conversations
list
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Tokyo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Tokyo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about 3 users who currently live in city Tegucigalpa additionaly do sorting by total sessions in descending order and provide me only with 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"11324\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-07-25 05:58:16.000000+00:00\", \"2022-12-18 09:11:57.000000+00:00\"], \"session_ids\": [\"e1f0c1e9-8618-4563-9340-25bc06f83a2f\", \"3053ef54-47b2-4190-ab84-f0e0fed403e9\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.23}, \"1919\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-09-03 07:14:06.000000+00:00\", \"2021-12-23 18:28:34.000000+00:00\", \"2021-11-30 07:02:34.000000+00:00\"], \"session_ids\": [\"21c798d4-61ea-4e7d-891a-e8da7f3f7627\", \"9b4e75cc-c943-4b71-a15d-5ae438619c06\", \"4517d41d-9730-4e2e-95aa-29f428d66e93\"], \"total_duration\": 576.0, \"total_sessions\": 3, \"mean_week_duration\": 36.0}, \"24709\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-08-02 00:53:48.000000+00:00\", \"2021-09-16 03:07:38.000000+00:00\", \"2020-10-14 08:11:57.000000+00:00\", \"2021-08-25 04:13:38.000000+00:00\", \"2022-05-10 04:17:10.000000+00:00\"], \"session_ids\": [\"9c3eba0c-f835-41f0-a848-5773f8463004\", \"111a392c-8e74-447b-abc9-3cd14f010c4b\", \"59c0e04e-addf-4ac3-bc14-418c68f19211\", \"b3c983cc-5d20-4473-aefa-be2b70b0ecec\", \"57311341-ec5d-4d9f-9be1-7fd48d43ae43\"], \"total_duration\": 540.0, \"total_sessions\": 5, \"mean_week_duration\": 5.806}, \"79540\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-12-04 07:25:22.000000+00:00\", \"2021-07-21 22:41:46.000000+00:00\", \"2020-12-15 12:32:54.000000+00:00\", \"2021-02-03 16:06:47.000000+00:00\"], \"session_ids\": [\"0fa98161-16a2-48f0-8039-502f8b66c6f7\", \"4fdc3bc3-b3fe-4f48-a00f-eed74571f51f\", \"82c47cb4-0158-4c8e-aed0-2f7f8cb47be1\", \"f8662ebe-d7d0-4c11-a42f-a31647e0a084\"], \"total_duration\": 746.0, \"total_sessions\": 4, \"mean_week_duration\": 14.627}, \"5625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-06 18:15:02.000000+00:00\", \"2023-01-25 12:54:26.000000+00:00\", \"2022-04-07 07:44:51.000000+00:00\", \"2020-11-19 00:34:50.000000+00:00\"], \"session_ids\": [\"c001df5c-19c0-45ac-ab6c-79c3baf9540a\", \"5e50be79-6e23-4a78-96fc-625f8d9b4b63\", \"a6f1c340-1342-4519-8caf-c00218920c9d\", \"0693507a-0aa2-4aac-adbe-4bb2297eca1e\"], \"total_duration\": 1903.0, \"total_sessions\": 4, \"mean_week_duration\": 9.193}, \"52271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-11-21 05:08:51.000000+00:00\", \"2022-11-22 14:58:54.000000+00:00\", \"2020-04-04 04:33:28.000000+00:00\"], \"session_ids\": [\"bfdfd8bf-425d-4cbe-9282-b5d05b47ed2b\", \"b969081c-dffd-4b86-bbc6-d381689c5bba\", \"f157538f-7a04-4d79-b53e-fb4cf2f12099\"], \"total_duration\": 423.0, \"total_sessions\": 3, \"mean_week_duration\": 3.065}, \"95309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-10 17:38:46.000000+00:00\", \"2020-12-22 06:52:38.000000+00:00\"], \"session_ids\": [\"55439de3-4b28-4bfc-9872-5939c83b380e\", \"e14ec3c2-d56b-48a1-be9d-41be557db6f5\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.241}, \"43625\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 10, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-24 07:29:29.000000+00:00\", \"2022-09-28 05:22:39.000000+00:00\", \"2021-06-25 15:21:53.000000+00:00\", \"2022-06-18 23:20:09.000000+00:00\", \"2021-07-27 02:35:11.000000+00:00\", \"2020-11-13 16:45:56.000000+00:00\", \"2021-01-07 17:25:54.000000+00:00\"], \"session_ids\": [\"78b40576-1255-4efa-b130-bfcab18ac389\", \"172b9a8e-31cc-4a76-bc1f-c26047538b0a\", \"4051cb3a-8e09-40db-aab7-86f88f8c0991\", \"333dad17-a281-4e18-af99-c9faf5dfbe78\", \"9fa9f937-9b86-4c3b-8c1d-6381a22e1031\", \"6b002e6d-2b87-49f8-a58a-28081bcd20d4\", \"1a3a02a9-be7a-49be-951a-c940ff0d7e72\"], \"total_duration\": 6018.0, \"total_sessions\": 7, \"mean_week_duration\": 36.253}, \"37910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-02 04:37:04.000000+00:00\", \"2020-04-06 06:06:51.000000+00:00\", \"2022-03-05 21:07:12.000000+00:00\", \"2023-05-25 06:52:00.000000+00:00\", \"2022-04-20 15:41:48.000000+00:00\", \"2020-11-11 15:56:29.000000+00:00\", \"2022-03-22 23:32:42.000000+00:00\"], \"session_ids\": [\"00068a49-d85a-4795-beeb-53907922772d\", \"a948328d-ba5a-41be-94cf-2991356d1f78\", \"bb4ff50b-bf6b-47d9-b89f-cb3b8b1a71e5\", \"1dc76879-9879-4dff-a20f-fb1c4f875e2f\", \"1f9be4fc-029e-4091-8b4e-db424f9bd2af\", \"f945d24c-8365-476b-bb8c-5df45ca1f11e\", \"d395a3fa-36fd-4586-9471-3c7cbd926fa8\"], \"total_duration\": 972.0, \"total_sessions\": 7, \"mean_week_duration\": 4.32}, \"16355\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-22 19:08:45.000000+00:00\", \"2022-12-01 09:04:32.000000+00:00\"], \"session_ids\": [\"8aaaee87-86fc-4875-9b6d-d6af0d0d0e18\", \"52c04d8d-a93a-4727-8d20-788e7fefcda7\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.263}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Tegucigalpa" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Tegucigalpa\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 4 users whose overall quantity of sessions exceed 3, exclusively 3 additionaly perform sorting by duration of sessions per week in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-12 16:24:32.000000+00:00\", \"2022-09-11 13:37:25.000000+00:00\", \"2020-02-21 21:57:25.000000+00:00\", \"2021-12-11 07:25:26.000000+00:00\"], \"session_ids\": [\"ebca306d-77af-4729-bf14-d1cd0a05c764\", \"c31f3bf7-4016-417f-8068-53eb086da6df\", \"c3645cf9-91d9-4874-abb9-a59e19a582f9\", \"f9296035-1f06-4054-91a5-e8f9ce78dc15\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.209}, \"30830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-22 04:59:28.000000+00:00\", \"2019-08-16 14:30:51.000000+00:00\", \"2022-04-16 03:15:42.000000+00:00\", \"2020-03-16 15:15:32.000000+00:00\"], \"session_ids\": [\"72852d4b-2c94-4e9e-a7c6-2002b17c3d16\", \"7941265d-cae9-4bc6-a270-c6bae0399daf\", \"b5e7f7fd-5109-4849-a6aa-d54edea47d91\", \"29e93d86-c653-4d8d-8023-1ff8ae5aa078\"], \"total_duration\": 851.0, \"total_sessions\": 4, \"mean_week_duration\": 5.319}, \"84858\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-03 02:26:13.000000+00:00\", \"2020-04-17 01:44:51.000000+00:00\"], \"session_ids\": [\"de95bca2-6bf3-4a40-ad44-7c4c2f1ca589\", \"d2263e55-1faf-430b-adfb-592b16420b2c\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 15.833}, \"30309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-01-30 13:11:59.000000+00:00\", \"2022-11-02 22:16:27.000000+00:00\"], \"session_ids\": [\"34ee620a-5168-45c4-98c3-80b94886bafb\", \"34802ce3-2567-4bd7-9cd4-06aae7eacbee\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.367}, \"5989\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2022-07-14 11:06:15.000000+00:00\", \"2022-04-14 20:13:05.000000+00:00\"], \"session_ids\": [\"36d4491c-5512-494c-86a4-2e03b974cbf0\", \"1f15d357-d8c5-4189-96cb-b8be0c934a1f\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 2.077}, \"39895\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-02 04:53:15.000000+00:00\", \"2020-12-17 11:29:38.000000+00:00\"], \"session_ids\": [\"3204fd03-da9c-40e2-9541-d404db0e0893\", \"fd758751-aa24-4c77-9eb9-f080650a2e84\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.142}, \"31239\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-01-19 07:07:49.000000+00:00\", \"2022-01-23 03:11:40.000000+00:00\"], \"session_ids\": [\"22979071-2b66-473a-a619-2c68183b48ef\", \"7e616cb8-e97e-4b96-afc3-f29d042b0fcb\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 24.0}, \"81189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-12-29 22:23:13.000000+00:00\", \"2020-11-02 23:06:39.000000+00:00\"], \"session_ids\": [\"8afaf639-843d-48a5-9b72-59708d981c9a\", \"a657a9f2-b8e2-4146-9748-4a7ba3af98a1\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 8.644}, \"41486\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-21 20:03:13.000000+00:00\", \"2019-06-10 23:14:50.000000+00:00\"], \"session_ids\": [\"7dcf678b-b02a-4de6-a0ee-09d54fb44f11\", \"2623426a-e427-4c99-a7af-4d7c28c440df\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 16.474}, \"92714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-27 15:49:51.000000+00:00\", \"2021-11-18 15:20:10.000000+00:00\", \"2019-03-08 06:53:46.000000+00:00\", \"2020-01-20 07:36:09.000000+00:00\", \"2021-05-28 12:53:20.000000+00:00\", \"2022-12-22 15:55:11.000000+00:00\", \"2021-01-01 12:40:25.000000+00:00\", \"2021-06-04 12:45:56.000000+00:00\", \"2021-03-15 10:35:27.000000+00:00\", \"2021-10-31 08:50:56.000000+00:00\"], \"session_ids\": [\"623e85ff-ce1b-419c-8c97-1290c193992d\", \"1aee46ad-5e68-4c64-a2bb-3c8c2ad30247\", \"9531b58d-c392-4d28-b802-113f19cfb682\", \"4be47231-a693-4570-bfd4-0bfc9763bf58\", \"b30e7c2e-43af-4e07-9e22-76d76e280db7\", \"4eda66f0-a0cd-436c-ab3e-5ea6e9da3231\", \"0348bc3e-e8ac-4030-aa1f-76b88c0c3630\", \"1ad84cdb-77b5-495d-a834-24a362119a6d\", \"40e58e75-da85-4e7e-8ce8-13a7f69639a9\", \"878df59c-d99e-4b29-b274-6b2e8d9cad5f\"], \"total_duration\": 162.0, \"total_sessions\": 10, \"mean_week_duration\": 0.798}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-12 16:24:32.000000+00:00\", \"2022-09-11 13:37:25.000000+00:00\", \"2020-02-21 21:57:25.000000+00:00\", \"2021-12-11 07:25:26.000000+00:00\"], \"session_ids\": [\"ebca306d-77af-4729-bf14-d1cd0a05c764\", \"c31f3bf7-4016-417f-8068-53eb086da6df\", \"c3645cf9-91d9-4874-abb9-a59e19a582f9\", \"f9296035-1f06-4054-91a5-e8f9ce78dc15\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.209}, \"30830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-22 04:59:28.000000+00:00\", \"2019-08-16 14:30:51.000000+00:00\", \"2022-04-16 03:15:42.000000+00:00\", \"2020-03-16 15:15:32.000000+00:00\"], \"session_ids\": [\"72852d4b-2c94-4e9e-a7c6-2002b17c3d16\", \"7941265d-cae9-4bc6-a270-c6bae0399daf\", \"b5e7f7fd-5109-4849-a6aa-d54edea47d91\", \"29e93d86-c653-4d8d-8023-1ff8ae5aa078\"], \"total_duration\": 851.0, \"total_sessions\": 4, \"mean_week_duration\": 5.319}, \"92714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-27 15:49:51.000000+00:00\", \"2021-11-18 15:20:10.000000+00:00\", \"2019-03-08 06:53:46.000000+00:00\", \"2020-01-20 07:36:09.000000+00:00\", \"2021-05-28 12:53:20.000000+00:00\", \"2022-12-22 15:55:11.000000+00:00\", \"2021-01-01 12:40:25.000000+00:00\", \"2021-06-04 12:45:56.000000+00:00\", \"2021-03-15 10:35:27.000000+00:00\", \"2021-10-31 08:50:56.000000+00:00\"], \"session_ids\": [\"623e85ff-ce1b-419c-8c97-1290c193992d\", \"1aee46ad-5e68-4c64-a2bb-3c8c2ad30247\", \"9531b58d-c392-4d28-b802-113f19cfb682\", \"4be47231-a693-4570-bfd4-0bfc9763bf58\", \"b30e7c2e-43af-4e07-9e22-76d76e280db7\", \"4eda66f0-a0cd-436c-ab3e-5ea6e9da3231\", \"0348bc3e-e8ac-4030-aa1f-76b88c0c3630\", \"1ad84cdb-77b5-495d-a834-24a362119a6d\", \"40e58e75-da85-4e7e-8ce8-13a7f69639a9\", \"878df59c-d99e-4b29-b274-6b2e8d9cad5f\"], \"total_duration\": 162.0, \"total_sessions\": 10, \"mean_week_duration\": 0.798}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"78508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-12 16:24:32.000000+00:00\", \"2022-09-11 13:37:25.000000+00:00\", \"2020-02-21 21:57:25.000000+00:00\", \"2021-12-11 07:25:26.000000+00:00\"], \"session_ids\": [\"ebca306d-77af-4729-bf14-d1cd0a05c764\", \"c31f3bf7-4016-417f-8068-53eb086da6df\", \"c3645cf9-91d9-4874-abb9-a59e19a582f9\", \"f9296035-1f06-4054-91a5-e8f9ce78dc15\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.209}}, {\"92714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-27 15:49:51.000000+00:00\", \"2021-11-18 15:20:10.000000+00:00\", \"2019-03-08 06:53:46.000000+00:00\", \"2020-01-20 07:36:09.000000+00:00\", \"2021-05-28 12:53:20.000000+00:00\", \"2022-12-22 15:55:11.000000+00:00\", \"2021-01-01 12:40:25.000000+00:00\", \"2021-06-04 12:45:56.000000+00:00\", \"2021-03-15 10:35:27.000000+00:00\", \"2021-10-31 08:50:56.000000+00:00\"], \"session_ids\": [\"623e85ff-ce1b-419c-8c97-1290c193992d\", \"1aee46ad-5e68-4c64-a2bb-3c8c2ad30247\", \"9531b58d-c392-4d28-b802-113f19cfb682\", \"4be47231-a693-4570-bfd4-0bfc9763bf58\", \"b30e7c2e-43af-4e07-9e22-76d76e280db7\", \"4eda66f0-a0cd-436c-ab3e-5ea6e9da3231\", \"0348bc3e-e8ac-4030-aa1f-76b88c0c3630\", \"1ad84cdb-77b5-495d-a834-24a362119a6d\", \"40e58e75-da85-4e7e-8ce8-13a7f69639a9\", \"878df59c-d99e-4b29-b274-6b2e8d9cad5f\"], \"total_duration\": 162.0, \"total_sessions\": 10, \"mean_week_duration\": 0.798}}, {\"30830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-22 04:59:28.000000+00:00\", \"2019-08-16 14:30:51.000000+00:00\", \"2022-04-16 03:15:42.000000+00:00\", \"2020-03-16 15:15:32.000000+00:00\"], \"session_ids\": [\"72852d4b-2c94-4e9e-a7c6-2002b17c3d16\", \"7941265d-cae9-4bc6-a270-c6bae0399daf\", \"b5e7f7fd-5109-4849-a6aa-d54edea47d91\", \"29e93d86-c653-4d8d-8023-1ff8ae5aa078\"], \"total_duration\": 851.0, \"total_sessions\": 4, \"mean_week_duration\": 5.319}}]\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[{\"78508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-12 16:24:32.000000+00:00\", \"2022-09-11 13:37:25.000000+00:00\", \"2020-02-21 21:57:25.000000+00:00\", \"2021-12-11 07:25:26.000000+00:00\"], \"session_ids\": [\"ebca306d-77af-4729-bf14-d1cd0a05c764\", \"c31f3bf7-4016-417f-8068-53eb086da6df\", \"c3645cf9-91d9-4874-abb9-a59e19a582f9\", \"f9296035-1f06-4054-91a5-e8f9ce78dc15\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.209}}, {\"92714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-27 15:49:51.000000+00:00\", \"2021-11-18 15:20:10.000000+00:00\", \"2019-03-08 06:53:46.000000+00:00\", \"2020-01-20 07:36:09.000000+00:00\", \"2021-05-28 12:53:20.000000+00:00\", \"2022-12-22 15:55:11.000000+00:00\", \"2021-01-01 12:40:25.000000+00:00\", \"2021-06-04 12:45:56.000000+00:00\", \"2021-03-15 10:35:27.000000+00:00\", \"2021-10-31 08:50:56.000000+00:00\"], \"session_ids\": [\"623e85ff-ce1b-419c-8c97-1290c193992d\", \"1aee46ad-5e68-4c64-a2bb-3c8c2ad30247\", \"9531b58d-c392-4d28-b802-113f19cfb682\", \"4be47231-a693-4570-bfd4-0bfc9763bf58\", \"b30e7c2e-43af-4e07-9e22-76d76e280db7\", \"4eda66f0-a0cd-436c-ab3e-5ea6e9da3231\", \"0348bc3e-e8ac-4030-aa1f-76b88c0c3630\", \"1ad84cdb-77b5-495d-a834-24a362119a6d\", \"40e58e75-da85-4e7e-8ce8-13a7f69639a9\", \"878df59c-d99e-4b29-b274-6b2e8d9cad5f\"], \"total_duration\": 162.0, \"total_sessions\": 10, \"mean_week_duration\": 0.798}}, {\"30830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-22 04:59:28.000000+00:00\", \"2019-08-16 14:30:51.000000+00:00\", \"2022-04-16 03:15:42.000000+00:00\", \"2020-03-16 15:15:32.000000+00:00\"], \"session_ids\": [\"72852d4b-2c94-4e9e-a7c6-2002b17c3d16\", \"7941265d-cae9-4bc6-a270-c6bae0399daf\", \"b5e7f7fd-5109-4849-a6aa-d54edea47d91\", \"29e93d86-c653-4d8d-8023-1ff8ae5aa078\"], \"total_duration\": 851.0, \"total_sessions\": 4, \"mean_week_duration\": 5.319}}]\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[{\"78508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-12 16:24:32.000000+00:00\", \"2022-09-11 13:37:25.000000+00:00\", \"2020-02-21 21:57:25.000000+00:00\", \"2021-12-11 07:25:26.000000+00:00\"], \"session_ids\": [\"ebca306d-77af-4729-bf14-d1cd0a05c764\", \"c31f3bf7-4016-417f-8068-53eb086da6df\", \"c3645cf9-91d9-4874-abb9-a59e19a582f9\", \"f9296035-1f06-4054-91a5-e8f9ce78dc15\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.209}}, {\"92714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-27 15:49:51.000000+00:00\", \"2021-11-18 15:20:10.000000+00:00\", \"2019-03-08 06:53:46.000000+00:00\", \"2020-01-20 07:36:09.000000+00:00\", \"2021-05-28 12:53:20.000000+00:00\", \"2022-12-22 15:55:11.000000+00:00\", \"2021-01-01 12:40:25.000000+00:00\", \"2021-06-04 12:45:56.000000+00:00\", \"2021-03-15 10:35:27.000000+00:00\", \"2021-10-31 08:50:56.000000+00:00\"], \"session_ids\": [\"623e85ff-ce1b-419c-8c97-1290c193992d\", \"1aee46ad-5e68-4c64-a2bb-3c8c2ad30247\", \"9531b58d-c392-4d28-b802-113f19cfb682\", \"4be47231-a693-4570-bfd4-0bfc9763bf58\", \"b30e7c2e-43af-4e07-9e22-76d76e280db7\", \"4eda66f0-a0cd-436c-ab3e-5ea6e9da3231\", \"0348bc3e-e8ac-4030-aa1f-76b88c0c3630\", \"1ad84cdb-77b5-495d-a834-24a362119a6d\", \"40e58e75-da85-4e7e-8ce8-13a7f69639a9\", \"878df59c-d99e-4b29-b274-6b2e8d9cad5f\"], \"total_duration\": 162.0, \"total_sessions\": 10, \"mean_week_duration\": 0.798}}, {\"30830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-22 04:59:28.000000+00:00\", \"2019-08-16 14:30:51.000000+00:00\", \"2022-04-16 03:15:42.000000+00:00\", \"2020-03-16 15:15:32.000000+00:00\"], \"session_ids\": [\"72852d4b-2c94-4e9e-a7c6-2002b17c3d16\", \"7941265d-cae9-4bc6-a270-c6bae0399daf\", \"b5e7f7fd-5109-4849-a6aa-d54edea47d91\", \"29e93d86-c653-4d8d-8023-1ff8ae5aa078\"], \"total_duration\": 851.0, \"total_sessions\": 4, \"mean_week_duration\": 5.319}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 2 users with a time spent on the site that is <= 298 + do sorting by sum of duration of sessions 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{\"19935\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-11 16:34:11.000000+00:00\", \"2019-01-24 22:33:37.000000+00:00\", \"2020-01-15 02:44:21.000000+00:00\"], \"session_ids\": [\"a8c1c076-2faa-41f4-b7f7-4e2eed95fe96\", \"fa33c1b2-cfb3-4f7a-8a07-021c30451a96\", \"06d78306-8a78-4c0a-af13-01799ea8e841\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.192}, \"29460\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-18 17:36:12.000000+00:00\", \"2022-05-14 01:15:17.000000+00:00\", \"2023-05-17 01:03:00.000000+00:00\", \"2021-03-23 14:30:55.000000+00:00\", \"2020-06-04 19:52:15.000000+00:00\"], \"session_ids\": [\"fd6d1060-4991-4804-9d35-bd8dad3eb8c9\", \"c7eccebf-6b82-419e-849a-aba3548a8088\", \"3524648a-5fd0-4d1f-8d78-7b4cf6f6a870\", \"0390ecb6-d748-42fd-a350-38b271bcec22\", \"3b69e570-ff71-4797-b931-2f799721ee50\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.292}, \"37611\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-25 04:31:41.000000+00:00\", \"2021-09-09 15:30:31.000000+00:00\"], \"session_ids\": [\"846c63fb-287f-47ed-b421-4b40ba13714c\", \"e9e3b26d-8ede-4f37-a7e1-9dbb4ca46427\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.967}, \"91777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-09-10 17:09:59.000000+00:00\", \"2019-04-27 03:19:13.000000+00:00\"], \"session_ids\": [\"223d4fbc-fdea-47fe-bedc-10faa26ec70e\", \"6e90490d-7e37-4fcb-aa4c-d4264352fc2c\"], \"total_duration\": 323.0, \"total_sessions\": 2, \"mean_week_duration\": 2.605}, \"85400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-02 00:46:32.000000+00:00\", \"2022-09-19 11:45:06.000000+00:00\"], \"session_ids\": [\"1d42a137-14c0-4527-8d1b-e6b89acc0db4\", \"7a2a7c90-ff08-46fe-9c1a-e6e6bebbab69\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 3.763}, \"55809\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-08 04:29:58.000000+00:00\", \"2020-03-21 12:24:55.000000+00:00\"], \"session_ids\": [\"ab8f3662-bbc4-4703-b1fb-72fad575d15a\", \"65bef6e2-3e29-4a2a-897c-e0a7553d5e0e\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 1.758}, \"79005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-05 09:59:07.000000+00:00\", \"2023-05-08 00:07:49.000000+00:00\"], \"session_ids\": [\"754873e8-b676-4bda-8a38-62403abfaaf5\", \"fad7ae54-c876-4ce2-9f6b-35e0aba35dac\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}, \"44630\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-16 15:48:31.000000+00:00\", \"2022-03-16 09:06:21.000000+00:00\"], \"session_ids\": [\"1c3b23dc-1488-497c-b98e-ceb29a32d224\", \"8446452a-7c6d-4b48-8b53-9d0d548eec04\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 15.556}, \"60131\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-10-17 22:48:41.000000+00:00\", \"2023-01-13 03:43:49.000000+00:00\"], \"session_ids\": [\"12fdd61b-61c0-4591-9c82-aaeddf8f98c2\", \"11797b85-d66d-46a2-ae59-13ed0a1e2b7f\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.632}, \"16168\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-13 14:38:23.000000+00:00\", \"2019-10-22 10:16:48.000000+00:00\"], \"session_ids\": [\"e1deeb0e-def7-43a1-bab1-356ca7136579\", \"adf13187-0622-4d41-a527-807b1e5fab0c\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 298" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[298, 2888]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"19935\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-11 16:34:11.000000+00:00\", \"2019-01-24 22:33:37.000000+00:00\", \"2020-01-15 02:44:21.000000+00:00\"], \"session_ids\": [\"a8c1c076-2faa-41f4-b7f7-4e2eed95fe96\", \"fa33c1b2-cfb3-4f7a-8a07-021c30451a96\", \"06d78306-8a78-4c0a-af13-01799ea8e841\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.192}, \"29460\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-18 17:36:12.000000+00:00\", \"2022-05-14 01:15:17.000000+00:00\", \"2023-05-17 01:03:00.000000+00:00\", \"2021-03-23 14:30:55.000000+00:00\", \"2020-06-04 19:52:15.000000+00:00\"], \"session_ids\": [\"fd6d1060-4991-4804-9d35-bd8dad3eb8c9\", \"c7eccebf-6b82-419e-849a-aba3548a8088\", \"3524648a-5fd0-4d1f-8d78-7b4cf6f6a870\", \"0390ecb6-d748-42fd-a350-38b271bcec22\", \"3b69e570-ff71-4797-b931-2f799721ee50\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.292}, \"37611\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-25 04:31:41.000000+00:00\", \"2021-09-09 15:30:31.000000+00:00\"], \"session_ids\": [\"846c63fb-287f-47ed-b421-4b40ba13714c\", \"e9e3b26d-8ede-4f37-a7e1-9dbb4ca46427\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.967}, \"85400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-02 00:46:32.000000+00:00\", \"2022-09-19 11:45:06.000000+00:00\"], \"session_ids\": [\"1d42a137-14c0-4527-8d1b-e6b89acc0db4\", \"7a2a7c90-ff08-46fe-9c1a-e6e6bebbab69\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 3.763}, \"55809\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-08 04:29:58.000000+00:00\", \"2020-03-21 12:24:55.000000+00:00\"], \"session_ids\": [\"ab8f3662-bbc4-4703-b1fb-72fad575d15a\", \"65bef6e2-3e29-4a2a-897c-e0a7553d5e0e\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 1.758}, \"79005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-05 09:59:07.000000+00:00\", \"2023-05-08 00:07:49.000000+00:00\"], \"session_ids\": [\"754873e8-b676-4bda-8a38-62403abfaaf5\", \"fad7ae54-c876-4ce2-9f6b-35e0aba35dac\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}, \"44630\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-16 15:48:31.000000+00:00\", \"2022-03-16 09:06:21.000000+00:00\"], \"session_ids\": [\"1c3b23dc-1488-497c-b98e-ceb29a32d224\", \"8446452a-7c6d-4b48-8b53-9d0d548eec04\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 15.556}, \"60131\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-10-17 