conversations
list
[ { "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{\"64019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-13 18:53:35.000000+00:00\", \"2020-08-15 00:33:29.000000+00:00\", \"2023-01-15 04:30:25.000000+00:00\"], \"session_ids\": [\"c86dce5b-6e8a-41b3-bcbe-cdafa8dca0e8\", \"b6a64f8a-181f-4212-b5da-1581cbdb9556\", \"d5ee07a1-58ed-4650-9329-13061b244764\"], \"total_duration\": 1063.0, \"total_sessions\": 3, \"mean_week_duration\": 8.37}, \"50724\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-30 10:11:32.000000+00:00\", \"2021-08-25 01:39:12.000000+00:00\", \"2022-03-23 14:39:54.000000+00:00\", \"2020-06-14 16:10:15.000000+00:00\", \"2023-03-16 02:57:48.000000+00:00\"], \"session_ids\": [\"6f74a3c9-1adf-4333-8bcc-13bcd8588e75\", \"c90cf19e-6eb3-43b6-9930-f330d10d9523\", \"b609f79c-5118-43b3-9465-7e5de0019ac9\", \"4f7393ed-be72-4236-8946-5597660fa4a6\", \"29429b75-4821-4113-af2f-b8c938309535\"], \"total_duration\": 373.0, \"total_sessions\": 5, \"mean_week_duration\": 2.288}, \"9004\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-12-12 16:15:58.000000+00:00\", \"2022-09-03 18:28:44.000000+00:00\"], \"session_ids\": [\"a9b54dd7-30f7-4e1a-9ceb-b55c77015bba\", \"42edf99c-2168-4d9e-aef5-4bb2faf08105\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 3.184}, \"58926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-11-26 16:41:27.000000+00:00\", \"2019-07-21 06:57:04.000000+00:00\", \"2019-10-30 20:21:28.000000+00:00\", \"2022-06-03 15:30:57.000000+00:00\", \"2019-04-18 09:49:19.000000+00:00\", \"2022-07-07 18:16:45.000000+00:00\", \"2022-02-05 21:11:36.000000+00:00\"], \"session_ids\": [\"2da8a974-9696-4947-8388-04a1a686322a\", \"21e8fa4c-8fa7-414a-bb19-6400bb4415b7\", \"65b4a21b-1ed5-4b3d-a5a9-99ae74d434ca\", \"f775b58a-799d-45df-8fbd-58810052573b\", \"e394f38a-ce29-4b23-8f45-35cdae96bf2c\", \"98535715-32c5-42c4-8a67-e3b5e964eef2\", \"b086b989-8409-41f6-bcd7-a22034065599\"], \"total_duration\": 1332.0, \"total_sessions\": 7, \"mean_week_duration\": 7.929}, \"99910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-16 05:34:58.000000+00:00\", \"2020-03-15 04:24:30.000000+00:00\"], \"session_ids\": [\"e327031a-762d-4f38-a5e8-46c310a067c7\", \"ea56b787-60c3-4575-8d3b-8b26b040ddba\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.222}, \"32740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-15 06:32:37.000000+00:00\", \"2020-08-18 20:18:54.000000+00:00\", \"2020-05-06 02:59:14.000000+00:00\", \"2021-01-14 09:36:09.000000+00:00\", \"2020-11-18 22:20:37.000000+00:00\", \"2022-09-22 00:33:29.000000+00:00\", \"2021-07-08 10:38:09.000000+00:00\"], \"session_ids\": [\"b93ef2b9-495f-48e2-8553-ea6d87cb0999\", \"db1af400-55c9-45d4-acc9-31d4f2244aa0\", \"4d3bec2f-c6dd-4655-a2f5-ce2eba202edf\", \"da9757b3-ca53-480c-b2c4-7b86148ed5ae\", \"0d60ec8d-cbbe-4c45-8e87-716de299fa7f\", \"32eaeb47-f941-4451-a822-c4324f7cdc72\", \"bf542223-14bf-46dd-8132-2bfb1abc951d\"], \"total_duration\": 1151.0, \"total_sessions\": 7, \"mean_week_duration\": 9.282}, \"2954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-29 13:58:00.000000+00:00\", \"2023-02-03 15:28:30.000000+00:00\"], \"session_ids\": [\"db99bd06-5106-449a-a473-cee0a0dfbd60\", \"0b3e42cb-d921-4b8f-80a2-e493aec32eeb\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 4.778}, \"77697\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-29 11:57:35.000000+00:00\", \"2023-03-19 23:27:13.000000+00:00\", \"2020-04-24 05:08:25.000000+00:00\", \"2022-09-18 12:20:40.000000+00:00\", \"2021-06-21 00:56:39.000000+00:00\", \"2020-01-21 20:34:53.000000+00:00\", \"2021-06-29 06:12:34.000000+00:00\"], \"session_ids\": [\"de8b0a13-a5c9-45fa-8e28-d94338adcf96\", \"e75acf0d-d3dd-41da-bb97-81b640f680ce\", \"e451bf0c-db68-4b57-837f-c93a8af1151f\", \"3e43ee8d-906c-4d1c-b0f4-51bec566689c\", \"99a21aca-e1a8-432b-a9c4-d3c6bc9b6744\", \"a95761cc-e7ac-48dd-9017-b3e0a6b02195\", \"ff7da05f-1844-455f-96a2-40fb91b74277\"], \"total_duration\": 10697.0, \"total_sessions\": 7, \"mean_week_duration\": 64.83}, \"51769\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-20 07:56:21.000000+00:00\", \"2019-10-06 16:25:37.000000+00:00\", \"2019-11-17 16:12:34.000000+00:00\", \"2021-11-29 07:13:12.000000+00:00\", \"2021-12-02 12:52:21.000000+00:00\", \"2023-04-06 23:18:10.000000+00:00\", \"2020-12-06 03:16:06.000000+00:00\", \"2022-05-15 19:30:21.000000+00:00\", \"2022-02-03 06:23:07.000000+00:00\", \"2023-06-29 11:54:10.000000+00:00\", \"2023-02-17 23:43:31.000000+00:00\"], \"session_ids\": [\"ce0b60fc-411f-446c-9511-9cf447c1216f\", \"cbc2c5dd-8f3d-4d41-8d7c-9d04bc9d8b01\", \"6869703f-fc14-4d1d-a521-c2a042779878\", \"a4783887-2d91-4585-b39a-b9e76ef56b30\", \"1b6d34c9-4b33-4292-aa20-f5f43a9f2637\", \"60d1b702-bf6d-406f-ae1d-6d13673456df\", \"b6f2dba7-0184-4f60-995a-d3af873c4493\", \"cb67f77f-ca07-4846-8c08-42ee7f9b4aed\", \"4d4741a8-f5d5-4e31-b25f-ec6f3f28ab5b\", \"1bedd0a6-617e-4954-bf6f-7719d15e29e5\", \"05435556-1889-404b-bb6a-a50fea3efa96\"], \"total_duration\": 5496.0, \"total_sessions\": 11, \"mean_week_duration\": 28.185}, \"46978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-04-03 18:33:51.000000+00:00\", \"2021-11-13 12:52:57.000000+00:00\"], \"session_ids\": [\"b9f4a0a8-ded6-4f0e-a28f-a4a2e3e6d005\", \"26a0c194-ab9e-471f-8b4d-cf3305a64627\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 5.836}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 2098 and are greater than 3263" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[2098, 3263]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"64019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-13 18:53:35.000000+00:00\", \"2020-08-15 00:33:29.000000+00:00\", \"2023-01-15 04:30:25.000000+00:00\"], \"session_ids\": [\"c86dce5b-6e8a-41b3-bcbe-cdafa8dca0e8\", \"b6a64f8a-181f-4212-b5da-1581cbdb9556\", \"d5ee07a1-58ed-4650-9329-13061b244764\"], \"total_duration\": 1063.0, \"total_sessions\": 3, \"mean_week_duration\": 8.37}, \"50724\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-30 10:11:32.000000+00:00\", \"2021-08-25 01:39:12.000000+00:00\", \"2022-03-23 14:39:54.000000+00:00\", \"2020-06-14 16:10:15.000000+00:00\", \"2023-03-16 02:57:48.000000+00:00\"], \"session_ids\": [\"6f74a3c9-1adf-4333-8bcc-13bcd8588e75\", \"c90cf19e-6eb3-43b6-9930-f330d10d9523\", \"b609f79c-5118-43b3-9465-7e5de0019ac9\", \"4f7393ed-be72-4236-8946-5597660fa4a6\", \"29429b75-4821-4113-af2f-b8c938309535\"], \"total_duration\": 373.0, \"total_sessions\": 5, \"mean_week_duration\": 2.288}, \"9004\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-12-12 16:15:58.000000+00:00\", \"2022-09-03 18:28:44.000000+00:00\"], \"session_ids\": [\"a9b54dd7-30f7-4e1a-9ceb-b55c77015bba\", \"42edf99c-2168-4d9e-aef5-4bb2faf08105\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 3.184}, \"58926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-11-26 16:41:27.000000+00:00\", \"2019-07-21 06:57:04.000000+00:00\", \"2019-10-30 20:21:28.000000+00:00\", \"2022-06-03 15:30:57.000000+00:00\", \"2019-04-18 09:49:19.000000+00:00\", \"2022-07-07 18:16:45.000000+00:00\", \"2022-02-05 21:11:36.000000+00:00\"], \"session_ids\": [\"2da8a974-9696-4947-8388-04a1a686322a\", \"21e8fa4c-8fa7-414a-bb19-6400bb4415b7\", \"65b4a21b-1ed5-4b3d-a5a9-99ae74d434ca\", \"f775b58a-799d-45df-8fbd-58810052573b\", \"e394f38a-ce29-4b23-8f45-35cdae96bf2c\", \"98535715-32c5-42c4-8a67-e3b5e964eef2\", \"b086b989-8409-41f6-bcd7-a22034065599\"], \"total_duration\": 1332.0, \"total_sessions\": 7, \"mean_week_duration\": 7.929}, \"99910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-16 05:34:58.000000+00:00\", \"2020-03-15 04:24:30.000000+00:00\"], \"session_ids\": [\"e327031a-762d-4f38-a5e8-46c310a067c7\", \"ea56b787-60c3-4575-8d3b-8b26b040ddba\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.222}, \"32740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-15 06:32:37.000000+00:00\", \"2020-08-18 20:18:54.000000+00:00\", \"2020-05-06 02:59:14.000000+00:00\", \"2021-01-14 09:36:09.000000+00:00\", \"2020-11-18 22:20:37.000000+00:00\", \"2022-09-22 00:33:29.000000+00:00\", \"2021-07-08 10:38:09.000000+00:00\"], \"session_ids\": [\"b93ef2b9-495f-48e2-8553-ea6d87cb0999\", \"db1af400-55c9-45d4-acc9-31d4f2244aa0\", \"4d3bec2f-c6dd-4655-a2f5-ce2eba202edf\", \"da9757b3-ca53-480c-b2c4-7b86148ed5ae\", \"0d60ec8d-cbbe-4c45-8e87-716de299fa7f\", \"32eaeb47-f941-4451-a822-c4324f7cdc72\", \"bf542223-14bf-46dd-8132-2bfb1abc951d\"], \"total_duration\": 1151.0, \"total_sessions\": 7, \"mean_week_duration\": 9.282}, \"2954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-29 13:58:00.000000+00:00\", \"2023-02-03 15:28:30.000000+00:00\"], \"session_ids\": [\"db99bd06-5106-449a-a473-cee0a0dfbd60\", \"0b3e42cb-d921-4b8f-80a2-e493aec32eeb\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 4.778}, \"46978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-04-03 18:33:51.000000+00:00\", \"2021-11-13 12:52:57.000000+00:00\"], \"session_ids\": [\"b9f4a0a8-ded6-4f0e-a28f-a4a2e3e6d005\", \"26a0c194-ab9e-471f-8b4d-cf3305a64627\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 5.836}, \"77697\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-29 11:57:35.000000+00:00\", \"2023-03-19 23:27:13.000000+00:00\", \"2020-04-24 05:08:25.000000+00:00\", \"2022-09-18 12:20:40.000000+00:00\", \"2021-06-21 00:56:39.000000+00:00\", \"2020-01-21 20:34:53.000000+00:00\", \"2021-06-29 06:12:34.000000+00:00\"], \"session_ids\": [\"de8b0a13-a5c9-45fa-8e28-d94338adcf96\", \"e75acf0d-d3dd-41da-bb97-81b640f680ce\", \"e451bf0c-db68-4b57-837f-c93a8af1151f\", \"3e43ee8d-906c-4d1c-b0f4-51bec566689c\", \"99a21aca-e1a8-432b-a9c4-d3c6bc9b6744\", \"a95761cc-e7ac-48dd-9017-b3e0a6b02195\", \"ff7da05f-1844-455f-96a2-40fb91b74277\"], \"total_duration\": 10697.0, \"total_sessions\": 7, \"mean_week_duration\": 64.83}, \"51769\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-20 07:56:21.000000+00:00\", \"2019-10-06 16:25:37.000000+00:00\", \"2019-11-17 16:12:34.000000+00:00\", \"2021-11-29 07:13:12.000000+00:00\", \"2021-12-02 12:52:21.000000+00:00\", \"2023-04-06 23:18:10.000000+00:00\", \"2020-12-06 03:16:06.000000+00:00\", \"2022-05-15 19:30:21.000000+00:00\", \"2022-02-03 06:23:07.000000+00:00\", \"2023-06-29 11:54:10.000000+00:00\", \"2023-02-17 23:43:31.000000+00:00\"], \"session_ids\": [\"ce0b60fc-411f-446c-9511-9cf447c1216f\", \"cbc2c5dd-8f3d-4d41-8d7c-9d04bc9d8b01\", \"6869703f-fc14-4d1d-a521-c2a042779878\", \"a4783887-2d91-4585-b39a-b9e76ef56b30\", \"1b6d34c9-4b33-4292-aa20-f5f43a9f2637\", \"60d1b702-bf6d-406f-ae1d-6d13673456df\", \"b6f2dba7-0184-4f60-995a-d3af873c4493\", \"cb67f77f-ca07-4846-8c08-42ee7f9b4aed\", \"4d4741a8-f5d5-4e31-b25f-ec6f3f28ab5b\", \"1bedd0a6-617e-4954-bf6f-7719d15e29e5\", \"05435556-1889-404b-bb6a-a50fea3efa96\"], \"total_duration\": 5496.0, \"total_sessions\": 11, \"mean_week_duration\": 28.185}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-16 05:34:58.000000+00:00\", \"2020-03-15 04:24:30.000000+00:00\"], \"session_ids\": [\"e327031a-762d-4f38-a5e8-46c310a067c7\", \"ea56b787-60c3-4575-8d3b-8b26b040ddba\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.222}}, {\"50724\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-30 10:11:32.000000+00:00\", \"2021-08-25 01:39:12.000000+00:00\", \"2022-03-23 14:39:54.000000+00:00\", \"2020-06-14 16:10:15.000000+00:00\", \"2023-03-16 02:57:48.000000+00:00\"], \"session_ids\": [\"6f74a3c9-1adf-4333-8bcc-13bcd8588e75\", \"c90cf19e-6eb3-43b6-9930-f330d10d9523\", \"b609f79c-5118-43b3-9465-7e5de0019ac9\", \"4f7393ed-be72-4236-8946-5597660fa4a6\", \"29429b75-4821-4113-af2f-b8c938309535\"], \"total_duration\": 373.0, \"total_sessions\": 5, \"mean_week_duration\": 2.288}}, {\"9004\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-12-12 16:15:58.000000+00:00\", \"2022-09-03 18:28:44.000000+00:00\"], \"session_ids\": [\"a9b54dd7-30f7-4e1a-9ceb-b55c77015bba\", \"42edf99c-2168-4d9e-aef5-4bb2faf08105\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 3.184}}, {\"2954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-29 13:58:00.000000+00:00\", \"2023-02-03 15:28:30.000000+00:00\"], \"session_ids\": [\"db99bd06-5106-449a-a473-cee0a0dfbd60\", \"0b3e42cb-d921-4b8f-80a2-e493aec32eeb\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 4.778}}, {\"46978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-04-03 18:33:51.000000+00:00\", \"2021-11-13 12:52:57.000000+00:00\"], \"session_ids\": [\"b9f4a0a8-ded6-4f0e-a28f-a4a2e3e6d005\", \"26a0c194-ab9e-471f-8b4d-cf3305a64627\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 5.836}}, {\"58926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-11-26 16:41:27.000000+00:00\", \"2019-07-21 06:57:04.000000+00:00\", \"2019-10-30 20:21:28.000000+00:00\", \"2022-06-03 15:30:57.000000+00:00\", \"2019-04-18 09:49:19.000000+00:00\", \"2022-07-07 18:16:45.000000+00:00\", \"2022-02-05 21:11:36.000000+00:00\"], \"session_ids\": [\"2da8a974-9696-4947-8388-04a1a686322a\", \"21e8fa4c-8fa7-414a-bb19-6400bb4415b7\", \"65b4a21b-1ed5-4b3d-a5a9-99ae74d434ca\", \"f775b58a-799d-45df-8fbd-58810052573b\", \"e394f38a-ce29-4b23-8f45-35cdae96bf2c\", \"98535715-32c5-42c4-8a67-e3b5e964eef2\", \"b086b989-8409-41f6-bcd7-a22034065599\"], \"total_duration\": 1332.0, \"total_sessions\": 7, \"mean_week_duration\": 7.929}}, {\"64019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-13 18:53:35.000000+00:00\", \"2020-08-15 00:33:29.000000+00:00\", \"2023-01-15 04:30:25.000000+00:00\"], \"session_ids\": [\"c86dce5b-6e8a-41b3-bcbe-cdafa8dca0e8\", \"b6a64f8a-181f-4212-b5da-1581cbdb9556\", \"d5ee07a1-58ed-4650-9329-13061b244764\"], \"total_duration\": 1063.0, \"total_sessions\": 3, \"mean_week_duration\": 8.37}}, {\"32740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-15 06:32:37.000000+00:00\", \"2020-08-18 20:18:54.000000+00:00\", \"2020-05-06 02:59:14.000000+00:00\", \"2021-01-14 09:36:09.000000+00:00\", \"2020-11-18 22:20:37.000000+00:00\", \"2022-09-22 00:33:29.000000+00:00\", \"2021-07-08 10:38:09.000000+00:00\"], \"session_ids\": [\"b93ef2b9-495f-48e2-8553-ea6d87cb0999\", \"db1af400-55c9-45d4-acc9-31d4f2244aa0\", \"4d3bec2f-c6dd-4655-a2f5-ce2eba202edf\", \"da9757b3-ca53-480c-b2c4-7b86148ed5ae\", \"0d60ec8d-cbbe-4c45-8e87-716de299fa7f\", \"32eaeb47-f941-4451-a822-c4324f7cdc72\", \"bf542223-14bf-46dd-8132-2bfb1abc951d\"], \"total_duration\": 1151.0, \"total_sessions\": 7, \"mean_week_duration\": 9.282}}, {\"51769\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-20 07:56:21.000000+00:00\", \"2019-10-06 16:25:37.000000+00:00\", \"2019-11-17 16:12:34.000000+00:00\", \"2021-11-29 07:13:12.000000+00:00\", \"2021-12-02 12:52:21.000000+00:00\", \"2023-04-06 23:18:10.000000+00:00\", \"2020-12-06 03:16:06.000000+00:00\", \"2022-05-15 19:30:21.000000+00:00\", \"2022-02-03 06:23:07.000000+00:00\", \"2023-06-29 11:54:10.000000+00:00\", \"2023-02-17 23:43:31.000000+00:00\"], \"session_ids\": [\"ce0b60fc-411f-446c-9511-9cf447c1216f\", \"cbc2c5dd-8f3d-4d41-8d7c-9d04bc9d8b01\", \"6869703f-fc14-4d1d-a521-c2a042779878\", \"a4783887-2d91-4585-b39a-b9e76ef56b30\", \"1b6d34c9-4b33-4292-aa20-f5f43a9f2637\", \"60d1b702-bf6d-406f-ae1d-6d13673456df\", \"b6f2dba7-0184-4f60-995a-d3af873c4493\", \"cb67f77f-ca07-4846-8c08-42ee7f9b4aed\", \"4d4741a8-f5d5-4e31-b25f-ec6f3f28ab5b\", \"1bedd0a6-617e-4954-bf6f-7719d15e29e5\", \"05435556-1889-404b-bb6a-a50fea3efa96\"], \"total_duration\": 5496.0, \"total_sessions\": 11, \"mean_week_duration\": 28.185}}, {\"77697\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-29 11:57:35.000000+00:00\", \"2023-03-19 23:27:13.000000+00:00\", \"2020-04-24 05:08:25.000000+00:00\", \"2022-09-18 12:20:40.000000+00:00\", \"2021-06-21 00:56:39.000000+00:00\", \"2020-01-21 20:34:53.000000+00:00\", \"2021-06-29 06:12:34.000000+00:00\"], \"session_ids\": [\"de8b0a13-a5c9-45fa-8e28-d94338adcf96\", \"e75acf0d-d3dd-41da-bb97-81b640f680ce\", \"e451bf0c-db68-4b57-837f-c93a8af1151f\", \"3e43ee8d-906c-4d1c-b0f4-51bec566689c\", \"99a21aca-e1a8-432b-a9c4-d3c6bc9b6744\", \"a95761cc-e7ac-48dd-9017-b3e0a6b02195\", \"ff7da05f-1844-455f-96a2-40fb91b74277\"], \"total_duration\": 10697.0, \"total_sessions\": 7, \"mean_week_duration\": 64.83}}]\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[{\"99910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-16 05:34:58.000000+00:00\", \"2020-03-15 04:24:30.000000+00:00\"], \"session_ids\": [\"e327031a-762d-4f38-a5e8-46c310a067c7\", \"ea56b787-60c3-4575-8d3b-8b26b040ddba\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.222}}, {\"50724\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-30 10:11:32.000000+00:00\", \"2021-08-25 01:39:12.000000+00:00\", \"2022-03-23 14:39:54.000000+00:00\", \"2020-06-14 16:10:15.000000+00:00\", \"2023-03-16 02:57:48.000000+00:00\"], \"session_ids\": [\"6f74a3c9-1adf-4333-8bcc-13bcd8588e75\", \"c90cf19e-6eb3-43b6-9930-f330d10d9523\", \"b609f79c-5118-43b3-9465-7e5de0019ac9\", \"4f7393ed-be72-4236-8946-5597660fa4a6\", \"29429b75-4821-4113-af2f-b8c938309535\"], \"total_duration\": 373.0, \"total_sessions\": 5, \"mean_week_duration\": 2.288}}, {\"9004\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-12-12 16:15:58.000000+00:00\", \"2022-09-03 18:28:44.000000+00:00\"], \"session_ids\": [\"a9b54dd7-30f7-4e1a-9ceb-b55c77015bba\", \"42edf99c-2168-4d9e-aef5-4bb2faf08105\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 3.184}}, {\"2954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-29 13:58:00.000000+00:00\", \"2023-02-03 15:28:30.000000+00:00\"], \"session_ids\": [\"db99bd06-5106-449a-a473-cee0a0dfbd60\", \"0b3e42cb-d921-4b8f-80a2-e493aec32eeb\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 4.778}}, {\"46978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-04-03 18:33:51.000000+00:00\", \"2021-11-13 12:52:57.000000+00:00\"], \"session_ids\": [\"b9f4a0a8-ded6-4f0e-a28f-a4a2e3e6d005\", \"26a0c194-ab9e-471f-8b4d-cf3305a64627\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 5.836}}, {\"58926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-11-26 