d31861\", \"1f59fe39-b0d1-4d60-88e9-0427637f108c\", \"fd5e1ec3-3373-4f3c-a96e-ffa81d24ade0\", \"e3404448-41b6-448c-b01c-7f2d3a6b6a0b\", \"b5becfd7-2322-4c54-96f0-b0abe3d2065b\", \"7e5348bb-a4e9-4fe5-a0aa-106ab0ffe29c\", \"c0fd9b59-5834-4012-b32d-7c6516ad6580\", \"7834fd8a-293c-44ce-a07a-1aa13ef989c5\", \"c6ff8e3a-01a0-4280-90ca-a81259e16fd4\", \"a08363a0-8d0b-412e-803a-a53360b81834\", \"d13d5c0b-510c-4051-9aa8-93d8dca4b4ff\"], \"total_duration\": 29735.0, \"total_sessions\": 11, \"mean_week_duration\": 133.341}}, {\"43782\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-28 08:09:11.000000+00:00\", \"2019-11-16 14:09:34.000000+00:00\", \"2020-06-04 15:20:35.000000+00:00\", \"2019-06-12 19:08:23.000000+00:00\", \"2022-07-20 17:25:01.000000+00:00\", \"2019-04-05 05:21:57.000000+00:00\", \"2019-11-20 17:16:05.000000+00:00\", \"2021-12-21 19:54:47.000000+00:00\", \"2022-07-02 07:44:50.000000+00:00\"], \"session_ids\": [\"3ed2282a-d7f7-49f5-81aa-ef0c7ff8b162\", \"b48e4696-a021-4ff8-b9c1-f56a5f06bca3\", \"7a94f460-6f0d-42c3-a56d-3ffaa918f1ff\", \"9903f403-e0e1-4adb-83dd-6bf1d910a32d\", \"ff704a4e-ccd6-4779-8990-c7b832c127ae\", \"8c181049-b7dd-4699-8550-d9133b097f24\", \"3b7ac3a6-b728-4fc1-a58c-fd3476e6a5a3\", \"1223b48b-5d13-4dd5-89a1-e1ce5a968546\", \"2f92f010-ca24-4772-8afe-d6acf4a8c604\"], \"total_duration\": 3937.0, \"total_sessions\": 9, \"mean_week_duration\": 22.89}}, {\"7512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-01 23:49:50.000000+00:00\", \"2020-07-13 11:28:18.000000+00:00\", \"2021-02-11 10:58:13.000000+00:00\", \"2021-08-14 21:26:44.000000+00:00\", \"2019-04-06 02:14:53.000000+00:00\", \"2020-12-19 02:25:20.000000+00:00\", \"2021-09-22 01:18:10.000000+00:00\"], \"session_ids\": [\"0df55767-8032-4af1-a613-63d61eed7402\", \"e8e06e6b-2bd8-4fb1-9cf3-fa324dae6356\", \"c8b6c577-5860-4dd9-85de-660475852058\", \"fbca434b-5ca4-47e2-bd13-b38ec6ff726b\", \"73070e10-3df8-488e-baee-1adfbc0dc4ee\", \"b18e747d-2f70-415b-8ea2-bb338bcc62d7\", \"d51ef89a-5029-45c5-b7a3-bd85b345c167\"], \"total_duration\": 1652.0, \"total_sessions\": 7, \"mean_week_duration\": 12.806}}, {\"67555\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-08 17:33:31.000000+00:00\", \"2020-10-09 16:07:36.000000+00:00\", \"2022-06-13 17:31:56.000000+00:00\", \"2022-02-09 01:12:27.000000+00:00\", \"2022-06-22 18:12:58.000000+00:00\", \"2019-03-01 16:08:29.000000+00:00\"], \"session_ids\": [\"41bad1c5-68b2-4e63-913b-2336761b1b2a\", \"5fc62e4f-3947-45d4-ae6c-9380f894a7c0\", \"fc2fdd84-5700-441d-a4df-32fe6e7aba0c\", \"0b41a40e-3032-4d40-bc26-a15063913438\", \"e3038fc2-cdc8-4b0a-95c7-7a95516a17b6\", \"985dbb7d-6bd1-4a3e-bfb0-371e71faf6c2\"], \"total_duration\": 793.0, \"total_sessions\": 6, \"mean_week_duration\": 4.196}}, {\"93585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-21 01:30:20.000000+00:00\", \"2023-05-03 02:39:26.000000+00:00\", \"2023-02-12 07:44:06.000000+00:00\"], \"session_ids\": [\"dc1fd7a6-9f4b-40b9-92b2-0dcd632851de\", \"2214f905-ead3-45b8-8644-087e4aa2b219\", \"53bdfc82-d56b-45e1-b22b-73212569e23d\"], \"total_duration\": 475.0, \"total_sessions\": 3, \"mean_week_duration\": 3.831}}, {\"96879\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-22 07:09:50.000000+00:00\", \"2022-01-17 22:35:53.000000+00:00\", \"2021-07-26 17:22:49.000000+00:00\"], \"session_ids\": [\"6030255f-39b7-41fe-9762-ca71c70bc46f\", \"601964b1-319e-4b4d-86ff-321b9a5f1f7e\", \"535ef325-4d7d-44b1-a1ad-b9bc0b381bdd\"], \"total_duration\": 444.0, \"total_sessions\": 3, \"mean_week_duration\": 9.447}}, {\"20269\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-01 20:52:59.000000+00:00\", \"2019-03-15 16:54:59.000000+00:00\", \"2020-10-10 05:47:44.000000+00:00\", \"2022-11-13 15:39:55.000000+00:00\"], \"session_ids\": [\"c6d3bc9a-4f30-4d2d-8b34-08e66e5cc325\", \"f77952b0-4983-4a99-b3fc-615177bbb495\", \"5cd5be35-039d-4a58-b815-5f0abac92b35\", \"a6e198ed-bfff-4a04-add7-a5aca3920105\"], \"total_duration\": 327.0, \"total_sessions\": 4, \"mean_week_duration\": 1.686}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 7 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"85539\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 6}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-19 18:31:35.000000+00:00\", \"2019-06-17 19:17:40.000000+00:00\", \"2019-05-26 14:48:53.000000+00:00\", \"2022-01-22 22:48:41.000000+00:00\", \"2023-06-01 23:51:20.000000+00:00\", \"2019-10-12 19:44:05.000000+00:00\", \"2022-07-07 04:39:19.000000+00:00\", \"2019-02-22 00:39:03.000000+00:00\", \"2020-06-09 04:11:25.000000+00:00\", \"2022-07-06 06:16:30.000000+00:00\", \"2020-11-10 16:54:32.000000+00:00\"], \"session_ids\": [\"877bd66d-22dd-4c10-bebe-1b3d73d31861\", \"1f59fe39-b0d1-4d60-88e9-0427637f108c\", \"fd5e1ec3-3373-4f3c-a96e-ffa81d24ade0\", \"e3404448-41b6-448c-b01c-7f2d3a6b6a0b\", \"b5becfd7-2322-4c54-96f0-b0abe3d2065b\", \"7e5348bb-a4e9-4fe5-a0aa-106ab0ffe29c\", \"c0fd9b59-5834-4012-b32d-7c6516ad6580\", \"7834fd8a-293c-44ce-a07a-1aa13ef989c5\", \"c6ff8e3a-01a0-4280-90ca-a81259e16fd4\", \"a08363a0-8d0b-412e-803a-a53360b81834\", \"d13d5c0b-510c-4051-9aa8-93d8dca4b4ff\"], \"total_duration\": 29735.0, \"total_sessions\": 11, \"mean_week_duration\": 133.341}}, {\"43782\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-28 08:09:11.000000+00:00\", \"2019-11-16 14:09:34.000000+00:00\", \"2020-06-04 15:20:35.000000+00:00\", \"2019-06-12 19:08:23.000000+00:00\", \"2022-07-20 17:25:01.000000+00:00\", \"2019-04-05 05:21:57.000000+00:00\", \"2019-11-20 17:16:05.000000+00:00\", \"2021-12-21 19:54:47.000000+00:00\", \"2022-07-02 07:44:50.000000+00:00\"], \"session_ids\": [\"3ed2282a-d7f7-49f5-81aa-ef0c7ff8b162\", \"b48e4696-a021-4ff8-b9c1-f56a5f06bca3\", \"7a94f460-6f0d-42c3-a56d-3ffaa918f1ff\", \"9903f403-e0e1-4adb-83dd-6bf1d910a32d\", \"ff704a4e-ccd6-4779-8990-c7b832c127ae\", \"8c181049-b7dd-4699-8550-d9133b097f24\", \"3b7ac3a6-b728-4fc1-a58c-fd3476e6a5a3\", \"1223b48b-5d13-4dd5-89a1-e1ce5a968546\", \"2f92f010-ca24-4772-8afe-d6acf4a8c604\"], \"total_duration\": 3937.0, \"total_sessions\": 9, \"mean_week_duration\": 22.89}}, {\"7512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-01 23:49:50.000000+00:00\", \"2020-07-13 