22:48:41.000000+00:00\", \"2023-01-13 03:43:49.000000+00:00\"], \"session_ids\": [\"12fdd61b-61c0-4591-9c82-aaeddf8f98c2\", \"11797b85-d66d-46a2-ae59-13ed0a1e2b7f\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.632}, \"16168\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-13 14:38:23.000000+00:00\", \"2019-10-22 10:16:48.000000+00:00\"], \"session_ids\": [\"e1deeb0e-def7-43a1-bab1-356ca7136579\", \"adf13187-0622-4d41-a527-807b1e5fab0c\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"44630\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-16 15:48:31.000000+00:00\", \"2022-03-16 09:06:21.000000+00:00\"], \"session_ids\": [\"1c3b23dc-1488-497c-b98e-ceb29a32d224\", \"8446452a-7c6d-4b48-8b53-9d0d548eec04\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 15.556}}, {\"85400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-02 00:46:32.000000+00:00\", \"2022-09-19 11:45:06.000000+00:00\"], \"session_ids\": [\"1d42a137-14c0-4527-8d1b-e6b89acc0db4\", \"7a2a7c90-ff08-46fe-9c1a-e6e6bebbab69\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 3.763}}, {\"55809\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-08 04:29:58.000000+00:00\", \"2020-03-21 12:24:55.000000+00:00\"], \"session_ids\": [\"ab8f3662-bbc4-4703-b1fb-72fad575d15a\", \"65bef6e2-3e29-4a2a-897c-e0a7553d5e0e\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 1.758}}, {\"60131\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-10-17 22:48:41.000000+00:00\", \"2023-01-13 03:43:49.000000+00:00\"], \"session_ids\": [\"12fdd61b-61c0-4591-9c82-aaeddf8f98c2\", \"11797b85-d66d-46a2-ae59-13ed0a1e2b7f\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.632}}, {\"37611\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-25 04:31:41.000000+00:00\", \"2021-09-09 15:30:31.000000+00:00\"], \"session_ids\": [\"846c63fb-287f-47ed-b421-4b40ba13714c\", \"e9e3b26d-8ede-4f37-a7e1-9dbb4ca46427\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.967}}, {\"79005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-05 09:59:07.000000+00:00\", \"2023-05-08 00:07:49.000000+00:00\"], \"session_ids\": [\"754873e8-b676-4bda-8a38-62403abfaaf5\", \"fad7ae54-c876-4ce2-9f6b-35e0aba35dac\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}}, {\"16168\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-13 14:38:23.000000+00:00\", \"2019-10-22 10:16:48.000000+00:00\"], \"session_ids\": [\"e1deeb0e-def7-43a1-bab1-356ca7136579\", \"adf13187-0622-4d41-a527-807b1e5fab0c\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}}, {\"29460\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-18 17:36:12.000000+00:00\", \"2022-05-14 01:15:17.000000+00:00\", \"2023-05-17 01:03:00.000000+00:00\", \"2021-03-23 14:30:55.000000+00:00\", \"2020-06-04 19:52:15.000000+00:00\"], \"session_ids\": [\"fd6d1060-4991-4804-9d35-bd8dad3eb8c9\", \"c7eccebf-6b82-419e-849a-aba3548a8088\", \"3524648a-5fd0-4d1f-8d78-7b4cf6f6a870\", \"0390ecb6-d748-42fd-a350-38b271bcec22\", \"3b69e570-ff71-4797-b931-2f799721ee50\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.292}}, {\"19935\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-11 16:34:11.000000+00:00\", \"2019-01-24 22:33:37.000000+00:00\", \"2020-01-15 02:44:21.000000+00:00\"], \"session_ids\": [\"a8c1c076-2faa-41f4-b7f7-4e2eed95fe96\", \"fa33c1b2-cfb3-4f7a-8a07-021c30451a96\", \"06d78306-8a78-4c0a-af13-01799ea8e841\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.192}}]\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[{\"44630\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-16 15:48:31.000000+00:00\", \"2022-03-16 09:06:21.000000+00:00\"], \"session_ids\": [\"1c3b23dc-1488-497c-b98e-ceb29a32d224\", \"8446452a-7c6d-4b48-8b53-9d0d548eec04\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 15.556}}, {\"85400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-02 00:46:32.000000+00:00\", \"2022-09-19 11:45:06.000000+00:00\"], \"session_ids\": [\"1d42a137-14c0-4527-8d1b-e6b89acc0db4\", \"7a2a7c90-ff08-46fe-9c1a-e6e6bebbab69\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 3.763}}]\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[{\"44630\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-16 15:48:31.000000+00:00\", \"2022-03-16 09:06:21.000000+00:00\"], \"session_ids\": [\"1c3b23dc-1488-497c-b98e-ceb29a32d224\", \"8446452a-7c6d-4b48-8b53-9d0d548eec04\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 15.556}}, {\"85400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-02 00:46:32.000000+00:00\", \"2022-09-19 11:45:06.000000+00:00\"], \"session_ids\": [\"1d42a137-14c0-4527-8d1b-e6b89acc0db4\", \"7a2a7c90-ff08-46fe-9c1a-e6e6bebbab69\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 3.763}}]\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": "Share insights on 7 users whose total_duration is strictly less than 2480 additionaly sort by name of the town in desc 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{\"76178\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-21 13:14:39.000000+00:00\", \"2022-05-28 05:11:16.000000+00:00\"], \"session_ids\": [\"f1daa785-2336-4faf-972c-937e6e21cfeb\", \"dd521373-6a0b-47a8-9fad-1e2ad098d7ec\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.733}, \"95478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-21 21:47:01.000000+00:00\", \"2022-07-06 11:47:24.000000+00:00\", \"2022-04-21 12:27:08.000000+00:00\"], \"session_ids\": [\"e030fd34-6077-4915-bbd5-55dc1d61941b\", \"0e71d19b-5133-40b8-8009-eefd0f3f01d0\", \"95d91d97-d5cf-4928-84ad-cb880140411a\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 2.196}, \"33246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-04 10:07:20.000000+00:00\", \"2022-11-09 11:02:53.000000+00:00\", \"2023-05-10 05:22:00.000000+00:00\", \"2020-08-25 12:44:17.000000+00:00\"], \"session_ids\": [\"07dee331-4366-4048-b55d-71d81f1c0b73\", \"3cbbd4cd-0cef-4239-a972-af4ef73602f5\", \"3ee1382a-b791-46ea-8505-d12c8a7ee67a\", \"ec9fb63f-3b9c-437c-8f47-ab8c1ad007bd\"], \"total_duration\": 893.0, \"total_sessions\": 4, \"mean_week_duration\": 6.333}, \"13458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-31 13:03:12.000000+00:00\", \"2022-02-03 13:13:52.000000+00:00\"], \"session_ids\": [\"b019b942-c31b-47a5-96f9-d09519cede84\", \"fbe0a2bf-c944-4f14-bcdb-892c0366ba40\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 3.167}, \"66989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-23 14:37:09.000000+00:00\", \"2022-12-21 08:23:40.000000+00:00\"], \"session_ids\": [\"eb2285e6-b710-4838-8231-cc02ced305e2\", \"a234cb52-c47c-4cf7-827e-5a59f8bcff7a\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.575}, \"82834\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-06 17:22:18.000000+00:00\", \"2019-02-01 16:46:23.000000+00:00\", \"2022-11-06 03:39:25.000000+00:00\"], \"session_ids\": [\"1c6dcf14-5059-4d53-8503-54f4d926afab\", \"b7d993fc-501d-4f1c-8f26-ab0c1df9a61e\", \"5fb19fda-7177-4d54-b26d-6f62370086aa\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.431}, \"41740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-13 20:10:05.000000+00:00\", \"2023-02-11 07:00:15.000000+00:00\"], \"session_ids\": [\"e69aee9b-2e36-475b-acbf-24725937766a\", \"5a6ac7a0-9380-4cad-9c03-6565056b4e9f\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 1.354}, \"19858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-15 14:24:04.000000+00:00\", \"2019-07-06 12:53:21.000000+00:00\"], \"session_ids\": [\"ee63debb-8401-4740-be18-a03eb394708d\", \"8bbf72ff-0ceb-490e-9d8c-cfa01b28dc47\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 4.268}, \"48240\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-05 17:50:38.000000+00:00\", \"2020-11-28 15:27:01.000000+00:00\", \"2020-01-28 02:03:48.000000+00:00\", \"2021-02-12 15:03:14.000000+00:00\", \"2021-04-02 13:16:15.000000+00:00\", \"2020-04-01 17:05:00.000000+00:00\", \"2020-11-05 02:25:00.000000+00:00\"], \"session_ids\": [\"e85d8201-ae0b-48b0-b9a4-9c1ac9c9f449\", \"d7922cb8-fdbb-4758-b0d8-e4d44cd75f23\", \"ec78a983-46d1-4a77-a8a9-b53adfefd303\", \"a2ccf06f-2574-448e-8f1f-d0455a8f2122\", \"704ebca2-5765-40d6-8c2e-cf6ee7ab3866\", \"46ea51ba-f293-480a-8369-6b4eff1ef7e5\", \"3a816713-3e6d-43a2-94b2-0499136158a2\"], \"total_duration\": 3679.0, \"total_sessions\": 7, \"mean_week_duration\": 36.79}, \"41227\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-14 15:53:46.000000+00:00\", \"2021-02-14 02:15:49.000000+00:00\", \"2019-12-15 00:25:22.000000+00:00\"], \"session_ids\": [\"27d0fe9e-c965-4fa4-9878-ec0a58149b05\", \"5ea26c55-5740-4fc1-8498-34afed0d9e14\", \"96160101-3b53-4757-94ac-bd743e55f7ac\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 3.23}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 2480" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[2480, 4793]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76178\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-21 13:14:39.000000+00:00\", \"2022-05-28 05:11:16.000000+00:00\"], \"session_ids\": [\"f1daa785-2336-4faf-972c-937e6e21cfeb\", \"dd521373-6a0b-47a8-9fad-1e2ad098d7ec\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.733}, \"95478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-21 21:47:01.000000+00:00\", \"2022-07-06 11:47:24.000000+00:00\", \"2022-04-21 12:27:08.000000+00:00\"], \"session_ids\": [\"e030fd34-6077-4915-bbd5-55dc1d61941b\", \"0e71d19b-5133-40b8-8009-eefd0f3f01d0\", \"95d91d97-d5cf-4928-84ad-cb880140411a\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 2.196}, \"33246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-04 10:07:20.000000+00:00\", \"2022-11-09 11:02:53.000000+00:00\", \"2023-05-10 05:22:00.000000+00:00\", \"2020-08-25 12:44:17.000000+00:00\"], \"session_ids\": [\"07dee331-4366-4048-b55d-71d81f1c0b73\", \"3cbbd4cd-0cef-4239-a972-af4ef73602f5\", \"3ee1382a-b791-46ea-8505-d12c8a7ee67a\", \"ec9fb63f-3b9c-437c-8f47-ab8c1ad007bd\"], \"total_duration\": 893.0, \"total_sessions\": 4, \"mean_week_duration\": 6.333}, \"13458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-31 13:03:12.000000+00:00\", \"2022-02-03 13:13:52.000000+00:00\"], \"session_ids\": [\"b019b942-c31b-47a5-96f9-d09519cede84\", \"fbe0a2bf-c944-4f14-bcdb-892c0366ba40\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 3.167}, \"66989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-23 14:37:09.000000+00:00\", \"2022-12-21 08:23:40.000000+00:00\"], \"session_ids\": [\"eb2285e6-b710-4838-8231-cc02ced305e2\", \"a234cb52-c47c-4cf7-827e-5a59f8bcff7a\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.575}, \"82834\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-06 17:22:18.000000+00:00\", \"2019-02-01 16:46:23.000000+00:00\", \"2022-11-06 03:39:25.000000+00:00\"], \"session_ids\": [\"1c6dcf14-5059-4d53-8503-54f4d926afab\", \"b7d993fc-501d-4f1c-8f26-ab0c1df9a61e\", \"5fb19fda-7177-4d54-b26d-6f62370086aa\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.431}, \"41740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-13 20:10:05.000000+00:00\", \"2023-02-11 07:00:15.000000+00:00\"], \"session_ids\": [\"e69aee9b-2e36-475b-acbf-24725937766a\", \"5a6ac7a0-9380-4cad-9c03-6565056b4e9f\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 1.354}, \"19858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-15 14:24:04.000000+00:00\", \"2019-07-06 12:53:21.000000+00:00\"], \"session_ids\": [\"ee63debb-8401-4740-be18-a03eb394708d\", \"8bbf72ff-0ceb-490e-9d8c-cfa01b28dc47\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 4.268}, \"41227\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-14 15:53:46.000000+00:00\", \"2021-02-14 02:15:49.000000+00:00\", \"2019-12-15 00:25:22.000000+00:00\"], \"session_ids\": [\"27d0fe9e-c965-4fa4-9878-ec0a58149b05\", \"5ea26c55-5740-4fc1-8498-34afed0d9e14\", \"96160101-3b53-4757-94ac-bd743e55f7ac\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 3.23}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76178\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-21 13:14:39.000000+00:00\", \"2022-05-28 05:11:16.000000+00:00\"], \"session_ids\": [\"f1daa785-2336-4faf-972c-937e6e21cfeb\", \"dd521373-6a0b-47a8-9fad-1e2ad098d7ec\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.733}}, {\"13458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-31 13:03:12.000000+00:00\", \"2022-02-03 13:13:52.000000+00:00\"], \"session_ids\": [\"b019b942-c31b-47a5-96f9-d09519cede84\", \"fbe0a2bf-c944-4f14-bcdb-892c0366ba40\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 3.167}}, {\"19858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-15 14:24:04.000000+00:00\", \"2019-07-06 12:53:21.000000+00:00\"], \"session_ids\": [\"ee63debb-8401-4740-be18-a03eb394708d\", \"8bbf72ff-0ceb-490e-9d8c-cfa01b28dc47\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 4.268}}, {\"66989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-23 14:37:09.000000+00:00\", \"2022-12-21 08:23:40.000000+00:00\"], \"session_ids\": [\"eb2285e6-b710-4838-8231-cc02ced305e2\", \"a234cb52-c47c-4cf7-827e-5a59f8bcff7a\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.575}}, {\"95478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-21 21:47:01.000000+00:00\", \"2022-07-06 11:47:24.000000+00:00\", \"2022-04-21 12:27:08.000000+00:00\"], \"session_ids\": [\"e030fd34-6077-4915-bbd5-55dc1d61941b\", \"0e71d19b-5133-40b8-8009-eefd0f3f01d0\", \"95d91d97-d5cf-4928-84ad-cb880140411a\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 2.196}}, {\"41227\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-14 15:53:46.000000+00:00\", \"2021-02-14 02:15:49.000000+00:00\", \"2019-12-15 00:25:22.000000+00:00\"], \"session_ids\": [\"27d0fe9e-c965-4fa4-9878-ec0a58149b05\", \"5ea26c55-5740-4fc1-8498-34afed0d9e14\", \"96160101-3b53-4757-94ac-bd743e55f7ac\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 3.23}}, {\"33246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-04 10:07:20.000000+00:00\", \"2022-11-09 11:02:53.000000+00:00\", \"2023-05-10 05:22:00.000000+00:00\", \"2020-08-25 12:44:17.000000+00:00\"], \"session_ids\": [\"07dee331-4366-4048-b55d-71d81f1c0b73\", \"3cbbd4cd-0cef-4239-a972-af4ef73602f5\", \"3ee1382a-b791-46ea-8505-d12c8a7ee67a\", \"ec9fb63f-3b9c-437c-8f47-ab8c1ad007bd\"], \"total_duration\": 893.0, \"total_sessions\": 4, \"mean_week_duration\": 6.333}}, {\"41740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-13 20:10:05.000000+00:00\", \"2023-02-11 07:00:15.000000+00:00\"], \"session_ids\": [\"e69aee9b-2e36-475b-acbf-24725937766a\", \"5a6ac7a0-9380-4cad-9c03-6565056b4e9f\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 1.354}}, {\"82834\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-06 17:22:18.000000+00:00\", \"2019-02-01 16:46:23.000000+00:00\", \"2022-11-06 03:39:25.000000+00:00\"], \"session_ids\": [\"1c6dcf14-5059-4d53-8503-54f4d926afab\", \"b7d993fc-501d-4f1c-8f26-ab0c1df9a61e\", \"5fb19fda-7177-4d54-b26d-6f62370086aa\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.431}}]\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[{\"76178\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-21 13:14:39.000000+00:00\", \"2022-05-28 05:11:16.000000+00:00\"], \"session_ids\": [\"f1daa785-2336-4faf-972c-937e6e21cfeb\", \"dd521373-6a0b-47a8-9fad-1e2ad098d7ec\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.733}}, {\"13458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-31 13:03:12.000000+00:00\", \"2022-02-03 13:13:52.000000+00:00\"], \"session_ids\": [\"b019b942-c31b-47a5-96f9-d09519cede84\", \"fbe0a2bf-c944-4f14-bcdb-892c0366ba40\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 3.167}}, {\"19858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-15 14:24:04.000000+00:00\", \"2019-07-06 12:53:21.000000+00:00\"], \"session_ids\": [\"ee63debb-8401-4740-be18-a03eb394708d\", \"8bbf72ff-0ceb-490e-9d8c-cfa01b28dc47\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 4.268}}, {\"66989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-23 14:37:09.000000+00:00\", \"2022-12-21 08:23:40.000000+00:00\"], \"session_ids\": [\"eb2285e6-b710-4838-8231-cc02ced305e2\", \"a234cb52-c47c-4cf7-827e-5a59f8bcff7a\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.575}}, {\"95478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-21 21:47:01.000000+00:00\", \"2022-07-06 11:47:24.000000+00:00\", \"2022-04-21 12:27:08.000000+00:00\"], \"session_ids\": [\"e030fd34-6077-4915-bbd5-55dc1d61941b\", \"0e71d19b-5133-40b8-8009-eefd0f3f01d0\", \"95d91d97-d5cf-4928-84ad-cb880140411a\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 2.196}}, {\"41227\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-14 15:53:46.000000+00:00\", \"2021-02-14 02:15:49.000000+00:00\", \"2019-12-15 00:25:22.000000+00:00\"], \"session_ids\": [\"27d0fe9e-c965-4fa4-9878-ec0a58149b05\", \"5ea26c55-5740-4fc1-8498-34afed0d9e14\", \"96160101-3b53-4757-94ac-bd743e55f7ac\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 3.23}}, {\"33246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-04 10:07:20.000000+00:00\", \"2022-11-09 11:02:53.000000+00:00\", \"2023-05-10 05:22:00.000000+00:00\", \"2020-08-25 12:44:17.000000+00:00\"], \"session_ids\": [\"07dee331-4366-4048-b55d-71d81f1c0b73\", \"3cbbd4cd-0cef-4239-a972-af4ef73602f5\", \"3ee1382a-b791-46ea-8505-d12c8a7ee67a\", \"ec9fb63f-3b9c-437c-8f47-ab8c1ad007bd\"], \"total_duration\": 893.0, \"total_sessions\": 4, \"mean_week_duration\": 6.333}}]\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[{\"76178\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-21 13:14:39.000000+00:00\", \"2022-05-28 05:11:16.000000+00:00\"], \"session_ids\": [\"f1daa785-2336-4faf-972c-937e6e21cfeb\", \"dd521373-6a0b-47a8-9fad-1e2ad098d7ec\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.733}}, {\"13458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-31 13:03:12.000000+00:00\", \"2022-02-03 13:13:52.000000+00:00\"], \"session_ids\": [\"b019b942-c31b-47a5-96f9-d09519cede84\", \"fbe0a2bf-c944-4f14-bcdb-892c0366ba40\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 3.167}}, {\"19858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-15 14:24:04.000000+00:00\", \"2019-07-06 12:53:21.000000+00:00\"], \"session_ids\": [\"ee63debb-8401-4740-be18-a03eb394708d\", \"8bbf72ff-0ceb-490e-9d8c-cfa01b28dc47\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 4.268}}, {\"66989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-23 14:37:09.000000+00:00\", \"2022-12-21 08:23:40.000000+00:00\"], \"session_ids\": [\"eb2285e6-b710-4838-8231-cc02ced305e2\", \"a234cb52-c47c-4cf7-827e-5a59f8bcff7a\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.575}}, {\"95478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-21 21:47:01.000000+00:00\", \"2022-07-06 11:47:24.000000+00:00\", \"2022-04-21 12:27:08.000000+00:00\"], \"session_ids\": [\"e030fd34-6077-4915-bbd5-55dc1d61941b\", \"0e71d19b-5133-40b8-8009-eefd0f3f01d0\", \"95d91d97-d5cf-4928-84ad-cb880140411a\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 2.196}}, {\"41227\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-14 15:53:46.000000+00:00\", \"2021-02-14 02:15:49.000000+00:00\", \"2019-12-15 00:25:22.000000+00:00\"], \"session_ids\": [\"27d0fe9e-c965-4fa4-9878-ec0a58149b05\", \"5ea26c55-5740-4fc1-8498-34afed0d9e14\", \"96160101-3b53-4757-94ac-bd743e55f7ac\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 3.23}}, {\"33246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-04 10:07:20.000000+00:00\", \"2022-11-09 11:02:53.000000+00:00\", \"2023-05-10 05:22:00.000000+00:00\", \"2020-08-25 12:44:17.000000+00:00\"], \"session_ids\": [\"07dee331-4366-4048-b55d-71d81f1c0b73\", \"3cbbd4cd-0cef-4239-a972-af4ef73602f5\", \"3ee1382a-b791-46ea-8505-d12c8a7ee67a\", \"ec9fb63f-3b9c-437c-8f47-ab8c1ad007bd\"], \"total_duration\": 893.0, \"total_sessions\": 4, \"mean_week_duration\": 6.333}}]\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": "Provide insights into 3 users who have time in app per week bigger than 26 and smaller than 1 , moreover perform sorting by average week duration desc , and provide me only with 4 pieces of information." } ]