16:41:27.000000+00:00\", \"2019-07-21 06:57:04.000000+00:00\", \"2019-10-30 20:21:28.000000+00:00\", \"2022-06-03 15:30:57.000000+00:00\", \"2019-04-18 09:49:19.000000+00:00\", \"2022-07-07 18:16:45.000000+00:00\", \"2022-02-05 21:11:36.000000+00:00\"], \"session_ids\": [\"2da8a974-9696-4947-8388-04a1a686322a\", \"21e8fa4c-8fa7-414a-bb19-6400bb4415b7\", \"65b4a21b-1ed5-4b3d-a5a9-99ae74d434ca\", \"f775b58a-799d-45df-8fbd-58810052573b\", \"e394f38a-ce29-4b23-8f45-35cdae96bf2c\", \"98535715-32c5-42c4-8a67-e3b5e964eef2\", \"b086b989-8409-41f6-bcd7-a22034065599\"], \"total_duration\": 1332.0, \"total_sessions\": 7, \"mean_week_duration\": 7.929}}, {\"64019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-13 18:53:35.000000+00:00\", \"2020-08-15 00:33:29.000000+00:00\", \"2023-01-15 04:30:25.000000+00:00\"], \"session_ids\": [\"c86dce5b-6e8a-41b3-bcbe-cdafa8dca0e8\", \"b6a64f8a-181f-4212-b5da-1581cbdb9556\", \"d5ee07a1-58ed-4650-9329-13061b244764\"], \"total_duration\": 1063.0, \"total_sessions\": 3, \"mean_week_duration\": 8.37}}, {\"32740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-15 06:32:37.000000+00:00\", \"2020-08-18 20:18:54.000000+00:00\", \"2020-05-06 02:59:14.000000+00:00\", \"2021-01-14 09:36:09.000000+00:00\", \"2020-11-18 22:20:37.000000+00:00\", \"2022-09-22 00:33:29.000000+00:00\", \"2021-07-08 10:38:09.000000+00:00\"], \"session_ids\": [\"b93ef2b9-495f-48e2-8553-ea6d87cb0999\", \"db1af400-55c9-45d4-acc9-31d4f2244aa0\", \"4d3bec2f-c6dd-4655-a2f5-ce2eba202edf\", \"da9757b3-ca53-480c-b2c4-7b86148ed5ae\", \"0d60ec8d-cbbe-4c45-8e87-716de299fa7f\", \"32eaeb47-f941-4451-a822-c4324f7cdc72\", \"bf542223-14bf-46dd-8132-2bfb1abc951d\"], \"total_duration\": 1151.0, \"total_sessions\": 7, \"mean_week_duration\": 9.282}}, {\"51769\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-20 07:56:21.000000+00:00\", \"2019-10-06 16:25:37.000000+00:00\", \"2019-11-17 16:12:34.000000+00:00\", \"2021-11-29 07:13:12.000000+00:00\", \"2021-12-02 12:52:21.000000+00:00\", \"2023-04-06 23:18:10.000000+00:00\", \"2020-12-06 03:16:06.000000+00:00\", \"2022-05-15 19:30:21.000000+00:00\", \"2022-02-03 06:23:07.000000+00:00\", \"2023-06-29 11:54:10.000000+00:00\", \"2023-02-17 23:43:31.000000+00:00\"], \"session_ids\": [\"ce0b60fc-411f-446c-9511-9cf447c1216f\", \"cbc2c5dd-8f3d-4d41-8d7c-9d04bc9d8b01\", \"6869703f-fc14-4d1d-a521-c2a042779878\", \"a4783887-2d91-4585-b39a-b9e76ef56b30\", \"1b6d34c9-4b33-4292-aa20-f5f43a9f2637\", \"60d1b702-bf6d-406f-ae1d-6d13673456df\", \"b6f2dba7-0184-4f60-995a-d3af873c4493\", \"cb67f77f-ca07-4846-8c08-42ee7f9b4aed\", \"4d4741a8-f5d5-4e31-b25f-ec6f3f28ab5b\", \"1bedd0a6-617e-4954-bf6f-7719d15e29e5\", \"05435556-1889-404b-bb6a-a50fea3efa96\"], \"total_duration\": 5496.0, \"total_sessions\": 11, \"mean_week_duration\": 28.185}}, {\"77697\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-29 11:57:35.000000+00:00\", \"2023-03-19 23:27:13.000000+00:00\", \"2020-04-24 05:08:25.000000+00:00\", \"2022-09-18 12:20:40.000000+00:00\", \"2021-06-21 00:56:39.000000+00:00\", \"2020-01-21 20:34:53.000000+00:00\", \"2021-06-29 06:12:34.000000+00:00\"], \"session_ids\": [\"de8b0a13-a5c9-45fa-8e28-d94338adcf96\", \"e75acf0d-d3dd-41da-bb97-81b640f680ce\", \"e451bf0c-db68-4b57-837f-c93a8af1151f\", \"3e43ee8d-906c-4d1c-b0f4-51bec566689c\", \"99a21aca-e1a8-432b-a9c4-d3c6bc9b6744\", \"a95761cc-e7ac-48dd-9017-b3e0a6b02195\", \"ff7da05f-1844-455f-96a2-40fb91b74277\"], \"total_duration\": 10697.0, \"total_sessions\": 7, \"mean_week_duration\": 64.83}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 7 users who have sessions summation strictly bigger than 5 and strictly smaller than 2 additionaly execute sorting by name of the town in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"3429\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-13 20:13:29.000000+00:00\", \"2022-12-09 15:55:20.000000+00:00\"], \"session_ids\": [\"f7ceaa86-0b10-4c79-8747-b5367759865d\", \"d1d64c89-2fea-42ac-bfd4-f8936522edd2\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 3.027}, \"59538\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-06-11 23:11:27.000000+00:00\", \"2023-05-23 09:12:22.000000+00:00\"], \"session_ids\": [\"0e89e720-a7ec-46db-af25-fa0ead9ff8a5\", \"488f5d42-5b3f-443a-8a8f-4f1815be534d\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 2.74}, \"52358\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-08-02 19:56:46.000000+00:00\", \"2019-12-07 04:54:03.000000+00:00\", \"2021-11-04 04:02:46.000000+00:00\"], \"session_ids\": [\"58ed12c0-e764-4030-b70c-b60d9e78801c\", \"52d8aecb-278f-4973-bdb4-c806091d9602\", \"d4175b6f-8caf-41cd-a796-f52daccbdba7\"], \"total_duration\": 720.0, \"total_sessions\": 3, \"mean_week_duration\": 6.102}, \"11020\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-07 06:30:11.000000+00:00\", \"2021-01-28 19:34:00.000000+00:00\", \"2021-04-21 00:34:08.000000+00:00\"], \"session_ids\": [\"3de50666-46e8-4be0-8948-ec885b3a652d\", \"3e45268e-4980-428f-8221-16926ed83f6d\", \"7b7f3a0a-0833-403c-aca1-5930a47128f6\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.457}, \"62520\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-29 20:52:52.000000+00:00\", \"2019-01-11 08:03:26.000000+00:00\"], \"session_ids\": [\"8c653727-c758-499a-bc3c-0e46e320e2cd\", \"1af0ac7c-6906-43f5-9c62-c16d1de01a57\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"57872\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-10-15 05:27:16.000000+00:00\", \"2019-08-14 03:38:58.000000+00:00\", \"2019-01-29 17:07:48.000000+00:00\", \"2020-03-16 21:49:50.000000+00:00\", \"2020-03-01 16:34:55.000000+00:00\"], \"session_ids\": [\"1feb00db-de0a-4fc1-9c7a-9dc130bf3d39\", \"f6e5e51d-f6cf-43ce-9920-21c9ed5ff9fe\", \"b635a3c6-c24d-49e8-9964-6a9e690acd1d\", \"cc5a65b9-52ac-4c78-9996-5748befc249e\", \"de7b5e62-1468-4d87-9905-104d78943518\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.644}, \"76859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-02-12 07:23:28.000000+00:00\", \"2022-09-04 22:02:44.000000+00:00\", \"2023-06-06 01:20:45.000000+00:00\", \"2019-06-08 14:55:14.000000+00:00\", \"2019-11-15 20:27:46.000000+00:00\"], \"session_ids\": [\"3e5a46d1-9cce-4267-8af7-80d415f48570\", \"1b0681c1-dcb7-4cd1-991d-98de0f533bbd\", \"c9f9612d-d93f-471a-a984-6eb4a0364ee4\", \"eac45b6e-389d-4246-b52e-6fe6441df4e2\", \"d98e2283-8da1-4279-bcb3-55cd441b78ca\"], \"total_duration\": 3145.0, \"total_sessions\": 5, \"mean_week_duration\": 15.048}, \"46324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-14 10:56:32.000000+00:00\", \"2023-03-26 14:12:49.000000+00:00\"], \"session_ids\": [\"8a6765cc-ee7a-485d-9502-ac8bc42c721e\", \"19c655e6-158d-428a-8a1a-ccf3026da80b\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.761}, \"57883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-01 10:44:09.000000+00:00\", \"2020-09-08 23:37:53.000000+00:00\", \"2023-02-27 11:08:49.000000+00:00\", \"2019-06-20 21:18:23.000000+00:00\", \"2019-06-09 22:10:51.000000+00:00\", \"2020-12-31 20:34:42.000000+00:00\", \"2020-01-13 15:46:33.000000+00:00\", \"2020-10-20 23:35:28.000000+00:00\"], \"session_ids\": [\"932313c6-20e7-4bf2-8147-0c6ff692a4db\", \"ea432093-ca66-40f5-a1f0-50cb12c9cb3c\", \"1a8153f4-cbed-4256-a21f-49858d384dd8\", \"dd630484-cf35-4b57-8446-6228d1264a18\", \"d62ce161-80ae-4c84-80db-da3cb0fa01b7\", \"1b1faf6f-fd05-4e0a-bdf2-c9822a90b2e8\", \"8c7fc8ae-54e9-4fb3-94a1-e0f76f9a6850\", \"896afde3-f4ba-4bd7-805c-713e8fc83c5d\"], \"total_duration\": 107.0, \"total_sessions\": 8, \"mean_week_duration\": 0.512}, \"24037\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-21 23:23:42.000000+00:00\", \"2019-05-27 11:34:03.000000+00:00\"], \"session_ids\": [\"fb93bfb7-03da-47fd-96d7-b35dd5ac4212\", \"777f916b-1daa-4cfb-8556-5555bff58821\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.157}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 2 and are greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-01 10:44:09.000000+00:00\", \"2020-09-08 23:37:53.000000+00:00\", \"2023-02-27 11:08:49.000000+00:00\", \"2019-06-20 21:18:23.000000+00:00\", \"2019-06-09 22:10:51.000000+00:00\", \"2020-12-31 20:34:42.000000+00:00\", \"2020-01-13 15:46:33.000000+00:00\", \"2020-10-20 23:35:28.000000+00:00\"], \"session_ids\": [\"932313c6-20e7-4bf2-8147-0c6ff692a4db\", \"ea432093-ca66-40f5-a1f0-50cb12c9cb3c\", \"1a8153f4-cbed-4256-a21f-49858d384dd8\", \"dd630484-cf35-4b57-8446-6228d1264a18\", \"d62ce161-80ae-4c84-80db-da3cb0fa01b7\", \"1b1faf6f-fd05-4e0a-bdf2-c9822a90b2e8\", \"8c7fc8ae-54e9-4fb3-94a1-e0f76f9a6850\", \"896afde3-f4ba-4bd7-805c-713e8fc83c5d\"], \"total_duration\": 107.0, \"total_sessions\": 8, \"mean_week_duration\": 0.512}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-01 10:44:09.000000+00:00\", \"2020-09-08 23:37:53.000000+00:00\", \"2023-02-27 11:08:49.000000+00:00\", \"2019-06-20 21:18:23.000000+00:00\", \"2019-06-09 22:10:51.000000+00:00\", \"2020-12-31 20:34:42.000000+00:00\", \"2020-01-13 15:46:33.000000+00:00\", \"2020-10-20 23:35:28.000000+00:00\"], \"session_ids\": [\"932313c6-20e7-4bf2-8147-0c6ff692a4db\", \"ea432093-ca66-40f5-a1f0-50cb12c9cb3c\", \"1a8153f4-cbed-4256-a21f-49858d384dd8\", \"dd630484-cf35-4b57-8446-6228d1264a18\", \"d62ce161-80ae-4c84-80db-da3cb0fa01b7\", \"1b1faf6f-fd05-4e0a-bdf2-c9822a90b2e8\", \"8c7fc8ae-54e9-4fb3-94a1-e0f76f9a6850\", \"896afde3-f4ba-4bd7-805c-713e8fc83c5d\"], \"total_duration\": 107.0, \"total_sessions\": 8, \"mean_week_duration\": 0.512}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding 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[{\"57883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-01 10:44:09.000000+00:00\", \"2020-09-08 23:37:53.000000+00:00\", \"2023-02-27 11:08:49.000000+00:00\", \"2019-06-20 21:18:23.000000+00:00\", \"2019-06-09 22:10:51.000000+00:00\", \"2020-12-31 20:34:42.000000+00:00\", \"2020-01-13 15:46:33.000000+00:00\", \"2020-10-20 23:35:28.000000+00:00\"], \"session_ids\": [\"932313c6-20e7-4bf2-8147-0c6ff692a4db\", \"ea432093-ca66-40f5-a1f0-50cb12c9cb3c\", \"1a8153f4-cbed-4256-a21f-49858d384dd8\", \"dd630484-cf35-4b57-8446-6228d1264a18\", \"d62ce161-80ae-4c84-80db-da3cb0fa01b7\", \"1b1faf6f-fd05-4e0a-bdf2-c9822a90b2e8\", \"8c7fc8ae-54e9-4fb3-94a1-e0f76f9a6850\", \"896afde3-f4ba-4bd7-805c-713e8fc83c5d\"], \"total_duration\": 107.0, \"total_sessions\": 8, \"mean_week_duration\": 0.512}}]\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[{\"57883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-01 10:44:09.000000+00:00\", \"2020-09-08 23:37:53.000000+00:00\", \"2023-02-27 11:08:49.000000+00:00\", \"2019-06-20 21:18:23.000000+00:00\", \"2019-06-09 22:10:51.000000+00:00\", \"2020-12-31 20:34:42.000000+00:00\", \"2020-01-13 15:46:33.000000+00:00\", \"2020-10-20 23:35:28.000000+00:00\"], \"session_ids\": [\"932313c6-20e7-4bf2-8147-0c6ff692a4db\", \"ea432093-ca66-40f5-a1f0-50cb12c9cb3c\", \"1a8153f4-cbed-4256-a21f-49858d384dd8\", \"dd630484-cf35-4b57-8446-6228d1264a18\", \"d62ce161-80ae-4c84-80db-da3cb0fa01b7\", \"1b1faf6f-fd05-4e0a-bdf2-c9822a90b2e8\", \"8c7fc8ae-54e9-4fb3-94a1-e0f76f9a6850\", \"896afde3-f4ba-4bd7-805c-713e8fc83c5d\"], \"total_duration\": 107.0, \"total_sessions\": 8, \"mean_week_duration\": 0.512}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about 8 users with a sum of duration that is below 1412, exclusive 1412 plus implement sorting by overall quantity of sessions form the highest to the lowest + save only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-10 10:32:39.000000+00:00\", \"2020-06-03 21:48:12.000000+00:00\", \"2021-12-18 00:18:10.000000+00:00\"], \"session_ids\": [\"fa32f243-9e81-4c52-8cac-178f7bb10f33\", \"e0a094b6-d885-4642-a331-2b1dc4b65ed6\", \"d78b4734-90a4-4c69-92d7-eb1d1daf4fa3\"], \"total_duration\": 132.0, \"total_sessions\": 3, \"mean_week_duration\": 1.63}, \"36829\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-18 17:15:13.000000+00:00\", \"2020-11-04 06:07:26.000000+00:00\"], \"session_ids\": [\"617ceac6-81bd-425b-9ab9-a5b497709e52\", \"c4012b10-410b-45d3-91f2-9488a39293ee\"], \"total_duration\": 364.0, \"total_sessions\": 2, \"mean_week_duration\": 4.55}, \"96505\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-12-25 12:59:18.000000+00:00\", \"2022-04-30 19:04:48.000000+00:00\"], \"session_ids\": [\"52bcf4a0-8b97-4b67-ac34-dd4ffa62af82\", \"d6bb2814-1e6f-4dd1-8f82-a0397ab75457\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 3.35}, \"15062\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-04 04:45:10.000000+00:00\", \"2022-04-13 00:21:54.000000+00:00\"], \"session_ids\": [\"2c2d2815-be73-4f64-ad2b-e2f198ac489a\", \"58314283-7d5b-4848-8359-fe06ea5f75eb\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.602}, \"98604\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-22 11:05:43.000000+00:00\", \"2020-05-22 17:36:23.000000+00:00\", \"2022-05-12 02:16:08.000000+00:00\", \"2019-03-10 13:27:46.000000+00:00\"], \"session_ids\": [\"f747831e-ab38-4434-8ad2-1cf3aa007e04\", \"df1c8551-18a4-47d1-9908-9c92a69cf0ae\", \"8bac121f-6fdd-438c-b8b5-aec03fe62550\", \"c255bc9a-ee41-486e-9fec-934086f01f6e\"], \"total_duration\": 53.0, \"total_sessions\": 4, \"mean_week_duration\": 0.319}, \"28900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-13 15:02:51.000000+00:00\", \"2022-01-13 18:42:44.000000+00:00\", \"2022-06-01 09:28:56.000000+00:00\"], \"session_ids\": [\"7d5799f8-2d96-4ada-96e1-c29ab6502ebd\", \"bf6fe618-cb14-4d6e-a091-224329e6f696\", \"144450df-15ed-4589-ac3b-45d7d96210a0\"], \"total_duration\": 482.0, \"total_sessions\": 3, \"mean_week_duration\": 8.169}, \"66424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-13 12:46:26.000000+00:00\", \"2019-02-08 00:06:25.000000+00:00\"], \"session_ids\": [\"d0e834b6-f8bb-49e8-b7b8-39be54770258\", \"ebff65f1-304c-4f03-9b38-2fe265869077\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.228}, \"62771\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-01-02 06:08:10.000000+00:00\", \"2019-09-19 22:00:31.000000+00:00\"], \"session_ids\": [\"3a1c8f55-19e1-4651-86ec-563adf76b792\", \"384a4f8c-de61-40fe-ab8c-59630c000217\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.676}, \"26715\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-31 17:39:04.000000+00:00\", \"2019-12-18 15:24:57.000000+00:00\", \"2021-04-07 21:36:23.000000+00:00\", \"2019-02-12 07:49:39.000000+00:00\", \"2022-08-02 00:51:19.000000+00:00\", \"2021-03-01 20:41:30.000000+00:00\"], \"session_ids\": [\"2fe3f239-a97f-444e-857f-1b7cd653c0c2\", \"352590b5-d32e-4461-a0e3-d230e2971c92\", \"a2fc1c64-c0a0-49f0-aac1-7a004b3a151a\", \"2ba6fe78-e92d-46dd-b255-8f06d1b60ee7\", \"7b4ac40a-2f5f-4ab2-b53f-8e08eed1a538\", \"260ae9f5-597e-407a-a2fe-fca6e695baf1\"], \"total_duration\": 246.0, \"total_sessions\": 6, \"mean_week_duration\": 1.359}, \"97617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-20 18:18:21.000000+00:00\", \"2019-09-30 04:38:50.000000+00:00\"], \"session_ids\": [\"ab4b7830-0800-4e06-a361-2c9f46ff55e2\", \"7123dc94-2f3b-4ddf-ad4c-379f4db8ff64\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.296}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 1412" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1412, 4220]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-10 10:32:39.000000+00:00\", \"2020-06-03 21:48:12.000000+00:00\", \"2021-12-18 00:18:10.000000+00:00\"], \"session_ids\": [\"fa32f243-9e81-4c52-8cac-178f7bb10f33\", \"e0a094b6-d885-4642-a331-2b1dc4b65ed6\", \"d78b4734-90a4-4c69-92d7-eb1d1daf4fa3\"], \"total_duration\": 132.0, \"total_sessions\": 3, \"mean_week_duration\": 1.63}, \"36829\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-18 17:15:13.000000+00:00\", \"2020-11-04 06:07:26.000000+00:00\"], \"session_ids\": [\"617ceac6-81bd-425b-9ab9-a5b497709e52\", \"c4012b10-410b-45d3-91f2-9488a39293ee\"], \"total_duration\": 364.0, \"total_sessions\": 2, \"mean_week_duration\": 4.55}, \"96505\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-12-25 12:59:18.000000+00:00\", \"2022-04-30 19:04:48.000000+00:00\"], \"session_ids\": [\"52bcf4a0-8b97-4b67-ac34-dd4ffa62af82\", \"d6bb2814-1e6f-4dd1-8f82-a0397ab75457\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 3.35}, \"15062\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-04 04:45:10.000000+00:00\", \"2022-04-13 00:21:54.000000+00:00\"], \"session_ids\": [\"2c2d2815-be73-4f64-ad2b-e2f198ac489a\", \"58314283-7d5b-4848-8359-fe06ea5f75eb\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.602}, \"98604\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-22 11:05:43.000000+00:00\", \"2020-05-22 17:36:23.000000+00:00\", \"2022-05-12 02:16:08.000000+00:00\", \"2019-03-10 13:27:46.000000+00:00\"], \"session_ids\": [\"f747831e-ab38-4434-8ad2-1cf3aa007e04\", \"df1c8551-18a4-47d1-9908-9c92a69cf0ae\", \"8bac121f-6fdd-438c-b8b5-aec03fe62550\", \"c255bc9a-ee41-486e-9fec-934086f01f6e\"], \"total_duration\": 53.0, \"total_sessions\": 4, \"mean_week_duration\": 0.319}, \"28900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-13 15:02:51.000000+00:00\", \"2022-01-13 18:42:44.000000+00:00\", \"2022-06-01 09:28:56.000000+00:00\"], \"session_ids\": [\"7d5799f8-2d96-4ada-96e1-c29ab6502ebd\", \"bf6fe618-cb14-4d6e-a091-224329e6f696\", \"144450df-15ed-4589-ac3b-45d7d96210a0\"], \"total_duration\": 482.0, \"total_sessions\": 3, \"mean_week_duration\": 8.169}, \"66424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-13 12:46:26.000000+00:00\", \"2019-02-08 00:06:25.000000+00:00\"], \"session_ids\": [\"d0e834b6-f8bb-49e8-b7b8-39be54770258\", \"ebff65f1-304c-4f03-9b38-2fe265869077\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.228}, \"62771\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-01-02 06:08:10.000000+00:00\", \"2019-09-19 22:00:31.000000+00:00\"], \"session_ids\": [\"3a1c8f55-19e1-4651-86ec-563adf76b792\", \"384a4f8c-de61-40fe-ab8c-59630c000217\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.676}, \"26715\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-31 