11:28:18.000000+00:00\", \"2021-02-11 10:58:13.000000+00:00\", \"2021-08-14 21:26:44.000000+00:00\", \"2019-04-06 02:14:53.000000+00:00\", \"2020-12-19 02:25:20.000000+00:00\", \"2021-09-22 01:18:10.000000+00:00\"], \"session_ids\": [\"0df55767-8032-4af1-a613-63d61eed7402\", \"e8e06e6b-2bd8-4fb1-9cf3-fa324dae6356\", \"c8b6c577-5860-4dd9-85de-660475852058\", \"fbca434b-5ca4-47e2-bd13-b38ec6ff726b\", \"73070e10-3df8-488e-baee-1adfbc0dc4ee\", \"b18e747d-2f70-415b-8ea2-bb338bcc62d7\", \"d51ef89a-5029-45c5-b7a3-bd85b345c167\"], \"total_duration\": 1652.0, \"total_sessions\": 7, \"mean_week_duration\": 12.806}}, {\"67555\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-08 17:33:31.000000+00:00\", \"2020-10-09 16:07:36.000000+00:00\", \"2022-06-13 17:31:56.000000+00:00\", \"2022-02-09 01:12:27.000000+00:00\", \"2022-06-22 18:12:58.000000+00:00\", \"2019-03-01 16:08:29.000000+00:00\"], \"session_ids\": [\"41bad1c5-68b2-4e63-913b-2336761b1b2a\", \"5fc62e4f-3947-45d4-ae6c-9380f894a7c0\", \"fc2fdd84-5700-441d-a4df-32fe6e7aba0c\", \"0b41a40e-3032-4d40-bc26-a15063913438\", \"e3038fc2-cdc8-4b0a-95c7-7a95516a17b6\", \"985dbb7d-6bd1-4a3e-bfb0-371e71faf6c2\"], \"total_duration\": 793.0, \"total_sessions\": 6, \"mean_week_duration\": 4.196}}, {\"93585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-21 01:30:20.000000+00:00\", \"2023-05-03 02:39:26.000000+00:00\", \"2023-02-12 07:44:06.000000+00:00\"], \"session_ids\": [\"dc1fd7a6-9f4b-40b9-92b2-0dcd632851de\", \"2214f905-ead3-45b8-8644-087e4aa2b219\", \"53bdfc82-d56b-45e1-b22b-73212569e23d\"], \"total_duration\": 475.0, \"total_sessions\": 3, \"mean_week_duration\": 3.831}}, {\"96879\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-22 07:09:50.000000+00:00\", \"2022-01-17 22:35:53.000000+00:00\", \"2021-07-26 17:22:49.000000+00:00\"], \"session_ids\": [\"6030255f-39b7-41fe-9762-ca71c70bc46f\", \"601964b1-319e-4b4d-86ff-321b9a5f1f7e\", \"535ef325-4d7d-44b1-a1ad-b9bc0b381bdd\"], \"total_duration\": 444.0, \"total_sessions\": 3, \"mean_week_duration\": 9.447}}, {\"20269\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-01 20:52:59.000000+00:00\", \"2019-03-15 16:54:59.000000+00:00\", \"2020-10-10 05:47:44.000000+00:00\", \"2022-11-13 15:39:55.000000+00:00\"], \"session_ids\": [\"c6d3bc9a-4f30-4d2d-8b34-08e66e5cc325\", \"f77952b0-4983-4a99-b3fc-615177bbb495\", \"5cd5be35-039d-4a58-b815-5f0abac92b35\", \"a6e198ed-bfff-4a04-add7-a5aca3920105\"], \"total_duration\": 327.0, \"total_sessions\": 4, \"mean_week_duration\": 1.686}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"85539\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 6}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-19 18:31:35.000000+00:00\", \"2019-06-17 19:17:40.000000+00:00\", \"2019-05-26 14:48:53.000000+00:00\", \"2022-01-22 22:48:41.000000+00:00\", \"2023-06-01 23:51:20.000000+00:00\", \"2019-10-12 19:44:05.000000+00:00\", \"2022-07-07 04:39:19.000000+00:00\", \"2019-02-22 00:39:03.000000+00:00\", \"2020-06-09 04:11:25.000000+00:00\", \"2022-07-06 06:16:30.000000+00:00\", \"2020-11-10 16:54:32.000000+00:00\"], \"session_ids\": [\"877bd66d-22dd-4c10-bebe-1b3d73d31861\", \"1f59fe39-b0d1-4d60-88e9-0427637f108c\", \"fd5e1ec3-3373-4f3c-a96e-ffa81d24ade0\", \"e3404448-41b6-448c-b01c-7f2d3a6b6a0b\", \"b5becfd7-2322-4c54-96f0-b0abe3d2065b\", \"7e5348bb-a4e9-4fe5-a0aa-106ab0ffe29c\", \"c0fd9b59-5834-4012-b32d-7c6516ad6580\", \"7834fd8a-293c-44ce-a07a-1aa13ef989c5\", \"c6ff8e3a-01a0-4280-90ca-a81259e16fd4\", \"a08363a0-8d0b-412e-803a-a53360b81834\", \"d13d5c0b-510c-4051-9aa8-93d8dca4b4ff\"], \"total_duration\": 29735.0, \"total_sessions\": 11, \"mean_week_duration\": 133.341}}, {\"43782\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-28 08:09:11.000000+00:00\", \"2019-11-16 14:09:34.000000+00:00\", \"2020-06-04 15:20:35.000000+00:00\", \"2019-06-12 19:08:23.000000+00:00\", \"2022-07-20 17:25:01.000000+00:00\", \"2019-04-05 05:21:57.000000+00:00\", \"2019-11-20 17:16:05.000000+00:00\", \"2021-12-21 19:54:47.000000+00:00\", \"2022-07-02 07:44:50.000000+00:00\"], \"session_ids\": [\"3ed2282a-d7f7-49f5-81aa-ef0c7ff8b162\", \"b48e4696-a021-4ff8-b9c1-f56a5f06bca3\", \"7a94f460-6f0d-42c3-a56d-3ffaa918f1ff\", \"9903f403-e0e1-4adb-83dd-6bf1d910a32d\", \"ff704a4e-ccd6-4779-8990-c7b832c127ae\", \"8c181049-b7dd-4699-8550-d9133b097f24\", \"3b7ac3a6-b728-4fc1-a58c-fd3476e6a5a3\", \"1223b48b-5d13-4dd5-89a1-e1ce5a968546\", \"2f92f010-ca24-4772-8afe-d6acf4a8c604\"], \"total_duration\": 3937.0, \"total_sessions\": 9, \"mean_week_duration\": 22.89}}, {\"7512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-01 23:49:50.000000+00:00\", \"2020-07-13 11:28:18.000000+00:00\", \"2021-02-11 10:58:13.000000+00:00\", \"2021-08-14 21:26:44.000000+00:00\", \"2019-04-06 02:14:53.000000+00:00\", \"2020-12-19 02:25:20.000000+00:00\", \"2021-09-22 01:18:10.000000+00:00\"], \"session_ids\": [\"0df55767-8032-4af1-a613-63d61eed7402\", \"e8e06e6b-2bd8-4fb1-9cf3-fa324dae6356\", \"c8b6c577-5860-4dd9-85de-660475852058\", \"fbca434b-5ca4-47e2-bd13-b38ec6ff726b\", \"73070e10-3df8-488e-baee-1adfbc0dc4ee\", \"b18e747d-2f70-415b-8ea2-bb338bcc62d7\", \"d51ef89a-5029-45c5-b7a3-bd85b345c167\"], \"total_duration\": 1652.0, \"total_sessions\": 7, \"mean_week_duration\": 12.806}}, {\"67555\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-08 17:33:31.000000+00:00\", \"2020-10-09 16:07:36.000000+00:00\", \"2022-06-13 17:31:56.000000+00:00\", \"2022-02-09 01:12:27.000000+00:00\", \"2022-06-22 18:12:58.000000+00:00\", \"2019-03-01 16:08:29.000000+00:00\"], \"session_ids\": [\"41bad1c5-68b2-4e63-913b-2336761b1b2a\", \"5fc62e4f-3947-45d4-ae6c-9380f894a7c0\", \"fc2fdd84-5700-441d-a4df-32fe6e7aba0c\", \"0b41a40e-3032-4d40-bc26-a15063913438\", \"e3038fc2-cdc8-4b0a-95c7-7a95516a17b6\", \"985dbb7d-6bd1-4a3e-bfb0-371e71faf6c2\"], \"total_duration\": 793.0, \"total_sessions\": 6, \"mean_week_duration\": 4.196}}, {\"93585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-21 01:30:20.000000+00:00\", \"2023-05-03 02:39:26.000000+00:00\", \"2023-02-12 07:44:06.000000+00:00\"], \"session_ids\": [\"dc1fd7a6-9f4b-40b9-92b2-0dcd632851de\", \"2214f905-ead3-45b8-8644-087e4aa2b219\", \"53bdfc82-d56b-45e1-b22b-73212569e23d\"], \"total_duration\": 