[ { "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{\"5444\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-16 02:47:12.000000+00:00\", \"2022-02-01 09:22:17.000000+00:00\"], \"session_ids\": [\"03657d28-9c41-4b19-8066-736277ef3edb\", \"280527f8-6086-49ea-967b-23eb9f74c7f6\"], \"total_duration\": 377.0, \"total_sessions\": 2, \"mean_week_duration\": 5.236}, \"97879\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-19 15:54:43.000000+00:00\", \"2020-12-16 09:15:46.000000+00:00\"], \"session_ids\": [\"2846ea56-f173-416f-af87-9390a1696fef\", \"73f2721d-381f-4fed-99ee-d683db9626e2\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.161}, \"20403\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-19 11:03:37.000000+00:00\", \"2022-04-09 23:51:08.000000+00:00\"], \"session_ids\": [\"269298fa-329d-4164-ae01-a578a20596e8\", \"ac13f680-03d1-4c93-a0b2-0752a7293202\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.524}, \"40833\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-11-24 17:16:16.000000+00:00\", \"2022-01-26 14:12:54.000000+00:00\", \"2022-08-30 07:42:36.000000+00:00\"], \"session_ids\": [\"15eb4988-930f-4eca-b787-f03bcf0bcda3\", \"71baf8eb-9e8e-42d8-a2f7-0ad2fd71e6b4\", \"a224dedd-00c7-4925-a753-0c98cea5d099\"], \"total_duration\": 939.0, \"total_sessions\": 3, \"mean_week_duration\": 21.341}, \"45471\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-05 02:08:57.000000+00:00\", \"2019-12-22 13:52:58.000000+00:00\"], \"session_ids\": [\"8dcdb4de-61e7-4309-bf46-d6739763a30d\", \"94b3a66a-0e62-4c36-805b-4a8ffa1a41ae\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 7.966}, \"1478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-01 23:35:55.000000+00:00\", \"2021-09-28 00:43:43.000000+00:00\", \"2019-09-03 08:19:05.000000+00:00\", \"2020-10-17 11:05:43.000000+00:00\"], \"session_ids\": [\"c27cebe7-5e95-486b-9a78-7c94517e6937\", \"d6f96542-8cc6-4ab4-9ebd-c5e3895e2967\", \"22c649c9-7316-43d4-a974-638e0a735c12\", \"e17709f9-7b9d-4e8d-af27-32f1656f2e9d\"], \"total_duration\": 1021.0, \"total_sessions\": 4, \"mean_week_duration\": 9.454}, \"66456\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-10-06 18:01:49.000000+00:00\", \"2021-01-02 19:32:32.000000+00:00\", \"2020-11-10 13:48:55.000000+00:00\", \"2019-07-30 08:18:11.000000+00:00\", \"2022-07-09 07:00:35.000000+00:00\", \"2019-04-10 00:22:07.000000+00:00\", \"2021-05-03 06:29:45.000000+00:00\"], \"session_ids\": [\"e9dabe90-d2bf-4242-a7ce-a8ca8c5bd9e9\", \"b633947e-c319-49f1-b4d7-1e1f98fc064e\", \"25236d18-4ecf-4364-8fe9-4584e761b831\", \"afa751c1-bbc5-40fa-bd91-4948c293578f\", \"54129674-1185-4559-b62c-5f9b2e46875b\", \"478d069a-e9f3-4e7a-b444-8e680a37ca02\", \"54eb27a6-e275-4fe3-a4b5-43f512a89cd1\"], \"total_duration\": 715.0, \"total_sessions\": 7, \"mean_week_duration\": 4.206}, \"10226\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-26 03:52:03.000000+00:00\", \"2019-04-14 06:40:14.000000+00:00\", \"2019-01-09 23:57:09.000000+00:00\", \"2020-12-22 21:40:18.000000+00:00\", \"2023-05-30 17:23:57.000000+00:00\", \"2019-04-29 02:47:24.000000+00:00\", \"2022-10-13 12:39:01.000000+00:00\", \"2021-09-08 10:35:42.000000+00:00\"], \"session_ids\": [\"37ceeaa0-9968-403b-99de-4ee19c32ce92\", \"94b3da4e-626e-4da9-89ee-784b6bfd45e3\", \"82115a7f-4ab5-452b-8b6f-59b988b7e6e3\", \"9ff09839-5d3d-439f-9f04-f0f51213b898\", \"2b9b4bee-8675-4843-b7ff-6acc8be6893e\", \"5f087b2b-f431-41da-8881-dc6e2307f862\", \"db4d284f-d207-40e3-9919-ee80d60e7562\", \"1a7fd2df-936f-4f8b-a550-8489576e1201\"], \"total_duration\": 4298.0, \"total_sessions\": 8, \"mean_week_duration\": 18.769}, \"43069\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-13 10:15:08.000000+00:00\", \"2020-06-11 03:23:41.000000+00:00\", \"2022-07-17 03:14:44.000000+00:00\", \"2021-03-30 09:29:44.000000+00:00\", \"2020-05-25 20:49:42.000000+00:00\", \"2023-01-20 01:19:20.000000+00:00\", \"2023-01-23 20:07:47.000000+00:00\", \"2022-01-24 09:24:19.000000+00:00\", \"2023-05-22 04:33:52.000000+00:00\", \"2020-11-15 14:54:15.000000+00:00\"], \"session_ids\": [\"83368391-38da-4782-a095-2ad4a4460eaf\", \"781bd7e4-af54-4824-ac78-12b4cc7c07d2\", \"73a91683-de2c-4eef-8ae0-92eb8246ad1d\", \"4160381f-8800-4df8-bcfd-3845767d6cc5\", \"f0ad07ef-a806-4904-9f16-88a85a0e66a1\", \"638a9f3b-4b64-421b-a954-cecb084dbf67\", \"94c206c1-643a-468e-ba4d-b7e4b66ace8d\", \"a651580c-b1a0-4112-9b92-ef2dd69e45cd\", \"1fbc7c70-1943-4a0e-8bf5-bbb08e5dad85\", \"d859e284-01ef-45e8-a67d-710dd845bec3\"], \"total_duration\": 5130.0, \"total_sessions\": 10, \"mean_week_duration\": 32.468}, \"10199\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-10 15:01:27.000000+00:00\", \"2021-12-05 17:11:09.000000+00:00\", \"2019-05-30 11:09:22.000000+00:00\"], \"session_ids\": [\"e48a50de-194a-45cf-ba21-8c8e1811fd85\", \"4ced84b8-ede2-46dd-a604-80139ea1f0af\", \"41bb60c2-cc5b-4647-824e-912acaf4a781\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 0.352}}\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 1 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\": [[1, 26]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97879\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-19 15:54:43.000000+00:00\", \"2020-12-16 09:15:46.000000+00:00\"], \"session_ids\": [\"2846ea56-f173-416f-af87-9390a1696fef\", \"73f2721d-381f-4fed-99ee-d683db9626e2\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.161}, \"10199\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-10 15:01:27.000000+00:00\", \"2021-12-05 17:11:09.000000+00:00\", \"2019-05-30 11:09:22.000000+00:00\"], \"session_ids\": [\"e48a50de-194a-45cf-ba21-8c8e1811fd85\", \"4ced84b8-ede2-46dd-a604-80139ea1f0af\", \"41bb60c2-cc5b-4647-824e-912acaf4a781\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 0.352}, \"43069\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-13 10:15:08.000000+00:00\", \"2020-06-11 03:23:41.000000+00:00\", \"2022-07-17 03:14:44.000000+00:00\", \"2021-03-30 09:29:44.000000+00:00\", \"2020-05-25 20:49:42.000000+00:00\", \"2023-01-20 01:19:20.000000+00:00\", \"2023-01-23 20:07:47.000000+00:00\", \"2022-01-24 09:24:19.000000+00:00\", \"2023-05-22 04:33:52.000000+00:00\", \"2020-11-15 14:54:15.000000+00:00\"], \"session_ids\": [\"83368391-38da-4782-a095-2ad4a4460eaf\", \"781bd7e4-af54-4824-ac78-12b4cc7c07d2\", \"73a91683-de2c-4eef-8ae0-92eb8246ad1d\", \"4160381f-8800-4df8-bcfd-3845767d6cc5\", \"f0ad07ef-a806-4904-9f16-88a85a0e66a1\", \"638a9f3b-4b64-421b-a954-cecb084dbf67\", \"94c206c1-643a-468e-ba4d-b7e4b66ace8d\", \"a651580c-b1a0-4112-9b92-ef2dd69e45cd\", \"1fbc7c70-1943-4a0e-8bf5-bbb08e5dad85\", \"d859e284-01ef-45e8-a67d-710dd845bec3\"], \"total_duration\": 5130.0, \"total_sessions\": 10, \"mean_week_duration\": 32.468}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"43069\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-13 10:15:08.000000+00:00\", \"2020-06-11 03:23:41.000000+00:00\", \"2022-07-17 03:14:44.000000+00:00\", \"2021-03-30 09:29:44.000000+00:00\", \"2020-05-25 20:49:42.000000+00:00\", \"2023-01-20 01:19:20.000000+00:00\", \"2023-01-23 20:07:47.000000+00:00\", \"2022-01-24 09:24:19.000000+00:00\", \"2023-05-22 04:33:52.000000+00:00\", \"2020-11-15 14:54:15.000000+00:00\"], \"session_ids\": [\"83368391-38da-4782-a095-2ad4a4460eaf\", \"781bd7e4-af54-4824-ac78-12b4cc7c07d2\", \"73a91683-de2c-4eef-8ae0-92eb8246ad1d\", \"4160381f-8800-4df8-bcfd-3845767d6cc5\", \"f0ad07ef-a806-4904-9f16-88a85a0e66a1\", \"638a9f3b-4b64-421b-a954-cecb084dbf67\", \"94c206c1-643a-468e-ba4d-b7e4b66ace8d\", \"a651580c-b1a0-4112-9b92-ef2dd69e45cd\", \"1fbc7c70-1943-4a0e-8bf5-bbb08e5dad85\", \"d859e284-01ef-45e8-a67d-710dd845bec3\"], \"total_duration\": 5130.0, \"total_sessions\": 10, \"mean_week_duration\": 32.468}}, {\"10199\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-10 15:01:27.000000+00:00\", \"2021-12-05 17:11:09.000000+00:00\", \"2019-05-30 11:09:22.000000+00:00\"], \"session_ids\": [\"e48a50de-194a-45cf-ba21-8c8e1811fd85\", \"4ced84b8-ede2-46dd-a604-80139ea1f0af\", \"41bb60c2-cc5b-4647-824e-912acaf4a781\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 0.352}}, {\"97879\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-19 15:54:43.000000+00:00\", \"2020-12-16 09:15:46.000000+00:00\"], \"session_ids\": [\"2846ea56-f173-416f-af87-9390a1696fef\", \"73f2721d-381f-4fed-99ee-d683db9626e2\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.161}}]\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[{\"43069\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-13 10:15:08.000000+00:00\", \"2020-06-11 03:23:41.000000+00:00\", \"2022-07-17 03:14:44.000000+00:00\", \"2021-03-30 09:29:44.000000+00:00\", \"2020-05-25 20:49:42.000000+00:00\", \"2023-01-20 01:19:20.000000+00:00\", \"2023-01-23 20:07:47.000000+00:00\", \"2022-01-24 09:24:19.000000+00:00\", \"2023-05-22 04:33:52.000000+00:00\", \"2020-11-15 14:54:15.000000+00:00\"], \"session_ids\": [\"83368391-38da-4782-a095-2ad4a4460eaf\", \"781bd7e4-af54-4824-ac78-12b4cc7c07d2\", \"73a91683-de2c-4eef-8ae0-92eb8246ad1d\", \"4160381f-8800-4df8-bcfd-3845767d6cc5\", \"f0ad07ef-a806-4904-9f16-88a85a0e66a1\", \"638a9f3b-4b64-421b-a954-cecb084dbf67\", \"94c206c1-643a-468e-ba4d-b7e4b66ace8d\", \"a651580c-b1a0-4112-9b92-ef2dd69e45cd\", \"1fbc7c70-1943-4a0e-8bf5-bbb08e5dad85\", \"d859e284-01ef-45e8-a67d-710dd845bec3\"], \"total_duration\": 5130.0, \"total_sessions\": 10, \"mean_week_duration\": 32.468}}, {\"10199\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-10 15:01:27.000000+00:00\", \"2021-12-05 17:11:09.000000+00:00\", \"2019-05-30 11:09:22.000000+00:00\"], \"session_ids\": [\"e48a50de-194a-45cf-ba21-8c8e1811fd85\", \"4ced84b8-ede2-46dd-a604-80139ea1f0af\", \"41bb60c2-cc5b-4647-824e-912acaf4a781\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 0.352}}, {\"97879\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-19 15:54:43.000000+00:00\", \"2020-12-16 09:15:46.000000+00:00\"], \"session_ids\": [\"2846ea56-f173-416f-af87-9390a1696fef\", \"73f2721d-381f-4fed-99ee-d683db9626e2\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.161}}]\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[{\"43069\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-13 10:15:08.000000+00:00\", \"2020-06-11 03:23:41.000000+00:00\", \"2022-07-17 03:14:44.000000+00:00\", \"2021-03-30 09:29:44.000000+00:00\", \"2020-05-25 20:49:42.000000+00:00\", \"2023-01-20 01:19:20.000000+00:00\", \"2023-01-23 20:07:47.000000+00:00\", \"2022-01-24 09:24:19.000000+00:00\", \"2023-05-22 04:33:52.000000+00:00\", \"2020-11-15 14:54:15.000000+00:00\"], \"session_ids\": [\"83368391-38da-4782-a095-2ad4a4460eaf\", \"781bd7e4-af54-4824-ac78-12b4cc7c07d2\", \"73a91683-de2c-4eef-8ae0-92eb8246ad1d\", \"4160381f-8800-4df8-bcfd-3845767d6cc5\", \"f0ad07ef-a806-4904-9f16-88a85a0e66a1\", \"638a9f3b-4b64-421b-a954-cecb084dbf67\", \"94c206c1-643a-468e-ba4d-b7e4b66ace8d\", \"a651580c-b1a0-4112-9b92-ef2dd69e45cd\", \"1fbc7c70-1943-4a0e-8bf5-bbb08e5dad85\", \"d859e284-01ef-45e8-a67d-710dd845bec3\"], \"total_duration\": 5130.0, \"total_sessions\": 10, \"mean_week_duration\": 32.468}}, {\"10199\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-10 15:01:27.000000+00:00\", \"2021-12-05 17:11:09.000000+00:00\", \"2019-05-30 11:09:22.000000+00:00\"], \"session_ids\": [\"e48a50de-194a-45cf-ba21-8c8e1811fd85\", \"4ced84b8-ede2-46dd-a604-80139ea1f0af\", \"41bb60c2-cc5b-4647-824e-912acaf4a781\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 0.352}}, {\"97879\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-19 15:54:43.000000+00:00\", \"2020-12-16 09:15:46.000000+00:00\"], \"session_ids\": [\"2846ea56-f173-416f-af87-9390a1696fef\", \"73f2721d-381f-4fed-99ee-d683db9626e2\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.161}}]\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 6 users to me who are residing in city Caracas and in addition do sorting by name of the city 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{\"12724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-12-26 15:25:05.000000+00:00\", \"2019-03-15 07:12:23.000000+00:00\"], \"session_ids\": [\"531b0673-6c7e-455a-b178-09ffa7433f9c\", \"1fad2be3-0ebb-4569-bfc3-72efdff318e5\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 0.485}, \"44151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-11-19 19:29:01.000000+00:00\", \"2023-02-09 12:41:09.000000+00:00\"], \"session_ids\": [\"1196bb57-a788-4df2-ad5c-a828397347af\", \"f1c7b979-b8f1-4eff-ad19-f88590a88a20\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.56}, \"43053\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-11-17 12:40:58.000000+00:00\", \"2019-05-17 21:13:00.000000+00:00\"], \"session_ids\": [\"361ff444-a94f-4a22-9c92-366f74fe5ed7\", \"10e66bda-3f27-48b5-ac48-b1fba8ba36e5\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 4.519}, \"21431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-09 21:22:25.000000+00:00\", \"2021-10-18 06:48:48.000000+00:00\"], \"session_ids\": [\"10afa258-8b49-4c24-a7ed-fd888ba64eb4\", \"57bee54a-3c17-4a01-8cfd-26f752ca5b46\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}, \"4169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-04 23:10:22.000000+00:00\", \"2021-04-15 10:15:49.000000+00:00\"], \"session_ids\": [\"ee07e8be-603f-4577-b7e7-ebc777ea82ce\", \"d155c04b-4e71-4705-b657-dc8790dc535c\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"41394\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-07 22:57:41.000000+00:00\", \"2022-06-09 14:59:33.000000+00:00\"], \"session_ids\": [\"0afb44e9-f3a4-4768-96d2-0357104d1737\", \"2d656901-6b0e-4c02-bbf4-30c32cb121e4\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.138}, \"73383\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-12-09 09:18:44.000000+00:00\", \"2022-09-12 10:00:54.000000+00:00\"], \"session_ids\": [\"020906f7-5f26-490e-baba-28ab26248a1c\", \"33811926-9f99-41b3-8b71-227590b6c47c\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.804}, \"66712\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-28 01:53:58.000000+00:00\", \"2022-05-01 11:20:49.000000+00:00\", \"2022-03-25 19:28:16.000000+00:00\", \"2020-05-20 19:03:04.000000+00:00\"], \"session_ids\": [\"1556bd69-fca1-45ff-bde9-0620b4026f23\", \"091de317-3944-4f39-a23e-3a04a60d72bf\", \"44508cf3-e16b-49d4-afc2-d1ee8c8c3290\", \"fad51003-edaf-4b12-bd29-28df6d3d0cf4\"], \"total_duration\": 49.0, \"total_sessions\": 4, \"mean_week_duration\": 0.48}, \"51526\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-28 19:04:45.000000+00:00\", \"2020-11-27 08:16:51.000000+00:00\"], \"session_ids\": [\"68810141-9770-47d1-8d64-f2c241524e97\", \"f9d4aa39-af92-494f-86b0-904005618e8b\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 4.886}, \"38766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-21 15:40:21.000000+00:00\", \"2021-10-26 10:26:08.000000+00:00\"], \"session_ids\": [\"16c5ba43-2a74-4f1f-80c6-167be318974a\", \"3c7f47ca-0d58-4f42-bad4-ecf658510dd3\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 2.827}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is Caracas" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Caracas\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-09 21:22:25.000000+00:00\", \"2021-10-18 06:48:48.000000+00:00\"], \"session_ids\": [\"10afa258-8b49-4c24-a7ed-fd888ba64eb4\", \"57bee54a-3c17-4a01-8cfd-26f752ca5b46\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"21431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-09 21:22:25.000000+00:00\", \"2021-10-18 06:48:48.000000+00:00\"], \"session_ids\": [\"10afa258-8b49-4c24-a7ed-fd888ba64eb4\", \"57bee54a-3c17-4a01-8cfd-26f752ca5b46\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}}]\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[{\"21431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-09 21:22:25.000000+00:00\", \"2021-10-18 06:48:48.000000+00:00\"], \"session_ids\": [\"10afa258-8b49-4c24-a7ed-fd888ba64eb4\", \"57bee54a-3c17-4a01-8cfd-26f752ca5b46\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}}]\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[{\"21431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-09 21:22:25.000000+00:00\", \"2021-10-18 06:48:48.000000+00:00\"], \"session_ids\": [\"10afa258-8b49-4c24-a7ed-fd888ba64eb4\", \"57bee54a-3c17-4a01-8cfd-26f752ca5b46\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}}]\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 has duration summation smaller than 4150 and bigger than 1961 as well as sort by total time using the app in desc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-19 13:57:35.000000+00:00\", \"2021-02-22 08:30:06.000000+00:00\", \"2022-09-05 19:11:17.000000+00:00\", \"2020-04-25 22:58:19.000000+00:00\"], \"session_ids\": [\"a9f6f0f0-7ad8-40ee-9b18-b84aa4febbe2\", \"cd9c79d8-2f07-4e1c-8b56-df4dba0b0538\", \"b2104371-1a50-4312-a87b-684757a4158f\", \"b150c6d6-aa01-43e6-8013-9d3452071695\"], \"total_duration\": 1731.0, \"total_sessions\": 4, \"mean_week_duration\": 13.96}, \"82152\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-24 10:22:50.000000+00:00\", \"2022-07-21 05:48:13.000000+00:00\"], \"session_ids\": [\"a59e5747-44b1-4ec7-a1b2-69dad2dd5bfb\", \"f2e50e25-22ad-4672-ad5a-844f9bbed0c9\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.729}, \"88096\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-16 08:20:16.000000+00:00\", \"2021-01-07 09:23:47.000000+00:00\"], \"session_ids\": [\"6bece1f7-50f3-43e2-b860-4aab2a83eb76\", \"c90f7fcd-9ccf-4a6c-8fc1-3efb15d8ad9b\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 4.732}, \"4334\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-20 16:25:01.000000+00:00\", \"2021-01-01 23:35:56.000000+00:00\"], \"session_ids\": [\"725b99ce-774f-431c-afbf-526a1d947981\", \"36f9b667-11eb-49b7-bd7e-2a992a23d56b\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 3.054}, \"91153\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-01-10 11:51:19.000000+00:00\", \"2022-03-25 09:27:17.000000+00:00\", \"2023-04-18 23:07:45.000000+00:00\", \"2019-05-31 02:50:35.000000+00:00\", \"2019-07-09 12:29:26.000000+00:00\", \"2019-07-13 19:44:29.000000+00:00\", \"2022-10-16 10:16:25.000000+00:00\", \"2022-02-19 22:30:08.000000+00:00\", \"2019-04-03 12:25:09.000000+00:00\", \"2021-10-20 15:26:02.000000+00:00\"], \"session_ids\": [\"f9dc658b-3f9a-4b44-86dc-914f9e3c3c76\", \"5632a545-3727-4598-905c-db1f814b68bd\", \"deb2cf60-ef4f-40cc-b81e-76d46fcaf727\", \"e611b91f-a3f8-49ad-a36e-06fe233c4082\", \"1f138b44-0e2d-4d14-8f78-a46f7e7c54cd\", \"e1b2a8fb-d36d-41af-b244-0a7b936ae1be\", \"2f5dfe15-5d2c-424e-a7c3-5db1b8eed775\", \"a851d08d-1443-4c78-a234-d48bfdf5b0e0\", \"86e9011f-55f0-4461-9aac-aaddfc7e20e8\", \"e78016cd-2df6-497c-b95a-cef5261a09ae\"], \"total_duration\": 118.0, \"total_sessions\": 10, \"mean_week_duration\": 0.559}, \"87613\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-05 06:55:19.000000+00:00\", \"2023-03-27 03:26:13.000000+00:00\", \"2020-04-08 12:29:06.000000+00:00\", \"2023-05-13 22:01:06.000000+00:00\", \"2021-05-27 08:33:19.000000+00:00\", \"2019-10-20 05:31:48.000000+00:00\", \"2019-07-20 22:08:58.000000+00:00\", \"2019-03-18 05:53:43.000000+00:00\", \"2022-06-05 13:49:04.000000+00:00\", \"2021-06-15 15:35:15.000000+00:00\"], \"session_ids\": [\"6c952ba9-2b73-4c41-8555-93631224c5d6\", \"8522570d-f913-4c9d-9174-7ad3358053d6\", \"42380bfc-ae88-468c-afd6-3ab8c4038534\", \"3786a752-8f16-4c23-8bbb-f21e9d689ab3\", \"c15fbf9c-faaa-4a54-b174-7c41c73a73bb\", \"513da6ae-38f3-49fb-a0f5-3cd9d80e6276\", \"74ff7d1d-785d-49f6-a7c9-792e95a65860\", \"212e1992-605d-48be-b958-04b223b718ee\", \"1c1b6963-11ca-4382-8e2b-b6f76ad7e5ee\", \"28f54650-d3c7-4e9d-8944-87bb047ffb46\"], \"total_duration\": 12605.0, \"total_sessions\": 10, \"mean_week_duration\": 58.088}, \"82376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-29 06:42:09.000000+00:00\", \"2022-08-19 01:33:39.000000+00:00\"], \"session_ids\": [\"9cb9baf8-e8f2-46ab-b71f-0a52d3ee119d\", \"005c0180-41c2-4936-b395-6fe39392fddd\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.453}, \"15501\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-06 16:54:07.000000+00:00\", \"2022-02-12 10:37:52.000000+00:00\", \"2022-07-17 05:09:24.000000+00:00\", \"2021-05-07 04:37:53.000000+00:00\", \"2021-04-29 04:44:47.000000+00:00\"], \"session_ids\": [\"4b3b056a-9e6a-4bbe-9073-96c7f36df6bc\", \"24c60516-102d-4306-b67b-ccee6a2afec3\", \"ba440b18-8e6a-407e-9cba-8e1e0f3e867d\", \"bb60a5c3-4c2c-4726-bbab-04b109e32479\", \"8e21cee0-95e0-4ec0-a339-59a4579b7f94\"], \"total_duration\": 1948.0, \"total_sessions\": 5, \"mean_week_duration\": 24.35}, \"51578\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-05-30 12:31:57.000000+00:00\", \"2019-03-04 03:28:48.000000+00:00\"], \"session_ids\": [\"5ebfcc79-883d-40f7-8da6-3701c3e1cde6\", \"e087e4ef-5aa6-4a5f-aec2-ad47fc4c0db9\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.194}, \"20506\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-03-01 00:00:21.000000+00:00\", \"2020-03-23 06:46:48.000000+00:00\", \"2020-10-07 14:38:33.000000+00:00\"], \"session_ids\": [\"323ba962-c281-4328-8b67-5be31e306d8e\", \"708bd4d8-e656-4239-812f-a4cee7b7bc97\", \"d2620015-8c00-480c-b285-b3850e512129\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.377}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 1961 and are equal or less than 4150" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1961, 4150]]}}}\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 accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about user with a mean_week_duration that is 10 and in addition implement sorting by name of the city descendingly and show me only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"44614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-10-18 19:54:31.000000+00:00\", \"2022-03-10 13:20:40.000000+00:00\", \"2019-10-05 06:26:52.000000+00:00\"], \"session_ids\": [\"f28b9eb4-19c0-4f5f-832b-67b27b184ace\", \"242427c5-1f56-477f-8a38-003c97033f75\", \"b72aa005-382d-48e0-bd73-8821ad9d4e4a\"], \"total_duration\": 700.0, \"total_sessions\": 3, \"mean_week_duration\": 5.512}, \"72560\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-17 15:17:10.000000+00:00\", \"2020-07-23 05:41:03.000000+00:00\", \"2022-11-27 06:12:43.000000+00:00\"], \"session_ids\": [\"26ffea30-45de-45df-a99e-e57393ba192d\", \"3caf6b39-6d50-431e-b175-d3a301ded8fb\", \"048b4e1c-379d-466a-b749-d6b0d05f4117\"], \"total_duration\": 290.0, \"total_sessions\": 3, \"mean_week_duration\": 1.568}, \"99815\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-01 16:21:06.000000+00:00\", \"2021-02-06 19:39:40.000000+00:00\", \"2022-01-25 06:09:41.000000+00:00\"], \"session_ids\": [\"14e76b3f-40d1-4ebe-a2a3-1ce36984d3b3\", \"b30a953f-cb46-4b8d-8b9f-9d5560d7db2e\", \"954ffe4d-7a10-41ce-a14a-31aa619521c2\"], \"total_duration\": 262.0, \"total_sessions\": 3, \"mean_week_duration\": 5.137}, \"53642\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-05 01:32:42.000000+00:00\", \"2022-02-03 15:24:22.000000+00:00\", \"2023-03-16 07:03:47.000000+00:00\", \"2021-06-17 14:52:55.000000+00:00\", \"2023-01-14 11:25:21.000000+00:00\", \"2021-07-17 23:57:46.000000+00:00\", \"2019-05-28 20:13:17.000000+00:00\", \"2020-01-05 10:34:30.000000+00:00\"], \"session_ids\": [\"ed7adf18-c023-4b4c-967a-c45a840583a0\", \"032e86e4-df6c-4366-a76d-e4b1b7cf394a\", \"ca4d6d37-e996-424a-8bb3-82b4e95abddd\", \"bbb3481d-7b00-4212-8633-1df8501ab8a9\", \"1e753c54-5ddb-4d2e-a72c-dddb9c654619\", \"a392ac6d-036c-4cc8-b6ae-3c6cb40a94ff\", \"be9a9dd7-9614-4b97-8668-9c1f1c8ac7f7\", \"3adc0081-83f8-4cae-b4ac-6d190b705f87\"], \"total_duration\": 7039.0, \"total_sessions\": 8, \"mean_week_duration\": 35.372}, \"86906\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-12-10 03:39:58.000000+00:00\", \"2021-08-02 23:35:58.000000+00:00\"], \"session_ids\": [\"dd4ad1ca-ea83-4e2c-b0cf-7281db00baed\", \"007826d2-c65d-4ddd-858e-84d80fa68ede\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 2.267}, \"25642\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-02-15 07:41:05.000000+00:00\", \"2022-06-28 08:08:45.000000+00:00\"], \"session_ids\": [\"a583f9e7-fcf7-499b-bf84-75d654c9d900\", \"97588a7a-64e8-4d52-80ef-b7dd1dedd339\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 4.939}, \"2879\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-03-23 18:24:06.000000+00:00\", \"2019-12-23 15:28:38.000000+00:00\", \"2019-08-16 21:29:23.000000+00:00\", \"2021-01-02 14:33:57.000000+00:00\", \"2019-11-30 23:27:48.000000+00:00\", \"2019-10-14 15:16:54.000000+00:00\", \"2020-06-27 06:46:34.000000+00:00\", \"2021-12-08 04:43:24.000000+00:00\", \"2021-03-27 23:11:38.000000+00:00\"], \"session_ids\": [\"ea0cf801-2be6-4fc4-8946-af97d53bd77f\", \"f3dca428-3d90-46b8-a0e5-1607b1754e84\", \"04983ff5-1816-49ff-af08-8d64822babd8\", \"59ec67d4-2128-4a08-8ad2-c763a43a6b34\", \"a4efaaed-7470-4587-a144-e4e910a22e3c\", \"8ce60898-ecfd-4485-9897-e2b438d875ac\", \"a5cff9db-3f17-4a5a-8d46-6aa98525dc8b\", \"1d30c210-9133-44f8-a992-6ff1f7049ccc\", \"73942ff4-c767-46a8-b390-d3a17d198238\"], \"total_duration\": 331.0, \"total_sessions\": 9, \"mean_week_duration\": 2.736}, \"21872\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-30 21:45:47.000000+00:00\", \"2022-02-07 15:41:21.000000+00:00\"], \"session_ids\": [\"ff710e06-dfe7-49cc-ada8-054b0006c196\", \"a80996f6-5aad-43f2-8887-3b29bee3cc47\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.886}, \"17880\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-15 05:52:07.000000+00:00\", \"2022-11-03 10:25:29.000000+00:00\", \"2022-05-09 