17:39:04.000000+00:00\", \"2019-12-18 15:24:57.000000+00:00\", \"2021-04-07 21:36:23.000000+00:00\", \"2019-02-12 07:49:39.000000+00:00\", \"2022-08-02 00:51:19.000000+00:00\", \"2021-03-01 20:41:30.000000+00:00\"], \"session_ids\": [\"2fe3f239-a97f-444e-857f-1b7cd653c0c2\", \"352590b5-d32e-4461-a0e3-d230e2971c92\", \"a2fc1c64-c0a0-49f0-aac1-7a004b3a151a\", \"2ba6fe78-e92d-46dd-b255-8f06d1b60ee7\", \"7b4ac40a-2f5f-4ab2-b53f-8e08eed1a538\", \"260ae9f5-597e-407a-a2fe-fca6e695baf1\"], \"total_duration\": 246.0, \"total_sessions\": 6, \"mean_week_duration\": 1.359}, \"97617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-20 18:18:21.000000+00:00\", \"2019-09-30 04:38:50.000000+00:00\"], \"session_ids\": [\"ab4b7830-0800-4e06-a361-2c9f46ff55e2\", \"7123dc94-2f3b-4ddf-ad4c-379f4db8ff64\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.296}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"26715\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-31 17:39:04.000000+00:00\", \"2019-12-18 15:24:57.000000+00:00\", \"2021-04-07 21:36:23.000000+00:00\", \"2019-02-12 07:49:39.000000+00:00\", \"2022-08-02 00:51:19.000000+00:00\", \"2021-03-01 20:41:30.000000+00:00\"], \"session_ids\": [\"2fe3f239-a97f-444e-857f-1b7cd653c0c2\", \"352590b5-d32e-4461-a0e3-d230e2971c92\", \"a2fc1c64-c0a0-49f0-aac1-7a004b3a151a\", \"2ba6fe78-e92d-46dd-b255-8f06d1b60ee7\", \"7b4ac40a-2f5f-4ab2-b53f-8e08eed1a538\", \"260ae9f5-597e-407a-a2fe-fca6e695baf1\"], \"total_duration\": 246.0, \"total_sessions\": 6, \"mean_week_duration\": 1.359}}, {\"98604\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-22 11:05:43.000000+00:00\", \"2020-05-22 17:36:23.000000+00:00\", \"2022-05-12 02:16:08.000000+00:00\", \"2019-03-10 13:27:46.000000+00:00\"], \"session_ids\": [\"f747831e-ab38-4434-8ad2-1cf3aa007e04\", \"df1c8551-18a4-47d1-9908-9c92a69cf0ae\", \"8bac121f-6fdd-438c-b8b5-aec03fe62550\", \"c255bc9a-ee41-486e-9fec-934086f01f6e\"], \"total_duration\": 53.0, \"total_sessions\": 4, \"mean_week_duration\": 0.319}}, {\"20279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-10 10:32:39.000000+00:00\", \"2020-06-03 21:48:12.000000+00:00\", \"2021-12-18 00:18:10.000000+00:00\"], \"session_ids\": [\"fa32f243-9e81-4c52-8cac-178f7bb10f33\", \"e0a094b6-d885-4642-a331-2b1dc4b65ed6\", \"d78b4734-90a4-4c69-92d7-eb1d1daf4fa3\"], \"total_duration\": 132.0, \"total_sessions\": 3, \"mean_week_duration\": 1.63}}, {\"28900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-13 15:02:51.000000+00:00\", \"2022-01-13 18:42:44.000000+00:00\", \"2022-06-01 09:28:56.000000+00:00\"], \"session_ids\": [\"7d5799f8-2d96-4ada-96e1-c29ab6502ebd\", \"bf6fe618-cb14-4d6e-a091-224329e6f696\", \"144450df-15ed-4589-ac3b-45d7d96210a0\"], \"total_duration\": 482.0, \"total_sessions\": 3, \"mean_week_duration\": 8.169}}, {\"36829\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-18 17:15:13.000000+00:00\", \"2020-11-04 06:07:26.000000+00:00\"], \"session_ids\": [\"617ceac6-81bd-425b-9ab9-a5b497709e52\", \"c4012b10-410b-45d3-91f2-9488a39293ee\"], \"total_duration\": 364.0, \"total_sessions\": 2, \"mean_week_duration\": 4.55}}, {\"96505\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-12-25 12:59:18.000000+00:00\", \"2022-04-30 19:04:48.000000+00:00\"], \"session_ids\": [\"52bcf4a0-8b97-4b67-ac34-dd4ffa62af82\", \"d6bb2814-1e6f-4dd1-8f82-a0397ab75457\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 3.35}}, {\"15062\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-04 04:45:10.000000+00:00\", \"2022-04-13 00:21:54.000000+00:00\"], \"session_ids\": [\"2c2d2815-be73-4f64-ad2b-e2f198ac489a\", \"58314283-7d5b-4848-8359-fe06ea5f75eb\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.602}}, {\"66424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-13 12:46:26.000000+00:00\", \"2019-02-08 00:06:25.000000+00:00\"], \"session_ids\": [\"d0e834b6-f8bb-49e8-b7b8-39be54770258\", \"ebff65f1-304c-4f03-9b38-2fe265869077\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.228}}, {\"62771\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-01-02 06:08:10.000000+00:00\", \"2019-09-19 22:00:31.000000+00:00\"], \"session_ids\": [\"3a1c8f55-19e1-4651-86ec-563adf76b792\", \"384a4f8c-de61-40fe-ab8c-59630c000217\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.676}}, {\"97617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-20 18:18:21.000000+00:00\", \"2019-09-30 04:38:50.000000+00:00\"], \"session_ids\": [\"ab4b7830-0800-4e06-a361-2c9f46ff55e2\", \"7123dc94-2f3b-4ddf-ad4c-379f4db8ff64\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.296}}]\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[{\"26715\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-31 17:39:04.000000+00:00\", \"2019-12-18 15:24:57.000000+00:00\", \"2021-04-07 21:36:23.000000+00:00\", \"2019-02-12 07:49:39.000000+00:00\", \"2022-08-02 00:51:19.000000+00:00\", \"2021-03-01 20:41:30.000000+00:00\"], \"session_ids\": [\"2fe3f239-a97f-444e-857f-1b7cd653c0c2\", \"352590b5-d32e-4461-a0e3-d230e2971c92\", \"a2fc1c64-c0a0-49f0-aac1-7a004b3a151a\", \"2ba6fe78-e92d-46dd-b255-8f06d1b60ee7\", \"7b4ac40a-2f5f-4ab2-b53f-8e08eed1a538\", \"260ae9f5-597e-407a-a2fe-fca6e695baf1\"], \"total_duration\": 246.0, \"total_sessions\": 6, \"mean_week_duration\": 1.359}}, {\"98604\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-22 11:05:43.000000+00:00\", \"2020-05-22 17:36:23.000000+00:00\", \"2022-05-12 02:16:08.000000+00:00\", \"2019-03-10 13:27:46.000000+00:00\"], \"session_ids\": [\"f747831e-ab38-4434-8ad2-1cf3aa007e04\", \"df1c8551-18a4-47d1-9908-9c92a69cf0ae\", \"8bac121f-6fdd-438c-b8b5-aec03fe62550\", \"c255bc9a-ee41-486e-9fec-934086f01f6e\"], \"total_duration\": 53.0, \"total_sessions\": 4, \"mean_week_duration\": 0.319}}, {\"20279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-10 10:32:39.000000+00:00\", \"2020-06-03 21:48:12.000000+00:00\", \"2021-12-18 00:18:10.000000+00:00\"], \"session_ids\": [\"fa32f243-9e81-4c52-8cac-178f7bb10f33\", \"e0a094b6-d885-4642-a331-2b1dc4b65ed6\", \"d78b4734-90a4-4c69-92d7-eb1d1daf4fa3\"], \"total_duration\": 132.0, \"total_sessions\": 3, \"mean_week_duration\": 1.63}}, {\"28900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-13 15:02:51.000000+00:00\", \"2022-01-13 18:42:44.000000+00:00\", \"2022-06-01 09:28:56.000000+00:00\"], \"session_ids\": [\"7d5799f8-2d96-4ada-96e1-c29ab6502ebd\", \"bf6fe618-cb14-4d6e-a091-224329e6f696\", \"144450df-15ed-4589-ac3b-45d7d96210a0\"], \"total_duration\": 482.0, \"total_sessions\": 3, \"mean_week_duration\": 8.169}}]\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[{\"26715\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-31 17:39:04.000000+00:00\", \"2019-12-18 15:24:57.000000+00:00\", \"2021-04-07 21:36:23.000000+00:00\", \"2019-02-12 07:49:39.000000+00:00\", \"2022-08-02 00:51:19.000000+00:00\", \"2021-03-01 20:41:30.000000+00:00\"], \"session_ids\": [\"2fe3f239-a97f-444e-857f-1b7cd653c0c2\", \"352590b5-d32e-4461-a0e3-d230e2971c92\", \"a2fc1c64-c0a0-49f0-aac1-7a004b3a151a\", \"2ba6fe78-e92d-46dd-b255-8f06d1b60ee7\", \"7b4ac40a-2f5f-4ab2-b53f-8e08eed1a538\", \"260ae9f5-597e-407a-a2fe-fca6e695baf1\"], \"total_duration\": 246.0, \"total_sessions\": 6, \"mean_week_duration\": 1.359}}, {\"98604\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-22 11:05:43.000000+00:00\", \"2020-05-22 17:36:23.000000+00:00\", \"2022-05-12 02:16:08.000000+00:00\", \"2019-03-10 13:27:46.000000+00:00\"], \"session_ids\": [\"f747831e-ab38-4434-8ad2-1cf3aa007e04\", \"df1c8551-18a4-47d1-9908-9c92a69cf0ae\", \"8bac121f-6fdd-438c-b8b5-aec03fe62550\", \"c255bc9a-ee41-486e-9fec-934086f01f6e\"], \"total_duration\": 53.0, \"total_sessions\": 4, \"mean_week_duration\": 0.319}}, {\"20279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-10 10:32:39.000000+00:00\", \"2020-06-03 21:48:12.000000+00:00\", \"2021-12-18 00:18:10.000000+00:00\"], \"session_ids\": [\"fa32f243-9e81-4c52-8cac-178f7bb10f33\", \"e0a094b6-d885-4642-a331-2b1dc4b65ed6\", \"d78b4734-90a4-4c69-92d7-eb1d1daf4fa3\"], \"total_duration\": 132.0, \"total_sessions\": 3, \"mean_week_duration\": 1.63}}, {\"28900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-13 15:02:51.000000+00:00\", \"2022-01-13 18:42:44.000000+00:00\", \"2022-06-01 09:28:56.000000+00:00\"], \"session_ids\": [\"7d5799f8-2d96-4ada-96e1-c29ab6502ebd\", \"bf6fe618-cb14-4d6e-a091-224329e6f696\", \"144450df-15ed-4589-ac3b-45d7d96210a0\"], \"total_duration\": 482.0, \"total_sessions\": 3, \"mean_week_duration\": 8.169}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about users who currently live in city Bogota + sort by app usage time descendingly , and display me only 2 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{\"63290\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-13 02:13:16.000000+00:00\", \"2022-11-12 05:53:44.000000+00:00\", \"2022-04-28 08:40:48.000000+00:00\", \"2023-03-09 17:52:58.000000+00:00\", \"2022-05-10 15:42:00.000000+00:00\"], \"session_ids\": [\"9b6b9bff-1187-4f1e-9d59-b3abfd07e14c\", \"2e6ee842-e3fe-472e-bf36-227636613eef\", \"86b7f1d4-9db7-4734-9f78-5468ea9bc787\", \"d2706e77-6337-4d7d-ab5e-04bd98e7ef83\", \"b92d60d8-6632-4e51-927b-baaca5d9f38d\"], \"total_duration\": 137.0, \"total_sessions\": 5, \"mean_week_duration\": 2.635}, \"83529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2023-02-20 11:21:04.000000+00:00\", \"2022-08-09 07:18:12.000000+00:00\"], \"session_ids\": [\"52baa8c3-86b0-480c-8be1-e2ebd408d32a\", \"434f3578-a43d-4cd6-b564-687a6eddf57e\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 9.25}, \"33154\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 7}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-22 22:27:50.000000+00:00\", \"2021-09-30 23:59:06.000000+00:00\"], \"session_ids\": [\"496965b1-fbaa-47d5-b7b9-7aecc2286e7f\", \"5a1c6b9e-ec06-462c-a2ef-f73c385a99cb\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.857}, \"99364\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-28 16:15:11.000000+00:00\", \"2023-05-26 22:28:53.000000+00:00\", \"2022-11-16 23:16:38.000000+00:00\"], \"session_ids\": [\"6fef93d1-4bbf-4449-bec0-24ec003c0a24\", \"a7213e57-c1d7-4906-a106-1ded84d232e8\", \"a4cfa731-f912-41de-85a4-7aafa80fab7f\"], \"total_duration\": 344.0, \"total_sessions\": 3, \"mean_week_duration\": 2.475}, \"9120\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-04 13:10:31.000000+00:00\", \"2023-06-11 20:36:41.000000+00:00\"], \"session_ids\": [\"6184baf9-6df1-44c1-90d5-4f8025454e31\", \"9be0238f-a3f6-4ebb-9dfc-3454faad73f3\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 3.612}, \"9377\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-25 11:19:45.000000+00:00\", \"2019-09-20 22:48:39.000000+00:00\"], \"session_ids\": [\"c83cf714-65ae-4a49-ad3c-5b5dec088622\", \"700450e3-d667-4fac-b492-7cd584e271fb\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 2.361}, \"98826\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-20 06:09:56.000000+00:00\", \"2021-07-17 10:30:47.000000+00:00\"], \"session_ids\": [\"71181a0c-e2f5-4e4d-ab15-7dde96c47ee2\", \"fd584683-2688-4c89-b6f1-b4640b22274b\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 17.385}, \"85189\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-09-12 14:25:35.000000+00:00\", \"2021-09-24 10:34:38.000000+00:00\", \"2019-01-04 18:52:10.000000+00:00\", \"2019-10-28 14:26:21.000000+00:00\", \"2020-03-15 11:25:49.000000+00:00\", \"2023-05-07 13:57:57.000000+00:00\", \"2022-03-08 12:16:15.000000+00:00\"], \"session_ids\": [\"37a0782f-fd31-4c08-bc9a-55425ba7c1ca\", \"2bd834be-dd39-43d1-a56e-45eb61fd3bfa\", \"47dbc9b1-4ee2-4084-82f6-4676e4b92be5\", \"0abae493-6af2-4988-b2fc-6dd4e2269963\", \"07a79164-d9e9-4115-9096-3ebc9603f194\", \"151d4274-491d-4f98-a4af-fd431a45edf5\", \"5dc088f0-9e36-4501-b428-98007154a54a\"], \"total_duration\": 1473.0, \"total_sessions\": 7, \"mean_week_duration\": 6.489}, \"72348\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-04 14:43:53.000000+00:00\", \"2021-04-23 23:15:32.000000+00:00\", \"2022-02-05 04:32:45.000000+00:00\", \"2019-03-07 01:22:45.000000+00:00\"], \"session_ids\": [\"16b19313-d0e0-4d24-a07a-fbea0b70710c\", \"645e93a4-ac57-4fd4-9867-4c1ca0c3f560\", \"f0e7d61a-b4d6-4874-b5fe-6d5e0fa5cf28\", \"54c108b4-2583-485e-9913-a7fc301d5eb5\"], \"total_duration\": 362.0, \"total_sessions\": 4, \"mean_week_duration\": 2.248}, \"52510\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-15 16:02:43.000000+00:00\", \"2022-11-24 23:42:02.000000+00:00\", \"2021-08-11 11:15:09.000000+00:00\", \"2021-11-17 08:43:01.000000+00:00\", \"2019-03-02 07:30:34.000000+00:00\", \"2021-07-02 18:18:25.000000+00:00\"], \"session_ids\": [\"a79a0b8e-c779-4bee-be71-752eae3a70db\", \"ba4d4615-febc-45de-8839-94c5c237dbc2\", \"183b3970-b3bb-4ac8-a0dc-ed57f0dfe6db\", \"15970ed0-71bd-4335-a69b-fdda5c4ba15f\", \"1f14c786-26b3-43fe-a13b-bb6c160d28e0\", \"f9edc554-e1b1-42f8-a449-29dfbb24940e\"], \"total_duration\": 1283.0, \"total_sessions\": 6, \"mean_week_duration\": 6.579}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is Bogota" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Bogota\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"99364\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-28 16:15:11.000000+00:00\", \"2023-05-26 22:28:53.000000+00:00\", \"2022-11-16 23:16:38.000000+00:00\"], \"session_ids\": [\"6fef93d1-4bbf-4449-bec0-24ec003c0a24\", \"a7213e57-c1d7-4906-a106-1ded84d232e8\", \"a4cfa731-f912-41de-85a4-7aafa80fab7f\"], \"total_duration\": 344.0, \"total_sessions\": 3, \"mean_week_duration\": 2.475}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99364\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-28 16:15:11.000000+00:00\", \"2023-05-26 22:28:53.000000+00:00\", \"2022-11-16 23:16:38.000000+00:00\"], \"session_ids\": [\"6fef93d1-4bbf-4449-bec0-24ec003c0a24\", \"a7213e57-c1d7-4906-a106-1ded84d232e8\", \"a4cfa731-f912-41de-85a4-7aafa80fab7f\"], \"total_duration\": 344.0, \"total_sessions\": 3, \"mean_week_duration\": 2.475}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding 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[{\"99364\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-28 16:15:11.000000+00:00\", \"2023-05-26 22:28:53.000000+00:00\", \"2022-11-16 23:16:38.000000+00:00\"], \"session_ids\": [\"6fef93d1-4bbf-4449-bec0-24ec003c0a24\", \"a7213e57-c1d7-4906-a106-1ded84d232e8\", \"a4cfa731-f912-41de-85a4-7aafa80fab7f\"], \"total_duration\": 344.0, \"total_sessions\": 3, \"mean_week_duration\": 2.475}}]\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[{\"99364\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-28 16:15:11.000000+00:00\", \"2023-05-26 22:28:53.000000+00:00\", \"2022-11-16 23:16:38.000000+00:00\"], \"session_ids\": [\"6fef93d1-4bbf-4449-bec0-24ec003c0a24\", \"a7213e57-c1d7-4906-a106-1ded84d232e8\", \"a4cfa731-f912-41de-85a4-7aafa80fab7f\"], \"total_duration\": 344.0, \"total_sessions\": 3, \"mean_week_duration\": 2.475}}]\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": "I want to know about 2 users who have all sessions quantity larger than 4 inclusive in addition execute sorting by total_duration decliningly." } ]
[ { "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{\"65306\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-14 12:51:34.000000+00:00\", \"2022-02-05 03:38:30.000000+00:00\"], \"session_ids\": [\"715110a5-ad8a-4a3f-b378-187d12b8b654\", \"84b32e97-4b38-4aa7-aa56-c25ca62dea3e\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 9.036}, \"75841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-30 05:59:54.000000+00:00\", \"2023-04-27 16:30:54.000000+00:00\"], \"session_ids\": [\"cfa6672f-4645-411e-af8a-d2ddf79374f1\", \"64bf5f05-a20f-4943-8d01-57fc10ee9be1\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.29}, \"9486\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-16 06:06:53.000000+00:00\", \"2019-02-10 21:29:40.000000+00:00\", \"2020-08-11 21:39:53.000000+00:00\", \"2022-08-28 05:40:39.000000+00:00\"], \"session_ids\": [\"318101d2-b163-473e-a28e-bdae92631e8c\", \"3812b7f9-53b6-4b7c-a09b-a076f8022dc7\", \"00801835-a913-441b-a374-7019c6284815\", \"e00622a4-940e-429f-9cae-30c82150d211\"], \"total_duration\": 460.0, \"total_sessions\": 4, \"mean_week_duration\": 2.486}, \"87840\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2022-04-23 02:26:54.000000+00:00\", \"2021-09-14 23:42:47.000000+00:00\", \"2020-08-16 00:42:50.000000+00:00\"], \"session_ids\": [\"1d5faaa8-9f37-4172-9461-4a454cc34bf0\", \"922e338c-a56f-41db-b6a2-f21cab672759\", \"a919c0e0-6d90-4234-9951-f028af831d44\"], \"total_duration\": 477.0, \"total_sessions\": 3, \"mean_week_duration\": 5.42}, \"93176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-04 00:25:51.000000+00:00\", \"2022-05-25 09:38:00.000000+00:00\", \"2019-05-28 05:22:29.000000+00:00\", \"2019-08-18 23:30:55.000000+00:00\", \"2020-11-08 05:21:45.000000+00:00\", \"2021-06-04 03:08:14.000000+00:00\", \"2020-10-03 18:39:02.000000+00:00\"], \"session_ids\": [\"fff834b7-3aff-4882-9564-ce0a89830240\", \"c27c3dc9-5fbd-404d-984d-5f2b0443c5c0\", \"b1805524-be38-4914-b2cb-8940462ad1d6\", \"724100ff-0828-4a4d-88a6-e492e4857a36\", \"ad4a7a4b-a859-4040-bbfc-2ca864890c68\", \"ade2abbf-f343-42cb-b626-e7292741531f\", \"e6f0051e-4839-4bfb-bdbd-0e294881bfbd\"], \"total_duration\": 225.0, \"total_sessions\": 7, \"mean_week_duration\": 1.433}, \"53531\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-26 04:44:47.000000+00:00\", \"2020-10-10 04:16:37.000000+00:00\", \"2020-10-20 10:24:22.000000+00:00\", \"2019-08-13 23:52:03.000000+00:00\"], \"session_ids\": [\"ca18c5d4-0496-445e-808a-ffa04de0b599\", \"14711a75-e080-463b-8aa8-7c8f0e7811e8\", \"7e56637c-bc62-4816-8e6d-05df49254534\", \"75120d52-9edb-4c3b-adf2-bb083b677543\"], \"total_duration\": 770.0, \"total_sessions\": 4, \"mean_week_duration\": 4.254}, \"57118\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-09-13 06:19:58.000000+00:00\", \"2023-05-09 00:34:15.000000+00:00\", \"2020-05-31 