475.0, \"total_sessions\": 3, \"mean_week_duration\": 3.831}}, {\"96879\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-22 07:09:50.000000+00:00\", \"2022-01-17 22:35:53.000000+00:00\", \"2021-07-26 17:22:49.000000+00:00\"], \"session_ids\": [\"6030255f-39b7-41fe-9762-ca71c70bc46f\", \"601964b1-319e-4b4d-86ff-321b9a5f1f7e\", \"535ef325-4d7d-44b1-a1ad-b9bc0b381bdd\"], \"total_duration\": 444.0, \"total_sessions\": 3, \"mean_week_duration\": 9.447}}, {\"20269\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-01 20:52:59.000000+00:00\", \"2019-03-15 16:54:59.000000+00:00\", \"2020-10-10 05:47:44.000000+00:00\", \"2022-11-13 15:39:55.000000+00:00\"], \"session_ids\": [\"c6d3bc9a-4f30-4d2d-8b34-08e66e5cc325\", \"f77952b0-4983-4a99-b3fc-615177bbb495\", \"5cd5be35-039d-4a58-b815-5f0abac92b35\", \"a6e198ed-bfff-4a04-add7-a5aca3920105\"], \"total_duration\": 327.0, \"total_sessions\": 4, \"mean_week_duration\": 1.686}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 3 users whose cities are not Zurich, Lima, New York City, Hanoi, Bridgetown, Tegucigalpa, Amsterdam + implement sorting by total duration in descending order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45630\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-01 21:05:55.000000+00:00\", \"2021-11-11 00:05:56.000000+00:00\"], \"session_ids\": [\"20d56a05-36ce-4e81-8063-66a5fc242430\", \"8dcacd00-791a-484f-aea9-97c9a24bfecf\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.207}, \"60632\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-13 01:26:52.000000+00:00\", \"2021-12-19 15:33:48.000000+00:00\", \"2020-04-24 07:05:24.000000+00:00\"], \"session_ids\": [\"315d5abb-6bd5-40b0-b3b2-6644654a06b1\", \"777a1876-fcc4-465c-9752-2e1c8d519581\", \"3b63ae7f-86b0-4879-b2cc-aca1d93cbda0\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.293}, \"90750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-24 22:41:48.000000+00:00\", \"2019-09-14 07:29:06.000000+00:00\"], \"session_ids\": [\"e4fc1074-12e5-4825-b04f-07472766b7c5\", \"952c95d4-dbe5-43a5-84f3-b822ee5ced1f\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 7.489}, \"89744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-04-04 02:26:18.000000+00:00\", \"2022-09-17 03:54:34.000000+00:00\", \"2020-05-23 17:19:21.000000+00:00\", \"2023-05-05 11:34:05.000000+00:00\"], \"session_ids\": [\"c8006e33-e601-4a22-a3e7-be926d8db824\", \"09faecae-e425-492b-bfd5-3c6ff73dde76\", \"a2bf5dc0-f191-4572-a9a8-0189011ee7d4\", \"023a6035-d161-4e14-9cf2-79761f76fc05\"], \"total_duration\": 54.0, \"total_sessions\": 4, \"mean_week_duration\": 0.335}, \"43776\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-12 22:06:14.000000+00:00\", \"2022-08-06 01:57:19.000000+00:00\", \"2021-08-19 09:33:56.000000+00:00\", \"2019-05-24 17:11:26.000000+00:00\", \"2021-07-26 03:37:16.000000+00:00\", \"2022-01-08 04:48:46.000000+00:00\"], \"session_ids\": [\"19ab3860-7b50-4bb2-9828-248e9ec2e75e\", \"98e78d30-aaf1-4219-b362-8dcb5dcd0b46\", \"394a7837-045f-414c-8f6f-03748774b051\", \"f1bf2017-03fc-4027-9202-172e870fe5da\", \"4ee5f467-0472-4624-9ed1-e80b6a49246e\", \"9893fd9c-5119-40c8-81b3-37e1b2b437c7\"], \"total_duration\": 855.0, \"total_sessions\": 6, \"mean_week_duration\": 4.803}, \"98065\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-26 07:42:40.000000+00:00\", \"2022-12-02 15:16:15.000000+00:00\", \"2020-03-24 20:30:16.000000+00:00\"], \"session_ids\": [\"cf24afac-fbed-4b15-bde2-ff0b8671e2ad\", \"3f7536f3-d3c5-4a74-b2f6-515d7341541c\", \"0da9d1ea-15e1-4cbc-beb7-41cc2f918a5e\"], \"total_duration\": 573.0, \"total_sessions\": 3, \"mean_week_duration\": 4.064}, \"67572\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-11-16 02:55:37.000000+00:00\", \"2021-09-20 23:34:58.000000+00:00\"], \"session_ids\": [\"0c689401-bfef-49b1-8fce-5731ad9c11a0\", \"4045831b-1aba-49da-bc95-654ab9b79b74\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.918}, \"15142\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-26 23:23:28.000000+00:00\", \"2019-09-12 13:10:39.000000+00:00\"], \"session_ids\": [\"ba71b866-57e6-423a-91d4-03ee3eb6bd8d\", \"1f0a31f0-9676-4eec-ac44-d1ff149b940f\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 16.357}, \"10107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-26 03:44:21.000000+00:00\", \"2021-08-07 00:08:41.000000+00:00\", \"2021-06-17 00:45:54.000000+00:00\"], \"session_ids\": [\"ed81a2eb-5f5a-4ead-a994-943fde1cc2f6\", \"fc611439-34b7-4da0-be3f-da060189d292\", \"2b57aba9-d436-496d-83a1-38e53408803a\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 1.188}, \"78195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-09-05 14:09:25.000000+00:00\", \"2021-09-27 01:58:23.000000+00:00\", \"2020-12-12 23:07:56.000000+00:00\", \"2019-04-24 15:37:22.000000+00:00\"], \"session_ids\": [\"cf397d51-ab35-4b5a-b25e-5d7e4442e933\", \"f34be074-2609-48a5-8ed4-06ed2e4f18db\", \"83235627-bc45-41f2-a4b1-865575b90402\", \"393143d4-2977-4a1f-9e6b-61dc88955946\"], \"total_duration\": 130.0, \"total_sessions\": 4, \"mean_week_duration\": 1.024}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Zurich, Lima, New York City, Hanoi, Bridgetown, Tegucigalpa, Amsterdam" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Zurich\", \"Lima\", \"New York City\", \"Hanoi\", \"Bridgetown\", \"Tegucigalpa\", \"Amsterdam\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45630\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-01 21:05:55.000000+00:00\", \"2021-11-11 00:05:56.000000+00:00\"], \"session_ids\": [\"20d56a05-36ce-4e81-8063-66a5fc242430\", \"8dcacd00-791a-484f-aea9-97c9a24bfecf\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.207}, \"60632\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-13 01:26:52.000000+00:00\", \"2021-12-19 15:33:48.000000+00:00\", \"2020-04-24 07:05:24.000000+00:00\"], \"session_ids\": [\"315d5abb-6bd5-40b0-b3b2-6644654a06b1\", \"777a1876-fcc4-465c-9752-2e1c8d519581\", \"3b63ae7f-86b0-4879-b2cc-aca1d93cbda0\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.293}, \"90750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-24 22:41:48.000000+00:00\", \"2019-09-14 