01:22:41.000000+00:00\", \"2023-02-28 05:25:46.000000+00:00\", \"2023-01-18 16:34:15.000000+00:00\"], \"session_ids\": [\"3b06bc3d-1beb-44ae-acfc-5d057abe7c63\", \"0f1f1cfb-d66e-4f97-9a1c-175750b29795\", \"c2d8066e-708e-4fd7-a552-356ceafe2fa6\", \"a446a24a-5989-4084-9234-8c8f646a346f\", \"39a5e06b-1c6d-43d6-8928-3eec2a7126ca\"], \"total_duration\": 1774.0, \"total_sessions\": 5, \"mean_week_duration\": 15.426}, \"18554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-23 05:10:48.000000+00:00\", \"2021-01-04 04:58:09.000000+00:00\"], \"session_ids\": [\"1063dce3-0be5-4539-b5b7-1482d17122f5\", \"b71cfc6d-337c-455d-9748-fe083d2550de\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 2.64}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 38]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 5 users who are bot-tier based on value of overall quantity of sessions and in addition sort by all sessions quantity in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21810\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-07-05 08:53:55.000000+00:00\", \"2022-05-09 19:04:36.000000+00:00\", \"2023-02-27 22:13:18.000000+00:00\", \"2020-06-06 15:29:50.000000+00:00\", \"2020-10-16 04:46:38.000000+00:00\"], \"session_ids\": [\"eb9253ff-a534-4063-95e3-685471cf990d\", \"dc66c41f-8acd-44e4-b7ed-d042a7c14271\", \"93c5be92-a862-40a5-97fc-e1cdf077568b\", \"b74a5626-4c7a-4391-aa26-d91359f59636\", \"c145ea8b-cd86-49da-8a2f-8e88b55ee3c8\"], \"total_duration\": 850.0, \"total_sessions\": 5, \"mean_week_duration\": 5.944}, \"78575\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-09-18 22:52:20.000000+00:00\", \"2020-01-10 19:08:25.000000+00:00\", \"2020-11-15 22:00:21.000000+00:00\"], \"session_ids\": [\"f9f61093-e8ba-4711-a83e-fd9fa3258d19\", \"7671aa25-7e3f-4a38-ae0d-3882fe37698e\", \"bcbcc5e3-4794-4974-830c-648404e442b0\"], \"total_duration\": 776.0, \"total_sessions\": 3, \"mean_week_duration\": 8.719}, \"12835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-10 19:05:36.000000+00:00\", \"2020-09-29 02:04:19.000000+00:00\"], \"session_ids\": [\"fc1f9809-8082-4ad7-bdd3-3ef042aedce3\", \"4ef5fa20-3df2-4d5e-bdf7-e5569f24d4e1\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.144}, \"60970\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-09 21:52:32.000000+00:00\", \"2019-01-13 16:44:04.000000+00:00\"], \"session_ids\": [\"48bc9090-6e20-491a-bbce-95378ade764b\", \"7216dc2d-8adb-466d-863d-e990ec627909\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.273}, \"85538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-18 17:19:38.000000+00:00\", \"2020-12-11 07:31:50.000000+00:00\"], \"session_ids\": [\"582665bc-e4ee-4b6b-8343-2e030b802960\", \"824c7b7a-dfb3-4a8f-8cf8-a52c7fd4176a\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}, \"29289\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-28 05:36:21.000000+00:00\", \"2021-09-05 13:48:18.000000+00:00\", \"2021-01-13 19:44:48.000000+00:00\", \"2019-04-01 00:55:56.000000+00:00\"], \"session_ids\": [\"6e2d3236-716e-46bc-bc63-e01f661334f0\", \"158701a5-6274-46bc-9492-a6d59a92d608\", \"67e8b00c-0cf9-4272-81e6-58159aa78a97\", \"9c8f9e00-8a29-48b9-8a47-71ec98edda00\"], \"total_duration\": 183.0, \"total_sessions\": 4, \"mean_week_duration\": 1.441}, \"18444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-03 05:53:10.000000+00:00\", \"2023-06-13 09:45:49.000000+00:00\"], \"session_ids\": [\"52884993-7be0-4670-9866-e87c30649c5b\", \"0d63c5c0-8695-4275-bcdf-8442a5ce939d\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 3.405}, \"79368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-24 15:55:37.000000+00:00\", \"2022-03-19 22:36:49.000000+00:00\"], \"session_ids\": [\"877c1c3c-6081-4d75-a72e-2417a1615a81\", \"01f84949-55de-4fe7-a6a4-a06b0e386868\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}, \"95734\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-06 08:40:40.000000+00:00\", \"2021-01-09 22:13:39.000000+00:00\"], \"session_ids\": [\"38c96f90-5211-48dd-a46f-8960ccd5d735\", \"91a8888a-79b0-45e3-b8e5-81d4757d1d33\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.396}, \"69198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-29 00:42:31.000000+00:00\", \"2021-01-03 12:57:44.000000+00:00\"], \"session_ids\": [\"69864250-0ba9-424c-bc4e-d8f4297a494a\", \"c97dd6b0-bba3-465b-a605-d6a3e8dd2dd8\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 5.556}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the lowest 5 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 5}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"12835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-10 19:05:36.000000+00:00\", \"2020-09-29 02:04:19.000000+00:00\"], \"session_ids\": [\"fc1f9809-8082-4ad7-bdd3-3ef042aedce3\", \"4ef5fa20-3df2-4d5e-bdf7-e5569f24d4e1\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.144}}, {\"60970\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-09 21:52:32.000000+00:00\", \"2019-01-13 16:44:04.000000+00:00\"], \"session_ids\": [\"48bc9090-6e20-491a-bbce-95378ade764b\", \"7216dc2d-8adb-466d-863d-e990ec627909\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.273}}, {\"85538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-18 17:19:38.000000+00:00\", \"2020-12-11 07:31:50.000000+00:00\"], \"session_ids\": [\"582665bc-e4ee-4b6b-8343-2e030b802960\", \"824c7b7a-dfb3-4a8f-8cf8-a52c7fd4176a\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}}, {\"18444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-03 05:53:10.000000+00:00\", \"2023-06-13 09:45:49.000000+00:00\"], \"session_ids\": [\"52884993-7be0-4670-9866-e87c30649c5b\", \"0d63c5c0-8695-4275-bcdf-8442a5ce939d\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 3.405}}, {\"79368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-24 15:55:37.000000+00:00\", \"2022-03-19 22:36:49.000000+00:00\"], \"session_ids\": [\"877c1c3c-6081-4d75-a72e-2417a1615a81\", \"01f84949-55de-4fe7-a6a4-a06b0e386868\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "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[{\"12835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-10 19:05:36.000000+00:00\", \"2020-09-29 02:04:19.000000+00:00\"], \"session_ids\": [\"fc1f9809-8082-4ad7-bdd3-3ef042aedce3\", \"4ef5fa20-3df2-4d5e-bdf7-e5569f24d4e1\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.144}}, {\"60970\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-09 21:52:32.000000+00:00\", \"2019-01-13 16:44:04.000000+00:00\"], \"session_ids\": [\"48bc9090-6e20-491a-bbce-95378ade764b\", \"7216dc2d-8adb-466d-863d-e990ec627909\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.273}}, {\"85538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-18 17:19:38.000000+00:00\", \"2020-12-11 07:31:50.000000+00:00\"], \"session_ids\": [\"582665bc-e4ee-4b6b-8343-2e030b802960\", \"824c7b7a-dfb3-4a8f-8cf8-a52c7fd4176a\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}}, {\"18444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-03 05:53:10.000000+00:00\", \"2023-06-13 09:45:49.000000+00:00\"], \"session_ids\": [\"52884993-7be0-4670-9866-e87c30649c5b\", \"0d63c5c0-8695-4275-bcdf-8442a5ce939d\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 3.405}}, {\"79368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-24 15:55:37.000000+00:00\", \"2022-03-19 22:36:49.000000+00:00\"], \"session_ids\": [\"877c1c3c-6081-4d75-a72e-2417a1615a81\", \"01f84949-55de-4fe7-a6a4-a06b0e386868\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}}]\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[{\"12835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-10 19:05:36.000000+00:00\", \"2020-09-29 02:04:19.000000+00:00\"], \"session_ids\": [\"fc1f9809-8082-4ad7-bdd3-3ef042aedce3\", \"4ef5fa20-3df2-4d5e-bdf7-e5569f24d4e1\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.144}}, {\"60970\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-09 21:52:32.000000+00:00\", \"2019-01-13 16:44:04.000000+00:00\"], \"session_ids\": [\"48bc9090-6e20-491a-bbce-95378ade764b\", \"7216dc2d-8adb-466d-863d-e990ec627909\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.273}}, {\"85538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-18 17:19:38.000000+00:00\", \"2020-12-11 07:31:50.000000+00:00\"], \"session_ids\": [\"582665bc-e4ee-4b6b-8343-2e030b802960\", \"824c7b7a-dfb3-4a8f-8cf8-a52c7fd4176a\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}}, {\"18444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-03 05:53:10.000000+00:00\", \"2023-06-13 09:45:49.000000+00:00\"], \"session_ids\": [\"52884993-7be0-4670-9866-e87c30649c5b\", \"0d63c5c0-8695-4275-bcdf-8442a5ce939d\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 3.405}}, {\"79368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-24 15:55:37.000000+00:00\", \"2022-03-19 22:36:49.000000+00:00\"], \"session_ids\": [\"877c1c3c-6081-4d75-a72e-2417a1615a81\", \"01f84949-55de-4fe7-a6a4-a06b0e386868\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}}]\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[{\"12835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-10 19:05:36.000000+00:00\", \"2020-09-29 02:04:19.000000+00:00\"], \"session_ids\": [\"fc1f9809-8082-4ad7-bdd3-3ef042aedce3\", \"4ef5fa20-3df2-4d5e-bdf7-e5569f24d4e1\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.144}}, {\"60970\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-09 21:52:32.000000+00:00\", \"2019-01-13 16:44:04.000000+00:00\"], \"session_ids\": [\"48bc9090-6e20-491a-bbce-95378ade764b\", \"7216dc2d-8adb-466d-863d-e990ec627909\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.273}}, {\"85538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-18 17:19:38.000000+00:00\", \"2020-12-11 07:31:50.000000+00:00\"], \"session_ids\": [\"582665bc-e4ee-4b6b-8343-2e030b802960\", \"824c7b7a-dfb3-4a8f-8cf8-a52c7fd4176a\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}}, {\"18444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-03 05:53:10.000000+00:00\", \"2023-06-13 09:45:49.000000+00:00\"], \"session_ids\": [\"52884993-7be0-4670-9866-e87c30649c5b\", \"0d63c5c0-8695-4275-bcdf-8442a5ce939d\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 3.405}}, {\"79368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-24 15:55:37.000000+00:00\", \"2022-03-19 22:36:49.000000+00:00\"], \"session_ids\": [\"877c1c3c-6081-4d75-a72e-2417a1615a81\", \"01f84949-55de-4fe7-a6a4-a06b0e386868\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding 6 users who have duration summation less than 3732 and (not including) greater than 301 , and carry out sorting by town title in desc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"75176\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-14 10:27:16.000000+00:00\", \"2022-07-15 03:31:01.000000+00:00\", \"2021-10-14 19:46:13.000000+00:00\"], \"session_ids\": [\"99147c1d-1649-4042-b039-ee0712cd231e\", \"a4ee2781-a234-4601-b979-99fb43bf8bb2\", \"97abcf32-6548-4fac-ac21-5b77d5decafa\"], \"total_duration\": 256.0, \"total_sessions\": 3, \"mean_week_duration\": 1.842}, \"42732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-31 09:12:27.000000+00:00\", \"2023-02-10 03:54:22.000000+00:00\", \"2020-06-05 04:23:46.000000+00:00\", \"2021-12-29 22:15:19.000000+00:00\", \"2020-09-06 09:14:50.000000+00:00\"], \"session_ids\": [\"6313e7ec-d745-4f35-bfee-88dab8a539e8\", \"5f218d3e-14e3-461d-a38c-3620efe0e10c\", \"c70d2276-17de-4610-8372-238dc3a40440\", \"9fc25719-98f5-45d0-989e-cd396555e966\", \"ce36a587-11a7-42fb-8f81-8cca1b51cbb5\"], \"total_duration\": 453.0, \"total_sessions\": 5, \"mean_week_duration\": 3.236}, \"53247\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-03 00:22:58.000000+00:00\", \"2022-12-13 19:30:44.000000+00:00\"], \"session_ids\": [\"157766d1-7cb8-411d-832d-f0ca3be1f45f\", \"cc426d57-0c29-478e-b05e-550828d08dc9\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 1.717}, \"46681\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-01 15:21:27.000000+00:00\", \"2019-04-20 02:47:38.000000+00:00\"], \"session_ids\": [\"c00dd0bd-5833-47ca-a997-e0fb2dd755ca\", \"1370b98c-12b2-450b-954a-e0b52d156396\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 3.364}, \"36054\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-04-30 16:41:40.000000+00:00\", \"2020-05-07 22:20:45.000000+00:00\"], \"session_ids\": [\"3e999224-9328-437d-8902-6b1845ba74ed\", \"b4340702-b72e-4464-94af-bce3ad3c3057\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 5.63}, \"16958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-09-02 12:48:32.000000+00:00\", \"2023-03-04 18:58:50.000000+00:00\"], \"session_ids\": [\"e11a3313-b227-41b4-8525-33f2f7976873\", \"9aa32bbe-8407-45db-96ae-5634c5cb70a3\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}, \"21494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-07 05:30:58.000000+00:00\", \"2022-07-08 02:26:30.000000+00:00\", \"2022-01-10 05:16:53.000000+00:00\", \"2020-10-05 02:38:58.000000+00:00\", \"2020-12-04 15:09:14.000000+00:00\", \"2021-03-10 14:32:38.000000+00:00\", \"2020-03-15 06:13:28.000000+00:00\", \"2022-05-06 14:12:19.000000+00:00\", \"2020-08-18 19:56:14.000000+00:00\", \"2020-04-05 13:20:31.000000+00:00\", \"2022-09-07 23:25:16.000000+00:00\"], \"session_ids\": [\"62db7db7-0315-464e-ba33-3230aeb6990b\", \"9d032b93-fe9d-415d-b3b6-cd5940cf7f27\", \"7cd75fd2-da13-42c6-8654-6c40aaa81dc8\", \"c9bcd695-5d9c-4b42-b5d6-97a31afc631a\", \"b09f04e2-092d-4380-9099-b104424c32e9\", \"f30da38d-9689-4670-866d-4cd3e2e4f4fd\", \"d5a4a4f8-a94b-4d54-b197-ee976008303e\", \"30eb12e5-f801-45aa-b25e-3ca9698e1825\", \"edc2d31d-dc36-43a2-ad04-a75dde8f89c6\", \"b8bde3d4-7af3-4b3e-9fb9-8d36627dffa6\", \"976bb87f-35b3-4b57-88ce-300fd4c6d7a5\"], \"total_duration\": 27658.0, \"total_sessions\": 11, \"mean_week_duration\": 212.754}, \"41514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-31 06:10:39.000000+00:00\", \"2019-09-16 03:32:58.000000+00:00\", \"2022-03-05 17:33:00.000000+00:00\"], \"session_ids\": [\"75733866-6410-4318-aef8-e7cc90526194\", \"75945f11-f090-4413-be7d-c4c22b89e16a\", \"1317352a-03f6-4040-ac30-5e4690582ce0\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.549}, \"98520\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-01-10 09:59:04.000000+00:00\", \"2020-12-16 05:04:35.000000+00:00\"], \"session_ids\": [\"1ce1ad31-b5c0-4333-b861-80418cf19fa5\", \"0d384f2d-681a-4735-bef8-2de99e4f5648\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 2.536}, \"34855\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-26 03:39:09.000000+00:00\", \"2020-07-15 20:55:53.000000+00:00\", \"2021-02-15 13:42:00.000000+00:00\", \"2020-05-30 04:09:58.000000+00:00\", \"2021-02-07 01:26:00.000000+00:00\", \"2021-06-29 14:35:13.000000+00:00\", \"2021-05-16 07:37:32.000000+00:00\", \"2022-05-23 22:28:59.000000+00:00\"], \"session_ids\": [\"22758b0d-0aaa-49e7-9af5-86087bb992a5\", \"c23880b6-efc5-41c8-9f88-fe0084ca8618\", \"3f02bcba-2bbe-49cc-a139-aa23511f7960\", \"783c59a7-5374-48d9-ba56-634e8b70f505\", \"efed5bc3-8302-4b41-b785-18466d91cf21\", \"e204e323-4a93-415f-a444-eabf62745480\", \"24977bfd-4cee-4992-a7c4-c75df1ef95d8\", \"96f5d946-cc90-4cd8-a0e9-534f2eca9d1a\"], \"total_duration\": 1729.0, \"total_sessions\": 8, \"mean_week_duration\": 16.625}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 301 and are equal or less than 3732" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[301, 3732]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-31 09:12:27.000000+00:00\", \"2023-02-10 03:54:22.000000+00:00\", \"2020-06-05 04:23:46.000000+00:00\", \"2021-12-29 22:15:19.000000+00:00\", \"2020-09-06 09:14:50.000000+00:00\"], \"session_ids\": [\"6313e7ec-d745-4f35-bfee-88dab8a539e8\", \"5f218d3e-14e3-461d-a38c-3620efe0e10c\", \"c70d2276-17de-4610-8372-238dc3a40440\", \"9fc25719-98f5-45d0-989e-cd396555e966\", \"ce36a587-11a7-42fb-8f81-8cca1b51cbb5\"], \"total_duration\": 453.0, \"total_sessions\": 5, \"mean_week_duration\": 3.236}, \"53247\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-03 00:22:58.000000+00:00\", \"2022-12-13 19:30:44.000000+00:00\"], \"session_ids\": [\"157766d1-7cb8-411d-832d-f0ca3be1f45f\", \"cc426d57-0c29-478e-b05e-550828d08dc9\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 1.717}, \"36054\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-04-30 16:41:40.000000+00:00\", \"2020-05-07 22:20:45.000000+00:00\"], \"session_ids\": [\"3e999224-9328-437d-8902-6b1845ba74ed\", \"b4340702-b72e-4464-94af-bce3ad3c3057\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 5.63}, \"16958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-09-02 12:48:32.000000+00:00\", \"2023-03-04 18:58:50.000000+00:00\"], \"session_ids\": [\"e11a3313-b227-41b4-8525-33f2f7976873\", \"9aa32bbe-8407-45db-96ae-5634c5cb70a3\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}, \"34855\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-26 03:39:09.000000+00:00\", \"2020-07-15 20:55:53.000000+00:00\", \"2021-02-15 13:42:00.000000+00:00\", \"2020-05-30 04:09:58.000000+00:00\", \"2021-02-07 01:26:00.000000+00:00\", \"2021-06-29 14:35:13.000000+00:00\", \"2021-05-16 07:37:32.000000+00:00\", \"2022-05-23 22:28:59.000000+00:00\"], \"session_ids\": [\"22758b0d-0aaa-49e7-9af5-86087bb992a5\", \"c23880b6-efc5-41c8-9f88-fe0084ca8618\", \"3f02bcba-2bbe-49cc-a139-aa23511f7960\", \"783c59a7-5374-48d9-ba56-634e8b70f505\", \"efed5bc3-8302-4b41-b785-18466d91cf21\", \"e204e323-4a93-415f-a444-eabf62745480\", \"24977bfd-4cee-4992-a7c4-c75df1ef95d8\", \"96f5d946-cc90-4cd8-a0e9-534f2eca9d1a\"], \"total_duration\": 1729.0, \"total_sessions\": 8, \"mean_week_duration\": 16.625}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36054\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-04-30 16:41:40.000000+00:00\", \"2020-05-07 22:20:45.000000+00:00\"], \"session_ids\": [\"3e999224-9328-437d-8902-6b1845ba74ed\", \"b4340702-b72e-4464-94af-bce3ad3c3057\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 5.63}}, {\"53247\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-03 00:22:58.000000+00:00\", \"2022-12-13 19:30:44.000000+00:00\"], \"session_ids\": [\"157766d1-7cb8-411d-832d-f0ca3be1f45f\", \"cc426d57-0c29-478e-b05e-550828d08dc9\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 1.717}}, {\"34855\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-26 03:39:09.000000+00:00\", \"2020-07-15 20:55:53.000000+00:00\", \"2021-02-15 13:42:00.000000+00:00\", \"2020-05-30 04:09:58.000000+00:00\", \"2021-02-07 01:26:00.000000+00:00\", \"2021-06-29 14:35:13.000000+00:00\", \"2021-05-16 07:37:32.000000+00:00\", \"2022-05-23 22:28:59.000000+00:00\"], \"session_ids\": [\"22758b0d-0aaa-49e7-9af5-86087bb992a5\", \"c23880b6-efc5-41c8-9f88-fe0084ca8618\", \"3f02bcba-2bbe-49cc-a139-aa23511f7960\", \"783c59a7-5374-48d9-ba56-634e8b70f505\", \"efed5bc3-8302-4b41-b785-18466d91cf21\", \"e204e323-4a93-415f-a444-eabf62745480\", \"24977bfd-4cee-4992-a7c4-c75df1ef95d8\", \"96f5d946-cc90-4cd8-a0e9-534f2eca9d1a\"], \"total_duration\": 1729.0, \"total_sessions\": 8, \"mean_week_duration\": 16.625}}, {\"42732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-31 09:12:27.000000+00:00\", \"2023-02-10 03:54:22.000000+00:00\", \"2020-06-05 04:23:46.000000+00:00\", \"2021-12-29 22:15:19.000000+00:00\", \"2020-09-06 09:14:50.000000+00:00\"], \"session_ids\": [\"6313e7ec-d745-4f35-bfee-88dab8a539e8\", \"5f218d3e-14e3-461d-a38c-3620efe0e10c\", \"c70d2276-17de-4610-8372-238dc3a40440\", \"9fc25719-98f5-45d0-989e-cd396555e966\", \"ce36a587-11a7-42fb-8f81-8cca1b51cbb5\"], \"total_duration\": 453.0, \"total_sessions\": 5, \"mean_week_duration\": 3.236}}, {\"16958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-09-02 12:48:32.000000+00:00\", \"2023-03-04 18:58:50.000000+00:00\"], \"session_ids\": [\"e11a3313-b227-41b4-8525-33f2f7976873\", \"9aa32bbe-8407-45db-96ae-5634c5cb70a3\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36054\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-04-30 16:41:40.000000+00:00\", \"2020-05-07 22:20:45.000000+00:00\"], \"session_ids\": [\"3e999224-9328-437d-8902-6b1845ba74ed\", \"b4340702-b72e-4464-94af-bce3ad3c3057\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 5.63}}, {\"53247\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-03 00:22:58.000000+00:00\", \"2022-12-13 19:30:44.000000+00:00\"], \"session_ids\": [\"157766d1-7cb8-411d-832d-f0ca3be1f45f\", \"cc426d57-0c29-478e-b05e-550828d08dc9\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 1.717}}, {\"34855\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-26 03:39:09.000000+00:00\", \"2020-07-15 20:55:53.000000+00:00\", \"2021-02-15 13:42:00.000000+00:00\", \"2020-05-30 04:09:58.000000+00:00\", \"2021-02-07 01:26:00.000000+00:00\", \"2021-06-29 14:35:13.000000+00:00\", \"2021-05-16 07:37:32.000000+00:00\", \"2022-05-23 22:28:59.000000+00:00\"], \"session_ids\": [\"22758b0d-0aaa-49e7-9af5-86087bb992a5\", \"c23880b6-efc5-41c8-9f88-fe0084ca8618\", \"3f02bcba-2bbe-49cc-a139-aa23511f7960\", \"783c59a7-5374-48d9-ba56-634e8b70f505\", \"efed5bc3-8302-4b41-b785-18466d91cf21\", \"e204e323-4a93-415f-a444-eabf62745480\", \"24977bfd-4cee-4992-a7c4-c75df1ef95d8\", \"96f5d946-cc90-4cd8-a0e9-534f2eca9d1a\"], \"total_duration\": 1729.0, \"total_sessions\": 8, \"mean_week_duration\": 16.625}}, {\"42732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-31 09:12:27.000000+00:00\", \"2023-02-10 03:54:22.000000+00:00\", \"2020-06-05 04:23:46.000000+00:00\", \"2021-12-29 22:15:19.000000+00:00\", \"2020-09-06 09:14:50.000000+00:00\"], \"session_ids\": [\"6313e7ec-d745-4f35-bfee-88dab8a539e8\", \"5f218d3e-14e3-461d-a38c-3620efe0e10c\", \"c70d2276-17de-4610-8372-238dc3a40440\", \"9fc25719-98f5-45d0-989e-cd396555e966\", \"ce36a587-11a7-42fb-8f81-8cca1b51cbb5\"], \"total_duration\": 453.0, \"total_sessions\": 5, \"mean_week_duration\": 3.236}}, {\"16958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-09-02 12:48:32.000000+00:00\", \"2023-03-04 18:58:50.000000+00:00\"], \"session_ids\": [\"e11a3313-b227-41b4-8525-33f2f7976873\", \"9aa32bbe-8407-45db-96ae-5634c5cb70a3\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}}]\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[{\"36054\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-04-30 16:41:40.000000+00:00\", \"2020-05-07 22:20:45.000000+00:00\"], \"session_ids\": [\"3e999224-9328-437d-8902-6b1845ba74ed\", \"b4340702-b72e-4464-94af-bce3ad3c3057\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 5.63}}, {\"53247\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-03 00:22:58.000000+00:00\", \"2022-12-13 19:30:44.000000+00:00\"], \"session_ids\": [\"157766d1-7cb8-411d-832d-f0ca3be1f45f\", \"cc426d57-0c29-478e-b05e-550828d08dc9\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 1.717}}, {\"34855\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-26 