22:17:40.000000+00:00\"], \"session_ids\": [\"e1e4c313-1047-4fef-808e-358f4c82e40f\", \"9efd449d-42f6-4a79-82b6-c32a2ebd1541\", \"4087586c-02d0-490d-b4c5-f50fdf3ab7b6\"], \"total_duration\": 496.0, \"total_sessions\": 3, \"mean_week_duration\": 3.221}, \"78151\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-18 15:40:11.000000+00:00\", \"2022-04-21 15:47:56.000000+00:00\", \"2022-08-23 17:14:47.000000+00:00\", \"2023-06-07 17:05:14.000000+00:00\", \"2022-05-17 15:54:53.000000+00:00\", \"2019-02-28 02:38:58.000000+00:00\"], \"session_ids\": [\"24ade753-f136-4454-979e-5efaf4f084c8\", \"240bec6f-7ba7-4088-a8d6-0857e7e025c3\", \"e59a736d-5e3b-4342-b8e6-746c64f5b1f1\", \"0400806f-500e-44a7-a811-0464e5717ca5\", \"a5678f10-6b1e-4c0f-b3a7-503c7cd49425\", \"51107805-2026-4ba3-bfea-80aeb6ed754d\"], \"total_duration\": 419.0, \"total_sessions\": 6, \"mean_week_duration\": 1.879}, \"39194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-01 06:02:05.000000+00:00\", \"2022-02-14 13:13:01.000000+00:00\", \"2021-02-20 00:01:43.000000+00:00\"], \"session_ids\": [\"a2c693bb-3c73-44b7-9680-c4e2b38fc2f7\", \"8653c6ab-e60d-40d9-bb80-62e24ffcd0d1\", \"1f9ca821-90be-418b-90e8-a607cb3e4346\"], \"total_duration\": 606.0, \"total_sessions\": 3, \"mean_week_duration\": 3.91}, \"8672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-29 12:57:27.000000+00:00\", \"2022-08-23 13:36:22.000000+00:00\", \"2019-11-04 02:29:33.000000+00:00\", \"2022-11-16 15:29:50.000000+00:00\", \"2021-07-02 14:36:20.000000+00:00\", \"2021-09-15 03:52:41.000000+00:00\"], \"session_ids\": [\"0778878f-71a4-40af-8564-ee5ee4756cf7\", \"10b62d11-fd9a-40a2-abce-d38166911fc9\", \"66031f37-e8ca-49c3-87eb-b72a0a4e3dbd\", \"5ed0d5ab-daf2-4c46-a99e-a334b4ac9536\", \"e907d5c1-56aa-4d71-bf32-01f5ce89fc79\", \"83eb2820-2cea-4e1c-b00a-8da84e9d9417\"], \"total_duration\": 3331.0, \"total_sessions\": 6, \"mean_week_duration\": 20.95}}\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, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9486\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-16 06:06:53.000000+00:00\", \"2019-02-10 21:29:40.000000+00:00\", \"2020-08-11 21:39:53.000000+00:00\", \"2022-08-28 05:40:39.000000+00:00\"], \"session_ids\": [\"318101d2-b163-473e-a28e-bdae92631e8c\", \"3812b7f9-53b6-4b7c-a09b-a076f8022dc7\", \"00801835-a913-441b-a374-7019c6284815\", \"e00622a4-940e-429f-9cae-30c82150d211\"], \"total_duration\": 460.0, \"total_sessions\": 4, \"mean_week_duration\": 2.486}, \"93176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-04 00:25:51.000000+00:00\", \"2022-05-25 09:38:00.000000+00:00\", \"2019-05-28 05:22:29.000000+00:00\", \"2019-08-18 23:30:55.000000+00:00\", \"2020-11-08 05:21:45.000000+00:00\", \"2021-06-04 03:08:14.000000+00:00\", \"2020-10-03 18:39:02.000000+00:00\"], \"session_ids\": [\"fff834b7-3aff-4882-9564-ce0a89830240\", \"c27c3dc9-5fbd-404d-984d-5f2b0443c5c0\", \"b1805524-be38-4914-b2cb-8940462ad1d6\", \"724100ff-0828-4a4d-88a6-e492e4857a36\", \"ad4a7a4b-a859-4040-bbfc-2ca864890c68\", \"ade2abbf-f343-42cb-b626-e7292741531f\", \"e6f0051e-4839-4bfb-bdbd-0e294881bfbd\"], \"total_duration\": 225.0, \"total_sessions\": 7, \"mean_week_duration\": 1.433}, \"53531\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-26 04:44:47.000000+00:00\", \"2020-10-10 04:16:37.000000+00:00\", \"2020-10-20 10:24:22.000000+00:00\", \"2019-08-13 23:52:03.000000+00:00\"], \"session_ids\": [\"ca18c5d4-0496-445e-808a-ffa04de0b599\", \"14711a75-e080-463b-8aa8-7c8f0e7811e8\", \"7e56637c-bc62-4816-8e6d-05df49254534\", \"75120d52-9edb-4c3b-adf2-bb083b677543\"], \"total_duration\": 770.0, \"total_sessions\": 4, \"mean_week_duration\": 4.254}, \"78151\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-18 15:40:11.000000+00:00\", \"2022-04-21 15:47:56.000000+00:00\", \"2022-08-23 17:14:47.000000+00:00\", \"2023-06-07 17:05:14.000000+00:00\", \"2022-05-17 15:54:53.000000+00:00\", \"2019-02-28 02:38:58.000000+00:00\"], \"session_ids\": [\"24ade753-f136-4454-979e-5efaf4f084c8\", \"240bec6f-7ba7-4088-a8d6-0857e7e025c3\", \"e59a736d-5e3b-4342-b8e6-746c64f5b1f1\", \"0400806f-500e-44a7-a811-0464e5717ca5\", \"a5678f10-6b1e-4c0f-b3a7-503c7cd49425\", \"51107805-2026-4ba3-bfea-80aeb6ed754d\"], \"total_duration\": 419.0, \"total_sessions\": 6, \"mean_week_duration\": 1.879}, \"8672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-29 12:57:27.000000+00:00\", \"2022-08-23 13:36:22.000000+00:00\", \"2019-11-04 02:29:33.000000+00:00\", \"2022-11-16 15:29:50.000000+00:00\", \"2021-07-02 14:36:20.000000+00:00\", \"2021-09-15 03:52:41.000000+00:00\"], \"session_ids\": [\"0778878f-71a4-40af-8564-ee5ee4756cf7\", \"10b62d11-fd9a-40a2-abce-d38166911fc9\", \"66031f37-e8ca-49c3-87eb-b72a0a4e3dbd\", \"5ed0d5ab-daf2-4c46-a99e-a334b4ac9536\", \"e907d5c1-56aa-4d71-bf32-01f5ce89fc79\", \"83eb2820-2cea-4e1c-b00a-8da84e9d9417\"], \"total_duration\": 3331.0, \"total_sessions\": 6, \"mean_week_duration\": 20.95}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"8672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-29 12:57:27.000000+00:00\", \"2022-08-23 13:36:22.000000+00:00\", \"2019-11-04 02:29:33.000000+00:00\", \"2022-11-16 15:29:50.000000+00:00\", \"2021-07-02 14:36:20.000000+00:00\", \"2021-09-15 03:52:41.000000+00:00\"], \"session_ids\": [\"0778878f-71a4-40af-8564-ee5ee4756cf7\", \"10b62d11-fd9a-40a2-abce-d38166911fc9\", \"66031f37-e8ca-49c3-87eb-b72a0a4e3dbd\", \"5ed0d5ab-daf2-4c46-a99e-a334b4ac9536\", \"e907d5c1-56aa-4d71-bf32-01f5ce89fc79\", \"83eb2820-2cea-4e1c-b00a-8da84e9d9417\"], \"total_duration\": 3331.0, \"total_sessions\": 6, \"mean_week_duration\": 20.95}}, {\"53531\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-26 04:44:47.000000+00:00\", \"2020-10-10 04:16:37.000000+00:00\", \"2020-10-20 10:24:22.000000+00:00\", \"2019-08-13 23:52:03.000000+00:00\"], \"session_ids\": [\"ca18c5d4-0496-445e-808a-ffa04de0b599\", \"14711a75-e080-463b-8aa8-7c8f0e7811e8\", \"7e56637c-bc62-4816-8e6d-05df49254534\", \"75120d52-9edb-4c3b-adf2-bb083b677543\"], \"total_duration\": 770.0, \"total_sessions\": 4, \"mean_week_duration\": 4.254}}, {\"9486\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-16 06:06:53.000000+00:00\", \"2019-02-10 21:29:40.000000+00:00\", \"2020-08-11 21:39:53.000000+00:00\", \"2022-08-28 05:40:39.000000+00:00\"], \"session_ids\": [\"318101d2-b163-473e-a28e-bdae92631e8c\", \"3812b7f9-53b6-4b7c-a09b-a076f8022dc7\", \"00801835-a913-441b-a374-7019c6284815\", \"e00622a4-940e-429f-9cae-30c82150d211\"], \"total_duration\": 460.0, \"total_sessions\": 4, \"mean_week_duration\": 2.486}}, {\"78151\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-18 15:40:11.000000+00:00\", \"2022-04-21 15:47:56.000000+00:00\", \"2022-08-23 17:14:47.000000+00:00\", \"2023-06-07 17:05:14.000000+00:00\", \"2022-05-17 15:54:53.000000+00:00\", \"2019-02-28 02:38:58.000000+00:00\"], \"session_ids\": [\"24ade753-f136-4454-979e-5efaf4f084c8\", \"240bec6f-7ba7-4088-a8d6-0857e7e025c3\", \"e59a736d-5e3b-4342-b8e6-746c64f5b1f1\", \"0400806f-500e-44a7-a811-0464e5717ca5\", \"a5678f10-6b1e-4c0f-b3a7-503c7cd49425\", \"51107805-2026-4ba3-bfea-80aeb6ed754d\"], \"total_duration\": 419.0, \"total_sessions\": 6, \"mean_week_duration\": 1.879}}, {\"93176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-04 00:25:51.000000+00:00\", \"2022-05-25 09:38:00.000000+00:00\", \"2019-05-28 05:22:29.000000+00:00\", \"2019-08-18 23:30:55.000000+00:00\", \"2020-11-08 05:21:45.000000+00:00\", \"2021-06-04 03:08:14.000000+00:00\", \"2020-10-03 18:39:02.000000+00:00\"], \"session_ids\": [\"fff834b7-3aff-4882-9564-ce0a89830240\", \"c27c3dc9-5fbd-404d-984d-5f2b0443c5c0\", \"b1805524-be38-4914-b2cb-8940462ad1d6\", \"724100ff-0828-4a4d-88a6-e492e4857a36\", \"ad4a7a4b-a859-4040-bbfc-2ca864890c68\", \"ade2abbf-f343-42cb-b626-e7292741531f\", \"e6f0051e-4839-4bfb-bdbd-0e294881bfbd\"], \"total_duration\": 225.0, \"total_sessions\": 7, \"mean_week_duration\": 1.433}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"8672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-29 12:57:27.000000+00:00\", \"2022-08-23 13:36:22.000000+00:00\", \"2019-11-04 02:29:33.000000+00:00\", \"2022-11-16 15:29:50.000000+00:00\", \"2021-07-02 14:36:20.000000+00:00\", \"2021-09-15 03:52:41.000000+00:00\"], \"session_ids\": [\"0778878f-71a4-40af-8564-ee5ee4756cf7\", \"10b62d11-fd9a-40a2-abce-d38166911fc9\", \"66031f37-e8ca-49c3-87eb-b72a0a4e3dbd\", \"5ed0d5ab-daf2-4c46-a99e-a334b4ac9536\", \"e907d5c1-56aa-4d71-bf32-01f5ce89fc79\", \"83eb2820-2cea-4e1c-b00a-8da84e9d9417\"], \"total_duration\": 3331.0, \"total_sessions\": 6, \"mean_week_duration\": 20.95}}, {\"53531\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-26 04:44:47.000000+00:00\", \"2020-10-10 04:16:37.000000+00:00\", \"2020-10-20 10:24:22.000000+00:00\", \"2019-08-13 23:52:03.000000+00:00\"], \"session_ids\": [\"ca18c5d4-0496-445e-808a-ffa04de0b599\", \"14711a75-e080-463b-8aa8-7c8f0e7811e8\", \"7e56637c-bc62-4816-8e6d-05df49254534\", \"75120d52-9edb-4c3b-adf2-bb083b677543\"], \"total_duration\": 770.0, \"total_sessions\": 4, \"mean_week_duration\": 4.254}}]\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[{\"8672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-29 12:57:27.000000+00:00\", \"2022-08-23 13:36:22.000000+00:00\", \"2019-11-04 02:29:33.000000+00:00\", \"2022-11-16 15:29:50.000000+00:00\", \"2021-07-02 14:36:20.000000+00:00\", \"2021-09-15 03:52:41.000000+00:00\"], \"session_ids\": [\"0778878f-71a4-40af-8564-ee5ee4756cf7\", \"10b62d11-fd9a-40a2-abce-d38166911fc9\", \"66031f37-e8ca-49c3-87eb-b72a0a4e3dbd\", \"5ed0d5ab-daf2-4c46-a99e-a334b4ac9536\", \"e907d5c1-56aa-4d71-bf32-01f5ce89fc79\", \"83eb2820-2cea-4e1c-b00a-8da84e9d9417\"], \"total_duration\": 3331.0, \"total_sessions\": 6, \"mean_week_duration\": 20.95}}, {\"53531\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-26 04:44:47.000000+00:00\", \"2020-10-10 04:16:37.000000+00:00\", \"2020-10-20 10:24:22.000000+00:00\", \"2019-08-13 23:52:03.000000+00:00\"], \"session_ids\": [\"ca18c5d4-0496-445e-808a-ffa04de0b599\", \"14711a75-e080-463b-8aa8-7c8f0e7811e8\", \"7e56637c-bc62-4816-8e6d-05df49254534\", \"75120d52-9edb-4c3b-adf2-bb083b677543\"], \"total_duration\": 770.0, \"total_sessions\": 4, \"mean_week_duration\": 4.254}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 6 users whose duration summation of sessions per week is less than 5 and greater than 42 + put to use sorting by time spent on the site from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-09 03:36:55.000000+00:00\", \"2019-07-09 22:58:49.000000+00:00\"], \"session_ids\": [\"72027c74-b4ef-47eb-a5f3-47388bb02477\", \"74e3f9ee-d751-40dc-a47a-351c11ffd28a\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"32737\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-17 11:33:12.000000+00:00\", \"2019-05-15 22:03:31.000000+00:00\", \"2019-01-27 04:17:21.000000+00:00\", \"2022-11-16 19:46:29.000000+00:00\", \"2021-08-17 17:08:12.000000+00:00\", \"2021-01-14 08:51:55.000000+00:00\", \"2020-11-17 14:48:56.000000+00:00\"], \"session_ids\": [\"316e0eea-7336-43bf-a67b-40b5b1e2d002\", \"548ffe0c-cba1-4f74-929e-5903a14db581\", \"2b32899e-a2c8-47be-a0c3-a58aad9cd7ba\", \"12ed88ce-7ad0-4663-af80-3b4f2615aa37\", \"f1ca959f-87dc-46b4-aa4e-1a86c1a1ef34\", \"518662fa-c781-4e58-a93d-2eef96921496\", \"8c7cab6b-140b-4181-aebe-15dcbbcdbd17\"], \"total_duration\": 1659.0, \"total_sessions\": 7, \"mean_week_duration\": 8.337}, \"33537\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-26 20:23:17.000000+00:00\", \"2019-04-09 08:15:49.000000+00:00\", \"2019-08-09 09:18:07.000000+00:00\"], \"session_ids\": [\"0abcd894-2d71-4799-a3fa-ca6826635f33\", \"c28f72e8-b351-46e3-a7b4-5432a9f0a979\", \"f7727b5a-a65e-4e38-878e-d53fbd3c7d78\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}, \"9054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-17 15:00:07.000000+00:00\", \"2022-05-20 11:19:25.000000+00:00\", \"2021-05-17 17:15:15.000000+00:00\"], \"session_ids\": [\"06f8facf-a3fc-449d-9ee3-60f8c151310c\", \"43e3fc29-f4a5-479e-828b-bb77261f2613\", \"54a4710c-d7d3-4490-b162-da548bb3de0d\"], \"total_duration\": 610.0, \"total_sessions\": 3, \"mean_week_duration\": 3.506}, \"68349\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-19 17:40:40.000000+00:00\", \"2021-10-11 11:02:42.000000+00:00\"], \"session_ids\": [\"97c80694-7b7e-4548-aa60-98c04b60e17f\", \"b74b4568-c065-431f-bbe9-0692b2de17f3\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.712}, \"55881\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-25 22:11:02.000000+00:00\", \"2020-05-19 13:25:48.000000+00:00\", \"2021-09-06 07:13:23.000000+00:00\", \"2020-04-04 13:27:37.000000+00:00\", \"2020-08-25 22:19:54.000000+00:00\", \"2023-05-02 21:24:13.000000+00:00\", \"2020-03-25 21:45:19.000000+00:00\"], \"session_ids\": [\"0322a9b3-7d74-4019-99ce-235c13d10040\", \"03d8472a-f3e4-49b3-b23c-0f3c35539c20\", \"f223a3c7-84d7-4edd-b628-0a80c61a0a5f\", \"8dc65bb0-4007-494e-ba95-0cc58bf2694a\", \"8f30a9b8-f33d-4f5f-8bf4-1d01838a81e2\", \"b0f675d6-0f6d-4e0e-b092-996e02fff6d0\", \"2c4f0641-0033-4e80-a130-df4cdcdd93c8\"], \"total_duration\": 3322.0, \"total_sessions\": 7, \"mean_week_duration\": 20.506}, \"7376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-11 16:15:02.000000+00:00\", \"2022-11-20 13:16:08.000000+00:00\", \"2019-05-22 05:58:28.000000+00:00\", \"2022-06-03 21:07:43.000000+00:00\", \"2020-05-11 00:06:49.000000+00:00\", \"2021-11-30 06:11:51.000000+00:00\", \"2021-10-10 13:32:33.000000+00:00\", \"2021-06-10 15:13:53.000000+00:00\", \"2022-05-14 16:49:20.000000+00:00\", \"2022-08-18 08:43:46.000000+00:00\", \"2022-08-23 01:59:39.000000+00:00\"], \"session_ids\": [\"50749085-74fc-4b8a-9a9d-251b9594867e\", \"09c79dbf-85e7-4153-8cf6-309dd0ca5d1e\", \"e59631e1-084b-468a-94d4-034e8b53d58e\", \"3e8fc332-a218-472e-be1f-14e01f7cec39\", \"d972c25d-b598-4922-a134-18fda77daf52\", \"0f299add-b203-432f-b4ba-9f7c5d4dcf11\", \"e6d02934-ee59-451f-a68d-0a5d3ce994de\", \"b7f31db3-5a96-46ec-bf0e-a1fcbcc14c58\", \"4386f600-f2e6-4e62-be61-369e3a355db8\", \"f8ffbe8f-6068-44ed-a4db-d63a39c0f294\", \"413f5a6b-783d-4ea5-8151-f2476b555465\"], \"total_duration\": 13424.0, \"total_sessions\": 11, \"mean_week_duration\": 67.457}, \"36974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-18 23:12:40.000000+00:00\", \"2020-07-15 08:08:00.000000+00:00\", \"2022-12-27 06:32:08.000000+00:00\"], \"session_ids\": [\"e535f13c-e36d-49f5-a03f-e62719563a82\", \"caee867a-b9cb-4408-a5b1-a5f992fad47c\", \"6968d891-10a1-466b-a0fe-14386891c04d\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.625}, \"77747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-24 21:37:59.000000+00:00\", \"2019-09-17 21:19:28.000000+00:00\"], \"session_ids\": [\"c89fbbaf-080e-4258-9812-4be0e88516ac\", \"7c599f1c-e3e4-4219-90ff-75c291ec35b0\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.87}, \"63108\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-31 22:19:30.000000+00:00\", \"2023-06-03 10:15:57.000000+00:00\", \"2021-05-02 01:48:34.000000+00:00\"], \"session_ids\": [\"2f946e29-a438-4721-a87a-f33534af8cc2\", \"c54efe58-9563-4ec3-ace4-0926ba8b3b7e\", \"66bd495d-e78e-4879-b960-533936e1058a\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.275}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 5 and are equal or greater than 42" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[5, 42]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-09 03:36:55.000000+00:00\", \"2019-07-09 22:58:49.000000+00:00\"], \"session_ids\": [\"72027c74-b4ef-47eb-a5f3-47388bb02477\", \"74e3f9ee-d751-40dc-a47a-351c11ffd28a\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"33537\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-26 20:23:17.000000+00:00\", \"2019-04-09 08:15:49.000000+00:00\", \"2019-08-09 09:18:07.000000+00:00\"], \"session_ids\": [\"0abcd894-2d71-4799-a3fa-ca6826635f33\", \"c28f72e8-b351-46e3-a7b4-5432a9f0a979\", \"f7727b5a-a65e-4e38-878e-d53fbd3c7d78\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}, \"9054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-17 15:00:07.000000+00:00\", \"2022-05-20 11:19:25.000000+00:00\", \"2021-05-17 17:15:15.000000+00:00\"], \"session_ids\": [\"06f8facf-a3fc-449d-9ee3-60f8c151310c\", \"43e3fc29-f4a5-479e-828b-bb77261f2613\", \"54a4710c-d7d3-4490-b162-da548bb3de0d\"], \"total_duration\": 610.0, \"total_sessions\": 3, \"mean_week_duration\": 3.506}, \"68349\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-19 17:40:40.000000+00:00\", \"2021-10-11 11:02:42.000000+00:00\"], \"session_ids\": [\"97c80694-7b7e-4548-aa60-98c04b60e17f\", \"b74b4568-c065-431f-bbe9-0692b2de17f3\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.712}, \"36974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-18 23:12:40.000000+00:00\", \"2020-07-15 08:08:00.000000+00:00\", \"2022-12-27 06:32:08.000000+00:00\"], \"session_ids\": [\"e535f13c-e36d-49f5-a03f-e62719563a82\", \"caee867a-b9cb-4408-a5b1-a5f992fad47c\", \"6968d891-10a1-466b-a0fe-14386891c04d\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.625}, \"77747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-24 21:37:59.000000+00:00\", \"2019-09-17 21:19:28.000000+00:00\"], \"session_ids\": [\"c89fbbaf-080e-4258-9812-4be0e88516ac\", \"7c599f1c-e3e4-4219-90ff-75c291ec35b0\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.87}, \"63108\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-31 22:19:30.000000+00:00\", \"2023-06-03 10:15:57.000000+00:00\", \"2021-05-02 01:48:34.000000+00:00\"], \"session_ids\": [\"2f946e29-a438-4721-a87a-f33534af8cc2\", \"c54efe58-9563-4ec3-ace4-0926ba8b3b7e\", \"66bd495d-e78e-4879-b960-533936e1058a\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.275}, \"7376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-11 16:15:02.000000+00:00\", \"2022-11-20 13:16:08.000000+00:00\", \"2019-05-22 05:58:28.000000+00:00\", \"2022-06-03 21:07:43.000000+00:00\", \"2020-05-11 00:06:49.000000+00:00\", \"2021-11-30 06:11:51.000000+00:00\", \"2021-10-10 