07:29:06.000000+00:00\"], \"session_ids\": [\"e4fc1074-12e5-4825-b04f-07472766b7c5\", \"952c95d4-dbe5-43a5-84f3-b822ee5ced1f\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 7.489}, \"89744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-04-04 02:26:18.000000+00:00\", \"2022-09-17 03:54:34.000000+00:00\", \"2020-05-23 17:19:21.000000+00:00\", \"2023-05-05 11:34:05.000000+00:00\"], \"session_ids\": [\"c8006e33-e601-4a22-a3e7-be926d8db824\", \"09faecae-e425-492b-bfd5-3c6ff73dde76\", \"a2bf5dc0-f191-4572-a9a8-0189011ee7d4\", \"023a6035-d161-4e14-9cf2-79761f76fc05\"], \"total_duration\": 54.0, \"total_sessions\": 4, \"mean_week_duration\": 0.335}, \"43776\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-12 22:06:14.000000+00:00\", \"2022-08-06 01:57:19.000000+00:00\", \"2021-08-19 09:33:56.000000+00:00\", \"2019-05-24 17:11:26.000000+00:00\", \"2021-07-26 03:37:16.000000+00:00\", \"2022-01-08 04:48:46.000000+00:00\"], \"session_ids\": [\"19ab3860-7b50-4bb2-9828-248e9ec2e75e\", \"98e78d30-aaf1-4219-b362-8dcb5dcd0b46\", \"394a7837-045f-414c-8f6f-03748774b051\", \"f1bf2017-03fc-4027-9202-172e870fe5da\", \"4ee5f467-0472-4624-9ed1-e80b6a49246e\", \"9893fd9c-5119-40c8-81b3-37e1b2b437c7\"], \"total_duration\": 855.0, \"total_sessions\": 6, \"mean_week_duration\": 4.803}, \"98065\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-26 07:42:40.000000+00:00\", \"2022-12-02 15:16:15.000000+00:00\", \"2020-03-24 20:30:16.000000+00:00\"], \"session_ids\": [\"cf24afac-fbed-4b15-bde2-ff0b8671e2ad\", \"3f7536f3-d3c5-4a74-b2f6-515d7341541c\", \"0da9d1ea-15e1-4cbc-beb7-41cc2f918a5e\"], \"total_duration\": 573.0, \"total_sessions\": 3, \"mean_week_duration\": 4.064}, \"67572\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-11-16 02:55:37.000000+00:00\", \"2021-09-20 23:34:58.000000+00:00\"], \"session_ids\": [\"0c689401-bfef-49b1-8fce-5731ad9c11a0\", \"4045831b-1aba-49da-bc95-654ab9b79b74\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.918}, \"15142\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-26 23:23:28.000000+00:00\", \"2019-09-12 13:10:39.000000+00:00\"], \"session_ids\": [\"ba71b866-57e6-423a-91d4-03ee3eb6bd8d\", \"1f0a31f0-9676-4eec-ac44-d1ff149b940f\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 16.357}, \"10107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-26 03:44:21.000000+00:00\", \"2021-08-07 00:08:41.000000+00:00\", \"2021-06-17 00:45:54.000000+00:00\"], \"session_ids\": [\"ed81a2eb-5f5a-4ead-a994-943fde1cc2f6\", \"fc611439-34b7-4da0-be3f-da060189d292\", \"2b57aba9-d436-496d-83a1-38e53408803a\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 1.188}, \"78195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-09-05 14:09:25.000000+00:00\", \"2021-09-27 01:58:23.000000+00:00\", \"2020-12-12 23:07:56.000000+00:00\", \"2019-04-24 15:37:22.000000+00:00\"], \"session_ids\": [\"cf397d51-ab35-4b5a-b25e-5d7e4442e933\", \"f34be074-2609-48a5-8ed4-06ed2e4f18db\", \"83235627-bc45-41f2-a4b1-865575b90402\", \"393143d4-2977-4a1f-9e6b-61dc88955946\"], \"total_duration\": 130.0, \"total_sessions\": 4, \"mean_week_duration\": 1.024}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"43776\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-12 22:06:14.000000+00:00\", \"2022-08-06 01:57:19.000000+00:00\", \"2021-08-19 09:33:56.000000+00:00\", \"2019-05-24 17:11:26.000000+00:00\", \"2021-07-26 03:37:16.000000+00:00\", \"2022-01-08 04:48:46.000000+00:00\"], \"session_ids\": [\"19ab3860-7b50-4bb2-9828-248e9ec2e75e\", \"98e78d30-aaf1-4219-b362-8dcb5dcd0b46\", \"394a7837-045f-414c-8f6f-03748774b051\", \"f1bf2017-03fc-4027-9202-172e870fe5da\", \"4ee5f467-0472-4624-9ed1-e80b6a49246e\", \"9893fd9c-5119-40c8-81b3-37e1b2b437c7\"], \"total_duration\": 855.0, \"total_sessions\": 6, \"mean_week_duration\": 4.803}}, {\"98065\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-26 07:42:40.000000+00:00\", \"2022-12-02 15:16:15.000000+00:00\", \"2020-03-24 20:30:16.000000+00:00\"], \"session_ids\": [\"cf24afac-fbed-4b15-bde2-ff0b8671e2ad\", \"3f7536f3-d3c5-4a74-b2f6-515d7341541c\", \"0da9d1ea-15e1-4cbc-beb7-41cc2f918a5e\"], \"total_duration\": 573.0, \"total_sessions\": 3, \"mean_week_duration\": 4.064}}, {\"15142\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-26 23:23:28.000000+00:00\", \"2019-09-12 13:10:39.000000+00:00\"], \"session_ids\": [\"ba71b866-57e6-423a-91d4-03ee3eb6bd8d\", \"1f0a31f0-9676-4eec-ac44-d1ff149b940f\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 16.357}}, {\"90750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-24 22:41:48.000000+00:00\", \"2019-09-14 07:29:06.000000+00:00\"], \"session_ids\": [\"e4fc1074-12e5-4825-b04f-07472766b7c5\", \"952c95d4-dbe5-43a5-84f3-b822ee5ced1f\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 7.489}}, {\"78195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-09-05 14:09:25.000000+00:00\", \"2021-09-27 01:58:23.000000+00:00\", \"2020-12-12 23:07:56.000000+00:00\", \"2019-04-24 15:37:22.000000+00:00\"], \"session_ids\": [\"cf397d51-ab35-4b5a-b25e-5d7e4442e933\", \"f34be074-2609-48a5-8ed4-06ed2e4f18db\", \"83235627-bc45-41f2-a4b1-865575b90402\", \"393143d4-2977-4a1f-9e6b-61dc88955946\"], \"total_duration\": 130.0, \"total_sessions\": 4, \"mean_week_duration\": 1.024}}, {\"67572\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-11-16 02:55:37.000000+00:00\", \"2021-09-20 23:34:58.000000+00:00\"], \"session_ids\": [\"0c689401-bfef-49b1-8fce-5731ad9c11a0\", \"4045831b-1aba-49da-bc95-654ab9b79b74\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.918}}, {\"89744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-04-04 02:26:18.000000+00:00\", \"2022-09-17 03:54:34.000000+00:00\", \"2020-05-23 17:19:21.000000+00:00\", \"2023-05-05 11:34:05.000000+00:00\"], \"session_ids\": [\"c8006e33-e601-4a22-a3e7-be926d8db824\", \"09faecae-e425-492b-bfd5-3c6ff73dde76\", \"a2bf5dc0-f191-4572-a9a8-0189011ee7d4\", \"023a6035-d161-4e14-9cf2-79761f76fc05\"], \"total_duration\": 54.0, \"total_sessions\": 4, \"mean_week_duration\": 0.335}}, {\"10107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-26 03:44:21.000000+00:00\", \"2021-08-07 00:08:41.000000+00:00\", \"2021-06-17 