03:39:09.000000+00:00\", \"2020-07-15 20:55:53.000000+00:00\", \"2021-02-15 13:42:00.000000+00:00\", \"2020-05-30 04:09:58.000000+00:00\", \"2021-02-07 01:26:00.000000+00:00\", \"2021-06-29 14:35:13.000000+00:00\", \"2021-05-16 07:37:32.000000+00:00\", \"2022-05-23 22:28:59.000000+00:00\"], \"session_ids\": [\"22758b0d-0aaa-49e7-9af5-86087bb992a5\", \"c23880b6-efc5-41c8-9f88-fe0084ca8618\", \"3f02bcba-2bbe-49cc-a139-aa23511f7960\", \"783c59a7-5374-48d9-ba56-634e8b70f505\", \"efed5bc3-8302-4b41-b785-18466d91cf21\", \"e204e323-4a93-415f-a444-eabf62745480\", \"24977bfd-4cee-4992-a7c4-c75df1ef95d8\", \"96f5d946-cc90-4cd8-a0e9-534f2eca9d1a\"], \"total_duration\": 1729.0, \"total_sessions\": 8, \"mean_week_duration\": 16.625}}, {\"42732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-31 09:12:27.000000+00:00\", \"2023-02-10 03:54:22.000000+00:00\", \"2020-06-05 04:23:46.000000+00:00\", \"2021-12-29 22:15:19.000000+00:00\", \"2020-09-06 09:14:50.000000+00:00\"], \"session_ids\": [\"6313e7ec-d745-4f35-bfee-88dab8a539e8\", \"5f218d3e-14e3-461d-a38c-3620efe0e10c\", \"c70d2276-17de-4610-8372-238dc3a40440\", \"9fc25719-98f5-45d0-989e-cd396555e966\", \"ce36a587-11a7-42fb-8f81-8cca1b51cbb5\"], \"total_duration\": 453.0, \"total_sessions\": 5, \"mean_week_duration\": 3.236}}, {\"16958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-09-02 12:48:32.000000+00:00\", \"2023-03-04 18:58:50.000000+00:00\"], \"session_ids\": [\"e11a3313-b227-41b4-8525-33f2f7976873\", \"9aa32bbe-8407-45db-96ae-5634c5cb70a3\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 7 users whose cities are San Salvador, Kuala Lumpur, Helsinki in addition do sorting by duration of sessions per week from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71745\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-02 20:28:11.000000+00:00\", \"2021-05-26 13:37:29.000000+00:00\", \"2019-11-28 06:14:49.000000+00:00\", \"2020-09-08 21:40:13.000000+00:00\", \"2020-04-12 02:51:38.000000+00:00\"], \"session_ids\": [\"9097ebec-6c9c-4e02-86e7-010bab314b31\", \"0dce73f7-1e66-457d-b961-0f4aa1d57b14\", \"4995048e-eb95-4a90-9167-778a0a754c19\", \"77f76944-0b0e-45df-bac9-7fb41c887880\", \"13afec59-77d3-49b0-840e-7f090468fcd1\"], \"total_duration\": 468.0, \"total_sessions\": 5, \"mean_week_duration\": 6.0}, \"77344\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-13 00:20:53.000000+00:00\", \"2022-01-08 23:09:59.000000+00:00\", \"2021-10-07 20:28:54.000000+00:00\"], \"session_ids\": [\"d62c56c7-5340-463d-884f-e88e106d41b6\", \"e0b2cc37-660b-41e8-a19e-1e7fb323dbff\", \"549edf3f-a020-414d-90ec-bcc584276435\"], \"total_duration\": 201.0, \"total_sessions\": 3, \"mean_week_duration\": 1.322}, \"11785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-15 10:41:15.000000+00:00\", \"2022-09-13 11:27:05.000000+00:00\"], \"session_ids\": [\"ac824c64-285d-442d-9c07-2685e5d6c4ba\", \"6ee6d0ac-0700-42fe-8fa4-c425618c3081\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 2.213}, \"50917\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-03-08 05:37:49.000000+00:00\", \"2021-05-06 19:34:03.000000+00:00\", \"2021-08-30 09:45:11.000000+00:00\", \"2021-05-04 03:37:46.000000+00:00\"], \"session_ids\": [\"4aca685e-2f71-49a6-8a47-a95e3c65676e\", \"2224b64f-d5ea-4b2d-b162-c87be8a47bf0\", \"d33982b8-a00c-413d-bf10-13bc8ae16f77\", \"96428021-b335-42d6-a004-87d5eb2df99e\"], \"total_duration\": 613.0, \"total_sessions\": 4, \"mean_week_duration\": 13.932}, \"50030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 11:21:43.000000+00:00\", \"2020-06-07 11:19:40.000000+00:00\", \"2021-04-08 08:32:50.000000+00:00\", \"2020-01-08 08:11:17.000000+00:00\", \"2021-10-23 03:10:15.000000+00:00\", \"2019-08-16 17:09:22.000000+00:00\"], \"session_ids\": [\"70c79898-824b-46c0-885b-56fe98ae7d7b\", \"ce1d03c6-b60b-4ad0-83e4-b6effa4afd36\", \"04d71b5c-13b5-4f48-b42e-ad0e55d346d0\", \"add71b7c-3c1d-4bf3-bd8c-007147fd9721\", \"b1b99605-4020-4818-a519-f492a0c47b20\", \"5c798ae0-d920-4eee-b859-4d59a09ea779\"], \"total_duration\": 2423.0, \"total_sessions\": 6, \"mean_week_duration\": 21.254}, \"88033\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-06 23:57:03.000000+00:00\", \"2020-12-01 08:48:01.000000+00:00\"], \"session_ids\": [\"e2dd22f3-69d7-4b24-9009-4fb50c47138e\", \"af32404c-db4e-4da7-9a40-7a04e89db57d\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 5.451}, \"77968\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-12-06 18:09:15.000000+00:00\", \"2019-03-23 19:11:49.000000+00:00\"], \"session_ids\": [\"8d44d93a-9f84-4c01-9509-1923956eef00\", \"30cb43f9-b72e-4872-9f9e-3a16c68c2a90\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 3.459}, \"18510\": {\"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\": \"San Jose\", \"datetimes\": [\"2019-09-23 03:13:15.000000+00:00\", \"2021-04-21 20:53:42.000000+00:00\", \"2020-09-02 22:08:00.000000+00:00\"], \"session_ids\": [\"069c3014-4728-4e1f-a5e5-04318578da2b\", \"dd8ee357-e2cc-4a0b-8de2-2ef2a8b53221\", \"c043244a-9eec-426d-9b64-0fc735a36667\"], \"total_duration\": 350.0, \"total_sessions\": 3, \"mean_week_duration\": 4.217}, \"30880\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-09-19 08:53:57.000000+00:00\", \"2019-10-15 19:50:17.000000+00:00\", \"2020-03-09 13:16:04.000000+00:00\"], \"session_ids\": [\"d3742ccd-842f-4a77-85a5-c20bba920ea3\", \"e40067e2-6f62-40e3-b318-6d6f30a373c9\", \"7cf2b3e1-4056-4c28-b9da-0ccd2a7c248c\"], \"total_duration\": 940.0, \"total_sessions\": 3, \"mean_week_duration\": 6.144}, \"63367\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-27 08:55:44.000000+00:00\", \"2023-03-17 02:22:08.000000+00:00\"], \"session_ids\": [\"b3e5c5d9-1163-4ebb-a5f3-6b79923093e6\", \"b4fa03d3-770c-4365-8172-aa1f7a1e31ad\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 0.665}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are San Salvador, Kuala Lumpur, Helsinki" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"San Salvador\", \"Kuala Lumpur\", \"Helsinki\"]]}}}\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": "Give me details on 3 users with a quantity of sessions that is higher than 3 and lower than 5 also carry out 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{\"80589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-20 00:43:40.000000+00:00\", \"2021-03-26 05:17:37.000000+00:00\", \"2023-01-28 23:48:52.000000+00:00\"], \"session_ids\": [\"b31f9957-9fa8-43ce-9711-79aec4f5aa0e\", \"cdc60dbe-f580-4525-b9fd-4b0799dd0066\", \"0e0c0cf7-cd6b-43d6-8c08-80ea5a8d12b3\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.33}, \"70345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-23 09:50:33.000000+00:00\", \"2019-01-25 11:45:57.000000+00:00\", \"2020-11-09 10:32:18.000000+00:00\", \"2019-09-26 17:59:17.000000+00:00\", \"2022-02-11 22:43:02.000000+00:00\"], \"session_ids\": [\"00cd41ba-2b4b-48be-945d-db35f0aabbce\", \"9e72bc40-a601-4b1e-8e2b-ac747b5baa14\", \"b98981d5-33d4-480a-9af3-0bfbcfdae84c\", \"ff89ac1d-1903-4bdf-a8d2-51a21b760e0c\", \"9176e8c3-ede5-4d9a-abed-39d7a1a6706d\"], \"total_duration\": 1429.0, \"total_sessions\": 5, \"mean_week_duration\": 6.323}, \"87895\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-20 22:59:08.000000+00:00\", \"2020-08-28 18:40:01.000000+00:00\", \"2019-07-05 03:53:51.000000+00:00\", \"2020-07-13 22:05:25.000000+00:00\", \"2021-01-30 02:13:11.000000+00:00\", \"2020-03-02 11:58:22.000000+00:00\", \"2019-12-11 09:56:33.000000+00:00\", \"2023-06-06 08:22:19.000000+00:00\", \"2023-04-12 21:36:43.000000+00:00\"], \"session_ids\": [\"a3c8b261-8442-487c-8aca-8ecffc9c5103\", \"821b9877-be75-45d4-b9dc-7286ee4df77b\", \"4a35eb3b-55e6-4e87-8b58-26025a52153a\", \"6246164f-09b5-4793-a5a1-1c173241d84d\", \"5aebc88d-68fe-49fe-9ad5-a1dfda77b9ae\", \"dbc5d3ea-049f-43db-8e4c-8a54b2079cb4\", \"7990e194-b438-493c-a0e5-66348f0fd214\", \"9db070e3-f47e-4cf7-9f41-d0150777ca17\", \"3436e2fd-c9be-49cf-b7b7-2454d6705010\"], \"total_duration\": 15490.0, \"total_sessions\": 9, \"mean_week_duration\": 75.561}, \"35024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-18 06:13:35.000000+00:00\", \"2021-10-01 01:25:27.000000+00:00\", \"2021-10-03 13:01:33.000000+00:00\"], \"session_ids\": [\"573333dd-dbcd-469a-8f1f-a32ad5e0bb0e\", \"caf23356-ed5e-4df5-bf6d-846250491c98\", \"225831e9-0894-4b05-a449-b1db6e06b7d8\"], \"total_duration\": 292.0, \"total_sessions\": 3, \"mean_week_duration\": 26.545}, \"86598\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-08 11:53:49.000000+00:00\", \"2023-02-23 00:16:22.000000+00:00\"], \"session_ids\": [\"3c7cf0f2-d1e6-49ab-8e4c-144a5b3c1b2d\", \"93ae3527-bd7c-42b0-929b-d3d216e3ce57\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.622}, \"88507\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-01 18:46:13.000000+00:00\", \"2020-06-18 20:22:05.000000+00:00\", \"2019-07-19 19:49:18.000000+00:00\", \"2020-01-29 07:02:56.000000+00:00\", \"2023-02-23 12:29:43.000000+00:00\", \"2020-11-05 14:49:01.000000+00:00\", \"2022-04-04 01:53:27.000000+00:00\", \"2021-03-02 08:42:41.000000+00:00\", \"2022-05-21 17:32:56.000000+00:00\"], \"session_ids\": [\"8c836195-8053-40fa-b678-388a80c7576a\", \"a18139b1-9dd3-4c3d-a637-5fb2f95088e8\", \"cdb2db9b-b484-49d9-8253-315af9f86921\", \"d819e669-c8c2-4a6b-8902-0f3abeda032b\", \"0be62253-fb6d-41d8-a6dd-3b84346ca6ac\", \"acb45fbc-d00d-490d-a162-333d06fd1477\", \"13949c1c-edcb-4a2e-bbc1-d6852141182b\", \"055b58d7-48b7-407b-a454-ab4d93a53d83\", \"4077adc2-6287-4e77-ad5d-1b33bc0da2a4\"], \"total_duration\": 208.0, \"total_sessions\": 9, \"mean_week_duration\": 1.106}, \"16353\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-24 06:55:46.000000+00:00\", \"2021-10-18 19:40:34.000000+00:00\"], \"session_ids\": [\"80d6c186-00e5-414f-b001-1e52618b57a7\", \"d8e563b4-4c7e-4d31-8c3c-43653c95c41c\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 3.097}, \"85617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-07 08:34:08.000000+00:00\", \"2019-01-19 14:02:41.000000+00:00\"], \"session_ids\": [\"4c478730-703e-4b3a-8267-4e6e893aa13c\", \"36e46086-e80f-4237-ac96-3036450dec64\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 1.094}, \"36201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-18 00:33:04.000000+00:00\", \"2022-01-10 03:49:36.000000+00:00\"], \"session_ids\": [\"02b576e1-603c-4166-a17b-852025c42ccd\", \"f29547bf-c3da-4511-b4eb-d2a494f163db\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 115.25}, \"43434\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-10 01:50:06.000000+00:00\", \"2019-01-25 23:37:05.000000+00:00\", \"2022-12-20 10:38:10.000000+00:00\", \"2021-07-26 14:53:53.000000+00:00\", \"2020-05-15 14:46:49.000000+00:00\", \"2023-03-25 19:32:55.000000+00:00\", \"2022-03-03 12:28:40.000000+00:00\", \"2022-10-27 06:49:06.000000+00:00\", \"2021-09-28 18:17:17.000000+00:00\", \"2022-07-15 19:14:37.000000+00:00\", \"2022-06-23 23:31:00.000000+00:00\"], \"session_ids\": [\"c448f469-7487-48ac-a243-6854663b608c\", \"a427b243-4e98-4ed0-82c4-4d8fcaaa0e07\", \"d5021d99-a385-4487-a035-1697aa43b484\", \"bd4ef81a-a459-4af7-b895-7a8cda83f86a\", \"797e7807-8a8b-4a83-a6c3-12b848080b06\", \"aecb98a0-d1c3-4c5c-86a9-b6c186c91c23\", \"4d637b90-4535-4d9d-9e99-47aedef3c1b9\", \"b862a2e4-8960-4dcb-a582-f4cc6640af1c\", \"b575cbdd-4e2a-4069-8330-4e7e17c175d4\", \"b8032ddd-4028-401e-a38c-4a46e0e202e7\", \"3c1168e1-d037-4217-83ea-25c0ceb50b7a\"], \"total_duration\": 14467.0, \"total_sessions\": 11, \"mean_week_duration\": 66.668}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 3 and are equal or less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-20 00:43:40.000000+00:00\", \"2021-03-26 05:17:37.000000+00:00\", \"2023-01-28 23:48:52.000000+00:00\"], \"session_ids\": [\"b31f9957-9fa8-43ce-9711-79aec4f5aa0e\", \"cdc60dbe-f580-4525-b9fd-4b0799dd0066\", \"0e0c0cf7-cd6b-43d6-8c08-80ea5a8d12b3\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.33}, \"70345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-23 09:50:33.000000+00:00\", \"2019-01-25 11:45:57.000000+00:00\", \"2020-11-09 10:32:18.000000+00:00\", \"2019-09-26 17:59:17.000000+00:00\", \"2022-02-11 22:43:02.000000+00:00\"], \"session_ids\": [\"00cd41ba-2b4b-48be-945d-db35f0aabbce\", \"9e72bc40-a601-4b1e-8e2b-ac747b5baa14\", \"b98981d5-33d4-480a-9af3-0bfbcfdae84c\", \"ff89ac1d-1903-4bdf-a8d2-51a21b760e0c\", \"9176e8c3-ede5-4d9a-abed-39d7a1a6706d\"], \"total_duration\": 1429.0, \"total_sessions\": 5, \"mean_week_duration\": 6.323}, \"35024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-18 06:13:35.000000+00:00\", \"2021-10-01 01:25:27.000000+00:00\", \"2021-10-03 13:01:33.000000+00:00\"], \"session_ids\": [\"573333dd-dbcd-469a-8f1f-a32ad5e0bb0e\", \"caf23356-ed5e-4df5-bf6d-846250491c98\", \"225831e9-0894-4b05-a449-b1db6e06b7d8\"], \"total_duration\": 292.0, \"total_sessions\": 3, \"mean_week_duration\": 26.545}}\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[{\"35024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-18 06:13:35.000000+00:00\", \"2021-10-01 01:25:27.000000+00:00\", \"2021-10-03 13:01:33.000000+00:00\"], \"session_ids\": [\"573333dd-dbcd-469a-8f1f-a32ad5e0bb0e\", \"caf23356-ed5e-4df5-bf6d-846250491c98\", \"225831e9-0894-4b05-a449-b1db6e06b7d8\"], \"total_duration\": 292.0, \"total_sessions\": 3, \"mean_week_duration\": 26.545}}, {\"70345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-23 09:50:33.000000+00:00\", \"2019-01-25 11:45:57.000000+00:00\", \"2020-11-09 10:32:18.000000+00:00\", \"2019-09-26 17:59:17.000000+00:00\", \"2022-02-11 22:43:02.000000+00:00\"], \"session_ids\": [\"00cd41ba-2b4b-48be-945d-db35f0aabbce\", \"9e72bc40-a601-4b1e-8e2b-ac747b5baa14\", \"b98981d5-33d4-480a-9af3-0bfbcfdae84c\", \"ff89ac1d-1903-4bdf-a8d2-51a21b760e0c\", \"9176e8c3-ede5-4d9a-abed-39d7a1a6706d\"], \"total_duration\": 1429.0, \"total_sessions\": 5, \"mean_week_duration\": 6.323}}, {\"80589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-20 00:43:40.000000+00:00\", \"2021-03-26 05:17:37.000000+00:00\", \"2023-01-28 23:48:52.000000+00:00\"], \"session_ids\": [\"b31f9957-9fa8-43ce-9711-79aec4f5aa0e\", \"cdc60dbe-f580-4525-b9fd-4b0799dd0066\", \"0e0c0cf7-cd6b-43d6-8c08-80ea5a8d12b3\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.33}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"35024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-18 06:13:35.000000+00:00\", \"2021-10-01 01:25:27.000000+00:00\", \"2021-10-03 13:01:33.000000+00:00\"], \"session_ids\": [\"573333dd-dbcd-469a-8f1f-a32ad5e0bb0e\", \"caf23356-ed5e-4df5-bf6d-846250491c98\", \"225831e9-0894-4b05-a449-b1db6e06b7d8\"], \"total_duration\": 292.0, \"total_sessions\": 3, \"mean_week_duration\": 26.545}}, {\"70345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-23 09:50:33.000000+00:00\", \"2019-01-25 11:45:57.000000+00:00\", \"2020-11-09 10:32:18.000000+00:00\", \"2019-09-26 17:59:17.000000+00:00\", \"2022-02-11 22:43:02.000000+00:00\"], \"session_ids\": [\"00cd41ba-2b4b-48be-945d-db35f0aabbce\", \"9e72bc40-a601-4b1e-8e2b-ac747b5baa14\", \"b98981d5-33d4-480a-9af3-0bfbcfdae84c\", \"ff89ac1d-1903-4bdf-a8d2-51a21b760e0c\", \"9176e8c3-ede5-4d9a-abed-39d7a1a6706d\"], \"total_duration\": 1429.0, \"total_sessions\": 5, \"mean_week_duration\": 6.323}}, {\"80589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-20 00:43:40.000000+00:00\", \"2021-03-26 05:17:37.000000+00:00\", \"2023-01-28 23:48:52.000000+00:00\"], \"session_ids\": [\"b31f9957-9fa8-43ce-9711-79aec4f5aa0e\", \"cdc60dbe-f580-4525-b9fd-4b0799dd0066\", \"0e0c0cf7-cd6b-43d6-8c08-80ea5a8d12b3\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.33}}]\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[{\"35024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-18 06:13:35.000000+00:00\", \"2021-10-01 01:25:27.000000+00:00\", \"2021-10-03 13:01:33.000000+00:00\"], \"session_ids\": [\"573333dd-dbcd-469a-8f1f-a32ad5e0bb0e\", \"caf23356-ed5e-4df5-bf6d-846250491c98\", \"225831e9-0894-4b05-a449-b1db6e06b7d8\"], \"total_duration\": 292.0, \"total_sessions\": 3, \"mean_week_duration\": 26.545}}, {\"70345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-23 09:50:33.000000+00:00\", \"2019-01-25 11:45:57.000000+00:00\", \"2020-11-09 10:32:18.000000+00:00\", \"2019-09-26 17:59:17.000000+00:00\", \"2022-02-11 22:43:02.000000+00:00\"], \"session_ids\": [\"00cd41ba-2b4b-48be-945d-db35f0aabbce\", \"9e72bc40-a601-4b1e-8e2b-ac747b5baa14\", \"b98981d5-33d4-480a-9af3-0bfbcfdae84c\", \"ff89ac1d-1903-4bdf-a8d2-51a21b760e0c\", \"9176e8c3-ede5-4d9a-abed-39d7a1a6706d\"], \"total_duration\": 1429.0, \"total_sessions\": 5, \"mean_week_duration\": 6.323}}, {\"80589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-20 00:43:40.000000+00:00\", \"2021-03-26 05:17:37.000000+00:00\", \"2023-01-28 23:48:52.000000+00:00\"], \"session_ids\": [\"b31f9957-9fa8-43ce-9711-79aec4f5aa0e\", \"cdc60dbe-f580-4525-b9fd-4b0799dd0066\", \"0e0c0cf7-cd6b-43d6-8c08-80ea5a8d12b3\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.33}}]\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 8 users who have time using the app per week strictly smaller than 0 and strictly bigger than 34 , and sort by total duration from the largest to the smallest." } ]
[ { "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{\"77396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-09-21 06:32:36.000000+00:00\", \"2020-11-19 16:23:21.000000+00:00\", \"2020-05-06 09:05:04.000000+00:00\"], \"session_ids\": [\"03cfc9fe-2976-468e-990f-19e08ebc0bf4\", \"ce45f685-c136-4b65-9adf-6e3a875d1401\", \"e0f60c05-5f55-4a8d-a330-8a06e0951cf0\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}, \"78006\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-27 10:39:53.000000+00:00\", \"2019-07-29 09:26:09.000000+00:00\", \"2022-04-22 07:01:32.000000+00:00\"], \"session_ids\": [\"5185e396-ed45-47da-b9fa-19b5ea111ccd\", \"cbe57947-7f10-47b9-94b4-c6a26f50e8d5\", \"baad6061-6d27-4957-9c86-bbeefcc106cb\"], \"total_duration\": 238.0, \"total_sessions\": 3, \"mean_week_duration\": 1.664}, \"39590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-09-09 16:00:27.000000+00:00\", \"2019-01-11 22:31:45.000000+00:00\"], \"session_ids\": [\"ddcff610-4a6e-44af-8896-6051cc66f393\", \"b2d44762-7f86-4fb3-ab3e-3bcb74236e57\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.77}, \"6760\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-24 08:42:55.000000+00:00\", \"2021-11-19 18:05:10.000000+00:00\"], \"session_ids\": [\"b14e2462-9845-40a8-8442-095c3e7e3d2c\", \"caf36116-d93d-4bc9-b3c4-658f683d377b\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 4.556}, \"81905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-04-28 01:46:51.000000+00:00\", \"2019-06-27 13:47:09.000000+00:00\"], \"session_ids\": [\"55bf6746-400a-4a59-8d9e-8ed21d7c0f55\", \"2dd690b9-169f-4f03-9b0d-f2bfd2502a29\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 13.556}, \"72233\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-15 01:03:31.000000+00:00\", \"2021-08-27 22:11:02.000000+00:00\", \"2019-08-19 23:18:43.000000+00:00\"], \"session_ids\": [\"1837d992-0afe-4da3-a5d4-e7570fc96985\", \"1024b83f-3032-4590-992a-a38a907b7526\", \"41715067-cf58-4a2f-bfc4-dd8d7e8c5fbb\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.283}, \"12756\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-03-07 07:02:54.000000+00:00\", \"2022-02-05 00:52:33.000000+00:00\", \"2023-05-29 17:00:09.000000+00:00\", \"2021-09-28 23:39:16.000000+00:00\", \"2020-09-29 07:34:12.000000+00:00\"], \"session_ids\": [\"13802820-73ca-4047-a3ca-e8759772ef4f\", \"0359ac62-ccb6-4e69-b479-636775ed4c01\", \"5448ff17-6fc7-47fa-99ac-e4ccebcca44c\", \"2d4d2250-aa66-447d-a75f-b19c284e2d9a\", \"a1e0b957-c888-4612-a01a-53028ad0ff91\"], \"total_duration\": 3183.0, \"total_sessions\": 5, \"mean_week_duration\": 14.403}, \"44008\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-21 15:45:34.000000+00:00\", \"2022-04-14 18:28:40.000000+00:00\"], \"session_ids\": [\"cbed20fb-4302-4f72-8209-500ee7e7a5fe\", \"79a89169-6309-4917-a8fc-c9bf5defb83a\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.179}, \"42818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-11 10:37:41.000000+00:00\", \"2020-08-14 05:58:55.000000+00:00\"], \"session_ids\": [\"f6978b1a-f45f-4a84-8d9b-c51f68a2e74c\", \"117d235c-def3-42ec-97f6-1bcdcfd0cbf1\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 2.76}, \"93740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-12 21:51:37.000000+00:00\", \"2021-11-02 01:51:11.000000+00:00\", \"2020-09-06 17:05:06.000000+00:00\", \"2019-08-23 14:11:02.000000+00:00\", \"2020-01-07 09:18:49.000000+00:00\"], \"session_ids\": [\"22a8e03e-433a-4f00-b164-87cc79fa066d\", \"6611272e-9a3e-4c99-a999-53711d3198e1\", \"8372b521-609b-44c1-b580-8dbf70cf0cb5\", \"922844e3-754b-419d-a227-aa68c599a176\", \"814ebf1f-4316-46a3-9148-fc2564fa5cd7\"], \"total_duration\": 163.0, \"total_sessions\": 5, \"mean_week_duration\": 1.417}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 0 and are greater than 34" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[0, 34]]}}}\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 accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding user with a overall quantity of sessions that is higher than 9 and lower than 2, exclusively and do sorting by city name from the smallest to the largest also remain only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92299\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-04-17 11:25:40.000000+00:00\", \"2020-09-26 00:35:00.000000+00:00\"], \"session_ids\": [\"d70dc585-a419-4244-80db-03e6e85775c6\", \"476728ed-38a9-498b-a6c9-9ef54c74688c\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 4.211}, \"30582\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-02-04 21:21:32.000000+00:00\", \"2023-06-10 01:26:56.000000+00:00\"], \"session_ids\": [\"ff63d685-9f54-478f-964d-da80d9a3fd03\", \"d67bbcae-d11c-4b93-a4fb-35e37f4a3389\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 9.944}, \"23943\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-14 04:33:43.000000+00:00\", \"2020-01-07 21:15:16.000000+00:00\", \"2021-09-21 08:13:36.000000+00:00\"], \"session_ids\": [\"90bbe0f0-8f0b-4a9b-b0b9-0bd82d58b6b4\", \"0dfc1376-7abf-4def-9794-45751aa63c23\", \"526fe5d8-0cbb-4340-92da-087741906c03\"], \"total_duration\": 129.0, \"total_sessions\": 3, \"mean_week_duration\": 0.977}, \"36169\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-24 10:51:49.000000+00:00\", \"2022-07-03 15:40:17.000000+00:00\"], \"session_ids\": [\"6ef1f683-179a-4cab-8736-73d8f3acc4dc\", \"b20b2f26-9db3-468e-a346-db9b6d455d42\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 3.546}, \"6995\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-02 13:10:29.000000+00:00\", \"2021-08-13 21:03:07.000000+00:00\"], \"session_ids\": [\"2dcf51fe-ab60-403f-9238-36aaa5c9685d\", \"6984e11c-8bdb-4a0d-83a4-0f20a6167d5a\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 3.969}, \"8682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-12-11 11:17:10.000000+00:00\", \"2022-07-28 18:18:06.000000+00:00\", \"2019-12-11 03:00:31.000000+00:00\"], \"session_ids\": [\"8257dfa1-afb7-446e-b528-b4587d53f208\", \"aaedb0c8-ca5c-40bd-9ecb-ed077d21b7f1\", \"58d489a4-33a3-4dda-97bc-9d6c1811e8b7\"], \"total_duration\": 483.