13:32:33.000000+00:00\", \"2021-06-10 15:13:53.000000+00:00\", \"2022-05-14 16:49:20.000000+00:00\", \"2022-08-18 08:43:46.000000+00:00\", \"2022-08-23 01:59:39.000000+00:00\"], \"session_ids\": [\"50749085-74fc-4b8a-9a9d-251b9594867e\", \"09c79dbf-85e7-4153-8cf6-309dd0ca5d1e\", \"e59631e1-084b-468a-94d4-034e8b53d58e\", \"3e8fc332-a218-472e-be1f-14e01f7cec39\", \"d972c25d-b598-4922-a134-18fda77daf52\", \"0f299add-b203-432f-b4ba-9f7c5d4dcf11\", \"e6d02934-ee59-451f-a68d-0a5d3ce994de\", \"b7f31db3-5a96-46ec-bf0e-a1fcbcc14c58\", \"4386f600-f2e6-4e62-be61-369e3a355db8\", \"f8ffbe8f-6068-44ed-a4db-d63a39c0f294\", \"413f5a6b-783d-4ea5-8151-f2476b555465\"], \"total_duration\": 13424.0, \"total_sessions\": 11, \"mean_week_duration\": 67.457}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"7376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-11 16:15:02.000000+00:00\", \"2022-11-20 13:16:08.000000+00:00\", \"2019-05-22 05:58:28.000000+00:00\", \"2022-06-03 21:07:43.000000+00:00\", \"2020-05-11 00:06:49.000000+00:00\", \"2021-11-30 06:11:51.000000+00:00\", \"2021-10-10 13:32:33.000000+00:00\", \"2021-06-10 15:13:53.000000+00:00\", \"2022-05-14 16:49:20.000000+00:00\", \"2022-08-18 08:43:46.000000+00:00\", \"2022-08-23 01:59:39.000000+00:00\"], \"session_ids\": [\"50749085-74fc-4b8a-9a9d-251b9594867e\", \"09c79dbf-85e7-4153-8cf6-309dd0ca5d1e\", \"e59631e1-084b-468a-94d4-034e8b53d58e\", \"3e8fc332-a218-472e-be1f-14e01f7cec39\", \"d972c25d-b598-4922-a134-18fda77daf52\", \"0f299add-b203-432f-b4ba-9f7c5d4dcf11\", \"e6d02934-ee59-451f-a68d-0a5d3ce994de\", \"b7f31db3-5a96-46ec-bf0e-a1fcbcc14c58\", \"4386f600-f2e6-4e62-be61-369e3a355db8\", \"f8ffbe8f-6068-44ed-a4db-d63a39c0f294\", \"413f5a6b-783d-4ea5-8151-f2476b555465\"], \"total_duration\": 13424.0, \"total_sessions\": 11, \"mean_week_duration\": 67.457}}, {\"9054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-17 15:00:07.000000+00:00\", \"2022-05-20 11:19:25.000000+00:00\", \"2021-05-17 17:15:15.000000+00:00\"], \"session_ids\": [\"06f8facf-a3fc-449d-9ee3-60f8c151310c\", \"43e3fc29-f4a5-479e-828b-bb77261f2613\", \"54a4710c-d7d3-4490-b162-da548bb3de0d\"], \"total_duration\": 610.0, \"total_sessions\": 3, \"mean_week_duration\": 3.506}}, {\"36974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-18 23:12:40.000000+00:00\", \"2020-07-15 08:08:00.000000+00:00\", \"2022-12-27 06:32:08.000000+00:00\"], \"session_ids\": [\"e535f13c-e36d-49f5-a03f-e62719563a82\", \"caee867a-b9cb-4408-a5b1-a5f992fad47c\", \"6968d891-10a1-466b-a0fe-14386891c04d\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.625}}, {\"68349\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-19 17:40:40.000000+00:00\", \"2021-10-11 11:02:42.000000+00:00\"], \"session_ids\": [\"97c80694-7b7e-4548-aa60-98c04b60e17f\", \"b74b4568-c065-431f-bbe9-0692b2de17f3\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.712}}, {\"77747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-24 21:37:59.000000+00:00\", \"2019-09-17 21:19:28.000000+00:00\"], \"session_ids\": [\"c89fbbaf-080e-4258-9812-4be0e88516ac\", \"7c599f1c-e3e4-4219-90ff-75c291ec35b0\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.87}}, {\"25118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-09 03:36:55.000000+00:00\", \"2019-07-09 22:58:49.000000+00:00\"], \"session_ids\": [\"72027c74-b4ef-47eb-a5f3-47388bb02477\", \"74e3f9ee-d751-40dc-a47a-351c11ffd28a\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"33537\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-26 20:23:17.000000+00:00\", \"2019-04-09 08:15:49.000000+00:00\", \"2019-08-09 09:18:07.000000+00:00\"], \"session_ids\": [\"0abcd894-2d71-4799-a3fa-ca6826635f33\", \"c28f72e8-b351-46e3-a7b4-5432a9f0a979\", \"f7727b5a-a65e-4e38-878e-d53fbd3c7d78\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}}, {\"63108\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-31 22:19:30.000000+00:00\", \"2023-06-03 10:15:57.000000+00:00\", \"2021-05-02 01:48:34.000000+00:00\"], \"session_ids\": [\"2f946e29-a438-4721-a87a-f33534af8cc2\", \"c54efe58-9563-4ec3-ace4-0926ba8b3b7e\", \"66bd495d-e78e-4879-b960-533936e1058a\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.275}}]\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[{\"7376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-11 16:15:02.000000+00:00\", \"2022-11-20 13:16:08.000000+00:00\", \"2019-05-22 05:58:28.000000+00:00\", \"2022-06-03 21:07:43.000000+00:00\", \"2020-05-11 00:06:49.000000+00:00\", \"2021-11-30 06:11:51.000000+00:00\", \"2021-10-10 13:32:33.000000+00:00\", \"2021-06-10 15:13:53.000000+00:00\", \"2022-05-14 16:49:20.000000+00:00\", \"2022-08-18 08:43:46.000000+00:00\", \"2022-08-23 01:59:39.000000+00:00\"], \"session_ids\": [\"50749085-74fc-4b8a-9a9d-251b9594867e\", \"09c79dbf-85e7-4153-8cf6-309dd0ca5d1e\", \"e59631e1-084b-468a-94d4-034e8b53d58e\", \"3e8fc332-a218-472e-be1f-14e01f7cec39\", \"d972c25d-b598-4922-a134-18fda77daf52\", \"0f299add-b203-432f-b4ba-9f7c5d4dcf11\", \"e6d02934-ee59-451f-a68d-0a5d3ce994de\", \"b7f31db3-5a96-46ec-bf0e-a1fcbcc14c58\", \"4386f600-f2e6-4e62-be61-369e3a355db8\", \"f8ffbe8f-6068-44ed-a4db-d63a39c0f294\", \"413f5a6b-783d-4ea5-8151-f2476b555465\"], \"total_duration\": 13424.0, \"total_sessions\": 11, \"mean_week_duration\": 67.457}}, {\"9054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-17 15:00:07.000000+00:00\", \"2022-05-20 11:19:25.000000+00:00\", \"2021-05-17 17:15:15.000000+00:00\"], \"session_ids\": [\"06f8facf-a3fc-449d-9ee3-60f8c151310c\", \"43e3fc29-f4a5-479e-828b-bb77261f2613\", \"54a4710c-d7d3-4490-b162-da548bb3de0d\"], \"total_duration\": 610.0, \"total_sessions\": 3, \"mean_week_duration\": 3.506}}, {\"36974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-18 23:12:40.000000+00:00\", \"2020-07-15 08:08:00.000000+00:00\", \"2022-12-27 06:32:08.000000+00:00\"], \"session_ids\": [\"e535f13c-e36d-49f5-a03f-e62719563a82\", \"caee867a-b9cb-4408-a5b1-a5f992fad47c\", \"6968d891-10a1-466b-a0fe-14386891c04d\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.625}}, {\"68349\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-19 17:40:40.000000+00:00\", \"2021-10-11 11:02:42.000000+00:00\"], \"session_ids\": [\"97c80694-7b7e-4548-aa60-98c04b60e17f\", \"b74b4568-c065-431f-bbe9-0692b2de17f3\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.712}}, {\"77747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-24 21:37:59.000000+00:00\", \"2019-09-17 21:19:28.000000+00:00\"], \"session_ids\": [\"c89fbbaf-080e-4258-9812-4be0e88516ac\", \"7c599f1c-e3e4-4219-90ff-75c291ec35b0\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.87}}, {\"25118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-09 03:36:55.000000+00:00\", \"2019-07-09 22:58:49.000000+00:00\"], \"session_ids\": [\"72027c74-b4ef-47eb-a5f3-47388bb02477\", \"74e3f9ee-d751-40dc-a47a-351c11ffd28a\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"7376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-11 16:15:02.000000+00:00\", \"2022-11-20 13:16:08.000000+00:00\", \"2019-05-22 05:58:28.000000+00:00\", \"2022-06-03 21:07:43.000000+00:00\", \"2020-05-11 00:06:49.000000+00:00\", \"2021-11-30 06:11:51.000000+00:00\", \"2021-10-10 13:32:33.000000+00:00\", \"2021-06-10 15:13:53.000000+00:00\", \"2022-05-14 16:49:20.000000+00:00\", \"2022-08-18 08:43:46.000000+00:00\", \"2022-08-23 01:59:39.000000+00:00\"], \"session_ids\": [\"50749085-74fc-4b8a-9a9d-251b9594867e\", \"09c79dbf-85e7-4153-8cf6-309dd0ca5d1e\", \"e59631e1-084b-468a-94d4-034e8b53d58e\", \"3e8fc332-a218-472e-be1f-14e01f7cec39\", \"d972c25d-b598-4922-a134-18fda77daf52\", \"0f299add-b203-432f-b4ba-9f7c5d4dcf11\", \"e6d02934-ee59-451f-a68d-0a5d3ce994de\", \"b7f31db3-5a96-46ec-bf0e-a1fcbcc14c58\", \"4386f600-f2e6-4e62-be61-369e3a355db8\", \"f8ffbe8f-6068-44ed-a4db-d63a39c0f294\", \"413f5a6b-783d-4ea5-8151-f2476b555465\"], \"total_duration\": 13424.0, \"total_sessions\": 11, \"mean_week_duration\": 67.457}}, {\"9054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-17 15:00:07.000000+00:00\", \"2022-05-20 11:19:25.000000+00:00\", \"2021-05-17 17:15:15.000000+00:00\"], \"session_ids\": [\"06f8facf-a3fc-449d-9ee3-60f8c151310c\", \"43e3fc29-f4a5-479e-828b-bb77261f2613\", \"54a4710c-d7d3-4490-b162-da548bb3de0d\"], \"total_duration\": 610.0, \"total_sessions\": 3, \"mean_week_duration\": 3.506}}, {\"36974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-18 23:12:40.000000+00:00\", \"2020-07-15 08:08:00.000000+00:00\", \"2022-12-27 06:32:08.000000+00:00\"], \"session_ids\": [\"e535f13c-e36d-49f5-a03f-e62719563a82\", \"caee867a-b9cb-4408-a5b1-a5f992fad47c\", \"6968d891-10a1-466b-a0fe-14386891c04d\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.625}}, {\"68349\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-19 17:40:40.000000+00:00\", \"2021-10-11 11:02:42.000000+00:00\"], \"session_ids\": [\"97c80694-7b7e-4548-aa60-98c04b60e17f\", \"b74b4568-c065-431f-bbe9-0692b2de17f3\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.712}}, {\"77747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-24 21:37:59.000000+00:00\", \"2019-09-17 21:19:28.000000+00:00\"], \"session_ids\": [\"c89fbbaf-080e-4258-9812-4be0e88516ac\", \"7c599f1c-e3e4-4219-90ff-75c291ec35b0\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.87}}, {\"25118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-09 03:36:55.000000+00:00\", \"2019-07-09 22:58:49.000000+00:00\"], \"session_ids\": [\"72027c74-b4ef-47eb-a5f3-47388bb02477\", \"74e3f9ee-d751-40dc-a47a-351c11ffd28a\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 5 users whose cities are Bangkok, Lisbon, Cairo, Rome, Hanoi, Rio de Janeiro, Paris, Warsaw as well as perform sorting by overall sessions count in descending 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{\"37573\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-04-13 10:33:31.000000+00:00\", \"2019-07-08 22:48:57.000000+00:00\"], \"session_ids\": [\"28a63cc4-40cf-4084-9f24-5a3773dc5b2b\", \"7da9be55-04bc-4918-aeba-5fd3a8270085\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 2.95}, \"29150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-04 15:46:02.000000+00:00\", \"2019-12-04 21:09:34.000000+00:00\"], \"session_ids\": [\"257d3559-5c37-4d34-bce1-1afa3bef1b4a\", \"bca170c2-68da-4916-9cad-108ad76698a6\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.69}, \"1153\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-29 14:26:50.000000+00:00\", \"2022-07-22 07:38:15.000000+00:00\"], \"session_ids\": [\"b24871e9-5d47-456f-9676-3843c32881e0\", \"30e8f23d-7d44-4774-92b1-6d78207f23e8\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 9.235}, \"88731\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-15 18:11:24.000000+00:00\", \"2021-12-06 06:31:25.000000+00:00\", \"2021-07-01 14:10:34.000000+00:00\", \"2021-01-11 14:29:27.000000+00:00\"], \"session_ids\": [\"e2728858-90b3-4595-8ead-5b83dee855ce\", \"9cd0a13d-4999-4a4c-b9dd-0fe78267fa51\", \"d3f1296b-bdd3-427f-946e-c08c65a70e9f\", \"c5602f07-a6f9-429d-ae01-3f1acfb593e9\"], \"total_duration\": 274.0, \"total_sessions\": 4, \"mean_week_duration\": 3.044}, \"79661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-07 22:16:27.000000+00:00\", \"2022-12-28 02:01:49.000000+00:00\"], \"session_ids\": [\"b6862c3f-8510-4dd7-9ad2-9d3a0fa9092d\", \"2daec16a-bd62-4cba-bd80-8115372ae091\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.616}, \"88774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-02-21 06:07:54.000000+00:00\", \"2019-08-10 14:26:23.000000+00:00\"], \"session_ids\": [\"a03d6d8f-1e86-434d-bb55-3388ef79ba53\", \"9a52cd78-c8b3-428d-8b4a-5f30b9566751\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 1.335}, \"27548\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-02 07:44:24.000000+00:00\", \"2021-05-21 04:30:33.000000+00:00\", \"2021-05-10 13:19:26.000000+00:00\"], \"session_ids\": [\"edb37661-434e-4715-b6ee-3059278a75ac\", \"55229fb9-e238-4dbd-af7a-44eba14fe6a7\", \"69a9c919-32f1-4d7f-8212-e8a25c93266a\"], \"total_duration\": 884.0, \"total_sessions\": 3, \"mean_week_duration\": 26.788}, \"65950\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-02-05 05:36:10.000000+00:00\", \"2022-02-22 08:39:02.000000+00:00\", \"2020-01-09 21:41:32.000000+00:00\"], \"session_ids\": [\"cf86ab19-438f-4145-b753-d6a559cfbe92\", \"a5609b81-fbc4-482b-9b41-34d297771c71\", \"563774ee-220c-41a8-81df-fdfac061c206\"], \"total_duration\": 225.0, \"total_sessions\": 3, \"mean_week_duration\": 2.027}, \"58050\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-14 16:10:02.000000+00:00\", \"2021-12-26 23:20:53.000000+00:00\"], \"session_ids\": [\"dc445ccc-6e60-4342-9594-dbad162ff1f2\", \"297b25b1-17b8-4bb7-ab27-88b9b155a7c2\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 6.5}, \"12120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-05-02 08:00:03.000000+00:00\", \"2022-05-20 20:43:53.000000+00:00\"], \"session_ids\": [\"9e72dde5-e768-41ff-81a4-be18432cd3b4\", \"14bc9996-cc67-4ca0-bd76-8dd6ba8658b5\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 0.781}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Bangkok, Larebon, Cairo, Rome, Hanoi, Rio de Janeiro, Parare, Warsaw" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Bangkok\", \"Lisbon\", \"Cairo\", \"Rome\", \"Hanoi\", \"Rio de Janeiro\", \"Paris\", \"Warsaw\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 4 users who are leading users based on overall sessions count + put to use sorting by sessions total ascending additionaly keep only 4 records." } ]
[ { "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{\"11299\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-11-02 03:46:32.000000+00:00\", \"2020-06-01 09:47:43.000000+00:00\"], \"session_ids\": [\"47cd7082-1957-4153-8c7f-bdb28bf59fa1\", \"c8513368-f363-4db1-8552-477852a378e5\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 6.149}, \"33886\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-20 01:43:16.000000+00:00\", \"2019-11-14 05:08:23.000000+00:00\", \"2021-09-17 11:34:36.000000+00:00\", \"2021-09-24 11:44:59.000000+00:00\", \"2019-03-29 05:29:22.000000+00:00\"], \"session_ids\": [\"fb040e55-0433-4ce1-8d9d-9b121df56b16\", \"af6bfb02-3f0d-47ed-9682-1eb51c8aa7f7\", \"c44452d2-465e-4a2a-acaa-3e5ea2aad3e5\", \"b9d01e94-767a-4616-b93c-a9ad187ba5c9\", \"0938feb0-1397-4d0e-9d36-14ce228b407d\"], \"total_duration\": 1951.0, \"total_sessions\": 5, \"mean_week_duration\": 15.008}, \"82722\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-16 17:18:34.000000+00:00\", \"2019-07-10 02:52:37.000000+00:00\"], \"session_ids\": [\"ffad8541-b1ef-4764-86ba-34a1ae4b4bf0\", \"0a848e2b-08e6-40df-93f6-8ec441eccfcc\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 0.374}, \"19131\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-16 10:46:46.000000+00:00\", \"2022-04-16 18:43:29.000000+00:00\", \"2019-12-04 20:25:33.000000+00:00\", \"2022-04-03 10:57:10.000000+00:00\", \"2020-12-20 00:10:17.000000+00:00\", \"2022-08-26 00:40:22.000000+00:00\", \"2022-03-24 16:55:02.000000+00:00\", \"2021-08-12 04:34:21.000000+00:00\"], \"session_ids\": [\"ddb17ac4-000e-46b0-9f5c-62180feb833d\", \"c1f51efb-d473-42f1-b806-b8b157f44c6a\", \"0f8c6b98-e9d6-4f52-ae47-a8a15c487bcf\", \"f12e7fc9-d980-4da1-9796-a2f488f72771\", \"e40e7265-99d8-4abb-8b3e-536c97eb872c\", \"d80f94a0-586a-4240-8da5-a1f3338d9d34\", \"243b3f2c-19b0-4c4a-9b60-2877f2ff5840\", \"7d0b31a7-368d-4731-b383-daf8641a57a8\"], \"total_duration\": 9106.0, \"total_sessions\": 8, \"mean_week_duration\": 63.678}, \"72937\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-23 18:42:58.000000+00:00\", \"2021-03-30 05:48:09.000000+00:00\"], \"session_ids\": [\"506db6be-70db-418e-bc3f-6092f68151af\", \"bea5dafc-bd59-424e-aede-b0c476953ff8\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"27179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-05-09 01:18:05.000000+00:00\", \"2021-08-07 08:27:30.000000+00:00\", \"2019-10-19 20:43:30.000000+00:00\", \"2022-07-10 11:32:37.000000+00:00\", \"2021-03-06 06:32:57.000000+00:00\", \"2022-09-30 01:40:37.000000+00:00\", \"2022-01-29 03:28:19.000000+00:00\", \"2019-08-02 10:52:34.000000+00:00\"], \"session_ids\": [\"62f788f0-2196-42b3-9d07-0e5589481fe9\", \"aa0d3200-bada-4944-8842-eb7a87b093bc\", \"6a7f583a-720c-4839-b77b-9d6b903a25f8\", \"6a5b0d4d-0b18-4bd5-a0cb-6f5111c3d101\", \"00b3ccd4-6ec5-46fc-b5eb-26d43cf80c7a\", \"09e3fa3b-8efa-4541-9d6a-68dc0367b8d3\", \"fbe8afec-8f4e-4cbc-b82a-5ba6be38fcbc\", \"309e1061-c252-4c73-8cc7-336c93e6cbc8\"], \"total_duration\": 7361.0, \"total_sessions\": 8, \"mean_week_duration\": 41.354}, \"25989\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-03 21:17:56.000000+00:00\", \"2021-02-04 22:40:29.000000+00:00\", \"2020-03-04 09:32:58.000000+00:00\"], \"session_ids\": [\"e55548bd-13eb-4d08-b12f-dbea0612845c\", \"290b7323-6933-479b-a3e0-51b4bbd7fe15\", \"d05c03c7-8561-4f5c-b3e7-1025a54a3fdd\"], \"total_duration\": 82.0, \"total_sessions\": 3, \"mean_week_duration\": 0.509}, \"60439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-29 10:51:28.000000+00:00\", \"2023-03-12 14:43:27.000000+00:00\"], \"session_ids\": [\"0a7222dc-e2e7-4421-a011-25f175d716ce\", \"eb874e6c-d68f-4b3d-a546-3be9aeff1ec8\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 5.417}, \"76189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-02 17:43:25.000000+00:00\", \"2021-02-27 16:52:35.000000+00:00\", \"2021-03-27 04:19:00.000000+00:00\", \"2020-07-17 20:49:22.000000+00:00\", \"2019-01-06 08:52:05.000000+00:00\"], \"session_ids\": [\"1c113206-9b12-4880-a155-ba2d92395f66\", \"b28369ef-a683-49c2-8802-597921bf9b59\", \"8a19aa33-291a-4f72-a1a0-745acf210d01\", \"15fdd688-9c78-4673-8f14-949e53157247\", \"b8dd0398-35b2-42e0-b9a7-278c28cd6b97\"], \"total_duration\": 2910.0, \"total_sessions\": 5, \"mean_week_duration\": 19.662}, \"74683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-03-29 12:21:42.000000+00:00\", \"2022-07-23 