00:45:54.000000+00:00\"], \"session_ids\": [\"ed81a2eb-5f5a-4ead-a994-943fde1cc2f6\", \"fc611439-34b7-4da0-be3f-da060189d292\", \"2b57aba9-d436-496d-83a1-38e53408803a\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 1.188}}, {\"45630\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-01 21:05:55.000000+00:00\", \"2021-11-11 00:05:56.000000+00:00\"], \"session_ids\": [\"20d56a05-36ce-4e81-8063-66a5fc242430\", \"8dcacd00-791a-484f-aea9-97c9a24bfecf\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.207}}, {\"60632\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-13 01:26:52.000000+00:00\", \"2021-12-19 15:33:48.000000+00:00\", \"2020-04-24 07:05:24.000000+00:00\"], \"session_ids\": [\"315d5abb-6bd5-40b0-b3b2-6644654a06b1\", \"777a1876-fcc4-465c-9752-2e1c8d519581\", \"3b63ae7f-86b0-4879-b2cc-aca1d93cbda0\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.293}}]\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[{\"43776\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-12 22:06:14.000000+00:00\", \"2022-08-06 01:57:19.000000+00:00\", \"2021-08-19 09:33:56.000000+00:00\", \"2019-05-24 17:11:26.000000+00:00\", \"2021-07-26 03:37:16.000000+00:00\", \"2022-01-08 04:48:46.000000+00:00\"], \"session_ids\": [\"19ab3860-7b50-4bb2-9828-248e9ec2e75e\", \"98e78d30-aaf1-4219-b362-8dcb5dcd0b46\", \"394a7837-045f-414c-8f6f-03748774b051\", \"f1bf2017-03fc-4027-9202-172e870fe5da\", \"4ee5f467-0472-4624-9ed1-e80b6a49246e\", \"9893fd9c-5119-40c8-81b3-37e1b2b437c7\"], \"total_duration\": 855.0, \"total_sessions\": 6, \"mean_week_duration\": 4.803}}, {\"98065\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-26 07:42:40.000000+00:00\", \"2022-12-02 15:16:15.000000+00:00\", \"2020-03-24 20:30:16.000000+00:00\"], \"session_ids\": [\"cf24afac-fbed-4b15-bde2-ff0b8671e2ad\", \"3f7536f3-d3c5-4a74-b2f6-515d7341541c\", \"0da9d1ea-15e1-4cbc-beb7-41cc2f918a5e\"], \"total_duration\": 573.0, \"total_sessions\": 3, \"mean_week_duration\": 4.064}}, {\"15142\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-26 23:23:28.000000+00:00\", \"2019-09-12 13:10:39.000000+00:00\"], \"session_ids\": [\"ba71b866-57e6-423a-91d4-03ee3eb6bd8d\", \"1f0a31f0-9676-4eec-ac44-d1ff149b940f\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 16.357}}]\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[{\"43776\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-12 22:06:14.000000+00:00\", \"2022-08-06 01:57:19.000000+00:00\", \"2021-08-19 09:33:56.000000+00:00\", \"2019-05-24 17:11:26.000000+00:00\", \"2021-07-26 03:37:16.000000+00:00\", \"2022-01-08 04:48:46.000000+00:00\"], \"session_ids\": [\"19ab3860-7b50-4bb2-9828-248e9ec2e75e\", \"98e78d30-aaf1-4219-b362-8dcb5dcd0b46\", \"394a7837-045f-414c-8f6f-03748774b051\", \"f1bf2017-03fc-4027-9202-172e870fe5da\", \"4ee5f467-0472-4624-9ed1-e80b6a49246e\", \"9893fd9c-5119-40c8-81b3-37e1b2b437c7\"], \"total_duration\": 855.0, \"total_sessions\": 6, \"mean_week_duration\": 4.803}}, {\"98065\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-26 07:42:40.000000+00:00\", \"2022-12-02 15:16:15.000000+00:00\", \"2020-03-24 20:30:16.000000+00:00\"], \"session_ids\": [\"cf24afac-fbed-4b15-bde2-ff0b8671e2ad\", \"3f7536f3-d3c5-4a74-b2f6-515d7341541c\", \"0da9d1ea-15e1-4cbc-beb7-41cc2f918a5e\"], \"total_duration\": 573.0, \"total_sessions\": 3, \"mean_week_duration\": 4.064}}, {\"15142\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-26 23:23:28.000000+00:00\", \"2019-09-12 13:10:39.000000+00:00\"], \"session_ids\": [\"ba71b866-57e6-423a-91d4-03ee3eb6bd8d\", \"1f0a31f0-9676-4eec-ac44-d1ff149b940f\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 16.357}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about user with a mean of duration of sessions per week of sessions that is higher than 27 and lower than 24 plus perform sorting by town 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{\"69577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-09 21:57:56.000000+00:00\", \"2023-06-12 22:41:52.000000+00:00\"], \"session_ids\": [\"a37d0cab-15c7-4942-a6dc-bb633991988d\", \"2ef84eaa-20b2-4899-a5f7-728bd1648ade\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.214}, \"60211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-18 19:59:04.000000+00:00\", \"2023-02-05 22:30:14.000000+00:00\"], \"session_ids\": [\"4082e47e-d894-4391-a56c-de635b56d50d\", \"c8a9d02d-a1eb-4485-8cbc-a04a149cf528\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"94468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-04 15:34:30.000000+00:00\", \"2022-08-29 19:02:34.000000+00:00\", \"2023-06-10 08:14:35.000000+00:00\", \"2019-12-19 23:25:37.000000+00:00\"], \"session_ids\": [\"40f4040b-d1a6-4487-a0dd-06a61198167a\", \"19fbd9ec-14a6-4cd4-9ed3-a435e112eb18\", \"39bd3f27-c6b3-4307-8e5b-bbc31de8cd01\", \"753d0b0b-a97a-4d59-88e6-124295c8221c\"], \"total_duration\": 1480.0, \"total_sessions\": 4, \"mean_week_duration\": 8.132}, \"49658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-01 21:13:26.000000+00:00\", \"2021-09-08 16:45:46.000000+00:00\", \"2021-05-14 09:15:28.000000+00:00\", \"2020-08-06 12:35:48.000000+00:00\"], \"session_ids\": [\"f7ea9d9c-4edd-49d6-b673-55f2bc1eeca9\", \"870e76b4-3466-4348-9cf2-bdcd11f97814\", \"ce96bc19-4035-411c-b05b-572b22a8deef\", \"83337646-39da-422a-9701-0146a1a2f07c\"], \"total_duration\": 792.0, \"total_sessions\": 4, \"mean_week_duration\": 13.895}, \"98400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-13 14:23:09.000000+00:00\", \"2022-02-21 05:07:24.000000+00:00\"], \"session_ids\": [\"229ce9b7-dc15-4ce1-9097-9d9d19d12ddb\", \"036ea014-764e-4481-a288-d81eea140ba0\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.195}, \"22508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-29 02:41:48.000000+00:00\", \"2019-06-03 11:04:50.000000+00:00\", \"2022-02-13 01:59:32.000000+00:00\", \"2021-02-24 08:55:42.000000+00:00\", \"2021-12-24 21:35:38.000000+00:00\"], \"session_ids\": [\"2086ac21-1bfa-429a-9c24-4fe8d9053db5\", \"77e7dfcc-ce0a-4d8e-8b9e-8f3d62917ce1\", \"b8247140-fb54-48c0-a053-827bed58d9c3\", \"81434442-d2f0-44b2-bab8-2af4be5f3765\", \"71083486-e48f-42b1-b224-2ebc184f7617\"], \"total_duration\": 1297.0, \"total_sessions\": 5, \"mean_week_duration\": 