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}, \"59966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-11-21 11:02:53.000000+00:00\", \"2019-10-03 15:02:37.000000+00:00\", \"2022-08-16 16:52:53.000000+00:00\"], \"session_ids\": [\"f8bef487-8ece-4d08-87a5-24f78f7e2691\", \"05e58b47-375e-47a6-94c2-b89affa03231\", \"c03a4439-24bf-4d9a-b052-5c6724eae703\"], \"total_duration\": 245.0, \"total_sessions\": 3, \"mean_week_duration\": 1.633}, \"54515\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-06-10 19:53:51.000000+00:00\", \"2019-01-25 00:00:00.000000+00:00\", \"2022-05-12 15:01:44.000000+00:00\"], \"session_ids\": [\"df1ac590-3569-4fcf-93de-383bc1298fa4\", \"13b08836-1c35-4e97-9309-7680037817c4\", \"f1b6e9b1-fb49-452f-ae16-65574acf529c\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 0.843}, \"16883\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-16 03:23:19.000000+00:00\", \"2022-11-09 21:28:02.000000+00:00\", \"2021-09-24 11:27:50.000000+00:00\", \"2020-10-13 21:52:39.000000+00:00\"], \"session_ids\": [\"02859531-0f10-4d80-ad1b-b0225352b03c\", \"3fa2840c-e21f-4722-ae16-7cf68dfde129\", \"4fd57638-bf8b-497f-b809-76979e2ce9d6\", \"d8d5e48a-05f1-4f82-ac28-259b49ffbdd4\"], \"total_duration\": 872.0, \"total_sessions\": 4, \"mean_week_duration\": 8.074}, \"17698\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-22 13:34:00.000000+00:00\", \"2019-12-31 17:33:41.000000+00:00\"], \"session_ids\": [\"44bb5063-b679-4ff1-b0dc-e46987379eb2\", \"f767fbed-252c-46ab-bcae-e82242ef288c\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.531}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 2 and are greater than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[2, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on user who has site usage time strictly smaller than 2023 and strictly bigger than 3151 in addition put to use sorting by time using the app in desc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"51910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-09 12:33:48.000000+00:00\", \"2019-09-19 14:59:48.000000+00:00\"], \"session_ids\": [\"2a4f27db-321a-4945-be10-a6ef56568fdd\", \"109efcc4-e678-438d-b47f-d53716d33be7\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.074}, \"36551\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-07 21:24:55.000000+00:00\", \"2020-12-01 22:11:41.000000+00:00\"], \"session_ids\": [\"955ec3cc-1a8d-4daf-9489-0687a5893967\", \"cba44ef9-9e75-4744-b0f8-17d282d8cd72\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 1.449}, \"20487\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-12 17:59:12.000000+00:00\", \"2020-11-10 07:13:51.000000+00:00\", \"2023-05-01 07:30:09.000000+00:00\", \"2023-06-26 14:26:54.000000+00:00\"], \"session_ids\": [\"dadb8359-d77d-4a87-b1db-b8662af8dd12\", \"214c8915-f8b0-43b9-96b0-356654c99397\", \"0ed7de40-0ba7-42fa-bc69-02b783f90ce1\", \"4f1ccc56-3652-4faf-b955-ba2a9cc74f7b\"], \"total_duration\": 29.0, \"total_sessions\": 4, \"mean_week_duration\": 0.135}, \"84645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-09 09:58:42.000000+00:00\", \"2022-09-20 20:18:13.000000+00:00\", \"2020-07-25 07:09:50.000000+00:00\", \"2022-05-02 16:19:49.000000+00:00\", \"2020-07-27 04:46:28.000000+00:00\", \"2023-01-22 23:13:33.000000+00:00\", \"2020-07-11 20:18:32.000000+00:00\", \"2021-03-23 13:06:05.000000+00:00\", \"2020-02-06 08:51:04.000000+00:00\"], \"session_ids\": [\"9cc0dc94-509f-486f-85cb-126c46c7c579\", \"8c4e8ce9-c054-4698-a139-8511b3455f6e\", \"b51bf35e-318c-42b8-8cce-05b9c00d3720\", \"165f83d1-d0fe-49e1-a351-530651e793f5\", \"fb33a846-c266-4c5a-9cb4-d53da14b2875\", \"adbdf67c-2df3-4bbe-b563-84731f4997a0\", \"86798c01-437c-4f77-82c3-f03549023350\", \"5ea43adc-6d35-4594-ae62-e5cc526f9ee8\", \"91d74683-a355-4c37-83f2-4ddeb726d4f9\"], \"total_duration\": 20319.0, \"total_sessions\": 9, \"mean_week_duration\": 131.09}, \"78141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-06 14:20:10.000000+00:00\", \"2019-11-21 14:31:35.000000+00:00\"], \"session_ids\": [\"8214c6af-66e0-4daa-b48e-e75ca77d6c21\", \"ea007db5-d2f3-420b-818a-997d6e52c7f2\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 2.688}, \"26569\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-11 07:08:12.000000+00:00\", \"2019-10-26 13:43:12.000000+00:00\", \"2019-09-01 18:59:48.000000+00:00\"], \"session_ids\": [\"6fa6c7d2-508a-488a-83bb-10689e6b86c7\", \"221eeb06-7434-4c1e-85a1-ad853f203cd7\", \"4634610f-5669-480f-afbe-603b9f8d2f6f\"], \"total_duration\": 376.0, \"total_sessions\": 3, \"mean_week_duration\": 10.444}, \"34022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-30 00:21:47.000000+00:00\", \"2022-10-15 10:26:13.000000+00:00\"], \"session_ids\": [\"b595e183-a70f-459c-9326-5c884ea0e69d\", \"bda004a3-3338-4b10-81e7-ea442b767946\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.793}, \"50223\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-28 11:20:05.000000+00:00\", \"2020-02-28 08:06:24.000000+00:00\"], \"session_ids\": [\"65a312be-ad41-4e5f-a174-8745f90fcaf9\", \"ee704283-75cf-4681-aff2-58a21cfb1e9c\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"7638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-26 01:41:04.000000+00:00\", \"2019-02-02 18:43:37.000000+00:00\", \"2023-05-31 18:43:14.000000+00:00\"], \"session_ids\": [\"f9de6696-3e19-48e9-ad29-914ce21944be\", \"5bc4c1cf-a596-43ea-b831-8506a6e22497\", \"5e568c29-ae8f-4a2d-ab39-634b88b22407\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.221}, \"53416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 7, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-28 18:46:29.000000+00:00\", \"2020-01-22 16:44:39.000000+00:00\"], \"session_ids\": [\"26e1c302-5a0c-487d-8282-a36b499270a6\", \"0bffa29b-057c-4bee-a1b1-11189e8235fc\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 12.905}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 2023 and are greater than 3151" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[2023, 3151]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"51910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-09 12:33:48.000000+00:00\", \"2019-09-19 14:59:48.000000+00:00\"], \"session_ids\": [\"2a4f27db-321a-4945-be10-a6ef56568fdd\", \"109efcc4-e678-438d-b47f-d53716d33be7\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.074}, \"36551\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-07 21:24:55.000000+00:00\", \"2020-12-01 22:11:41.000000+00:00\"], \"session_ids\": [\"955ec3cc-1a8d-4daf-9489-0687a5893967\", \"cba44ef9-9e75-4744-b0f8-17d282d8cd72\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 1.449}, \"20487\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-12 17:59:12.000000+00:00\", \"2020-11-10 07:13:51.000000+00:00\", \"2023-05-01 07:30:09.000000+00:00\", \"2023-06-26 14:26:54.000000+00:00\"], \"session_ids\": [\"dadb8359-d77d-4a87-b1db-b8662af8dd12\", \"214c8915-f8b0-43b9-96b0-356654c99397\", \"0ed7de40-0ba7-42fa-bc69-02b783f90ce1\", \"4f1ccc56-3652-4faf-b955-ba2a9cc74f7b\"], \"total_duration\": 29.0, \"total_sessions\": 4, \"mean_week_duration\": 0.135}, \"78141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-06 14:20:10.000000+00:00\", \"2019-11-21 14:31:35.000000+00:00\"], \"session_ids\": [\"8214c6af-66e0-4daa-b48e-e75ca77d6c21\", \"ea007db5-d2f3-420b-818a-997d6e52c7f2\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 2.688}, \"26569\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-11 07:08:12.000000+00:00\", \"2019-10-26 13:43:12.000000+00:00\", \"2019-09-01 18:59:48.000000+00:00\"], \"session_ids\": [\"6fa6c7d2-508a-488a-83bb-10689e6b86c7\", \"221eeb06-7434-4c1e-85a1-ad853f203cd7\", \"4634610f-5669-480f-afbe-603b9f8d2f6f\"], \"total_duration\": 376.0, \"total_sessions\": 3, \"mean_week_duration\": 10.444}, \"34022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-30 00:21:47.000000+00:00\", \"2022-10-15 10:26:13.000000+00:00\"], \"session_ids\": [\"b595e183-a70f-459c-9326-5c884ea0e69d\", \"bda004a3-3338-4b10-81e7-ea442b767946\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.793}, \"50223\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-28 11:20:05.000000+00:00\", \"2020-02-28 08:06:24.000000+00:00\"], \"session_ids\": [\"65a312be-ad41-4e5f-a174-8745f90fcaf9\", \"ee704283-75cf-4681-aff2-58a21cfb1e9c\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"7638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-26 01:41:04.000000+00:00\", \"2019-02-02 18:43:37.000000+00:00\", \"2023-05-31 18:43:14.000000+00:00\"], \"session_ids\": [\"f9de6696-3e19-48e9-ad29-914ce21944be\", \"5bc4c1cf-a596-43ea-b831-8506a6e22497\", \"5e568c29-ae8f-4a2d-ab39-634b88b22407\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.221}, \"53416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 7, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-28 18:46:29.000000+00:00\", \"2020-01-22 16:44:39.000000+00:00\"], \"session_ids\": [\"26e1c302-5a0c-487d-8282-a36b499270a6\", \"0bffa29b-057c-4bee-a1b1-11189e8235fc\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 12.905}, \"84645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-09 09:58:42.000000+00:00\", \"2022-09-20 20:18:13.000000+00:00\", \"2020-07-25 07:09:50.000000+00:00\", \"2022-05-02 16:19:49.000000+00:00\", \"2020-07-27 04:46:28.000000+00:00\", \"2023-01-22 23:13:33.000000+00:00\", \"2020-07-11 20:18:32.000000+00:00\", \"2021-03-23 13:06:05.000000+00:00\", \"2020-02-06 08:51:04.000000+00:00\"], \"session_ids\": [\"9cc0dc94-509f-486f-85cb-126c46c7c579\", \"8c4e8ce9-c054-4698-a139-8511b3455f6e\", \"b51bf35e-318c-42b8-8cce-05b9c00d3720\", \"165f83d1-d0fe-49e1-a351-530651e793f5\", \"fb33a846-c266-4c5a-9cb4-d53da14b2875\", \"adbdf67c-2df3-4bbe-b563-84731f4997a0\", \"86798c01-437c-4f77-82c3-f03549023350\", \"5ea43adc-6d35-4594-ae62-e5cc526f9ee8\", \"91d74683-a355-4c37-83f2-4ddeb726d4f9\"], \"total_duration\": 20319.0, \"total_sessions\": 9, \"mean_week_duration\": 131.09}}\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[{\"84645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-09 09:58:42.000000+00:00\", \"2022-09-20 20:18:13.000000+00:00\", \"2020-07-25 07:09:50.000000+00:00\", \"2022-05-02 16:19:49.000000+00:00\", \"2020-07-27 04:46:28.000000+00:00\", \"2023-01-22 23:13:33.000000+00:00\", \"2020-07-11 20:18:32.000000+00:00\", \"2021-03-23 13:06:05.000000+00:00\", \"2020-02-06 08:51:04.000000+00:00\"], \"session_ids\": [\"9cc0dc94-509f-486f-85cb-126c46c7c579\", \"8c4e8ce9-c054-4698-a139-8511b3455f6e\", \"b51bf35e-318c-42b8-8cce-05b9c00d3720\", \"165f83d1-d0fe-49e1-a351-530651e793f5\", \"fb33a846-c266-4c5a-9cb4-d53da14b2875\", \"adbdf67c-2df3-4bbe-b563-84731f4997a0\", \"86798c01-437c-4f77-82c3-f03549023350\", \"5ea43adc-6d35-4594-ae62-e5cc526f9ee8\", \"91d74683-a355-4c37-83f2-4ddeb726d4f9\"], \"total_duration\": 20319.0, \"total_sessions\": 9, \"mean_week_duration\": 131.09}}, {\"78141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-06 14:20:10.000000+00:00\", \"2019-11-21 14:31:35.000000+00:00\"], \"session_ids\": [\"8214c6af-66e0-4daa-b48e-e75ca77d6c21\", \"ea007db5-d2f3-420b-818a-997d6e52c7f2\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 2.688}}, {\"26569\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-11 07:08:12.000000+00:00\", \"2019-10-26 13:43:12.000000+00:00\", \"2019-09-01 18:59:48.000000+00:00\"], \"session_ids\": [\"6fa6c7d2-508a-488a-83bb-10689e6b86c7\", \"221eeb06-7434-4c1e-85a1-ad853f203cd7\", \"4634610f-5669-480f-afbe-603b9f8d2f6f\"], \"total_duration\": 376.0, \"total_sessions\": 3, \"mean_week_duration\": 10.444}}, {\"53416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 7, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-08-28 18:46:29.000000+00:00\", \"2020-01-22 16:44:39.000000+00:00\"], \"session_ids\": [\"26e1c302-5a0c-487d-8282-a36b499270a6\", \"0bffa29b-057c-4bee-a1b1-11189e8235fc\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 12.905}}, {\"34022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-30 00:21:47.000000+00:00\", \"2022-10-15 10:26:13.000000+00:00\"], \"session_ids\": [\"b595e183-a70f-459c-9326-5c884ea0e69d\", \"bda004a3-3338-4b10-81e7-ea442b767946\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.793}}, {\"36551\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-07 21:24:55.000000+00:00\", \"2020-12-01 22:11:41.000000+00:00\"], \"session_ids\": [\"955ec3cc-1a8d-4daf-9489-0687a5893967\", \"cba44ef9-9e75-4744-b0f8-17d282d8cd72\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 1.449}}, {\"51910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-09 12:33:48.000000+00:00\", \"2019-09-19 14:59:48.000000+00:00\"], \"session_ids\": [\"2a4f27db-321a-4945-be10-a6ef56568fdd\", \"109efcc4-e678-438d-b47f-d53716d33be7\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.074}}, {\"50223\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-28 11:20:05.000000+00:00\", \"2020-02-28 08:06:24.000000+00:00\"], \"session_ids\": [\"65a312be-ad41-4e5f-a174-8745f90fcaf9\", \"ee704283-75cf-4681-aff2-58a21cfb1e9c\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}, {\"7638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-26 01:41:04.000000+00:00\", \"2019-02-02 18:43:37.000000+00:00\", \"2023-05-31 18:43:14.000000+00:00\"], \"session_ids\": [\"f9de6696-3e19-48e9-ad29-914ce21944be\", \"5bc4c1cf-a596-43ea-b831-8506a6e22497\", \"5e568c29-ae8f-4a2d-ab39-634b88b22407\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.221}}, {\"20487\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-12 17:59:12.000000+00:00\", \"2020-11-10 07:13:51.000000+00:00\", \"2023-05-01 07:30:09.000000+00:00\", \"2023-06-26 14:26:54.000000+00:00\"], \"session_ids\": [\"dadb8359-d77d-4a87-b1db-b8662af8dd12\", \"214c8915-f8b0-43b9-96b0-356654c99397\", \"0ed7de40-0ba7-42fa-bc69-02b783f90ce1\", \"4f1ccc56-3652-4faf-b955-ba2a9cc74f7b\"], \"total_duration\": 29.0, \"total_sessions\": 4, \"mean_week_duration\": 0.135}}]\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[{\"84645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-09 09:58:42.000000+00:00\", \"2022-09-20 20:18:13.000000+00:00\", \"2020-07-25 07:09:50.000000+00:00\", \"2022-05-02 16:19:49.000000+00:00\", \"2020-07-27 04:46:28.000000+00:00\", \"2023-01-22 23:13:33.000000+00:00\", \"2020-07-11 20:18:32.000000+00:00\", \"2021-03-23 13:06:05.000000+00:00\", \"2020-02-06 08:51:04.000000+00:00\"], \"session_ids\": [\"9cc0dc94-509f-486f-85cb-126c46c7c579\", \"8c4e8ce9-c054-4698-a139-8511b3455f6e\", \"b51bf35e-318c-42b8-8cce-05b9c00d3720\", \"165f83d1-d0fe-49e1-a351-530651e793f5\", \"fb33a846-c266-4c5a-9cb4-d53da14b2875\", \"adbdf67c-2df3-4bbe-b563-84731f4997a0\", \"86798c01-437c-4f77-82c3-f03549023350\", \"5ea43adc-6d35-4594-ae62-e5cc526f9ee8\", \"91d74683-a355-4c37-83f2-4ddeb726d4f9\"], \"total_duration\": 20319.0, \"total_sessions\": 9, \"mean_week_duration\": 131.09}}]\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[{\"84645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-09 09:58:42.000000+00:00\", \"2022-09-20 20:18:13.000000+00:00\", \"2020-07-25 07:09:50.000000+00:00\", \"2022-05-02 16:19:49.000000+00:00\", \"2020-07-27 04:46:28.000000+00:00\", \"2023-01-22 23:13:33.000000+00:00\", \"2020-07-11 20:18:32.000000+00:00\", \"2021-03-23 13:06:05.000000+00:00\", \"2020-02-06 08:51:04.000000+00:00\"], \"session_ids\": [\"9cc0dc94-509f-486f-85cb-126c46c7c579\", \"8c4e8ce9-c054-4698-a139-8511b3455f6e\", \"b51bf35e-318c-42b8-8cce-05b9c00d3720\", \"165f83d1-d0fe-49e1-a351-530651e793f5\", \"fb33a846-c266-4c5a-9cb4-d53da14b2875\", \"adbdf67c-2df3-4bbe-b563-84731f4997a0\", \"86798c01-437c-4f77-82c3-f03549023350\", \"5ea43adc-6d35-4594-ae62-e5cc526f9ee8\", \"91d74683-a355-4c37-83f2-4ddeb726d4f9\"], \"total_duration\": 20319.0, \"total_sessions\": 9, \"mean_week_duration\": 131.09}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 3 users who have total sessions strictly greater than 6 and less than 5 as well as perform sorting by duration summation of sessions per week form the highest to the lowest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"49761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-30 05:56:15.000000+00:00\", \"2022-06-04 16:07:34.000000+00:00\"], \"session_ids\": [\"6e22e0ec-ff36-4fa9-82dc-2649a7a7fcea\", \"698cdc14-12d6-427c-a6e1-d7c6badaa454\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.257}, \"40208\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-10-18 14:48:48.000000+00:00\", \"2022-10-22 18:02:23.000000+00:00\", \"2019-01-20 06:30:20.000000+00:00\"], \"session_ids\": [\"ab25c496-6639-44c1-907b-023db7ee6920\", \"c7b8526a-df9f-4383-8b17-dd434043a0e9\", \"b362f811-0343-43c8-b141-dc1c6375f517\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.219}, \"50744\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-20 18:01:45.000000+00:00\", \"2019-03-15 00:19:33.000000+00:00\", \"2021-12-10 21:57:13.000000+00:00\"], \"session_ids\": [\"9c215c3d-34fc-43bf-939d-b5249e500ee1\", \"5c2e7499-943d-452f-b158-1350687f2aec\", \"b88ba20b-f581-4524-919c-dc094381ae38\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.348}, \"36603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-11-08 19:27:54.000000+00:00\", \"2022-04-03 03:17:35.000000+00:00\", \"2019-04-04 06:53:34.000000+00:00\", \"2022-10-18 00:09:45.000000+00:00\"], \"session_ids\": [\"a2445ddf-597e-4219-b550-3cf03ee7e26f\", \"2087b1c4-75bb-47fc-8f08-6be20781a647\", \"9c6fa3c9-b1fc-444e-b20c-4a9c67afab7a\", \"2550dcc3-ce7e-481a-b23b-b28063256f94\"], \"total_duration\": 329.0, \"total_sessions\": 4, \"mean_week_duration\": 1.778}, \"95220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-28 02:45:19.000000+00:00\", \"2019-08-23 02:19:26.000000+00:00\"], \"session_ids\": [\"c5afc63d-4016-40e0-b8c8-3dc175351cca\", \"cf91ff9c-f3d3-45ac-bace-dce53cb6d58a\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.579}, \"42885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-28 22:16:57.000000+00:00\", \"2020-04-25 23:21:55.000000+00:00\", \"2022-10-16 22:04:08.000000+00:00\", \"2020-03-17 23:21:00.000000+00:00\"], \"session_ids\": [\"9bd8d5f9-145c-4470-8761-d15a36c551e9\", \"77a6ceeb-53f8-41c3-8931-20381dbcb542\", \"042c2d3d-cf97-4188-bf10-a6c2bfbe838a\", \"f79d883a-5f7e-467c-afa1-0f98ad8cd2ca\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 3.282}, \"62088\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-03 19:13:22.000000+00:00\", \"2019-05-14 11:49:42.000000+00:00\", \"2022-08-27 13:25:50.000000+00:00\", \"2019-12-27 19:09:19.000000+00:00\"], \"session_ids\": [\"ffa03349-f98a-466a-b070-5bef04983886\", \"820932c1-3240-4158-aaa8-3e7ad1990a06\", \"ca84571f-cc62-4206-8b4a-718f0d5b9237\", \"50b7240f-9eb1-486a-a832-fc0b6f5590d3\"], \"total_duration\": 46.0, \"total_sessions\": 4, \"mean_week_duration\": 0.267}, \"30390\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-15 05:36:15.000000+00:00\", \"2019-10-09 07:29:00.000000+00:00\", \"2023-04-16 06:12:02.000000+00:00\", \"2020-02-05 07:08:53.000000+00:00\", \"2021-10-26 04:44:56.000000+00:00\", \"2022-04-08 11:55:40.000000+00:00\", \"2019-02-03 07:39:22.000000+00:00\", \"2019-09-28 22:23:29.000000+00:00\", \"2022-03-14 05:50:36.000000+00:00\", \"2023-02-27 00:40:14.000000+00:00\"], \"session_ids\": [\"3027be4a-825d-499e-9b79-667c9e3abb13\", \"fa6d1819-8ab1-4269-b7fd-24861633fd9c\", \"b187bf97-be75-4a5a-835e-03fd2b115a32\", \"8054c689-7716-4f73-94be-19dd539f24bc\", \"81f1dd36-c6fd-4698-8b9d-3bd6b1d465ab\", \"e0937247-77c6-4d85-8f4f-84d26ad27f57\", \"a90728a6-e5ea-4530-93e1-f4a4312d7393\", \"5e64e4d8-1945-4d79-a3c4-afd5c5c09168\", \"927caac4-b032-4728-8ea6-e71f423ee366\", \"0e0dce5b-6e1a-4151-825f-a3ce2f3b10bc\"], \"total_duration\": 1411.0, \"total_sessions\": 10, \"mean_week_duration\": 6.443}, \"37151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-20 18:02:53.000000+00:00\", \"2021-08-20 13:59:36.000000+00:00\", \"2019-07-05 21:49:06.000000+00:00\", \"2022-01-18 20:42:28.000000+00:00\", \"2019-04-14 21:28:53.000000+00:00\", \"2019-08-03 01:01:02.000000+00:00\", \"2021-02-25 09:25:00.000000+00:00\", \"2021-11-14 21:38:06.000000+00:00\", \"2022-01-13 16:12:44.000000+00:00\", \"2022-03-31 23:04:30.000000+00:00\"], \"session_ids\": [\"71648475-1dc9-4099-b2cf-2dcf6bca7b6f\", \"d6b42a93-cad7-4bc3-a5c4-6f9cf98c67e9\", \"75a0ce0a-e246-4a8c-b52d-a235bd9f2bc8\", \"9a112849-8503-49dd-8f72-26e1e3652982\", \"9ae018ae-1c2f-4aba-a9eb-ee80a66ced10\", \"f761c061-b80d-4ef3-8491-d64aba4fa585\", \"dc68ee92-f998-487f-a4f9-6f4d3fcb2a36\", \"e981e07c-3c16-44b6-babe-38dc27f2666e\", \"52523ecf-ea62-4ccb-981f-cffec4836328\", \"320fc12a-39b9-404a-8216-61e8abc489ca\"], \"total_duration\": 3052.0, \"total_sessions\": 10, \"mean_week_duration\": 19.69}, \"36481\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-05 12:14:51.000000+00:00\", \"2020-11-26 08:23:44.000000+00:00\"], \"session_ids\": [\"e602050f-6344-4fe1-b05c-898dbf8216f1\", \"20af6e65-e550-4008-8030-d4df9552769b\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.956}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 5 and are greater than 6" }, { "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{\"49761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-30 05:56:15.000000+00:00\", \"2022-06-04 16:07:34.000000+00:00\"], \"session_ids\": [\"6e22e0ec-ff36-4fa9-82dc-2649a7a7fcea\", \"698cdc14-12d6-427c-a6e1-d7c6badaa454\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.257}, \"40208\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-10-18 14:48:48.000000+00:00\", \"2022-10-22 18:02:23.000000+00:00\", \"2019-01-20 06:30:20.000000+00:00\"], \"session_ids\": [\"ab25c496-6639-44c1-907b-023db7ee6920\", \"c7b8526a-df9f-4383-8b17-dd434043a0e9\", \"b362f811-0343-43c8-b141-dc1c6375f517\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.219}, \"50744\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-20 18:01:45.000000+00:00\", \"2019-03-15 00:19:33.000000+00:00\", \"2021-12-10 21:57:13.000000+00:00\"], \"session_ids\": [\"9c215c3d-34fc-43bf-939d-b5249e500ee1\", \"5c2e7499-943d-452f-b158-1350687f2aec\", \"b88ba20b-f581-4524-919c-dc094381ae38\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.348}, \"36603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-11-08 19:27:54.000000+00:00\", \"2022-04-03 03:17:35.000000+00:00\", \"2019-04-04 06:53:34.000000+00:00\", \"2022-10-18 