14:15:53.000000+00:00\"], \"session_ids\": [\"95c52242-449b-4e88-8900-55cad2228539\", \"0408d870-179d-4516-8c44-cbf19c990e6c\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.431}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest 4 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 4}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19131\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-16 10:46:46.000000+00:00\", \"2022-04-16 18:43:29.000000+00:00\", \"2019-12-04 20:25:33.000000+00:00\", \"2022-04-03 10:57:10.000000+00:00\", \"2020-12-20 00:10:17.000000+00:00\", \"2022-08-26 00:40:22.000000+00:00\", \"2022-03-24 16:55:02.000000+00:00\", \"2021-08-12 04:34:21.000000+00:00\"], \"session_ids\": [\"ddb17ac4-000e-46b0-9f5c-62180feb833d\", \"c1f51efb-d473-42f1-b806-b8b157f44c6a\", \"0f8c6b98-e9d6-4f52-ae47-a8a15c487bcf\", \"f12e7fc9-d980-4da1-9796-a2f488f72771\", \"e40e7265-99d8-4abb-8b3e-536c97eb872c\", \"d80f94a0-586a-4240-8da5-a1f3338d9d34\", \"243b3f2c-19b0-4c4a-9b60-2877f2ff5840\", \"7d0b31a7-368d-4731-b383-daf8641a57a8\"], \"total_duration\": 9106.0, \"total_sessions\": 8, \"mean_week_duration\": 63.678}}, {\"27179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-05-09 01:18:05.000000+00:00\", \"2021-08-07 08:27:30.000000+00:00\", \"2019-10-19 20:43:30.000000+00:00\", \"2022-07-10 11:32:37.000000+00:00\", \"2021-03-06 06:32:57.000000+00:00\", \"2022-09-30 01:40:37.000000+00:00\", \"2022-01-29 03:28:19.000000+00:00\", \"2019-08-02 10:52:34.000000+00:00\"], \"session_ids\": [\"62f788f0-2196-42b3-9d07-0e5589481fe9\", \"aa0d3200-bada-4944-8842-eb7a87b093bc\", \"6a7f583a-720c-4839-b77b-9d6b903a25f8\", \"6a5b0d4d-0b18-4bd5-a0cb-6f5111c3d101\", \"00b3ccd4-6ec5-46fc-b5eb-26d43cf80c7a\", \"09e3fa3b-8efa-4541-9d6a-68dc0367b8d3\", \"fbe8afec-8f4e-4cbc-b82a-5ba6be38fcbc\", \"309e1061-c252-4c73-8cc7-336c93e6cbc8\"], \"total_duration\": 7361.0, \"total_sessions\": 8, \"mean_week_duration\": 41.354}}, {\"33886\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-20 01:43:16.000000+00:00\", \"2019-11-14 05:08:23.000000+00:00\", \"2021-09-17 11:34:36.000000+00:00\", \"2021-09-24 11:44:59.000000+00:00\", \"2019-03-29 05:29:22.000000+00:00\"], \"session_ids\": [\"fb040e55-0433-4ce1-8d9d-9b121df56b16\", \"af6bfb02-3f0d-47ed-9682-1eb51c8aa7f7\", \"c44452d2-465e-4a2a-acaa-3e5ea2aad3e5\", \"b9d01e94-767a-4616-b93c-a9ad187ba5c9\", \"0938feb0-1397-4d0e-9d36-14ce228b407d\"], \"total_duration\": 1951.0, \"total_sessions\": 5, \"mean_week_duration\": 15.008}}, {\"76189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-02 17:43:25.000000+00:00\", \"2021-02-27 16:52:35.000000+00:00\", \"2021-03-27 04:19:00.000000+00:00\", \"2020-07-17 20:49:22.000000+00:00\", \"2019-01-06 08:52:05.000000+00:00\"], \"session_ids\": [\"1c113206-9b12-4880-a155-ba2d92395f66\", \"b28369ef-a683-49c2-8802-597921bf9b59\", \"8a19aa33-291a-4f72-a1a0-745acf210d01\", \"15fdd688-9c78-4673-8f14-949e53157247\", \"b8dd0398-35b2-42e0-b9a7-278c28cd6b97\"], \"total_duration\": 2910.0, \"total_sessions\": 5, \"mean_week_duration\": 19.662}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"33886\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-20 01:43:16.000000+00:00\", \"2019-11-14 05:08:23.000000+00:00\", \"2021-09-17 11:34:36.000000+00:00\", \"2021-09-24 11:44:59.000000+00:00\", \"2019-03-29 05:29:22.000000+00:00\"], \"session_ids\": [\"fb040e55-0433-4ce1-8d9d-9b121df56b16\", \"af6bfb02-3f0d-47ed-9682-1eb51c8aa7f7\", \"c44452d2-465e-4a2a-acaa-3e5ea2aad3e5\", \"b9d01e94-767a-4616-b93c-a9ad187ba5c9\", \"0938feb0-1397-4d0e-9d36-14ce228b407d\"], \"total_duration\": 1951.0, \"total_sessions\": 5, \"mean_week_duration\": 15.008}}, {\"76189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-02 17:43:25.000000+00:00\", \"2021-02-27 16:52:35.000000+00:00\", \"2021-03-27 04:19:00.000000+00:00\", \"2020-07-17 20:49:22.000000+00:00\", \"2019-01-06 08:52:05.000000+00:00\"], \"session_ids\": [\"1c113206-9b12-4880-a155-ba2d92395f66\", \"b28369ef-a683-49c2-8802-597921bf9b59\", \"8a19aa33-291a-4f72-a1a0-745acf210d01\", \"15fdd688-9c78-4673-8f14-949e53157247\", \"b8dd0398-35b2-42e0-b9a7-278c28cd6b97\"], \"total_duration\": 2910.0, \"total_sessions\": 5, \"mean_week_duration\": 19.662}}, {\"19131\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-16 10:46:46.000000+00:00\", \"2022-04-16 18:43:29.000000+00:00\", \"2019-12-04 20:25:33.000000+00:00\", \"2022-04-03 10:57:10.000000+00:00\", \"2020-12-20 00:10:17.000000+00:00\", \"2022-08-26 00:40:22.000000+00:00\", \"2022-03-24 16:55:02.000000+00:00\", \"2021-08-12 04:34:21.000000+00:00\"], \"session_ids\": [\"ddb17ac4-000e-46b0-9f5c-62180feb833d\", \"c1f51efb-d473-42f1-b806-b8b157f44c6a\", \"0f8c6b98-e9d6-4f52-ae47-a8a15c487bcf\", \"f12e7fc9-d980-4da1-9796-a2f488f72771\", \"e40e7265-99d8-4abb-8b3e-536c97eb872c\", \"d80f94a0-586a-4240-8da5-a1f3338d9d34\", \"243b3f2c-19b0-4c4a-9b60-2877f2ff5840\", \"7d0b31a7-368d-4731-b383-daf8641a57a8\"], \"total_duration\": 9106.0, \"total_sessions\": 8, \"mean_week_duration\": 63.678}}, {\"27179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-05-09 01:18:05.000000+00:00\", \"2021-08-07 08:27:30.000000+00:00\", \"2019-10-19 20:43:30.000000+00:00\", \"2022-07-10 11:32:37.000000+00:00\", \"2021-03-06 06:32:57.000000+00:00\", \"2022-09-30 01:40:37.000000+00:00\", \"2022-01-29 03:28:19.000000+00:00\", \"2019-08-02 10:52:34.000000+00:00\"], \"session_ids\": [\"62f788f0-2196-42b3-9d07-0e5589481fe9\", \"aa0d3200-bada-4944-8842-eb7a87b093bc\", \"6a7f583a-720c-4839-b77b-9d6b903a25f8\", \"6a5b0d4d-0b18-4bd5-a0cb-6f5111c3d101\", \"00b3ccd4-6ec5-46fc-b5eb-26d43cf80c7a\", \"09e3fa3b-8efa-4541-9d6a-68dc0367b8d3\", \"fbe8afec-8f4e-4cbc-b82a-5ba6be38fcbc\", \"309e1061-c252-4c73-8cc7-336c93e6cbc8\"], \"total_duration\": 7361.0, \"total_sessions\": 8, \"mean_week_duration\": 41.354}}]\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[{\"33886\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-20 01:43:16.000000+00:00\", \"2019-11-14 05:08:23.000000+00:00\", \"2021-09-17 11:34:36.000000+00:00\", \"2021-09-24 11:44:59.000000+00:00\", \"2019-03-29 05:29:22.000000+00:00\"], \"session_ids\": [\"fb040e55-0433-4ce1-8d9d-9b121df56b16\", \"af6bfb02-3f0d-47ed-9682-1eb51c8aa7f7\", \"c44452d2-465e-4a2a-acaa-3e5ea2aad3e5\", \"b9d01e94-767a-4616-b93c-a9ad187ba5c9\", \"0938feb0-1397-4d0e-9d36-14ce228b407d\"], \"total_duration\": 1951.0, \"total_sessions\": 5, \"mean_week_duration\": 15.008}}, {\"76189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-02 17:43:25.000000+00:00\", \"2021-02-27 16:52:35.000000+00:00\", \"2021-03-27 04:19:00.000000+00:00\", \"2020-07-17 20:49:22.000000+00:00\", \"2019-01-06 08:52:05.000000+00:00\"], \"session_ids\": [\"1c113206-9b12-4880-a155-ba2d92395f66\", \"b28369ef-a683-49c2-8802-597921bf9b59\", \"8a19aa33-291a-4f72-a1a0-745acf210d01\", \"15fdd688-9c78-4673-8f14-949e53157247\", \"b8dd0398-35b2-42e0-b9a7-278c28cd6b97\"], \"total_duration\": 2910.0, \"total_sessions\": 5, \"mean_week_duration\": 19.662}}, {\"19131\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-16 10:46:46.000000+00:00\", \"2022-04-16 18:43:29.000000+00:00\", \"2019-12-04 20:25:33.000000+00:00\", \"2022-04-03 10:57:10.000000+00:00\", \"2020-12-20 00:10:17.000000+00:00\", \"2022-08-26 00:40:22.000000+00:00\", \"2022-03-24 16:55:02.000000+00:00\", \"2021-08-12 04:34:21.000000+00:00\"], \"session_ids\": [\"ddb17ac4-000e-46b0-9f5c-62180feb833d\", \"c1f51efb-d473-42f1-b806-b8b157f44c6a\", \"0f8c6b98-e9d6-4f52-ae47-a8a15c487bcf\", \"f12e7fc9-d980-4da1-9796-a2f488f72771\", \"e40e7265-99d8-4abb-8b3e-536c97eb872c\", \"d80f94a0-586a-4240-8da5-a1f3338d9d34\", \"243b3f2c-19b0-4c4a-9b60-2877f2ff5840\", \"7d0b31a7-368d-4731-b383-daf8641a57a8\"], \"total_duration\": 9106.0, \"total_sessions\": 8, \"mean_week_duration\": 63.678}}, {\"27179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-05-09 01:18:05.000000+00:00\", \"2021-08-07 08:27:30.000000+00:00\", \"2019-10-19 20:43:30.000000+00:00\", \"2022-07-10 11:32:37.000000+00:00\", \"2021-03-06 06:32:57.000000+00:00\", \"2022-09-30 01:40:37.000000+00:00\", \"2022-01-29 03:28:19.000000+00:00\", \"2019-08-02 10:52:34.000000+00:00\"], \"session_ids\": [\"62f788f0-2196-42b3-9d07-0e5589481fe9\", \"aa0d3200-bada-4944-8842-eb7a87b093bc\", \"6a7f583a-720c-4839-b77b-9d6b903a25f8\", \"6a5b0d4d-0b18-4bd5-a0cb-6f5111c3d101\", \"00b3ccd4-6ec5-46fc-b5eb-26d43cf80c7a\", \"09e3fa3b-8efa-4541-9d6a-68dc0367b8d3\", \"fbe8afec-8f4e-4cbc-b82a-5ba6be38fcbc\", \"309e1061-c252-4c73-8cc7-336c93e6cbc8\"], \"total_duration\": 7361.0, \"total_sessions\": 8, \"mean_week_duration\": 41.354}}]\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[{\"33886\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-20 01:43:16.000000+00:00\", \"2019-11-14 05:08:23.000000+00:00\", \"2021-09-17 11:34:36.000000+00:00\", \"2021-09-24 11:44:59.000000+00:00\", \"2019-03-29 05:29:22.000000+00:00\"], \"session_ids\": [\"fb040e55-0433-4ce1-8d9d-9b121df56b16\", \"af6bfb02-3f0d-47ed-9682-1eb51c8aa7f7\", \"c44452d2-465e-4a2a-acaa-3e5ea2aad3e5\", \"b9d01e94-767a-4616-b93c-a9ad187ba5c9\", \"0938feb0-1397-4d0e-9d36-14ce228b407d\"], \"total_duration\": 1951.0, \"total_sessions\": 5, \"mean_week_duration\": 15.008}}, {\"76189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-02 17:43:25.000000+00:00\", \"2021-02-27 16:52:35.000000+00:00\", \"2021-03-27 04:19:00.000000+00:00\", \"2020-07-17 20:49:22.000000+00:00\", \"2019-01-06 08:52:05.000000+00:00\"], \"session_ids\": [\"1c113206-9b12-4880-a155-ba2d92395f66\", \"b28369ef-a683-49c2-8802-597921bf9b59\", \"8a19aa33-291a-4f72-a1a0-745acf210d01\", \"15fdd688-9c78-4673-8f14-949e53157247\", \"b8dd0398-35b2-42e0-b9a7-278c28cd6b97\"], \"total_duration\": 2910.0, \"total_sessions\": 5, \"mean_week_duration\": 19.662}}, {\"19131\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-16 10:46:46.000000+00:00\", \"2022-04-16 18:43:29.000000+00:00\", \"2019-12-04 20:25:33.000000+00:00\", \"2022-04-03 10:57:10.000000+00:00\", \"2020-12-20 00:10:17.000000+00:00\", \"2022-08-26 00:40:22.000000+00:00\", \"2022-03-24 16:55:02.000000+00:00\", \"2021-08-12 04:34:21.000000+00:00\"], \"session_ids\": [\"ddb17ac4-000e-46b0-9f5c-62180feb833d\", \"c1f51efb-d473-42f1-b806-b8b157f44c6a\", \"0f8c6b98-e9d6-4f52-ae47-a8a15c487bcf\", \"f12e7fc9-d980-4da1-9796-a2f488f72771\", \"e40e7265-99d8-4abb-8b3e-536c97eb872c\", \"d80f94a0-586a-4240-8da5-a1f3338d9d34\", \"243b3f2c-19b0-4c4a-9b60-2877f2ff5840\", \"7d0b31a7-368d-4731-b383-daf8641a57a8\"], \"total_duration\": 9106.0, \"total_sessions\": 8, \"mean_week_duration\": 63.678}}, {\"27179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-05-09 01:18:05.000000+00:00\", \"2021-08-07 08:27:30.000000+00:00\", \"2019-10-19 20:43:30.000000+00:00\", \"2022-07-10 11:32:37.000000+00:00\", \"2021-03-06 06:32:57.000000+00:00\", \"2022-09-30 01:40:37.000000+00:00\", \"2022-01-29 03:28:19.000000+00:00\", \"2019-08-02 10:52:34.000000+00:00\"], \"session_ids\": [\"62f788f0-2196-42b3-9d07-0e5589481fe9\", \"aa0d3200-bada-4944-8842-eb7a87b093bc\", \"6a7f583a-720c-4839-b77b-9d6b903a25f8\", \"6a5b0d4d-0b18-4bd5-a0cb-6f5111c3d101\", \"00b3ccd4-6ec5-46fc-b5eb-26d43cf80c7a\", \"09e3fa3b-8efa-4541-9d6a-68dc0367b8d3\", \"fbe8afec-8f4e-4cbc-b82a-5ba6be38fcbc\", \"309e1061-c252-4c73-8cc7-336c93e6cbc8\"], \"total_duration\": 7361.0, \"total_sessions\": 8, \"mean_week_duration\": 41.354}}]\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 7 users who have median of duration of sessions per week smaller than 4 and bigger than 46 and execute sorting by sessions summation desc." } ]
[ { "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{\"68211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-11 04:15:42.000000+00:00\", \"2023-03-29 17:55:42.000000+00:00\", \"2020-07-17 09:28:49.000000+00:00\", \"2021-05-22 01:28:34.000000+00:00\"], \"session_ids\": [\"623bea5b-7a51-469c-93dc-4ceebaef376a\", \"435d23ef-572d-4e27-81bb-9cacc6676fc4\", \"c5528431-9361-4b09-97d0-aad3b9c661da\", \"bd6697b1-126c-4c92-badf-ccbefab1202b\"], \"total_duration\": 347.0, \"total_sessions\": 4, \"mean_week_duration\": 1.637}, \"8094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-17 23:15:32.000000+00:00\", \"2019-08-21 12:47:50.000000+00:00\"], \"session_ids\": [\"84d7d8df-8040-4157-ad1e-ec884c389dde\", \"b18e01f8-acac-49b9-8e3e-a1ce76a5bcb5\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.193}, \"62615\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-23 01:30:02.000000+00:00\", \"2023-06-01 02:43:42.000000+00:00\", \"2019-11-25 09:21:02.000000+00:00\", \"2022-04-11 02:26:01.000000+00:00\"], \"session_ids\": [\"557bb558-e27b-4809-beb9-1af6bdeb7192\", \"aa49973c-91a2-4a96-9b31-0d4efca37ac3\", \"6a974f05-0f50-4794-afc8-5884c33476b5\", \"c802b9fd-ac62-4ef1-a053-f6487e988d5a\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.837}, \"71069\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-10 19:19:29.000000+00:00\", \"2020-08-02 09:07:12.000000+00:00\"], \"session_ids\": [\"cc3863c7-a7ec-4db2-827f-6f7558900eef\", \"e0b42c6e-44b9-4536-a9b9-3c694f08b5ed\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.878}, \"72428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-06-29 07:53:35.000000+00:00\", \"2022-03-12 12:36:42.000000+00:00\", \"2023-01-03 03:32:40.000000+00:00\"], \"session_ids\": [\"836286c1-eb41-4f12-807d-0678ecef56f1\", \"b97136b3-9d84-4f08-8de5-e0d9b3da7d39\", \"0ae4008c-cd27-4ce6-b48f-3754b0d5cbf3\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 1.765}, \"27730\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-05-22 00:09:29.000000+00:00\", \"2022-05-17 11:11:25.000000+00:00\"], \"session_ids\": [\"1e3b62cd-b01e-4720-89f2-2dfdb32d31b1\", \"e9e1f2ab-33f5-474b-b822-fa75ef4b1e7e\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.288}, \"60465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-21 06:30:17.000000+00:00\", \"2021-11-18 11:57:30.000000+00:00\"], \"session_ids\": [\"ae5ccf7f-a60d-40f5-ab0d-06041ed87a15\", \"77c5e712-40ea-420f-8e47-0c7b5a5fe0ab\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.949}, \"70625\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-16 17:24:21.000000+00:00\", \"2021-07-04 01:52:49.000000+00:00\", \"2023-01-25 14:46:29.000000+00:00\"], \"session_ids\": [\"74a0d7de-084b-4df0-bfdf-894df7a3aceb\", \"871c1b7b-f1e8-46e5-b0e4-ff200b89b031\", \"ca30e89b-ac6b-43ab-9e74-9c40035ce830\"], \"total_duration\": 162.0, \"total_sessions\": 3, \"mean_week_duration\": 0.947}, \"37212\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-27 06:14:47.000000+00:00\", \"2020-01-21 08:05:18.000000+00:00\", \"2021-04-06 01:44:32.000000+00:00\"], \"session_ids\": [\"105210cc-2720-4a7b-892f-06613181d347\", \"341b5722-e924-40c6-817b-f0b23fa6f5ba\", \"365a0c67-eb3c-4f16-bd0a-c8d5f8aeae71\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 1.841}, \"87740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-02 06:45:27.000000+00:00\", \"2022-09-20 02:55:28.000000+00:00\"], \"session_ids\": [\"fdbf550b-6ef7-4657-8f8c-e0996b1a692d\", \"e2596e76-52de-41ac-a18e-c37641418cdc\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 2.3}}\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 4 and are equal or greater than 46" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 46]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"68211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-11 04:15:42.000000+00:00\", \"2023-03-29 17:55:42.000000+00:00\", \"2020-07-17 09:28:49.000000+00:00\", \"2021-05-22 01:28:34.000000+00:00\"], \"session_ids\": [\"623bea5b-7a51-469c-93dc-4ceebaef376a\", \"435d23ef-572d-4e27-81bb-9cacc6676fc4\", \"c5528431-9361-4b09-97d0-aad3b9c661da\", \"bd6697b1-126c-4c92-badf-ccbefab1202b\"], \"total_duration\": 347.0, \"total_sessions\": 4, \"mean_week_duration\": 1.637}, \"8094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-17 23:15:32.000000+00:00\", \"2019-08-21 12:47:50.000000+00:00\"], \"session_ids\": [\"84d7d8df-8040-4157-ad1e-ec884c389dde\", \"b18e01f8-acac-49b9-8e3e-a1ce76a5bcb5\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.193}, \"62615\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-23 01:30:02.000000+00:00\", \"2023-06-01 02:43:42.000000+00:00\", \"2019-11-25 09:21:02.000000+00:00\", \"2022-04-11 02:26:01.000000+00:00\"], \"session_ids\": [\"557bb558-e27b-4809-beb9-1af6bdeb7192\", \"aa49973c-91a2-4a96-9b31-0d4efca37ac3\", \"6a974f05-0f50-4794-afc8-5884c33476b5\", \"c802b9fd-ac62-4ef1-a053-f6487e988d5a\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.837}, \"71069\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-10 19:19:29.000000+00:00\", \"2020-08-02 09:07:12.000000+00:00\"], \"session_ids\": [\"cc3863c7-a7ec-4db2-827f-6f7558900eef\", \"e0b42c6e-44b9-4536-a9b9-3c694f08b5ed\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.878}, \"72428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-06-29 07:53:35.000000+00:00\", \"2022-03-12 12:36:42.000000+00:00\", \"2023-01-03 03:32:40.000000+00:00\"], \"session_ids\": [\"836286c1-eb41-4f12-807d-0678ecef56f1\", \"b97136b3-9d84-4f08-8de5-e0d9b3da7d39\", \"0ae4008c-cd27-4ce6-b48f-3754b0d5cbf3\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 1.765}, \"27730\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-05-22 00:09:29.000000+00:00\", \"2022-05-17 11:11:25.000000+00:00\"], \"session_ids\": [\"1e3b62cd-b01e-4720-89f2-2dfdb32d31b1\", \"e9e1f2ab-33f5-474b-b822-fa75ef4b1e7e\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.288}, \"60465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-21 06:30:17.000000+00:00\", \"2021-11-18 11:57:30.000000+00:00\"], \"session_ids\": [\"ae5ccf7f-a60d-40f5-ab0d-06041ed87a15\", \"77c5e712-40ea-420f-8e47-0c7b5a5fe0ab\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.949}, \"70625\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-16 17:24:21.000000+00:00\", \"2021-07-04 01:52:49.000000+00:00\", \"2023-01-25 14:46:29.000000+00:00\"], \"session_ids\": [\"74a0d7de-084b-4df0-bfdf-894df7a3aceb\", \"871c1b7b-f1e8-46e5-b0e4-ff200b89b031\", \"ca30e89b-ac6b-43ab-9e74-9c40035ce830\"], \"total_duration\": 