9.199}, \"45940\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-10 12:24:15.000000+00:00\", \"2021-12-02 17:12:18.000000+00:00\", \"2020-08-18 19:03:27.000000+00:00\", \"2023-06-28 20:34:25.000000+00:00\"], \"session_ids\": [\"1e8681db-584b-4270-a7f3-5f369cc292fb\", \"882cad0d-c1eb-4576-9bca-ca39ab13694d\", \"c459c8cf-5517-4359-948d-418942deba86\", \"e116faf2-1cff-4231-8632-85ba599f0a7a\"], \"total_duration\": 1892.0, \"total_sessions\": 4, \"mean_week_duration\": 12.613}, \"60136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-24 16:26:41.000000+00:00\", \"2022-01-07 18:08:03.000000+00:00\", \"2022-08-31 19:34:44.000000+00:00\", \"2022-12-16 16:40:58.000000+00:00\", \"2022-06-04 19:14:03.000000+00:00\", \"2019-02-14 02:36:52.000000+00:00\", \"2023-01-27 20:52:41.000000+00:00\", \"2019-11-24 22:09:03.000000+00:00\"], \"session_ids\": [\"aab035a1-4649-4314-98b4-6ec746f656bf\", \"77e7eca2-c1bc-4047-a0ca-438fa698e2e4\", \"0fb5cc2e-89cf-4057-a6b2-aa8fa5353123\", \"81adb819-5813-40bc-b77e-89aeea6a88cb\", \"7dfd919b-8c69-4962-8c5a-38ca52c63264\", \"eb9ed007-f136-4abc-b0ed-118eca2d8f99\", \"b3543a42-22b4-4806-adef-aae4cfb0282b\", \"26604074-1074-4718-8edc-173acbd2f85e\"], \"total_duration\": 305.0, \"total_sessions\": 8, \"mean_week_duration\": 1.473}, \"17896\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-15 17:39:19.000000+00:00\", \"2021-03-25 00:21:53.000000+00:00\", \"2019-01-19 13:29:36.000000+00:00\"], \"session_ids\": [\"6963b27b-d3fa-4948-88e8-fc52f1712d77\", \"5f3b8a93-019f-470a-9f75-59627bdd3fcb\", \"ae29b1d3-9dd0-436d-a826-3616b2d54576\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 3.165}, \"74953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-28 20:19:09.000000+00:00\", \"2022-08-11 00:10:57.000000+00:00\"], \"session_ids\": [\"3d3b076c-8533-47b5-b729-fb3b0f66ea47\", \"465f40f8-f86a-41cc-a989-aba8abdeffcd\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 24 and are equal or greater than 27" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[24, 27]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"69577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-09 21:57:56.000000+00:00\", \"2023-06-12 22:41:52.000000+00:00\"], \"session_ids\": [\"a37d0cab-15c7-4942-a6dc-bb633991988d\", \"2ef84eaa-20b2-4899-a5f7-728bd1648ade\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.214}, \"60211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-18 19:59:04.000000+00:00\", \"2023-02-05 22:30:14.000000+00:00\"], \"session_ids\": [\"4082e47e-d894-4391-a56c-de635b56d50d\", \"c8a9d02d-a1eb-4485-8cbc-a04a149cf528\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"94468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-04 15:34:30.000000+00:00\", \"2022-08-29 19:02:34.000000+00:00\", \"2023-06-10 08:14:35.000000+00:00\", \"2019-12-19 23:25:37.000000+00:00\"], \"session_ids\": [\"40f4040b-d1a6-4487-a0dd-06a61198167a\", \"19fbd9ec-14a6-4cd4-9ed3-a435e112eb18\", \"39bd3f27-c6b3-4307-8e5b-bbc31de8cd01\", \"753d0b0b-a97a-4d59-88e6-124295c8221c\"], \"total_duration\": 1480.0, \"total_sessions\": 4, \"mean_week_duration\": 8.132}, \"49658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-01 21:13:26.000000+00:00\", \"2021-09-08 16:45:46.000000+00:00\", \"2021-05-14 09:15:28.000000+00:00\", \"2020-08-06 12:35:48.000000+00:00\"], \"session_ids\": [\"f7ea9d9c-4edd-49d6-b673-55f2bc1eeca9\", \"870e76b4-3466-4348-9cf2-bdcd11f97814\", \"ce96bc19-4035-411c-b05b-572b22a8deef\", \"83337646-39da-422a-9701-0146a1a2f07c\"], \"total_duration\": 792.0, \"total_sessions\": 4, \"mean_week_duration\": 13.895}, \"98400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-13 14:23:09.000000+00:00\", \"2022-02-21 05:07:24.000000+00:00\"], \"session_ids\": [\"229ce9b7-dc15-4ce1-9097-9d9d19d12ddb\", \"036ea014-764e-4481-a288-d81eea140ba0\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.195}, \"22508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-29 02:41:48.000000+00:00\", \"2019-06-03 11:04:50.000000+00:00\", \"2022-02-13 01:59:32.000000+00:00\", \"2021-02-24 08:55:42.000000+00:00\", \"2021-12-24 21:35:38.000000+00:00\"], \"session_ids\": [\"2086ac21-1bfa-429a-9c24-4fe8d9053db5\", \"77e7dfcc-ce0a-4d8e-8b9e-8f3d62917ce1\", \"b8247140-fb54-48c0-a053-827bed58d9c3\", \"81434442-d2f0-44b2-bab8-2af4be5f3765\", \"71083486-e48f-42b1-b224-2ebc184f7617\"], \"total_duration\": 1297.0, \"total_sessions\": 5, \"mean_week_duration\": 9.199}, \"45940\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-10 12:24:15.000000+00:00\", \"2021-12-02 17:12:18.000000+00:00\", \"2020-08-18 19:03:27.000000+00:00\", \"2023-06-28 20:34:25.000000+00:00\"], \"session_ids\": [\"1e8681db-584b-4270-a7f3-5f369cc292fb\", \"882cad0d-c1eb-4576-9bca-ca39ab13694d\", \"c459c8cf-5517-4359-948d-418942deba86\", \"e116faf2-1cff-4231-8632-85ba599f0a7a\"], \"total_duration\": 1892.0, \"total_sessions\": 4, \"mean_week_duration\": 12.613}, \"60136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-24 16:26:41.000000+00:00\", \"2022-01-07 18:08:03.000000+00:00\", \"2022-08-31 19:34:44.000000+00:00\", \"2022-12-16 16:40:58.000000+00:00\", \"2022-06-04 19:14:03.000000+00:00\", \"2019-02-14 02:36:52.000000+00:00\", \"2023-01-27 20:52:41.000000+00:00\", \"2019-11-24 22:09:03.000000+00:00\"], \"session_ids\": [\"aab035a1-4649-4314-98b4-6ec746f656bf\", \"77e7eca2-c1bc-4047-a0ca-438fa698e2e4\", \"0fb5cc2e-89cf-4057-a6b2-aa8fa5353123\", \"81adb819-5813-40bc-b77e-89aeea6a88cb\", \"7dfd919b-8c69-4962-8c5a-38ca52c63264\", \"eb9ed007-f136-4abc-b0ed-118eca2d8f99\", \"b3543a42-22b4-4806-adef-aae4cfb0282b\", \"26604074-1074-4718-8edc-173acbd2f85e\"], \"total_duration\": 305.0, \"total_sessions\": 8, \"mean_week_duration\": 1.473}, \"17896\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-15 17:39:19.000000+00:00\", \"2021-03-25 00:21:53.000000+00:00\", \"2019-01-19 13:29:36.000000+00:00\"], \"session_ids\": [\"6963b27b-d3fa-4948-88e8-fc52f1712d77\", \"5f3b8a93-019f-470a-9f75-59627bdd3fcb\", \"ae29b1d3-9dd0-436d-a826-3616b2d54576\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 3.165}, \"74953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-28 20:19:09.000000+00:00\", \"2022-08-11 