00:09:45.000000+00:00\"], \"session_ids\": [\"a2445ddf-597e-4219-b550-3cf03ee7e26f\", \"2087b1c4-75bb-47fc-8f08-6be20781a647\", \"9c6fa3c9-b1fc-444e-b20c-4a9c67afab7a\", \"2550dcc3-ce7e-481a-b23b-b28063256f94\"], \"total_duration\": 329.0, \"total_sessions\": 4, \"mean_week_duration\": 1.778}, \"95220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-28 02:45:19.000000+00:00\", \"2019-08-23 02:19:26.000000+00:00\"], \"session_ids\": [\"c5afc63d-4016-40e0-b8c8-3dc175351cca\", \"cf91ff9c-f3d3-45ac-bace-dce53cb6d58a\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.579}, \"42885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-28 22:16:57.000000+00:00\", \"2020-04-25 23:21:55.000000+00:00\", \"2022-10-16 22:04:08.000000+00:00\", \"2020-03-17 23:21:00.000000+00:00\"], \"session_ids\": [\"9bd8d5f9-145c-4470-8761-d15a36c551e9\", \"77a6ceeb-53f8-41c3-8931-20381dbcb542\", \"042c2d3d-cf97-4188-bf10-a6c2bfbe838a\", \"f79d883a-5f7e-467c-afa1-0f98ad8cd2ca\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 3.282}, \"62088\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-03 19:13:22.000000+00:00\", \"2019-05-14 11:49:42.000000+00:00\", \"2022-08-27 13:25:50.000000+00:00\", \"2019-12-27 19:09:19.000000+00:00\"], \"session_ids\": [\"ffa03349-f98a-466a-b070-5bef04983886\", \"820932c1-3240-4158-aaa8-3e7ad1990a06\", \"ca84571f-cc62-4206-8b4a-718f0d5b9237\", \"50b7240f-9eb1-486a-a832-fc0b6f5590d3\"], \"total_duration\": 46.0, \"total_sessions\": 4, \"mean_week_duration\": 0.267}, \"36481\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-05 12:14:51.000000+00:00\", \"2020-11-26 08:23:44.000000+00:00\"], \"session_ids\": [\"e602050f-6344-4fe1-b05c-898dbf8216f1\", \"20af6e65-e550-4008-8030-d4df9552769b\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.956}, \"30390\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-15 05:36:15.000000+00:00\", \"2019-10-09 07:29:00.000000+00:00\", \"2023-04-16 06:12:02.000000+00:00\", \"2020-02-05 07:08:53.000000+00:00\", \"2021-10-26 04:44:56.000000+00:00\", \"2022-04-08 11:55:40.000000+00:00\", \"2019-02-03 07:39:22.000000+00:00\", \"2019-09-28 22:23:29.000000+00:00\", \"2022-03-14 05:50:36.000000+00:00\", \"2023-02-27 00:40:14.000000+00:00\"], \"session_ids\": [\"3027be4a-825d-499e-9b79-667c9e3abb13\", \"fa6d1819-8ab1-4269-b7fd-24861633fd9c\", \"b187bf97-be75-4a5a-835e-03fd2b115a32\", \"8054c689-7716-4f73-94be-19dd539f24bc\", \"81f1dd36-c6fd-4698-8b9d-3bd6b1d465ab\", \"e0937247-77c6-4d85-8f4f-84d26ad27f57\", \"a90728a6-e5ea-4530-93e1-f4a4312d7393\", \"5e64e4d8-1945-4d79-a3c4-afd5c5c09168\", \"927caac4-b032-4728-8ea6-e71f423ee366\", \"0e0dce5b-6e1a-4151-825f-a3ce2f3b10bc\"], \"total_duration\": 1411.0, \"total_sessions\": 10, \"mean_week_duration\": 6.443}, \"37151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-20 18:02:53.000000+00:00\", \"2021-08-20 13:59:36.000000+00:00\", \"2019-07-05 21:49:06.000000+00:00\", \"2022-01-18 20:42:28.000000+00:00\", \"2019-04-14 21:28:53.000000+00:00\", \"2019-08-03 01:01:02.000000+00:00\", \"2021-02-25 09:25:00.000000+00:00\", \"2021-11-14 21:38:06.000000+00:00\", \"2022-01-13 16:12:44.000000+00:00\", \"2022-03-31 23:04:30.000000+00:00\"], \"session_ids\": [\"71648475-1dc9-4099-b2cf-2dcf6bca7b6f\", \"d6b42a93-cad7-4bc3-a5c4-6f9cf98c67e9\", \"75a0ce0a-e246-4a8c-b52d-a235bd9f2bc8\", \"9a112849-8503-49dd-8f72-26e1e3652982\", \"9ae018ae-1c2f-4aba-a9eb-ee80a66ced10\", \"f761c061-b80d-4ef3-8491-d64aba4fa585\", \"dc68ee92-f998-487f-a4f9-6f4d3fcb2a36\", \"e981e07c-3c16-44b6-babe-38dc27f2666e\", \"52523ecf-ea62-4ccb-981f-cffec4836328\", \"320fc12a-39b9-404a-8216-61e8abc489ca\"], \"total_duration\": 3052.0, \"total_sessions\": 10, \"mean_week_duration\": 19.69}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"37151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-20 18:02:53.000000+00:00\", \"2021-08-20 13:59:36.000000+00:00\", \"2019-07-05 21:49:06.000000+00:00\", \"2022-01-18 20:42:28.000000+00:00\", \"2019-04-14 21:28:53.000000+00:00\", \"2019-08-03 01:01:02.000000+00:00\", \"2021-02-25 09:25:00.000000+00:00\", \"2021-11-14 21:38:06.000000+00:00\", \"2022-01-13 16:12:44.000000+00:00\", \"2022-03-31 23:04:30.000000+00:00\"], \"session_ids\": [\"71648475-1dc9-4099-b2cf-2dcf6bca7b6f\", \"d6b42a93-cad7-4bc3-a5c4-6f9cf98c67e9\", \"75a0ce0a-e246-4a8c-b52d-a235bd9f2bc8\", \"9a112849-8503-49dd-8f72-26e1e3652982\", \"9ae018ae-1c2f-4aba-a9eb-ee80a66ced10\", \"f761c061-b80d-4ef3-8491-d64aba4fa585\", \"dc68ee92-f998-487f-a4f9-6f4d3fcb2a36\", \"e981e07c-3c16-44b6-babe-38dc27f2666e\", \"52523ecf-ea62-4ccb-981f-cffec4836328\", \"320fc12a-39b9-404a-8216-61e8abc489ca\"], \"total_duration\": 3052.0, \"total_sessions\": 10, \"mean_week_duration\": 19.69}}, {\"30390\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-15 05:36:15.000000+00:00\", \"2019-10-09 07:29:00.000000+00:00\", \"2023-04-16 06:12:02.000000+00:00\", \"2020-02-05 07:08:53.000000+00:00\", \"2021-10-26 04:44:56.000000+00:00\", \"2022-04-08 11:55:40.000000+00:00\", \"2019-02-03 07:39:22.000000+00:00\", \"2019-09-28 22:23:29.000000+00:00\", \"2022-03-14 05:50:36.000000+00:00\", \"2023-02-27 00:40:14.000000+00:00\"], \"session_ids\": [\"3027be4a-825d-499e-9b79-667c9e3abb13\", \"fa6d1819-8ab1-4269-b7fd-24861633fd9c\", \"b187bf97-be75-4a5a-835e-03fd2b115a32\", \"8054c689-7716-4f73-94be-19dd539f24bc\", \"81f1dd36-c6fd-4698-8b9d-3bd6b1d465ab\", \"e0937247-77c6-4d85-8f4f-84d26ad27f57\", \"a90728a6-e5ea-4530-93e1-f4a4312d7393\", \"5e64e4d8-1945-4d79-a3c4-afd5c5c09168\", \"927caac4-b032-4728-8ea6-e71f423ee366\", \"0e0dce5b-6e1a-4151-825f-a3ce2f3b10bc\"], \"total_duration\": 1411.0, \"total_sessions\": 10, \"mean_week_duration\": 6.443}}, {\"42885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-28 22:16:57.000000+00:00\", \"2020-04-25 23:21:55.000000+00:00\", \"2022-10-16 22:04:08.000000+00:00\", \"2020-03-17 23:21:00.000000+00:00\"], \"session_ids\": [\"9bd8d5f9-145c-4470-8761-d15a36c551e9\", \"77a6ceeb-53f8-41c3-8931-20381dbcb542\", \"042c2d3d-cf97-4188-bf10-a6c2bfbe838a\", \"f79d883a-5f7e-467c-afa1-0f98ad8cd2ca\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 3.282}}, {\"36481\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-05 12:14:51.000000+00:00\", \"2020-11-26 08:23:44.000000+00:00\"], \"session_ids\": [\"e602050f-6344-4fe1-b05c-898dbf8216f1\", \"20af6e65-e550-4008-8030-d4df9552769b\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.956}}, {\"36603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-11-08 19:27:54.000000+00:00\", \"2022-04-03 03:17:35.000000+00:00\", \"2019-04-04 06:53:34.000000+00:00\", \"2022-10-18 00:09:45.000000+00:00\"], \"session_ids\": [\"a2445ddf-597e-4219-b550-3cf03ee7e26f\", \"2087b1c4-75bb-47fc-8f08-6be20781a647\", \"9c6fa3c9-b1fc-444e-b20c-4a9c67afab7a\", \"2550dcc3-ce7e-481a-b23b-b28063256f94\"], \"total_duration\": 329.0, \"total_sessions\": 4, \"mean_week_duration\": 1.778}}, {\"95220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-28 02:45:19.000000+00:00\", \"2019-08-23 02:19:26.000000+00:00\"], \"session_ids\": [\"c5afc63d-4016-40e0-b8c8-3dc175351cca\", \"cf91ff9c-f3d3-45ac-bace-dce53cb6d58a\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.579}}, {\"50744\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-20 18:01:45.000000+00:00\", \"2019-03-15 00:19:33.000000+00:00\", \"2021-12-10 21:57:13.000000+00:00\"], \"session_ids\": [\"9c215c3d-34fc-43bf-939d-b5249e500ee1\", \"5c2e7499-943d-452f-b158-1350687f2aec\", \"b88ba20b-f581-4524-919c-dc094381ae38\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.348}}, {\"62088\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-03 19:13:22.000000+00:00\", \"2019-05-14 11:49:42.000000+00:00\", \"2022-08-27 13:25:50.000000+00:00\", \"2019-12-27 19:09:19.000000+00:00\"], \"session_ids\": [\"ffa03349-f98a-466a-b070-5bef04983886\", \"820932c1-3240-4158-aaa8-3e7ad1990a06\", \"ca84571f-cc62-4206-8b4a-718f0d5b9237\", \"50b7240f-9eb1-486a-a832-fc0b6f5590d3\"], \"total_duration\": 46.0, \"total_sessions\": 4, \"mean_week_duration\": 0.267}}, {\"49761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-30 05:56:15.000000+00:00\", \"2022-06-04 16:07:34.000000+00:00\"], \"session_ids\": [\"6e22e0ec-ff36-4fa9-82dc-2649a7a7fcea\", \"698cdc14-12d6-427c-a6e1-d7c6badaa454\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.257}}, {\"40208\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-10-18 14:48:48.000000+00:00\", \"2022-10-22 18:02:23.000000+00:00\", \"2019-01-20 06:30:20.000000+00:00\"], \"session_ids\": [\"ab25c496-6639-44c1-907b-023db7ee6920\", \"c7b8526a-df9f-4383-8b17-dd434043a0e9\", \"b362f811-0343-43c8-b141-dc1c6375f517\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.219}}]\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[{\"37151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-20 18:02:53.000000+00:00\", \"2021-08-20 13:59:36.000000+00:00\", \"2019-07-05 21:49:06.000000+00:00\", \"2022-01-18 20:42:28.000000+00:00\", \"2019-04-14 21:28:53.000000+00:00\", \"2019-08-03 01:01:02.000000+00:00\", \"2021-02-25 09:25:00.000000+00:00\", \"2021-11-14 21:38:06.000000+00:00\", \"2022-01-13 16:12:44.000000+00:00\", \"2022-03-31 23:04:30.000000+00:00\"], \"session_ids\": [\"71648475-1dc9-4099-b2cf-2dcf6bca7b6f\", \"d6b42a93-cad7-4bc3-a5c4-6f9cf98c67e9\", \"75a0ce0a-e246-4a8c-b52d-a235bd9f2bc8\", \"9a112849-8503-49dd-8f72-26e1e3652982\", \"9ae018ae-1c2f-4aba-a9eb-ee80a66ced10\", \"f761c061-b80d-4ef3-8491-d64aba4fa585\", \"dc68ee92-f998-487f-a4f9-6f4d3fcb2a36\", \"e981e07c-3c16-44b6-babe-38dc27f2666e\", \"52523ecf-ea62-4ccb-981f-cffec4836328\", \"320fc12a-39b9-404a-8216-61e8abc489ca\"], \"total_duration\": 3052.0, \"total_sessions\": 10, \"mean_week_duration\": 19.69}}, {\"30390\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-15 05:36:15.000000+00:00\", \"2019-10-09 07:29:00.000000+00:00\", \"2023-04-16 06:12:02.000000+00:00\", \"2020-02-05 07:08:53.000000+00:00\", \"2021-10-26 04:44:56.000000+00:00\", \"2022-04-08 11:55:40.000000+00:00\", \"2019-02-03 07:39:22.000000+00:00\", \"2019-09-28 22:23:29.000000+00:00\", \"2022-03-14 05:50:36.000000+00:00\", \"2023-02-27 00:40:14.000000+00:00\"], \"session_ids\": [\"3027be4a-825d-499e-9b79-667c9e3abb13\", \"fa6d1819-8ab1-4269-b7fd-24861633fd9c\", \"b187bf97-be75-4a5a-835e-03fd2b115a32\", \"8054c689-7716-4f73-94be-19dd539f24bc\", \"81f1dd36-c6fd-4698-8b9d-3bd6b1d465ab\", \"e0937247-77c6-4d85-8f4f-84d26ad27f57\", \"a90728a6-e5ea-4530-93e1-f4a4312d7393\", \"5e64e4d8-1945-4d79-a3c4-afd5c5c09168\", \"927caac4-b032-4728-8ea6-e71f423ee366\", \"0e0dce5b-6e1a-4151-825f-a3ce2f3b10bc\"], \"total_duration\": 1411.0, \"total_sessions\": 10, \"mean_week_duration\": 6.443}}, {\"42885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-28 22:16:57.000000+00:00\", \"2020-04-25 23:21:55.000000+00:00\", \"2022-10-16 22:04:08.000000+00:00\", \"2020-03-17 23:21:00.000000+00:00\"], \"session_ids\": [\"9bd8d5f9-145c-4470-8761-d15a36c551e9\", \"77a6ceeb-53f8-41c3-8931-20381dbcb542\", \"042c2d3d-cf97-4188-bf10-a6c2bfbe838a\", \"f79d883a-5f7e-467c-afa1-0f98ad8cd2ca\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 3.282}}]\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[{\"37151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-20 18:02:53.000000+00:00\", \"2021-08-20 13:59:36.000000+00:00\", \"2019-07-05 21:49:06.000000+00:00\", \"2022-01-18 20:42:28.000000+00:00\", \"2019-04-14 21:28:53.000000+00:00\", \"2019-08-03 01:01:02.000000+00:00\", \"2021-02-25 09:25:00.000000+00:00\", \"2021-11-14 21:38:06.000000+00:00\", \"2022-01-13 16:12:44.000000+00:00\", \"2022-03-31 23:04:30.000000+00:00\"], \"session_ids\": [\"71648475-1dc9-4099-b2cf-2dcf6bca7b6f\", \"d6b42a93-cad7-4bc3-a5c4-6f9cf98c67e9\", \"75a0ce0a-e246-4a8c-b52d-a235bd9f2bc8\", \"9a112849-8503-49dd-8f72-26e1e3652982\", \"9ae018ae-1c2f-4aba-a9eb-ee80a66ced10\", \"f761c061-b80d-4ef3-8491-d64aba4fa585\", \"dc68ee92-f998-487f-a4f9-6f4d3fcb2a36\", \"e981e07c-3c16-44b6-babe-38dc27f2666e\", \"52523ecf-ea62-4ccb-981f-cffec4836328\", \"320fc12a-39b9-404a-8216-61e8abc489ca\"], \"total_duration\": 3052.0, \"total_sessions\": 10, \"mean_week_duration\": 19.69}}, {\"30390\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-15 05:36:15.000000+00:00\", \"2019-10-09 07:29:00.000000+00:00\", \"2023-04-16 06:12:02.000000+00:00\", \"2020-02-05 07:08:53.000000+00:00\", \"2021-10-26 04:44:56.000000+00:00\", \"2022-04-08 11:55:40.000000+00:00\", \"2019-02-03 07:39:22.000000+00:00\", \"2019-09-28 22:23:29.000000+00:00\", \"2022-03-14 05:50:36.000000+00:00\", \"2023-02-27 00:40:14.000000+00:00\"], \"session_ids\": [\"3027be4a-825d-499e-9b79-667c9e3abb13\", \"fa6d1819-8ab1-4269-b7fd-24861633fd9c\", \"b187bf97-be75-4a5a-835e-03fd2b115a32\", \"8054c689-7716-4f73-94be-19dd539f24bc\", \"81f1dd36-c6fd-4698-8b9d-3bd6b1d465ab\", \"e0937247-77c6-4d85-8f4f-84d26ad27f57\", \"a90728a6-e5ea-4530-93e1-f4a4312d7393\", \"5e64e4d8-1945-4d79-a3c4-afd5c5c09168\", \"927caac4-b032-4728-8ea6-e71f423ee366\", \"0e0dce5b-6e1a-4151-825f-a3ce2f3b10bc\"], \"total_duration\": 1411.0, \"total_sessions\": 10, \"mean_week_duration\": 6.443}}, {\"42885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-28 22:16:57.000000+00:00\", \"2020-04-25 23:21:55.000000+00:00\", \"2022-10-16 22:04:08.000000+00:00\", \"2020-03-17 23:21:00.000000+00:00\"], \"session_ids\": [\"9bd8d5f9-145c-4470-8761-d15a36c551e9\", \"77a6ceeb-53f8-41c3-8931-20381dbcb542\", \"042c2d3d-cf97-4188-bf10-a6c2bfbe838a\", \"f79d883a-5f7e-467c-afa1-0f98ad8cd2ca\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 3.282}}]\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": "Share insights on 3 users I can't find living in city San Juan , and execute sorting by city_name in 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{\"30295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-16 07:01:04.000000+00:00\", \"2022-05-16 01:38:11.000000+00:00\", \"2020-09-22 07:48:37.000000+00:00\"], \"session_ids\": [\"532a2c29-2742-42f5-aff2-27849c67bd10\", \"b7bc0d1f-a04b-4880-81bb-ce53ef733291\", \"8b5a01fd-b75e-4022-b33e-72cc8c6f136a\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 3.663}, \"70425\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-28 14:31:53.000000+00:00\", \"2022-03-27 16:35:39.000000+00:00\", \"2021-04-01 15:22:30.000000+00:00\"], \"session_ids\": [\"df964505-8591-4478-b4ed-58e7886b9bde\", \"0bb3ac51-ca01-46af-a990-e5f63336dc37\", \"245c7740-c918-4475-bdbf-9a82cb2f6d48\"], \"total_duration\": 704.0, \"total_sessions\": 3, \"mean_week_duration\": 6.769}, \"82033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-27 15:09:21.000000+00:00\", \"2022-09-11 01:18:41.000000+00:00\"], \"session_ids\": [\"22bcbd4c-69b6-423f-aea5-6771b5be7c1b\", \"27a9a153-ff4c-43ba-9d73-80ede2748ee6\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 1.653}, \"70168\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 5}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-07-03 14:52:24.000000+00:00\", \"2019-08-29 14:44:46.000000+00:00\"], \"session_ids\": [\"d5ab316b-5c64-431f-887d-52309b66d369\", \"e5dffa77-ae86-4d71-a13d-6ab54678ffa2\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 2.315}, \"57112\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-13 00:17:33.000000+00:00\", \"2019-10-27 09:05:53.000000+00:00\", \"2023-06-08 20:37:14.000000+00:00\", \"2020-03-05 11:12:36.000000+00:00\", \"2019-10-31 05:20:02.000000+00:00\", \"2020-07-25 04:51:38.000000+00:00\", \"2019-01-01 11:14:44.000000+00:00\"], \"session_ids\": [\"1dba1d1f-83b5-4019-bbd2-6fde57e730a5\", \"38acd558-050c-43ed-a889-52ff497a9c0e\", \"d00344c6-96d5-4276-a932-60d83d4609d5\", \"02215c25-ad93-41ff-9d20-fb5872e187dd\", \"4bb13769-9805-4f5e-af19-afaf4616f0a4\", \"cdf552b1-902b-4253-828e-57dd05c0f5b2\", \"5108d506-0fd2-4fb2-8bbe-2c00a81ad837\"], \"total_duration\": 3724.0, \"total_sessions\": 7, \"mean_week_duration\": 16.052}, \"72596\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-28 18:55:24.000000+00:00\", \"2019-08-26 10:11:34.000000+00:00\", \"2020-04-21 05:26:18.000000+00:00\", \"2022-09-19 19:53:40.000000+00:00\", \"2021-10-08 17:47:59.000000+00:00\", \"2021-11-17 14:25:23.000000+00:00\", \"2021-08-19 17:22:47.000000+00:00\"], \"session_ids\": [\"f13d7d4f-bcfa-44fc-a6e4-537f3a670a1a\", \"f5b4eb37-0df2-4174-b50d-7d324887731a\", \"581873aa-17db-45a0-a511-4f08aaff002e\", \"0a7b3c38-bdc1-443f-9cb1-4def2a6b7bfb\", \"13439275-957b-43be-ae4f-8f4992ef7ce1\", \"6fe66d7b-6e6a-42ec-8bf0-4dceb1464cfb\", \"82fd83d8-f6d2-439f-8d46-14c0541a1ee8\"], \"total_duration\": 3399.0, \"total_sessions\": 7, \"mean_week_duration\": 21.244}, \"61785\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-22 12:22:10.000000+00:00\", \"2022-02-02 13:24:36.000000+00:00\", \"2023-05-03 11:30:20.000000+00:00\"], \"session_ids\": [\"a5cc2ff8-ab7c-45d1-9b65-20f0c0f42e85\", \"a296b0e2-3140-4bf0-bde8-1391491d4d72\", \"4a469084-6e69-49eb-b21d-61a765f76f2d\"], \"total_duration\": 660.0, \"total_sessions\": 3, \"mean_week_duration\": 10.154}, \"98783\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-08-26 23:06:49.000000+00:00\", \"2023-04-30 02:42:14.000000+00:00\"], \"session_ids\": [\"48fcc7fe-5df3-473d-afe9-829910dadc76\", \"4dafe2f0-5d94-487f-87f2-4869570c47b0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}, \"5523\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-11-25 00:20:12.000000+00:00\", \"2020-11-30 23:27:07.000000+00:00\"], \"session_ids\": [\"1ab4c441-7c48-499c-80de-9662ad2b2946\", \"c7ce297b-4fa7-40c0-8d04-5f573d625cf5\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 3.058}, \"82261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-04 11:25:32.000000+00:00\", \"2019-09-28 16:54:43.000000+00:00\"], \"session_ids\": [\"beb84381-c6db-4dc7-821a-71d0d104e0e1\", \"f711e452-0711-4305-8d2b-2245880f8895\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 42.2}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not San Juan" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"San Juan\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-16 07:01:04.000000+00:00\", \"2022-05-16 01:38:11.000000+00:00\", \"2020-09-22 07:48:37.000000+00:00\"], \"session_ids\": [\"532a2c29-2742-42f5-aff2-27849c67bd10\", \"b7bc0d1f-a04b-4880-81bb-ce53ef733291\", \"8b5a01fd-b75e-4022-b33e-72cc8c6f136a\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 3.663}, \"70425\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-28 14:31:53.000000+00:00\", \"2022-03-27 16:35:39.000000+00:00\", \"2021-04-01 15:22:30.000000+00:00\"], \"session_ids\": [\"df964505-8591-4478-b4ed-58e7886b9bde\", \"0bb3ac51-ca01-46af-a990-e5f63336dc37\", \"245c7740-c918-4475-bdbf-9a82cb2f6d48\"], \"total_duration\": 704.0, \"total_sessions\": 3, \"mean_week_duration\": 6.769}, \"82033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-27 15:09:21.000000+00:00\", \"2022-09-11 01:18:41.000000+00:00\"], \"session_ids\": [\"22bcbd4c-69b6-423f-aea5-6771b5be7c1b\", \"27a9a153-ff4c-43ba-9d73-80ede2748ee6\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 1.653}, \"70168\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 5}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-07-03 14:52:24.000000+00:00\", \"2019-08-29 14:44:46.000000+00:00\"], \"session_ids\": [\"d5ab316b-5c64-431f-887d-52309b66d369\", \"e5dffa77-ae86-4d71-a13d-6ab54678ffa2\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 2.315}, \"57112\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-13 00:17:33.000000+00:00\", \"2019-10-27 09:05:53.000000+00:00\", \"2023-06-08 20:37:14.000000+00:00\", \"2020-03-05 11:12:36.000000+00:00\", \"2019-10-31 05:20:02.000000+00:00\", \"2020-07-25 04:51:38.000000+00:00\", \"2019-01-01 11:14:44.000000+00:00\"], \"session_ids\": [\"1dba1d1f-83b5-4019-bbd2-6fde57e730a5\", \"38acd558-050c-43ed-a889-52ff497a9c0e\", \"d00344c6-96d5-4276-a932-60d83d4609d5\", \"02215c25-ad93-41ff-9d20-fb5872e187dd\", \"4bb13769-9805-4f5e-af19-afaf4616f0a4\", \"cdf552b1-902b-4253-828e-57dd05c0f5b2\", \"5108d506-0fd2-4fb2-8bbe-2c00a81ad837\"], \"total_duration\": 3724.0, \"total_sessions\": 7, \"mean_week_duration\": 16.052}, \"72596\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-28 18:55:24.000000+00:00\", \"2019-08-26 10:11:34.000000+00:00\", \"2020-04-21 05:26:18.000000+00:00\", \"2022-09-19 19:53:40.000000+00:00\", \"2021-10-08 17:47:59.000000+00:00\", \"2021-11-17 14:25:23.000000+00:00\", \"2021-08-19 17:22:47.000000+00:00\"], \"session_ids\": [\"f13d7d4f-bcfa-44fc-a6e4-537f3a670a1a\", \"f5b4eb37-0df2-4174-b50d-7d324887731a\", \"581873aa-17db-45a0-a511-4f08aaff002e\", \"0a7b3c38-bdc1-443f-9cb1-4def2a6b7bfb\", \"13439275-957b-43be-ae4f-8f4992ef7ce1\", \"6fe66d7b-6e6a-42ec-8bf0-4dceb1464cfb\", \"82fd83d8-f6d2-439f-8d46-14c0541a1ee8\"], \"total_duration\": 3399.0, \"total_sessions\": 7, \"mean_week_duration\": 21.244}, \"61785\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-22 12:22:10.000000+00:00\", \"2022-02-02 13:24:36.000000+00:00\", \"2023-05-03 11:30:20.000000+00:00\"], \"session_ids\": [\"a5cc2ff8-ab7c-45d1-9b65-20f0c0f42e85\", \"a296b0e2-3140-4bf0-bde8-1391491d4d72\", \"4a469084-6e69-49eb-b21d-61a765f76f2d\"], \"total_duration\": 660.0, \"total_sessions\": 3, \"mean_week_duration\": 10.154}, \"98783\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-08-26 23:06:49.000000+00:00\", \"2023-04-30 02:42:14.000000+00:00\"], \"session_ids\": [\"48fcc7fe-5df3-473d-afe9-829910dadc76\", \"4dafe2f0-5d94-487f-87f2-4869570c47b0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}, \"5523\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-11-25 00:20:12.000000+00:00\", \"2020-11-30 23:27:07.000000+00:00\"], \"session_ids\": [\"1ab4c441-7c48-499c-80de-9662ad2b2946\", \"c7ce297b-4fa7-40c0-8d04-5f573d625cf5\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 3.058}, \"82261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-04 11:25:32.000000+00:00\", \"2019-09-28 16:54:43.000000+00:00\"], \"session_ids\": [\"beb84381-c6db-4dc7-821a-71d0d104e0e1\", \"f711e452-0711-4305-8d2b-2245880f8895\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 42.2}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"82261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-04 11:25:32.000000+00:00\", \"2019-09-28 16:54:43.000000+00:00\"], \"session_ids\": [\"beb84381-c6db-4dc7-821a-71d0d104e0e1\", \"f711e452-0711-4305-8d2b-2245880f8895\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 42.2}}, {\"61785\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-22 12:22:10.000000+00:00\", \"2022-02-02 13:24:36.000000+00:00\", \"2023-05-03 11:30:20.000000+00:00\"], \"session_ids\": [\"a5cc2ff8-ab7c-45d1-9b65-20f0c0f42e85\", \"a296b0e2-3140-4bf0-bde8-1391491d4d72\", \"4a469084-6e69-49eb-b21d-61a765f76f2d\"], \"total_duration\": 660.0, \"total_sessions\": 3, \"mean_week_duration\": 10.154}}, {\"30295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-16 07:01:04.000000+00:00\", \"2022-05-16 01:38:11.000000+00:00\", \"2020-09-22 