162.0, \"total_sessions\": 3, \"mean_week_duration\": 0.947}, \"37212\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-27 06:14:47.000000+00:00\", \"2020-01-21 08:05:18.000000+00:00\", \"2021-04-06 01:44:32.000000+00:00\"], \"session_ids\": [\"105210cc-2720-4a7b-892f-06613181d347\", \"341b5722-e924-40c6-817b-f0b23fa6f5ba\", \"365a0c67-eb3c-4f16-bd0a-c8d5f8aeae71\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 1.841}, \"87740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-02 06:45:27.000000+00:00\", \"2022-09-20 02:55:28.000000+00:00\"], \"session_ids\": [\"fdbf550b-6ef7-4657-8f8c-e0996b1a692d\", \"e2596e76-52de-41ac-a18e-c37641418cdc\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 2.3}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"68211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-11 04:15:42.000000+00:00\", \"2023-03-29 17:55:42.000000+00:00\", \"2020-07-17 09:28:49.000000+00:00\", \"2021-05-22 01:28:34.000000+00:00\"], \"session_ids\": [\"623bea5b-7a51-469c-93dc-4ceebaef376a\", \"435d23ef-572d-4e27-81bb-9cacc6676fc4\", \"c5528431-9361-4b09-97d0-aad3b9c661da\", \"bd6697b1-126c-4c92-badf-ccbefab1202b\"], \"total_duration\": 347.0, \"total_sessions\": 4, \"mean_week_duration\": 1.637}}, {\"62615\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-23 01:30:02.000000+00:00\", \"2023-06-01 02:43:42.000000+00:00\", \"2019-11-25 09:21:02.000000+00:00\", \"2022-04-11 02:26:01.000000+00:00\"], \"session_ids\": [\"557bb558-e27b-4809-beb9-1af6bdeb7192\", \"aa49973c-91a2-4a96-9b31-0d4efca37ac3\", \"6a974f05-0f50-4794-afc8-5884c33476b5\", \"c802b9fd-ac62-4ef1-a053-f6487e988d5a\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.837}}, {\"72428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-06-29 07:53:35.000000+00:00\", \"2022-03-12 12:36:42.000000+00:00\", \"2023-01-03 03:32:40.000000+00:00\"], \"session_ids\": [\"836286c1-eb41-4f12-807d-0678ecef56f1\", \"b97136b3-9d84-4f08-8de5-e0d9b3da7d39\", \"0ae4008c-cd27-4ce6-b48f-3754b0d5cbf3\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 1.765}}, {\"70625\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-16 17:24:21.000000+00:00\", \"2021-07-04 01:52:49.000000+00:00\", \"2023-01-25 14:46:29.000000+00:00\"], \"session_ids\": [\"74a0d7de-084b-4df0-bfdf-894df7a3aceb\", \"871c1b7b-f1e8-46e5-b0e4-ff200b89b031\", \"ca30e89b-ac6b-43ab-9e74-9c40035ce830\"], \"total_duration\": 162.0, \"total_sessions\": 3, \"mean_week_duration\": 0.947}}, {\"37212\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-27 06:14:47.000000+00:00\", \"2020-01-21 08:05:18.000000+00:00\", \"2021-04-06 01:44:32.000000+00:00\"], \"session_ids\": [\"105210cc-2720-4a7b-892f-06613181d347\", \"341b5722-e924-40c6-817b-f0b23fa6f5ba\", \"365a0c67-eb3c-4f16-bd0a-c8d5f8aeae71\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 1.841}}, {\"8094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-17 23:15:32.000000+00:00\", \"2019-08-21 12:47:50.000000+00:00\"], \"session_ids\": [\"84d7d8df-8040-4157-ad1e-ec884c389dde\", \"b18e01f8-acac-49b9-8e3e-a1ce76a5bcb5\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.193}}, {\"71069\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-10 19:19:29.000000+00:00\", \"2020-08-02 09:07:12.000000+00:00\"], \"session_ids\": [\"cc3863c7-a7ec-4db2-827f-6f7558900eef\", \"e0b42c6e-44b9-4536-a9b9-3c694f08b5ed\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.878}}, {\"27730\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-05-22 00:09:29.000000+00:00\", \"2022-05-17 11:11:25.000000+00:00\"], \"session_ids\": [\"1e3b62cd-b01e-4720-89f2-2dfdb32d31b1\", \"e9e1f2ab-33f5-474b-b822-fa75ef4b1e7e\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.288}}, {\"60465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-21 06:30:17.000000+00:00\", \"2021-11-18 11:57:30.000000+00:00\"], \"session_ids\": [\"ae5ccf7f-a60d-40f5-ab0d-06041ed87a15\", \"77c5e712-40ea-420f-8e47-0c7b5a5fe0ab\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.949}}, {\"87740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-02 06:45:27.000000+00:00\", \"2022-09-20 02:55:28.000000+00:00\"], \"session_ids\": [\"fdbf550b-6ef7-4657-8f8c-e0996b1a692d\", \"e2596e76-52de-41ac-a18e-c37641418cdc\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 2.3}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 7 entries and remove 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[{\"68211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-11 04:15:42.000000+00:00\", \"2023-03-29 17:55:42.000000+00:00\", \"2020-07-17 09:28:49.000000+00:00\", \"2021-05-22 01:28:34.000000+00:00\"], \"session_ids\": [\"623bea5b-7a51-469c-93dc-4ceebaef376a\", \"435d23ef-572d-4e27-81bb-9cacc6676fc4\", \"c5528431-9361-4b09-97d0-aad3b9c661da\", \"bd6697b1-126c-4c92-badf-ccbefab1202b\"], \"total_duration\": 347.0, \"total_sessions\": 4, \"mean_week_duration\": 1.637}}, {\"62615\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-23 01:30:02.000000+00:00\", \"2023-06-01 02:43:42.000000+00:00\", \"2019-11-25 09:21:02.000000+00:00\", \"2022-04-11 02:26:01.000000+00:00\"], \"session_ids\": [\"557bb558-e27b-4809-beb9-1af6bdeb7192\", \"aa49973c-91a2-4a96-9b31-0d4efca37ac3\", \"6a974f05-0f50-4794-afc8-5884c33476b5\", \"c802b9fd-ac62-4ef1-a053-f6487e988d5a\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.837}}, {\"72428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-06-29 07:53:35.000000+00:00\", \"2022-03-12 12:36:42.000000+00:00\", \"2023-01-03 03:32:40.000000+00:00\"], \"session_ids\": [\"836286c1-eb41-4f12-807d-0678ecef56f1\", \"b97136b3-9d84-4f08-8de5-e0d9b3da7d39\", \"0ae4008c-cd27-4ce6-b48f-3754b0d5cbf3\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 1.765}}, {\"70625\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-16 17:24:21.000000+00:00\", \"2021-07-04 01:52:49.000000+00:00\", \"2023-01-25 14:46:29.000000+00:00\"], \"session_ids\": [\"74a0d7de-084b-4df0-bfdf-894df7a3aceb\", \"871c1b7b-f1e8-46e5-b0e4-ff200b89b031\", \"ca30e89b-ac6b-43ab-9e74-9c40035ce830\"], \"total_duration\": 162.0, \"total_sessions\": 3, \"mean_week_duration\": 0.947}}, {\"37212\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-27 06:14:47.000000+00:00\", \"2020-01-21 08:05:18.000000+00:00\", \"2021-04-06 01:44:32.000000+00:00\"], \"session_ids\": [\"105210cc-2720-4a7b-892f-06613181d347\", \"341b5722-e924-40c6-817b-f0b23fa6f5ba\", \"365a0c67-eb3c-4f16-bd0a-c8d5f8aeae71\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 1.841}}, {\"8094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-17 23:15:32.000000+00:00\", \"2019-08-21 12:47:50.000000+00:00\"], \"session_ids\": [\"84d7d8df-8040-4157-ad1e-ec884c389dde\", \"b18e01f8-acac-49b9-8e3e-a1ce76a5bcb5\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.193}}, {\"71069\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-10 19:19:29.000000+00:00\", \"2020-08-02 09:07:12.000000+00:00\"], \"session_ids\": [\"cc3863c7-a7ec-4db2-827f-6f7558900eef\", \"e0b42c6e-44b9-4536-a9b9-3c694f08b5ed\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.878}}]\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[{\"68211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-11 04:15:42.000000+00:00\", \"2023-03-29 17:55:42.000000+00:00\", \"2020-07-17 09:28:49.000000+00:00\", \"2021-05-22 01:28:34.000000+00:00\"], \"session_ids\": [\"623bea5b-7a51-469c-93dc-4ceebaef376a\", \"435d23ef-572d-4e27-81bb-9cacc6676fc4\", \"c5528431-9361-4b09-97d0-aad3b9c661da\", \"bd6697b1-126c-4c92-badf-ccbefab1202b\"], \"total_duration\": 347.0, \"total_sessions\": 4, \"mean_week_duration\": 1.637}}, {\"62615\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-23 01:30:02.000000+00:00\", \"2023-06-01 02:43:42.000000+00:00\", \"2019-11-25 09:21:02.000000+00:00\", \"2022-04-11 02:26:01.000000+00:00\"], \"session_ids\": [\"557bb558-e27b-4809-beb9-1af6bdeb7192\", \"aa49973c-91a2-4a96-9b31-0d4efca37ac3\", \"6a974f05-0f50-4794-afc8-5884c33476b5\", \"c802b9fd-ac62-4ef1-a053-f6487e988d5a\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.837}}, {\"72428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-06-29 07:53:35.000000+00:00\", \"2022-03-12 12:36:42.000000+00:00\", \"2023-01-03 03:32:40.000000+00:00\"], \"session_ids\": [\"836286c1-eb41-4f12-807d-0678ecef56f1\", \"b97136b3-9d84-4f08-8de5-e0d9b3da7d39\", \"0ae4008c-cd27-4ce6-b48f-3754b0d5cbf3\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 1.765}}, {\"70625\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-16 17:24:21.000000+00:00\", \"2021-07-04 01:52:49.000000+00:00\", \"2023-01-25 14:46:29.000000+00:00\"], \"session_ids\": [\"74a0d7de-084b-4df0-bfdf-894df7a3aceb\", \"871c1b7b-f1e8-46e5-b0e4-ff200b89b031\", \"ca30e89b-ac6b-43ab-9e74-9c40035ce830\"], \"total_duration\": 162.0, \"total_sessions\": 3, \"mean_week_duration\": 0.947}}, {\"37212\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-27 06:14:47.000000+00:00\", \"2020-01-21 08:05:18.000000+00:00\", \"2021-04-06 01:44:32.000000+00:00\"], \"session_ids\": [\"105210cc-2720-4a7b-892f-06613181d347\", \"341b5722-e924-40c6-817b-f0b23fa6f5ba\", \"365a0c67-eb3c-4f16-bd0a-c8d5f8aeae71\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 1.841}}, {\"8094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-17 23:15:32.000000+00:00\", \"2019-08-21 12:47:50.000000+00:00\"], \"session_ids\": [\"84d7d8df-8040-4157-ad1e-ec884c389dde\", \"b18e01f8-acac-49b9-8e3e-a1ce76a5bcb5\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.193}}, {\"71069\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-10 19:19:29.000000+00:00\", \"2020-08-02 09:07:12.000000+00:00\"], \"session_ids\": [\"cc3863c7-a7ec-4db2-827f-6f7558900eef\", \"e0b42c6e-44b9-4536-a9b9-3c694f08b5ed\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.878}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 4 users with a quantity of sessions that is higher than 5 and lower than 8, exclusive 5 inclusive 8 and apply sorting by city name form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"48708\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-05 05:58:04.000000+00:00\", \"2022-07-18 03:22:09.000000+00:00\", \"2020-05-19 15:09:59.000000+00:00\", \"2022-12-26 05:25:21.000000+00:00\", \"2022-11-08 09:23:57.000000+00:00\", \"2019-05-25 01:04:15.000000+00:00\", \"2022-08-15 12:19:38.000000+00:00\", \"2019-05-28 09:49:07.000000+00:00\", \"2019-04-19 10:03:02.000000+00:00\", \"2021-09-17 22:04:02.000000+00:00\"], \"session_ids\": [\"dfb658d8-1f71-492d-87f8-1e3341f763ec\", \"a9c9d160-1552-402b-bd41-513dea451e06\", \"f11af0df-74d2-4b95-b229-61abf7a7a7ad\", \"888154f7-8646-469f-8862-2f06ce846b49\", \"81e80c46-e90e-4387-bda2-42c4795d2682\", \"c3103cc5-b150-48e4-ba52-213072f7dac8\", \"d9a2b808-db15-402f-bc83-1b0af88fbb8d\", \"4ade9572-05d2-434e-8fa8-858105f2da8b\", \"0564d3f9-9088-4355-89d8-0e9e4a3b63d1\", \"19b545dd-1967-415e-a094-deeb3310b59b\"], \"total_duration\": 2300.0, \"total_sessions\": 10, \"mean_week_duration\": 11.558}, \"19731\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-25 11:58:39.000000+00:00\", \"2022-04-21 18:37:31.000000+00:00\", \"2022-11-29 09:49:26.000000+00:00\"], \"session_ids\": [\"43ed9878-9670-4658-8e91-d02e11cb4d9e\", \"d50ae327-e4e9-4709-ac8c-31fa255d5b09\", \"669e0763-9c25-487e-aefb-a3ac07e93a40\"], \"total_duration\": 813.0, \"total_sessions\": 3, \"mean_week_duration\": 9.679}, \"2058\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-04-17 03:50:44.000000+00:00\", \"2022-09-17 12:25:37.000000+00:00\", \"2022-02-07 03:34:53.000000+00:00\", \"2021-09-05 22:47:58.000000+00:00\", \"2021-03-16 17:56:58.000000+00:00\", \"2022-04-09 18:31:19.000000+00:00\", \"2021-03-17 00:52:31.000000+00:00\", \"2020-01-11 12:12:22.000000+00:00\", \"2021-02-08 16:47:26.000000+00:00\"], \"session_ids\": [\"198c43d0-a36b-4c2f-8eed-81356bb25d3d\", \"296cf379-f026-4f17-b708-f3df8fe84518\", \"8b5c4aa8-4de3-4f8b-a847-615cea16b76f\", \"29643a11-0ae3-4c4c-bf93-dd0f7474d3c9\", \"77144a7f-34a0-4b0e-b754-16a6a61971ac\", \"729603a0-1b38-4ece-a8c1-4d04341c0042\", \"5da8f50b-0102-446f-b03e-ef8865a3c34c\", \"5a193c64-98e4-46c4-bab7-7ebd46c2bef9\", \"0b3b980b-2b37-4097-83d1-4c7b87952679\"], \"total_duration\": 5125.0, \"total_sessions\": 9, \"mean_week_duration\": 36.607}, \"75816\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-24 08:02:06.000000+00:00\", \"2020-03-24 17:27:50.000000+00:00\", \"2023-02-08 11:45:44.000000+00:00\"], \"session_ids\": [\"bc75b4c0-9f19-4932-8853-5afd006bbba8\", \"e09488e2-0480-42fb-ac3c-57348aa36423\", \"78593d7c-ffa8-4854-a9e4-f12308f17181\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.353}, \"49671\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-24 14:03:10.000000+00:00\", \"2019-11-19 21:32:29.000000+00:00\", \"2019-01-24 02:26:11.000000+00:00\", \"2023-01-26 11:57:50.000000+00:00\", \"2021-10-17 04:49:08.000000+00:00\", \"2023-06-26 17:33:57.000000+00:00\", \"2023-03-20 18:23:23.000000+00:00\", \"2020-12-12 14:28:56.000000+00:00\", \"2019-11-03 08:22:38.000000+00:00\"], \"session_ids\": [\"b3f4baef-9300-4a54-955d-4ec04113a24b\", \"f802430d-761c-4db6-86d0-5bc2de3e1757\", \"24f1a824-28e9-44af-9d66-161ebb976252\", \"bc7f1101-c16a-4da4-b385-44c6c3250ff4\", \"4fbfeec8-d9dd-4ed6-a078-afe0b5391184\", \"6fe975e5-537c-4b91-9619-b5a4438c8d59\", \"f188c9a7-1a28-44db-b1b7-8f061d616005\", \"2fbfaa11-ceee-4935-9745-dcbe512b5475\", \"57021ca0-b2c7-4e7e-82f6-08b012fc60ac\"], \"total_duration\": 6182.0, \"total_sessions\": 9, \"mean_week_duration\": 26.762}, \"37291\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-04 16:30:51.000000+00:00\", \"2022-09-24 13:16:46.000000+00:00\"], \"session_ids\": [\"b13f7590-3f5e-4d2f-bb55-0a9ac7de3555\", \"b71cd35e-be62-47bd-b39a-0dc0d1dd8079\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.944}, \"74144\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-17 16:46:11.000000+00:00\", \"2022-02-17 17:21:27.000000+00:00\"], \"session_ids\": [\"19f34db6-ff84-4429-9ea2-8ba7ef8d7c9b\", \"fdeb180c-c687-4b7e-b6df-c236aea70cba\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.02}, \"39717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-10-07 08:18:20.000000+00:00\", \"2019-09-06 12:00:19.000000+00:00\", \"2021-08-14 23:51:02.000000+00:00\", \"2022-02-26 10:45:28.000000+00:00\", \"2022-05-22 04:17:06.000000+00:00\", \"2020-07-23 09:20:51.000000+00:00\", \"2021-01-12 13:19:48.000000+00:00\", \"2023-01-04 16:14:13.000000+00:00\"], \"session_ids\": [\"7ca77b67-ce3e-4dc9-8a38-1a4aeec00165\", \"9572f7de-3452-4a83-99f1-f7062682d10b\", \"35f55a31-c487-4df6-a507-bfd8c1507768\", \"1e72e7b6-d4cd-4cf0-af5e-c749181fa7c8\", \"321528e3-255f-4bea-a259-f91b3da8ccc4\", \"cd5bfefc-6997-4e32-b2cf-9d45c84cde91\", \"af7cc803-db7c-40d7-b1c4-50601a4fe588\", \"32fe3666-d3a6-4e6e-8cc2-a6b77b886c23\"], \"total_duration\": 428.0, \"total_sessions\": 8, \"mean_week_duration\": 2.46}, \"10734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-30 22:55:04.000000+00:00\", \"2022-04-26 22:56:35.000000+00:00\", \"2022-07-20 23:50:22.000000+00:00\", \"2020-10-09 20:03:44.000000+00:00\", \"2023-01-17 18:03:18.000000+00:00\"], \"session_ids\": [\"ffe880c8-9be4-4e97-8e13-fd28e28f5c0c\", \"e7160af0-4250-46e9-bc03-08440e5abc1f\", \"4601c2e7-092e-4759-a4e1-619889c48a91\", \"fa93f979-5bfd-400c-8444-879866fed5c6\", \"7901f9b6-8606-460c-9ff3-ebb14d3a102f\"], \"total_duration\": 2390.0, \"total_sessions\": 5, \"mean_week_duration\": 19.12}, \"46093\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-10-12 16:27:28.000000+00:00\", \"2023-01-03 06:09:56.000000+00:00\"], \"session_ids\": [\"a60b7164-1b78-403a-af98-d9d5849d4809\", \"ed70d4af-4f8b-43d7-9339-d7bf74b13295\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 17.083}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 5 and are equal or less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-10-07 08:18:20.000000+00:00\", \"2019-09-06 12:00:19.000000+00:00\", \"2021-08-14 23:51:02.000000+00:00\", \"2022-02-26 10:45:28.000000+00:00\", \"2022-05-22 04:17:06.000000+00:00\", \"2020-07-23 09:20:51.000000+00:00\", \"2021-01-12 13:19:48.000000+00:00\", \"2023-01-04 16:14:13.000000+00:00\"], \"session_ids\": [\"7ca77b67-ce3e-4dc9-8a38-1a4aeec00165\", \"9572f7de-3452-4a83-99f1-f7062682d10b\", \"35f55a31-c487-4df6-a507-bfd8c1507768\", \"1e72e7b6-d4cd-4cf0-af5e-c749181fa7c8\", \"321528e3-255f-4bea-a259-f91b3da8ccc4\", \"cd5bfefc-6997-4e32-b2cf-9d45c84cde91\", \"af7cc803-db7c-40d7-b1c4-50601a4fe588\", \"32fe3666-d3a6-4e6e-8cc2-a6b77b886c23\"], \"total_duration\": 428.0, \"total_sessions\": 8, \"mean_week_duration\": 2.46}}\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[{\"39717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-10-07 08:18:20.000000+00:00\", \"2019-09-06 12:00:19.000000+00:00\", \"2021-08-14 23:51:02.000000+00:00\", \"2022-02-26 10:45:28.000000+00:00\", \"2022-05-22 04:17:06.000000+00:00\", \"2020-07-23 09:20:51.000000+00:00\", \"2021-01-12 13:19:48.000000+00:00\", \"2023-01-04 16:14:13.000000+00:00\"], \"session_ids\": [\"7ca77b67-ce3e-4dc9-8a38-1a4aeec00165\", \"9572f7de-3452-4a83-99f1-f7062682d10b\", \"35f55a31-c487-4df6-a507-bfd8c1507768\", \"1e72e7b6-d4cd-4cf0-af5e-c749181fa7c8\", \"321528e3-255f-4bea-a259-f91b3da8ccc4\", \"cd5bfefc-6997-4e32-b2cf-9d45c84cde91\", \"af7cc803-db7c-40d7-b1c4-50601a4fe588\", \"32fe3666-d3a6-4e6e-8cc2-a6b77b886c23\"], \"total_duration\": 428.0, \"total_sessions\": 8, \"mean_week_duration\": 2.46}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"39717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-10-07 08:18:20.000000+00:00\", \"2019-09-06 12:00:19.000000+00:00\", \"2021-08-14 23:51:02.000000+00:00\", \"2022-02-26 10:45:28.000000+00:00\", \"2022-05-22 04:17:06.000000+00:00\", \"2020-07-23 09:20:51.000000+00:00\", \"2021-01-12 13:19:48.000000+00:00\", \"2023-01-04 16:14:13.000000+00:00\"], \"session_ids\": [\"7ca77b67-ce3e-4dc9-8a38-1a4aeec00165\", \"9572f7de-3452-4a83-99f1-f7062682d10b\", \"35f55a31-c487-4df6-a507-bfd8c1507768\", \"1e72e7b6-d4cd-4cf0-af5e-c749181fa7c8\", \"321528e3-255f-4bea-a259-f91b3da8ccc4\", \"cd5bfefc-6997-4e32-b2cf-9d45c84cde91\", \"af7cc803-db7c-40d7-b1c4-50601a4fe588\", \"32fe3666-d3a6-4e6e-8cc2-a6b77b886c23\"], \"total_duration\": 