00:10:57.000000+00:00\"], \"session_ids\": [\"3d3b076c-8533-47b5-b729-fb3b0f66ea47\", \"465f40f8-f86a-41cc-a989-aba8abdeffcd\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-28 20:19:09.000000+00:00\", \"2022-08-11 00:10:57.000000+00:00\"], \"session_ids\": [\"3d3b076c-8533-47b5-b729-fb3b0f66ea47\", \"465f40f8-f86a-41cc-a989-aba8abdeffcd\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}}, {\"45940\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-10 12:24:15.000000+00:00\", \"2021-12-02 17:12:18.000000+00:00\", \"2020-08-18 19:03:27.000000+00:00\", \"2023-06-28 20:34:25.000000+00:00\"], \"session_ids\": [\"1e8681db-584b-4270-a7f3-5f369cc292fb\", \"882cad0d-c1eb-4576-9bca-ca39ab13694d\", \"c459c8cf-5517-4359-948d-418942deba86\", \"e116faf2-1cff-4231-8632-85ba599f0a7a\"], \"total_duration\": 1892.0, \"total_sessions\": 4, \"mean_week_duration\": 12.613}}, {\"60136\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-24 16:26:41.000000+00:00\", \"2022-01-07 18:08:03.000000+00:00\", \"2022-08-31 19:34:44.000000+00:00\", \"2022-12-16 16:40:58.000000+00:00\", \"2022-06-04 19:14:03.000000+00:00\", \"2019-02-14 02:36:52.000000+00:00\", \"2023-01-27 20:52:41.000000+00:00\", \"2019-11-24 22:09:03.000000+00:00\"], \"session_ids\": [\"aab035a1-4649-4314-98b4-6ec746f656bf\", \"77e7eca2-c1bc-4047-a0ca-438fa698e2e4\", \"0fb5cc2e-89cf-4057-a6b2-aa8fa5353123\", \"81adb819-5813-40bc-b77e-89aeea6a88cb\", \"7dfd919b-8c69-4962-8c5a-38ca52c63264\", \"eb9ed007-f136-4abc-b0ed-118eca2d8f99\", \"b3543a42-22b4-4806-adef-aae4cfb0282b\", \"26604074-1074-4718-8edc-173acbd2f85e\"], \"total_duration\": 305.0, \"total_sessions\": 8, \"mean_week_duration\": 1.473}}, {\"49658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-01 21:13:26.000000+00:00\", \"2021-09-08 16:45:46.000000+00:00\", \"2021-05-14 09:15:28.000000+00:00\", \"2020-08-06 12:35:48.000000+00:00\"], \"session_ids\": [\"f7ea9d9c-4edd-49d6-b673-55f2bc1eeca9\", \"870e76b4-3466-4348-9cf2-bdcd11f97814\", \"ce96bc19-4035-411c-b05b-572b22a8deef\", \"83337646-39da-422a-9701-0146a1a2f07c\"], \"total_duration\": 792.0, \"total_sessions\": 4, \"mean_week_duration\": 13.895}}, {\"22508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-29 02:41:48.000000+00:00\", \"2019-06-03 11:04:50.000000+00:00\", \"2022-02-13 01:59:32.000000+00:00\", \"2021-02-24 08:55:42.000000+00:00\", \"2021-12-24 21:35:38.000000+00:00\"], \"session_ids\": [\"2086ac21-1bfa-429a-9c24-4fe8d9053db5\", \"77e7dfcc-ce0a-4d8e-8b9e-8f3d62917ce1\", \"b8247140-fb54-48c0-a053-827bed58d9c3\", \"81434442-d2f0-44b2-bab8-2af4be5f3765\", \"71083486-e48f-42b1-b224-2ebc184f7617\"], \"total_duration\": 1297.0, \"total_sessions\": 5, \"mean_week_duration\": 9.199}}, {\"69577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-09 21:57:56.000000+00:00\", \"2023-06-12 22:41:52.000000+00:00\"], \"session_ids\": [\"a37d0cab-15c7-4942-a6dc-bb633991988d\", \"2ef84eaa-20b2-4899-a5f7-728bd1648ade\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.214}}, {\"94468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-04 15:34:30.000000+00:00\", \"2022-08-29 19:02:34.000000+00:00\", \"2023-06-10 08:14:35.000000+00:00\", \"2019-12-19 23:25:37.000000+00:00\"], \"session_ids\": [\"40f4040b-d1a6-4487-a0dd-06a61198167a\", \"19fbd9ec-14a6-4cd4-9ed3-a435e112eb18\", \"39bd3f27-c6b3-4307-8e5b-bbc31de8cd01\", \"753d0b0b-a97a-4d59-88e6-124295c8221c\"], \"total_duration\": 1480.0, \"total_sessions\": 4, \"mean_week_duration\": 8.132}}, {\"60211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-18 19:59:04.000000+00:00\", \"2023-02-05 22:30:14.000000+00:00\"], \"session_ids\": [\"4082e47e-d894-4391-a56c-de635b56d50d\", \"c8a9d02d-a1eb-4485-8cbc-a04a149cf528\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}}, {\"98400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-13 14:23:09.000000+00:00\", \"2022-02-21 05:07:24.000000+00:00\"], \"session_ids\": [\"229ce9b7-dc15-4ce1-9097-9d9d19d12ddb\", \"036ea014-764e-4481-a288-d81eea140ba0\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.195}}, {\"17896\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-15 17:39:19.000000+00:00\", \"2021-03-25 00:21:53.000000+00:00\", \"2019-01-19 13:29:36.000000+00:00\"], \"session_ids\": [\"6963b27b-d3fa-4948-88e8-fc52f1712d77\", \"5f3b8a93-019f-470a-9f75-59627bdd3fcb\", \"ae29b1d3-9dd0-436d-a826-3616b2d54576\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 3.165}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-28 20:19:09.000000+00:00\", \"2022-08-11 00:10:57.000000+00:00\"], \"session_ids\": [\"3d3b076c-8533-47b5-b729-fb3b0f66ea47\", \"465f40f8-f86a-41cc-a989-aba8abdeffcd\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-28 20:19:09.000000+00:00\", \"2022-08-11 00:10:57.000000+00:00\"], \"session_ids\": [\"3d3b076c-8533-47b5-b729-fb3b0f66ea47\", \"465f40f8-f86a-41cc-a989-aba8abdeffcd\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}}]\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": "I'm curious about user who has time spent on the site greater than 845 (not including) and less than 4616 and in addition apply sorting by app usage time in 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{\"43793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-12 07:03:17.000000+00:00\", \"2019-04-10 00:12:17.000000+00:00\", \"2023-01-26 08:53:53.000000+00:00\", \"2019-08-27 21:28:26.000000+00:00\", \"2019-06-12 11:05:49.000000+00:00\", \"2020-03-15 20:16:20.000000+00:00\", \"2022-03-06 01:27:30.000000+00:00\"], \"session_ids\": [\"8b22588f-ad36-42e4-93a9-45a163c99495\", \"fa3302c6-ab92-4dfe-b16f-d17f59736211\", \"9c695580-c009-4f84-b219-169e5c3eaa1e\", \"a969042a-44fd-46fb-9151-a94f958a9f55\", \"464b8a1c-2e1d-4dd6-b109-d1981fd7f827\", \"b9b98a7c-4f2c-4d01-8a7f-a60d0bd403fe\", \"241a4fb6-5067-49be-9722-d9b67105d33f\"], \"total_duration\": 11109.0, \"total_sessions\": 7, \"mean_week_duration\": 55.824}, \"1966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-06-21 17:26:25.000000+00:00\", \"2022-11-28 16:21:22.000000+00:00\", \"2023-06-28 05:21:29.000000+00:00\", \"2019-11-19 07:57:15.000000+00:00\", \"2020-05-02 07:55:49.000000+00:00\", \"2023-06-17 