07:48:37.000000+00:00\"], \"session_ids\": [\"532a2c29-2742-42f5-aff2-27849c67bd10\", \"b7bc0d1f-a04b-4880-81bb-ce53ef733291\", \"8b5a01fd-b75e-4022-b33e-72cc8c6f136a\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 3.663}}, {\"82033\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-27 15:09:21.000000+00:00\", \"2022-09-11 01:18:41.000000+00:00\"], \"session_ids\": [\"22bcbd4c-69b6-423f-aea5-6771b5be7c1b\", \"27a9a153-ff4c-43ba-9d73-80ede2748ee6\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 1.653}}, {\"70168\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 5}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-07-03 14:52:24.000000+00:00\", \"2019-08-29 14:44:46.000000+00:00\"], \"session_ids\": [\"d5ab316b-5c64-431f-887d-52309b66d369\", \"e5dffa77-ae86-4d71-a13d-6ab54678ffa2\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 2.315}}, {\"57112\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-13 00:17:33.000000+00:00\", \"2019-10-27 09:05:53.000000+00:00\", \"2023-06-08 20:37:14.000000+00:00\", \"2020-03-05 11:12:36.000000+00:00\", \"2019-10-31 05:20:02.000000+00:00\", \"2020-07-25 04:51:38.000000+00:00\", \"2019-01-01 11:14:44.000000+00:00\"], \"session_ids\": [\"1dba1d1f-83b5-4019-bbd2-6fde57e730a5\", \"38acd558-050c-43ed-a889-52ff497a9c0e\", \"d00344c6-96d5-4276-a932-60d83d4609d5\", \"02215c25-ad93-41ff-9d20-fb5872e187dd\", \"4bb13769-9805-4f5e-af19-afaf4616f0a4\", \"cdf552b1-902b-4253-828e-57dd05c0f5b2\", \"5108d506-0fd2-4fb2-8bbe-2c00a81ad837\"], \"total_duration\": 3724.0, \"total_sessions\": 7, \"mean_week_duration\": 16.052}}, {\"70425\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-28 14:31:53.000000+00:00\", \"2022-03-27 16:35:39.000000+00:00\", \"2021-04-01 15:22:30.000000+00:00\"], \"session_ids\": [\"df964505-8591-4478-b4ed-58e7886b9bde\", \"0bb3ac51-ca01-46af-a990-e5f63336dc37\", \"245c7740-c918-4475-bdbf-9a82cb2f6d48\"], \"total_duration\": 704.0, \"total_sessions\": 3, \"mean_week_duration\": 6.769}}, {\"98783\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-08-26 23:06:49.000000+00:00\", \"2023-04-30 02:42:14.000000+00:00\"], \"session_ids\": [\"48fcc7fe-5df3-473d-afe9-829910dadc76\", \"4dafe2f0-5d94-487f-87f2-4869570c47b0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.409}}, {\"5523\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-11-25 00:20:12.000000+00:00\", \"2020-11-30 23:27:07.000000+00:00\"], \"session_ids\": [\"1ab4c441-7c48-499c-80de-9662ad2b2946\", \"c7ce297b-4fa7-40c0-8d04-5f573d625cf5\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 3.058}}, {\"72596\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-28 18:55:24.000000+00:00\", \"2019-08-26 10:11:34.000000+00:00\", \"2020-04-21 05:26:18.000000+00:00\", \"2022-09-19 19:53:40.000000+00:00\", \"2021-10-08 17:47:59.000000+00:00\", \"2021-11-17 14:25:23.000000+00:00\", \"2021-08-19 17:22:47.000000+00:00\"], \"session_ids\": [\"f13d7d4f-bcfa-44fc-a6e4-537f3a670a1a\", \"f5b4eb37-0df2-4174-b50d-7d324887731a\", \"581873aa-17db-45a0-a511-4f08aaff002e\", \"0a7b3c38-bdc1-443f-9cb1-4def2a6b7bfb\", \"13439275-957b-43be-ae4f-8f4992ef7ce1\", \"6fe66d7b-6e6a-42ec-8bf0-4dceb1464cfb\", \"82fd83d8-f6d2-439f-8d46-14c0541a1ee8\"], \"total_duration\": 3399.0, \"total_sessions\": 7, \"mean_week_duration\": 21.244}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"82261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-04 11:25:32.000000+00:00\", \"2019-09-28 16:54:43.000000+00:00\"], \"session_ids\": [\"beb84381-c6db-4dc7-821a-71d0d104e0e1\", \"f711e452-0711-4305-8d2b-2245880f8895\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 42.2}}, {\"61785\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-22 12:22:10.000000+00:00\", \"2022-02-02 13:24:36.000000+00:00\", \"2023-05-03 11:30:20.000000+00:00\"], \"session_ids\": [\"a5cc2ff8-ab7c-45d1-9b65-20f0c0f42e85\", \"a296b0e2-3140-4bf0-bde8-1391491d4d72\", \"4a469084-6e69-49eb-b21d-61a765f76f2d\"], \"total_duration\": 660.0, \"total_sessions\": 3, \"mean_week_duration\": 10.154}}, {\"30295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-16 07:01:04.000000+00:00\", \"2022-05-16 01:38:11.000000+00:00\", \"2020-09-22 07:48:37.000000+00:00\"], \"session_ids\": [\"532a2c29-2742-42f5-aff2-27849c67bd10\", \"b7bc0d1f-a04b-4880-81bb-ce53ef733291\", \"8b5a01fd-b75e-4022-b33e-72cc8c6f136a\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 3.663}}]\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[{\"82261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-04 11:25:32.000000+00:00\", \"2019-09-28 16:54:43.000000+00:00\"], \"session_ids\": [\"beb84381-c6db-4dc7-821a-71d0d104e0e1\", \"f711e452-0711-4305-8d2b-2245880f8895\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 42.2}}, {\"61785\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-06-22 12:22:10.000000+00:00\", \"2022-02-02 13:24:36.000000+00:00\", \"2023-05-03 11:30:20.000000+00:00\"], \"session_ids\": [\"a5cc2ff8-ab7c-45d1-9b65-20f0c0f42e85\", \"a296b0e2-3140-4bf0-bde8-1391491d4d72\", \"4a469084-6e69-49eb-b21d-61a765f76f2d\"], \"total_duration\": 660.0, \"total_sessions\": 3, \"mean_week_duration\": 10.154}}, {\"30295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-16 07:01:04.000000+00:00\", \"2022-05-16 01:38:11.000000+00:00\", \"2020-09-22 07:48:37.000000+00:00\"], \"session_ids\": [\"532a2c29-2742-42f5-aff2-27849c67bd10\", \"b7bc0d1f-a04b-4880-81bb-ce53ef733291\", \"8b5a01fd-b75e-4022-b33e-72cc8c6f136a\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 3.663}}]\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 3 users with a total sessions that is higher than 4, inclusive 4 , moreover do sorting by time using the app per week ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73214\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-19 08:36:42.000000+00:00\", \"2019-03-31 18:15:06.000000+00:00\"], \"session_ids\": [\"a8edf175-edcd-4049-9385-af6b543291a6\", \"1cb6903a-cc79-4f1c-879d-84d547ea67d0\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 5.448}, \"92285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-02-25 14:06:37.000000+00:00\", \"2022-01-15 01:23:42.000000+00:00\", \"2022-04-11 01:53:45.000000+00:00\"], \"session_ids\": [\"9a795977-a2b9-47e1-9c24-6b5c9bdd4d27\", \"55e31271-95ad-4384-8883-b91517b9e4a0\", \"de0ea485-142f-484b-934f-8f5d88bbfb6e\"], \"total_duration\": 360.0, \"total_sessions\": 3, \"mean_week_duration\": 2.209}, \"41098\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-01 16:46:05.000000+00:00\", \"2022-11-11 18:59:59.000000+00:00\", \"2019-03-02 13:04:54.000000+00:00\", \"2019-02-06 03:48:46.000000+00:00\", \"2023-03-23 07:05:41.000000+00:00\", \"2021-11-05 17:41:00.000000+00:00\"], \"session_ids\": [\"484d6f29-10b8-4559-8f0f-3e3b40dd4e13\", \"7dafb1c1-5d03-43eb-863e-4dd918459134\", \"77ee6d27-7a39-4d2a-a423-68a856023b63\", \"777eaec1-69b7-4a9b-a0e9-6196d5b2786e\", \"d687898d-415c-4b0c-a1ac-18395f4b8102\", \"6a6ea41a-c860-42dc-bf6d-f5b6e66a5eda\"], \"total_duration\": 329.0, \"total_sessions\": 6, \"mean_week_duration\": 1.523}, \"88385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-03 21:58:51.000000+00:00\", \"2022-02-01 18:53:06.000000+00:00\", \"2023-06-11 15:14:30.000000+00:00\", \"2022-10-19 15:21:57.000000+00:00\"], \"session_ids\": [\"82e95878-8ebf-4639-aea7-0660a264795d\", \"14516112-4307-42ca-a71f-c2f963634894\", \"4222da0a-8ac9-4f72-ba95-282de2e39759\", \"2916abbe-19d9-42b2-891f-7cbea3ce9352\"], \"total_duration\": 805.0, \"total_sessions\": 4, \"mean_week_duration\": 9.148}, \"31157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-01-25 22:41:50.000000+00:00\", \"2021-12-31 23:36:55.000000+00:00\", \"2020-06-21 10:16:54.000000+00:00\", \"2022-02-24 11:20:32.000000+00:00\"], \"session_ids\": [\"2e3055bc-1a1f-44a5-b1ff-835cccdbd8fc\", \"7f9fae3b-e4ef-43ae-91fa-219e8882aab9\", \"3b9bb203-3c87-450a-91e7-737738f01ca6\", \"0232bd33-5350-4101-b18e-be05ccec7725\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 5.36}, \"11048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-05-29 16:46:04.000000+00:00\", \"2023-06-23 05:38:35.000000+00:00\"], \"session_ids\": [\"06d28864-0ba2-404b-a72d-d1a47f8d9d12\", \"efcfa6f0-d5cb-4079-813e-d33eb5469c0a\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.325}, \"90523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-13 01:47:51.000000+00:00\", \"2021-03-06 01:53:55.000000+00:00\"], \"session_ids\": [\"d0190a69-93ba-4c9e-b3a0-2094498c8314\", \"38636970-66d7-40fb-a131-2d605740eddc\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 3.807}, \"44270\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-22 18:00:31.000000+00:00\", \"2019-02-18 15:25:24.000000+00:00\"], \"session_ids\": [\"57de0332-1038-4c7b-98e2-67348e26dd94\", \"0b42ec71-f4ba-46b1-907c-3438d2793866\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.588}, \"51001\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-26 12:35:59.000000+00:00\", \"2020-11-29 18:16:36.000000+00:00\", \"2020-05-08 16:21:57.000000+00:00\", \"2021-11-22 03:48:23.000000+00:00\", \"2020-03-08 15:08:48.000000+00:00\"], \"session_ids\": [\"646590c1-e11f-44c6-830c-f9fc13fabf65\", \"60c2bf3d-1cc6-478b-a4c7-2c1063f1f2e2\", \"3230da53-f62d-4fc6-9cd6-bd992b2381b0\", \"6a4c64ba-23b8-4420-bdbb-59783bb4060f\", \"1c023133-2958-4862-a799-575a5e198589\"], \"total_duration\": 2652.0, \"total_sessions\": 5, \"mean_week_duration\": 29.798}, \"57052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-02-17 00:04:10.000000+00:00\", \"2020-07-15 18:41:30.000000+00:00\", \"2022-03-17 08:35:02.000000+00:00\", \"2020-04-12 01:34:45.000000+00:00\", \"2022-02-18 21:46:52.000000+00:00\", \"2020-05-20 22:56:27.000000+00:00\"], \"session_ids\": [\"614c1dac-885d-4004-a57e-94293635c8b5\", \"106eddca-3a33-4f71-aa76-877a45141b1d\", \"ad03b362-3852-4006-a3bd-8217f403a0eb\", \"37392cb1-37c4-4826-9aa1-0d052bcd084a\", \"1ee3b1f4-f40b-4f45-9ea2-f054248df2dc\", \"089586ba-fa51-4979-b150-9ab0c4ad097e\"], \"total_duration\": 4300.0, \"total_sessions\": 6, \"mean_week_duration\": 39.45}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"41098\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-01 16:46:05.000000+00:00\", \"2022-11-11 18:59:59.000000+00:00\", \"2019-03-02 13:04:54.000000+00:00\", \"2019-02-06 03:48:46.000000+00:00\", \"2023-03-23 07:05:41.000000+00:00\", \"2021-11-05 17:41:00.000000+00:00\"], \"session_ids\": [\"484d6f29-10b8-4559-8f0f-3e3b40dd4e13\", \"7dafb1c1-5d03-43eb-863e-4dd918459134\", \"77ee6d27-7a39-4d2a-a423-68a856023b63\", \"777eaec1-69b7-4a9b-a0e9-6196d5b2786e\", \"d687898d-415c-4b0c-a1ac-18395f4b8102\", \"6a6ea41a-c860-42dc-bf6d-f5b6e66a5eda\"], \"total_duration\": 329.0, \"total_sessions\": 6, \"mean_week_duration\": 1.523}, \"88385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-03 21:58:51.000000+00:00\", \"2022-02-01 18:53:06.000000+00:00\", \"2023-06-11 15:14:30.000000+00:00\", \"2022-10-19 15:21:57.000000+00:00\"], \"session_ids\": [\"82e95878-8ebf-4639-aea7-0660a264795d\", \"14516112-4307-42ca-a71f-c2f963634894\", \"4222da0a-8ac9-4f72-ba95-282de2e39759\", \"2916abbe-19d9-42b2-891f-7cbea3ce9352\"], \"total_duration\": 805.0, \"total_sessions\": 4, \"mean_week_duration\": 9.148}, \"31157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-01-25 22:41:50.000000+00:00\", \"2021-12-31 23:36:55.000000+00:00\", \"2020-06-21 10:16:54.000000+00:00\", \"2022-02-24 11:20:32.000000+00:00\"], \"session_ids\": [\"2e3055bc-1a1f-44a5-b1ff-835cccdbd8fc\", \"7f9fae3b-e4ef-43ae-91fa-219e8882aab9\", \"3b9bb203-3c87-450a-91e7-737738f01ca6\", \"0232bd33-5350-4101-b18e-be05ccec7725\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 5.36}, \"51001\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-26 12:35:59.000000+00:00\", \"2020-11-29 18:16:36.000000+00:00\", \"2020-05-08 16:21:57.000000+00:00\", \"2021-11-22 03:48:23.000000+00:00\", \"2020-03-08 15:08:48.000000+00:00\"], \"session_ids\": [\"646590c1-e11f-44c6-830c-f9fc13fabf65\", \"60c2bf3d-1cc6-478b-a4c7-2c1063f1f2e2\", \"3230da53-f62d-4fc6-9cd6-bd992b2381b0\", \"6a4c64ba-23b8-4420-bdbb-59783bb4060f\", \"1c023133-2958-4862-a799-575a5e198589\"], \"total_duration\": 2652.0, \"total_sessions\": 5, \"mean_week_duration\": 29.798}, \"57052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-02-17 00:04:10.000000+00:00\", \"2020-07-15 18:41:30.000000+00:00\", \"2022-03-17 08:35:02.000000+00:00\", \"2020-04-12 01:34:45.000000+00:00\", \"2022-02-18 21:46:52.000000+00:00\", \"2020-05-20 22:56:27.000000+00:00\"], \"session_ids\": [\"614c1dac-885d-4004-a57e-94293635c8b5\", \"106eddca-3a33-4f71-aa76-877a45141b1d\", \"ad03b362-3852-4006-a3bd-8217f403a0eb\", \"37392cb1-37c4-4826-9aa1-0d052bcd084a\", \"1ee3b1f4-f40b-4f45-9ea2-f054248df2dc\", \"089586ba-fa51-4979-b150-9ab0c4ad097e\"], \"total_duration\": 4300.0, \"total_sessions\": 6, \"mean_week_duration\": 39.45}}\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[{\"41098\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-01 16:46:05.000000+00:00\", \"2022-11-11 18:59:59.000000+00:00\", \"2019-03-02 13:04:54.000000+00:00\", \"2019-02-06 03:48:46.000000+00:00\", \"2023-03-23 07:05:41.000000+00:00\", \"2021-11-05 17:41:00.000000+00:00\"], \"session_ids\": [\"484d6f29-10b8-4559-8f0f-3e3b40dd4e13\", \"7dafb1c1-5d03-43eb-863e-4dd918459134\", \"77ee6d27-7a39-4d2a-a423-68a856023b63\", \"777eaec1-69b7-4a9b-a0e9-6196d5b2786e\", \"d687898d-415c-4b0c-a1ac-18395f4b8102\", \"6a6ea41a-c860-42dc-bf6d-f5b6e66a5eda\"], \"total_duration\": 329.0, \"total_sessions\": 6, \"mean_week_duration\": 1.523}}, {\"31157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-01-25 22:41:50.000000+00:00\", \"2021-12-31 23:36:55.000000+00:00\", \"2020-06-21 10:16:54.000000+00:00\", \"2022-02-24 11:20:32.000000+00:00\"], \"session_ids\": [\"2e3055bc-1a1f-44a5-b1ff-835cccdbd8fc\", \"7f9fae3b-e4ef-43ae-91fa-219e8882aab9\", \"3b9bb203-3c87-450a-91e7-737738f01ca6\", \"0232bd33-5350-4101-b18e-be05ccec7725\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 5.36}}, {\"88385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-03 21:58:51.000000+00:00\", \"2022-02-01 18:53:06.000000+00:00\", \"2023-06-11 15:14:30.000000+00:00\", \"2022-10-19 15:21:57.000000+00:00\"], \"session_ids\": [\"82e95878-8ebf-4639-aea7-0660a264795d\", \"14516112-4307-42ca-a71f-c2f963634894\", \"4222da0a-8ac9-4f72-ba95-282de2e39759\", \"2916abbe-19d9-42b2-891f-7cbea3ce9352\"], \"total_duration\": 805.0, \"total_sessions\": 4, \"mean_week_duration\": 9.148}}, {\"51001\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-26 12:35:59.000000+00:00\", \"2020-11-29 18:16:36.000000+00:00\", \"2020-05-08 16:21:57.000000+00:00\", \"2021-11-22 03:48:23.000000+00:00\", \"2020-03-08 15:08:48.000000+00:00\"], \"session_ids\": [\"646590c1-e11f-44c6-830c-f9fc13fabf65\", \"60c2bf3d-1cc6-478b-a4c7-2c1063f1f2e2\", \"3230da53-f62d-4fc6-9cd6-bd992b2381b0\", \"6a4c64ba-23b8-4420-bdbb-59783bb4060f\", \"1c023133-2958-4862-a799-575a5e198589\"], \"total_duration\": 2652.0, \"total_sessions\": 5, \"mean_week_duration\": 29.798}}, {\"57052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-02-17 00:04:10.000000+00:00\", \"2020-07-15 18:41:30.000000+00:00\", \"2022-03-17 08:35:02.000000+00:00\", \"2020-04-12 01:34:45.000000+00:00\", \"2022-02-18 21:46:52.000000+00:00\", \"2020-05-20 22:56:27.000000+00:00\"], \"session_ids\": [\"614c1dac-885d-4004-a57e-94293635c8b5\", \"106eddca-3a33-4f71-aa76-877a45141b1d\", \"ad03b362-3852-4006-a3bd-8217f403a0eb\", \"37392cb1-37c4-4826-9aa1-0d052bcd084a\", \"1ee3b1f4-f40b-4f45-9ea2-f054248df2dc\", \"089586ba-fa51-4979-b150-9ab0c4ad097e\"], \"total_duration\": 4300.0, \"total_sessions\": 6, \"mean_week_duration\": 39.45}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"41098\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-01 16:46:05.000000+00:00\", \"2022-11-11 18:59:59.000000+00:00\", \"2019-03-02 13:04:54.000000+00:00\", \"2019-02-06 03:48:46.000000+00:00\", \"2023-03-23 07:05:41.000000+00:00\", \"2021-11-05 17:41:00.000000+00:00\"], \"session_ids\": [\"484d6f29-10b8-4559-8f0f-3e3b40dd4e13\", \"7dafb1c1-5d03-43eb-863e-4dd918459134\", \"77ee6d27-7a39-4d2a-a423-68a856023b63\", \"777eaec1-69b7-4a9b-a0e9-6196d5b2786e\", \"d687898d-415c-4b0c-a1ac-18395f4b8102\", \"6a6ea41a-c860-42dc-bf6d-f5b6e66a5eda\"], \"total_duration\": 329.0, \"total_sessions\": 6, \"mean_week_duration\": 1.523}}, {\"31157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-01-25 22:41:50.000000+00:00\", \"2021-12-31 23:36:55.000000+00:00\", \"2020-06-21 10:16:54.000000+00:00\", \"2022-02-24 11:20:32.000000+00:00\"], \"session_ids\": [\"2e3055bc-1a1f-44a5-b1ff-835cccdbd8fc\", \"7f9fae3b-e4ef-43ae-91fa-219e8882aab9\", \"3b9bb203-3c87-450a-91e7-737738f01ca6\", \"0232bd33-5350-4101-b18e-be05ccec7725\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 5.36}}, {\"88385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-03 21:58:51.000000+00:00\", \"2022-02-01 18:53:06.000000+00:00\", \"2023-06-11 15:14:30.000000+00:00\", \"2022-10-19 15:21:57.000000+00:00\"], \"session_ids\": [\"82e95878-8ebf-4639-aea7-0660a264795d\", \"14516112-4307-42ca-a71f-c2f963634894\", \"4222da0a-8ac9-4f72-ba95-282de2e39759\", \"2916abbe-19d9-42b2-891f-7cbea3ce9352\"], \"total_duration\": 805.0, \"total_sessions\": 4, \"mean_week_duration\": 9.148}}]\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[{\"41098\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-01 16:46:05.000000+00:00\", \"2022-11-11 18:59:59.000000+00:00\", \"2019-03-02 13:04:54.000000+00:00\", \"2019-02-06 03:48:46.000000+00:00\", \"2023-03-23 07:05:41.000000+00:00\", \"2021-11-05 17:41:00.000000+00:00\"], \"session_ids\": [\"484d6f29-10b8-4559-8f0f-3e3b40dd4e13\", \"7dafb1c1-5d03-43eb-863e-4dd918459134\", \"77ee6d27-7a39-4d2a-a423-68a856023b63\", \"777eaec1-69b7-4a9b-a0e9-6196d5b2786e\", \"d687898d-415c-4b0c-a1ac-18395f4b8102\", \"6a6ea41a-c860-42dc-bf6d-f5b6e66a5eda\"], \"total_duration\": 329.0, \"total_sessions\": 6, \"mean_week_duration\": 1.523}}, {\"31157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-01-25 22:41:50.000000+00:00\", \"2021-12-31 23:36:55.000000+00:00\", \"2020-06-21 10:16:54.000000+00:00\", \"2022-02-24 11:20:32.000000+00:00\"], \"session_ids\": [\"2e3055bc-1a1f-44a5-b1ff-835cccdbd8fc\", \"7f9fae3b-e4ef-43ae-91fa-219e8882aab9\", \"3b9bb203-3c87-450a-91e7-737738f01ca6\", \"0232bd33-5350-4101-b18e-be05ccec7725\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 5.36}}, {\"88385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-03 21:58:51.000000+00:00\", \"2022-02-01 18:53:06.000000+00:00\", \"2023-06-11 15:14:30.000000+00:00\", \"2022-10-19 15:21:57.000000+00:00\"], \"session_ids\": [\"82e95878-8ebf-4639-aea7-0660a264795d\", \"14516112-4307-42ca-a71f-c2f963634894\", \"4222da0a-8ac9-4f72-ba95-282de2e39759\", \"2916abbe-19d9-42b2-891f-7cbea3ce9352\"], \"total_duration\": 805.0, \"total_sessions\": 4, \"mean_week_duration\": 9.148}}]\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 whose all sessions quantity is greater than 6 and less than 5 (both not including) , carry out sorting by mean of duration of sessions per week 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{\"8693\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-08 19:55:21.000000+00:00\", \"2021-12-24 15:27:06.000000+00:00\", \"2021-09-09 03:44:01.000000+00:00\"], \"session_ids\": [\"6967d93d-dd3d-42b4-a5d0-99ff373d1a90\", \"66104030-d574-4341-a44a-aa8924665f20\", \"80ea7882-eedf-48ff-a441-691aa7372cc0\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.417}, \"96269\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-03-16 20:59:40.000000+00:00\", \"2020-08-24 13:57:05.000000+00:00\"], \"session_ids\": [\"a9b57792-e956-452e-a0ae-9e393eeabeec\", \"bc7e2248-cff5-429a-a1c5-d5b84872c07d\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 4.28}, \"81678\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-22 02:46:16.000000+00:00\", \"2019-06-20 04:02:02.000000+00:00\", \"2023-04-30 11:20:15.000000+00:00\", \"2021-02-19 09:24:06.000000+00:00\", \"2021-04-18 19:41:32.000000+00:00\", \"2022-11-03 21:51:30.000000+00:00\", \"2023-04-08 08:30:49.000000+00:00\", \"2021-11-22 04:02:03.000000+00:00\", \"2023-01-02 21:05:52.000000+00:00\"], \"session_ids\": [\"6ecb4500-89a6-48e3-93db-32e0ecf934f0\", \"dbf8520b-d6fd-4612-89d7-05cb2010218e\", \"acf3b824-95dd-462f-ae05-810be806de86\", \"e49105bf-c793-4fca-b47a-c63ff9de724f\", \"c2eb5480-5f33-4031-ac76-3ac4895f43c2\", \"300a05d4-7017-4c4a-b62d-4bf5bf3c41e2\", \"ad65fe51-bce3-4a66-9b18-46bbe8f4a288\", \"05a69663-3b81-4908-bacc-0af2d88e7ead\", \"00d7e762-d85c-4392-bf13-5a9336a956cd\"], \"total_duration\": 4666.0, \"total_sessions\": 9, \"mean_week_duration\": 23.099}, \"75612\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-31 23:06:13.000000+00:00\", \"2022-05-16 03:36:03.000000+00:00\"], \"session_ids\": [\"c0baee5f-1237-4f81-999c-6e77c75459d9\", \"e9109d67-581c-4588-93b6-84ad1e970368\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.507}, \"98244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-24 03:12:47.000000+00:00\", \"2021-01-03 12:24:56.000000+00:00\", \"2020-03-18 12:21:26.000000+00:00\"], \"session_ids\": [\"e30c5062-1587-4403-9600-12fdff27d690\", \"27de9143-8469-4190-a577-c5d942b1d990\", \"54561936-19ed-4f41-b5b2-f69dc763b12d\"], \"total_duration\": 270.0, \"total_sessions\": 3, \"mean_week_duration\": 4.286}, \"67024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-18 18:12:05.000000+00:00\", \"2022-08-26 20:29:32.000000+00:00\"], \"session_ids\": [\"eeb192bb-97aa-49fc-934f-9332ad67e02e\", \"fa42cbd7-879c-4515-9525-499f8f590ce2\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 2.265}, \"16756\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-07 17:40:41.000000+00:00\", \"2019-03-26 18:50:51.000000+00:00\", \"2021-03-04 03:51:20.000000+00:00\"], \"session_ids\": [\"23ed053c-7780-4611-81bb-ad21073d3a74\", \"35b03932-33b6-4044-a063-d1e35b4e6aca\", \"7d1ef6bd-8025-4f3c-940d-642cf4349870\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.5}, \"87364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-24 23:41:19.000000+00:00\", \"2021-08-12 07:04:16.000000+00:00\"], \"session_ids\": [\"2b344406-0831-48d1-983b-2f0662baa0d8\", \"fb86d8f0-d9ba-45ed-8ad6-5158745291cd\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 4.247}, \"6963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-05-03 14:34:58.000000+00:00\", \"2019-11-13 06:43:46.000000+00:00\"], \"session_ids\": [\"53dfac68-6601-4122-aaf6-286ad1e8f70c\", \"8262c03d-3b34-4a8d-82b5-579fa44b2e70\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.403}, \"7546\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-16 23:49:08.000000+00:00\", \"2019-04-09 21:59:24.000000+00:00\"], \"session_ids\": [\"6335252c-18ac-4fa7-9aea-00a19e8cb52c\", \"04db0c2c-cddb-49a6-ae2f-55c8df2f45a2\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.118}}\n```\n" } ]