10:25:23.000000+00:00\"], \"session_ids\": [\"2b788e10-216e-44e4-9d58-70e21b92a0e9\", \"b857225b-befa-4596-a297-40ae64668e78\", \"4f582546-df7c-4823-b1c2-6bb4c332be51\", \"ef786e44-644a-4de2-b67a-f0d7678bca74\", \"ea56549a-7dcb-428b-a5d2-e5c60ff9b679\", \"ebc438b6-caf5-44ad-b7ee-9a855bb7ab98\"], \"total_duration\": 491.0, \"total_sessions\": 6, \"mean_week_duration\": 2.612}, \"63867\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-04-20 10:12:42.000000+00:00\", \"2020-09-13 17:27:27.000000+00:00\", \"2022-05-23 03:07:05.000000+00:00\"], \"session_ids\": [\"9098fedc-9a3d-4b08-9a09-3629e9da13be\", \"a5ad457f-6eab-4590-947d-8f5e4e49c6b0\", \"9c0505b7-f343-44a0-baee-6fdbfe486a69\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 2.33}, \"2465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-25 16:19:50.000000+00:00\", \"2021-05-04 18:13:11.000000+00:00\"], \"session_ids\": [\"cbd97786-6959-4e5e-a615-fefa91b3c937\", \"1970e7d7-99c0-4413-aa2f-df62c3a4ca67\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}, \"14620\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-11 22:46:50.000000+00:00\", \"2019-10-11 07:36:55.000000+00:00\", \"2023-04-09 13:57:29.000000+00:00\"], \"session_ids\": [\"ad649337-f032-4559-98e9-a6ae662e23ac\", \"f1d569a3-b28e-4788-a730-cd7aecf89931\", \"f6247291-00a0-4160-b55d-816dd90ac247\"], \"total_duration\": 201.0, \"total_sessions\": 3, \"mean_week_duration\": 1.098}, \"86901\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-02 23:44:59.000000+00:00\", \"2019-12-26 23:26:02.000000+00:00\"], \"session_ids\": [\"20fdc887-5a51-43e6-b767-37c359c1c1e0\", \"40e57036-4e58-492a-980d-c9014b48d548\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.454}, \"94764\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-13 01:14:51.000000+00:00\", \"2023-06-06 17:18:33.000000+00:00\"], \"session_ids\": [\"cc999db0-b113-4f84-90aa-204c0683aed3\", \"83ec9d6c-97b4-4306-8f7a-ddbad4f7d35b\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.133}, \"6840\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-07-31 09:47:23.000000+00:00\", \"2023-01-02 11:47:02.000000+00:00\", \"2021-10-13 05:07:40.000000+00:00\", \"2022-06-21 10:12:56.000000+00:00\", \"2023-05-10 09:40:32.000000+00:00\"], \"session_ids\": [\"522c1fa9-85ef-4572-9a8f-d306725729a4\", \"9c26c454-88eb-42ed-8d55-d302a94836eb\", \"c49feec5-55b5-47f4-baf8-6044960a8a63\", \"294debc2-3f27-419b-aa05-4b1a60f25039\", \"3de9585c-d162-4c0d-823b-b06cd57c2e9c\"], \"total_duration\": 284.0, \"total_sessions\": 5, \"mean_week_duration\": 3.463}, \"4323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-21 10:13:52.000000+00:00\", \"2019-10-21 21:42:19.000000+00:00\", \"2019-04-23 04:40:11.000000+00:00\", \"2019-07-07 01:45:51.000000+00:00\", \"2019-07-10 19:03:13.000000+00:00\", \"2020-05-20 13:44:21.000000+00:00\", \"2021-08-03 00:06:43.000000+00:00\", \"2020-03-27 09:22:00.000000+00:00\", \"2020-05-26 22:33:20.000000+00:00\"], \"session_ids\": [\"9ce6bfbf-411a-4f1f-932a-c8255277fc82\", \"328260a7-1a01-4017-b2af-d17e04ea4097\", \"c3c279ff-e09d-4b6e-b4fd-8f4011f7027a\", \"04e3d627-2057-4be8-ae36-ef734897771a\", \"29889946-8167-436e-a8af-a2615c2ab0ee\", \"0075e418-4151-48f1-9053-c77cafebeeb8\", \"1ab53cc3-7c9d-44b1-b184-0cd179d92723\", \"1e7b6184-cbd7-47ac-b9b3-295c1363c1b7\", \"16a6807b-108b-4b5c-adae-c34dcf13380b\"], \"total_duration\": 7598.0, \"total_sessions\": 9, \"mean_week_duration\": 63.849}, \"16684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-02-26 11:00:10.000000+00:00\", \"2021-01-30 09:41:33.000000+00:00\", \"2019-08-13 21:18:52.000000+00:00\", \"2022-09-18 07:31:50.000000+00:00\"], \"session_ids\": [\"88ad1186-9b89-4720-912e-1edf2c031bc0\", \"52c23f32-bfc3-4222-98a0-ee8db9bc4c2b\", \"53c6f775-edf8-4649-a1df-c0e15590212c\", \"1c16421d-8207-47af-b487-1c71f8501bb2\"], \"total_duration\": 1736.0, \"total_sessions\": 4, \"mean_week_duration\": 10.716}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 845 and are equal or less than 4616" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[845, 4616]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-02-26 11:00:10.000000+00:00\", \"2021-01-30 09:41:33.000000+00:00\", \"2019-08-13 21:18:52.000000+00:00\", \"2022-09-18 07:31:50.000000+00:00\"], \"session_ids\": [\"88ad1186-9b89-4720-912e-1edf2c031bc0\", \"52c23f32-bfc3-4222-98a0-ee8db9bc4c2b\", \"53c6f775-edf8-4649-a1df-c0e15590212c\", \"1c16421d-8207-47af-b487-1c71f8501bb2\"], \"total_duration\": 1736.0, \"total_sessions\": 4, \"mean_week_duration\": 10.716}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-02-26 11:00:10.000000+00:00\", \"2021-01-30 09:41:33.000000+00:00\", \"2019-08-13 21:18:52.000000+00:00\", \"2022-09-18 07:31:50.000000+00:00\"], \"session_ids\": [\"88ad1186-9b89-4720-912e-1edf2c031bc0\", \"52c23f32-bfc3-4222-98a0-ee8db9bc4c2b\", \"53c6f775-edf8-4649-a1df-c0e15590212c\", \"1c16421d-8207-47af-b487-1c71f8501bb2\"], \"total_duration\": 1736.0, \"total_sessions\": 4, \"mean_week_duration\": 10.716}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-02-26 11:00:10.000000+00:00\", \"2021-01-30 09:41:33.000000+00:00\", \"2019-08-13 21:18:52.000000+00:00\", \"2022-09-18 07:31:50.000000+00:00\"], \"session_ids\": [\"88ad1186-9b89-4720-912e-1edf2c031bc0\", \"52c23f32-bfc3-4222-98a0-ee8db9bc4c2b\", \"53c6f775-edf8-4649-a1df-c0e15590212c\", \"1c16421d-8207-47af-b487-1c71f8501bb2\"], \"total_duration\": 1736.0, \"total_sessions\": 4, \"mean_week_duration\": 10.716}}]\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[{\"16684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-02-26 11:00:10.000000+00:00\", \"2021-01-30 09:41:33.000000+00:00\", \"2019-08-13 21:18:52.000000+00:00\", \"2022-09-18 07:31:50.000000+00:00\"], \"session_ids\": [\"88ad1186-9b89-4720-912e-1edf2c031bc0\", \"52c23f32-bfc3-4222-98a0-ee8db9bc4c2b\", \"53c6f775-edf8-4649-a1df-c0e15590212c\", \"1c16421d-8207-47af-b487-1c71f8501bb2\"], \"total_duration\": 1736.0, \"total_sessions\": 4, \"mean_week_duration\": 10.716}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 5 users whose median of duration of sessions per week is smaller than 9 and bigger than 46 (not including) in addition sort by town title descending , and keep only 3 records." } ]