428.0, \"total_sessions\": 8, \"mean_week_duration\": 2.46}}]\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[{\"39717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-10-07 08:18:20.000000+00:00\", \"2019-09-06 12:00:19.000000+00:00\", \"2021-08-14 23:51:02.000000+00:00\", \"2022-02-26 10:45:28.000000+00:00\", \"2022-05-22 04:17:06.000000+00:00\", \"2020-07-23 09:20:51.000000+00:00\", \"2021-01-12 13:19:48.000000+00:00\", \"2023-01-04 16:14:13.000000+00:00\"], \"session_ids\": [\"7ca77b67-ce3e-4dc9-8a38-1a4aeec00165\", \"9572f7de-3452-4a83-99f1-f7062682d10b\", \"35f55a31-c487-4df6-a507-bfd8c1507768\", \"1e72e7b6-d4cd-4cf0-af5e-c749181fa7c8\", \"321528e3-255f-4bea-a259-f91b3da8ccc4\", \"cd5bfefc-6997-4e32-b2cf-9d45c84cde91\", \"af7cc803-db7c-40d7-b1c4-50601a4fe588\", \"32fe3666-d3a6-4e6e-8cc2-a6b77b886c23\"], \"total_duration\": 428.0, \"total_sessions\": 8, \"mean_week_duration\": 2.46}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about 7 users with a mean of duration of sessions per week that is below 22, exclusive 22 and execute sorting by time in app per week in ascending order also remain only 2 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{\"69967\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-06 23:04:53.000000+00:00\", \"2019-02-27 10:19:48.000000+00:00\", \"2020-02-09 06:22:13.000000+00:00\", \"2019-09-23 06:08:05.000000+00:00\", \"2021-06-01 21:55:48.000000+00:00\", \"2022-03-23 02:03:08.000000+00:00\"], \"session_ids\": [\"8c22bdf5-bfe0-4eae-854b-e7c73540c9ed\", \"9b958c2a-fc91-44de-b67a-2b28a7aa6df6\", \"60c8c836-1249-41f4-a88e-2093b5440164\", \"d6a1a949-ffc5-4daa-89fe-3544645efc3f\", \"7dff6b87-dbaf-484c-a05f-9e201828d5a4\", \"04a441cd-b393-4115-8639-618d6e3f4f09\"], \"total_duration\": 1221.0, \"total_sessions\": 6, \"mean_week_duration\": 7.631}, \"4959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-14 03:33:56.000000+00:00\", \"2022-12-03 16:43:34.000000+00:00\", \"2019-12-22 10:29:58.000000+00:00\", \"2019-06-10 16:25:47.000000+00:00\"], \"session_ids\": [\"053aa856-cabe-42a9-80cf-08c7efb03462\", \"ed02b6c2-b9ff-4c6a-9514-1edd35b505a8\", \"cc5e8a22-fb09-47a3-ae20-03894926e149\", \"17214351-476d-4d0a-8f62-b3dc1f32adfc\"], \"total_duration\": 1214.0, \"total_sessions\": 4, \"mean_week_duration\": 6.67}, \"84251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-07 12:18:53.000000+00:00\", \"2021-12-06 01:41:58.000000+00:00\", \"2019-11-22 08:09:12.000000+00:00\"], \"session_ids\": [\"3b063286-724a-4973-906a-047a598b4baf\", \"6b574e93-e0fd-4f36-b2c0-9f1ac0470223\", \"5a299f8d-4cea-4679-841a-5714dbb34a30\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 3.372}, \"31092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-16 05:39:42.000000+00:00\", \"2023-03-18 23:17:40.000000+00:00\", \"2022-03-23 01:04:53.000000+00:00\"], \"session_ids\": [\"e30391e0-62b4-48ed-9e60-50adcf1de81d\", \"5e51aa7f-1deb-4615-855c-7f15a4c67359\", \"e1107c1a-423d-4ef5-944f-53aa2120b95c\"], \"total_duration\": 971.0, \"total_sessions\": 3, \"mean_week_duration\": 4.646}, \"58312\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-21 13:09:32.000000+00:00\", \"2020-05-10 00:50:00.000000+00:00\", \"2021-06-18 09:48:20.000000+00:00\", \"2019-12-22 23:54:51.000000+00:00\", \"2020-08-20 16:14:53.000000+00:00\"], \"session_ids\": [\"1ecc30f1-4733-476c-a0d5-a134e29d31ca\", \"14de293d-2b1a-4fbd-bf82-11a3a6bca03c\", \"d264e6b5-5cad-45c9-8b1a-c1ed6a756578\", \"9f483dde-e684-4a58-906a-86c5f8607d35\", \"4054307c-5afd-43c2-8b90-02081bc252c4\"], \"total_duration\": 260.0, \"total_sessions\": 5, \"mean_week_duration\": 1.529}, \"25485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-07 01:02:24.000000+00:00\", \"2022-04-04 14:58:10.000000+00:00\", \"2021-03-01 17:20:07.000000+00:00\", \"2019-11-16 12:52:09.000000+00:00\", \"2020-06-04 11:44:50.000000+00:00\", \"2021-02-09 18:23:28.000000+00:00\", \"2023-05-26 10:37:11.000000+00:00\", \"2021-02-20 19:08:09.000000+00:00\"], \"session_ids\": [\"6eb8fbbf-12a5-4c64-ae2e-ba1732cdb453\", \"1907df7b-22ed-449b-a9b4-8daa8a9a23ba\", \"def4103d-fa5b-44bc-b2f4-f6ab764c2ea1\", \"4391b0f4-96b5-46f8-8bcb-2a22eceba4f4\", \"7a6a1f33-ae91-4668-b05b-355d831056fb\", \"a80dac1f-183e-4d4b-8a5b-fdc0929ee507\", \"faa9bad7-7af4-4381-9b59-2002f98cfe60\", \"1b9352eb-de41-446f-a5b6-ce324a55d27b\"], \"total_duration\": 3130.0, \"total_sessions\": 8, \"mean_week_duration\": 16.828}, \"37901\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-07 18:34:19.000000+00:00\", \"2021-04-23 14:21:46.000000+00:00\", \"2019-07-21 05:38:56.000000+00:00\", \"2020-04-23 18:36:33.000000+00:00\", \"2019-06-14 20:38:33.000000+00:00\", \"2023-01-07 13:47:18.000000+00:00\", \"2019-08-10 09:08:01.000000+00:00\", \"2023-04-03 07:39:54.000000+00:00\"], \"session_ids\": [\"0965b89a-0fb0-4acd-a5be-49663c82ea9a\", \"f3ae79fe-a33b-488c-a149-fcb896f6e202\", \"61630bfe-0313-4693-b63e-8ba2959032c9\", \"fe5fe942-2869-455b-915d-6f34dad72d79\", \"d15d92c5-7595-43aa-8333-71924606bbf1\", \"8b96df83-fe64-405d-9a3b-b3377eec3541\", \"f0dd8bfb-0652-40e6-a1f2-d7745b8fa5ec\", \"0899095a-3160-49de-a3cd-00e6e72f91b0\"], \"total_duration\": 7134.0, \"total_sessions\": 8, \"mean_week_duration\": 35.849}, \"51402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-23 23:51:16.000000+00:00\", \"2023-04-05 15:36:12.000000+00:00\", \"2019-07-29 05:47:13.000000+00:00\", \"2019-05-04 13:02:21.000000+00:00\", \"2023-03-05 14:14:48.000000+00:00\", \"2020-10-14 20:11:33.000000+00:00\", \"2019-10-19 09:09:09.000000+00:00\", \"2020-05-22 16:48:00.000000+00:00\", \"2020-02-23 23:40:11.000000+00:00\"], \"session_ids\": [\"3713c133-fc77-43d7-89bb-4ce0ec3b3e75\", \"ed6805e8-829b-4bdf-8bc2-99ebeedd5e49\", \"d0623bc8-0b23-4184-8888-4c69a2e1aa63\", \"de9a8433-08c5-4a74-ad7f-c8dd35f9fe59\", \"be36e81b-fd59-4a10-838f-f01256d327dd\", \"9b6a7237-3718-466b-bd99-df5b8d772722\", \"996bb1d1-f758-4f98-b6cc-756f0dad2a83\", \"72d914da-b074-406f-bec3-9cb128288762\", \"b894cf69-3c2b-4186-b6e1-c025771a357a\"], \"total_duration\": 22422.0, \"total_sessions\": 9, \"mean_week_duration\": 109.376}, \"62457\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-08-15 07:38:03.000000+00:00\", \"2022-05-16 00:19:32.000000+00:00\", \"2022-12-26 09:44:22.000000+00:00\", \"2020-11-12 00:14:49.000000+00:00\", \"2019-07-28 01:54:28.000000+00:00\", \"2020-10-02 13:58:44.000000+00:00\"], \"session_ids\": [\"d959fce8-546f-4446-83cc-e9a46557c3b9\", \"5887883f-82dc-4bc3-a787-2cf142f6f11b\", \"aaafcfd3-6d3a-4277-be73-2727ce809303\", \"08e23fd2-3b71-400f-8fe3-971572f1a073\", \"751fb5df-8e85-4e01-ae17-027bfc5b76f2\", \"54e540fb-817f-4c17-8cba-60872a7ba331\"], \"total_duration\": 121.0, \"total_sessions\": 6, \"mean_week_duration\": 0.676}, \"28037\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-19 15:22:14.000000+00:00\", \"2023-01-04 23:35:33.000000+00:00\"], \"session_ids\": [\"09db8ef6-56d8-41b4-a41c-4d9243a5da0d\", \"62786c5a-088f-4384-b998-2228487791f3\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.925}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 22" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[22, 34]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"69967\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-06 23:04:53.000000+00:00\", \"2019-02-27 10:19:48.000000+00:00\", \"2020-02-09 06:22:13.000000+00:00\", \"2019-09-23 06:08:05.000000+00:00\", \"2021-06-01 21:55:48.000000+00:00\", \"2022-03-23 02:03:08.000000+00:00\"], \"session_ids\": [\"8c22bdf5-bfe0-4eae-854b-e7c73540c9ed\", \"9b958c2a-fc91-44de-b67a-2b28a7aa6df6\", \"60c8c836-1249-41f4-a88e-2093b5440164\", \"d6a1a949-ffc5-4daa-89fe-3544645efc3f\", \"7dff6b87-dbaf-484c-a05f-9e201828d5a4\", \"04a441cd-b393-4115-8639-618d6e3f4f09\"], \"total_duration\": 1221.0, \"total_sessions\": 6, \"mean_week_duration\": 7.631}, \"4959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-14 03:33:56.000000+00:00\", \"2022-12-03 16:43:34.000000+00:00\", \"2019-12-22 10:29:58.000000+00:00\", \"2019-06-10 16:25:47.000000+00:00\"], \"session_ids\": [\"053aa856-cabe-42a9-80cf-08c7efb03462\", \"ed02b6c2-b9ff-4c6a-9514-1edd35b505a8\", \"cc5e8a22-fb09-47a3-ae20-03894926e149\", \"17214351-476d-4d0a-8f62-b3dc1f32adfc\"], \"total_duration\": 1214.0, \"total_sessions\": 4, \"mean_week_duration\": 6.67}, \"84251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-07 12:18:53.000000+00:00\", \"2021-12-06 01:41:58.000000+00:00\", \"2019-11-22 08:09:12.000000+00:00\"], \"session_ids\": [\"3b063286-724a-4973-906a-047a598b4baf\", \"6b574e93-e0fd-4f36-b2c0-9f1ac0470223\", \"5a299f8d-4cea-4679-841a-5714dbb34a30\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 3.372}, \"31092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-16 05:39:42.000000+00:00\", \"2023-03-18 23:17:40.000000+00:00\", \"2022-03-23 01:04:53.000000+00:00\"], \"session_ids\": [\"e30391e0-62b4-48ed-9e60-50adcf1de81d\", \"5e51aa7f-1deb-4615-855c-7f15a4c67359\", \"e1107c1a-423d-4ef5-944f-53aa2120b95c\"], \"total_duration\": 971.0, \"total_sessions\": 3, \"mean_week_duration\": 4.646}, \"58312\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-21 13:09:32.000000+00:00\", \"2020-05-10 00:50:00.000000+00:00\", \"2021-06-18 09:48:20.000000+00:00\", \"2019-12-22 23:54:51.000000+00:00\", \"2020-08-20 16:14:53.000000+00:00\"], \"session_ids\": [\"1ecc30f1-4733-476c-a0d5-a134e29d31ca\", \"14de293d-2b1a-4fbd-bf82-11a3a6bca03c\", \"d264e6b5-5cad-45c9-8b1a-c1ed6a756578\", \"9f483dde-e684-4a58-906a-86c5f8607d35\", \"4054307c-5afd-43c2-8b90-02081bc252c4\"], \"total_duration\": 260.0, \"total_sessions\": 5, \"mean_week_duration\": 1.529}, \"25485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-07 01:02:24.000000+00:00\", \"2022-04-04 14:58:10.000000+00:00\", \"2021-03-01 17:20:07.000000+00:00\", \"2019-11-16 12:52:09.000000+00:00\", \"2020-06-04 11:44:50.000000+00:00\", \"2021-02-09 18:23:28.000000+00:00\", \"2023-05-26 10:37:11.000000+00:00\", \"2021-02-20 19:08:09.000000+00:00\"], \"session_ids\": [\"6eb8fbbf-12a5-4c64-ae2e-ba1732cdb453\", \"1907df7b-22ed-449b-a9b4-8daa8a9a23ba\", \"def4103d-fa5b-44bc-b2f4-f6ab764c2ea1\", \"4391b0f4-96b5-46f8-8bcb-2a22eceba4f4\", \"7a6a1f33-ae91-4668-b05b-355d831056fb\", \"a80dac1f-183e-4d4b-8a5b-fdc0929ee507\", \"faa9bad7-7af4-4381-9b59-2002f98cfe60\", \"1b9352eb-de41-446f-a5b6-ce324a55d27b\"], \"total_duration\": 3130.0, \"total_sessions\": 8, \"mean_week_duration\": 16.828}, \"62457\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-08-15 07:38:03.000000+00:00\", \"2022-05-16 00:19:32.000000+00:00\", \"2022-12-26 09:44:22.000000+00:00\", \"2020-11-12 00:14:49.000000+00:00\", \"2019-07-28 01:54:28.000000+00:00\", \"2020-10-02 13:58:44.000000+00:00\"], \"session_ids\": [\"d959fce8-546f-4446-83cc-e9a46557c3b9\", \"5887883f-82dc-4bc3-a787-2cf142f6f11b\", \"aaafcfd3-6d3a-4277-be73-2727ce809303\", \"08e23fd2-3b71-400f-8fe3-971572f1a073\", \"751fb5df-8e85-4e01-ae17-027bfc5b76f2\", \"54e540fb-817f-4c17-8cba-60872a7ba331\"], \"total_duration\": 121.0, \"total_sessions\": 6, \"mean_week_duration\": 0.676}, \"28037\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-19 15:22:14.000000+00:00\", \"2023-01-04 23:35:33.000000+00:00\"], \"session_ids\": [\"09db8ef6-56d8-41b4-a41c-4d9243a5da0d\", \"62786c5a-088f-4384-b998-2228487791f3\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.925}}\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[{\"62457\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-08-15 07:38:03.000000+00:00\", \"2022-05-16 00:19:32.000000+00:00\", \"2022-12-26 09:44:22.000000+00:00\", \"2020-11-12 00:14:49.000000+00:00\", \"2019-07-28 01:54:28.000000+00:00\", \"2020-10-02 13:58:44.000000+00:00\"], \"session_ids\": [\"d959fce8-546f-4446-83cc-e9a46557c3b9\", \"5887883f-82dc-4bc3-a787-2cf142f6f11b\", \"aaafcfd3-6d3a-4277-be73-2727ce809303\", \"08e23fd2-3b71-400f-8fe3-971572f1a073\", \"751fb5df-8e85-4e01-ae17-027bfc5b76f2\", \"54e540fb-817f-4c17-8cba-60872a7ba331\"], \"total_duration\": 121.0, \"total_sessions\": 6, \"mean_week_duration\": 0.676}}, {\"28037\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-19 15:22:14.000000+00:00\", \"2023-01-04 23:35:33.000000+00:00\"], \"session_ids\": [\"09db8ef6-56d8-41b4-a41c-4d9243a5da0d\", \"62786c5a-088f-4384-b998-2228487791f3\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.925}}, {\"58312\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-21 13:09:32.000000+00:00\", \"2020-05-10 00:50:00.000000+00:00\", \"2021-06-18 09:48:20.000000+00:00\", \"2019-12-22 23:54:51.000000+00:00\", \"2020-08-20 16:14:53.000000+00:00\"], \"session_ids\": [\"1ecc30f1-4733-476c-a0d5-a134e29d31ca\", \"14de293d-2b1a-4fbd-bf82-11a3a6bca03c\", \"d264e6b5-5cad-45c9-8b1a-c1ed6a756578\", \"9f483dde-e684-4a58-906a-86c5f8607d35\", \"4054307c-5afd-43c2-8b90-02081bc252c4\"], \"total_duration\": 260.0, \"total_sessions\": 5, \"mean_week_duration\": 1.529}}, {\"84251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-07 12:18:53.000000+00:00\", \"2021-12-06 01:41:58.000000+00:00\", \"2019-11-22 08:09:12.000000+00:00\"], \"session_ids\": [\"3b063286-724a-4973-906a-047a598b4baf\", \"6b574e93-e0fd-4f36-b2c0-9f1ac0470223\", \"5a299f8d-4cea-4679-841a-5714dbb34a30\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 3.372}}, {\"31092\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-16 05:39:42.000000+00:00\", \"2023-03-18 23:17:40.000000+00:00\", \"2022-03-23 01:04:53.000000+00:00\"], \"session_ids\": [\"e30391e0-62b4-48ed-9e60-50adcf1de81d\", \"5e51aa7f-1deb-4615-855c-7f15a4c67359\", \"e1107c1a-423d-4ef5-944f-53aa2120b95c\"], \"total_duration\": 971.0, \"total_sessions\": 3, \"mean_week_duration\": 4.646}}, {\"4959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-14 03:33:56.000000+00:00\", \"2022-12-03 16:43:34.000000+00:00\", \"2019-12-22 10:29:58.000000+00:00\", \"2019-06-10 16:25:47.000000+00:00\"], \"session_ids\": [\"053aa856-cabe-42a9-80cf-08c7efb03462\", \"ed02b6c2-b9ff-4c6a-9514-1edd35b505a8\", \"cc5e8a22-fb09-47a3-ae20-03894926e149\", \"17214351-476d-4d0a-8f62-b3dc1f32adfc\"], \"total_duration\": 1214.0, \"total_sessions\": 4, \"mean_week_duration\": 6.67}}, {\"69967\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-06 23:04:53.000000+00:00\", \"2019-02-27 10:19:48.000000+00:00\", \"2020-02-09 06:22:13.000000+00:00\", \"2019-09-23 06:08:05.000000+00:00\", \"2021-06-01 21:55:48.000000+00:00\", \"2022-03-23 02:03:08.000000+00:00\"], \"session_ids\": [\"8c22bdf5-bfe0-4eae-854b-e7c73540c9ed\", \"9b958c2a-fc91-44de-b67a-2b28a7aa6df6\", \"60c8c836-1249-41f4-a88e-2093b5440164\", \"d6a1a949-ffc5-4daa-89fe-3544645efc3f\", \"7dff6b87-dbaf-484c-a05f-9e201828d5a4\", \"04a441cd-b393-4115-8639-618d6e3f4f09\"], \"total_duration\": 1221.0, \"total_sessions\": 6, \"mean_week_duration\": 7.631}}, {\"25485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-07 01:02:24.000000+00:00\", \"2022-04-04 14:58:10.000000+00:00\", \"2021-03-01 17:20:07.000000+00:00\", \"2019-11-16 12:52:09.000000+00:00\", \"2020-06-04 11:44:50.000000+00:00\", \"2021-02-09 18:23:28.000000+00:00\", \"2023-05-26 10:37:11.000000+00:00\", \"2021-02-20 19:08:09.000000+00:00\"], \"session_ids\": [\"6eb8fbbf-12a5-4c64-ae2e-ba1732cdb453\", \"1907df7b-22ed-449b-a9b4-8daa8a9a23ba\", \"def4103d-fa5b-44bc-b2f4-f6ab764c2ea1\", \"4391b0f4-96b5-46f8-8bcb-2a22eceba4f4\", \"7a6a1f33-ae91-4668-b05b-355d831056fb\", \"a80dac1f-183e-4d4b-8a5b-fdc0929ee507\", \"faa9bad7-7af4-4381-9b59-2002f98cfe60\", \"1b9352eb-de41-446f-a5b6-ce324a55d27b\"], \"total_duration\": 3130.0, \"total_sessions\": 8, \"mean_week_duration\": 16.828}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"62457\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-08-15 07:38:03.000000+00:00\", \"2022-05-16 00:19:32.000000+00:00\", \"2022-12-26 09:44:22.000000+00:00\", \"2020-11-12 00:14:49.000000+00:00\", \"2019-07-28 01:54:28.000000+00:00\", \"2020-10-02 13:58:44.000000+00:00\"], \"session_ids\": [\"d959fce8-546f-4446-83cc-e9a46557c3b9\", \"5887883f-82dc-4bc3-a787-2cf142f6f11b\", \"aaafcfd3-6d3a-4277-be73-2727ce809303\", \"08e23fd2-3b71-400f-8fe3-971572f1a073\", \"751fb5df-8e85-4e01-ae17-027bfc5b76f2\", \"54e540fb-817f-4c17-8cba-60872a7ba331\"], \"total_duration\": 121.0, \"total_sessions\": 6, \"mean_week_duration\": 0.676}}, {\"28037\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-19 15:22:14.000000+00:00\", \"2023-01-04 23:35:33.000000+00:00\"], \"session_ids\": [\"09db8ef6-56d8-41b4-a41c-4d9243a5da0d\", \"62786c5a-088f-4384-b998-2228487791f3\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.925}}]\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[{\"62457\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-08-15 07:38:03.000000+00:00\", \"2022-05-16 00:19:32.000000+00:00\", \"2022-12-26 09:44:22.000000+00:00\", \"2020-11-12 00:14:49.000000+00:00\", \"2019-07-28 01:54:28.000000+00:00\", \"2020-10-02 13:58:44.000000+00:00\"], \"session_ids\": [\"d959fce8-546f-4446-83cc-e9a46557c3b9\", \"5887883f-82dc-4bc3-a787-2cf142f6f11b\", \"aaafcfd3-6d3a-4277-be73-2727ce809303\", \"08e23fd2-3b71-400f-8fe3-971572f1a073\", \"751fb5df-8e85-4e01-ae17-027bfc5b76f2\", \"54e540fb-817f-4c17-8cba-60872a7ba331\"], \"total_duration\": 121.0, \"total_sessions\": 6, \"mean_week_duration\": 0.676}}, {\"28037\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-19 15:22:14.000000+00:00\", \"2023-01-04 23:35:33.000000+00:00\"], \"session_ids\": [\"09db8ef6-56d8-41b4-a41c-4d9243a5da0d\", \"62786c5a-088f-4384-b998-2228487791f3\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.925}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 5 users whose total duration is smaller than 390 ( not including) , moreover execute sorting by total amount of duration 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{\"79061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-15 12:19:06.000000+00:00\", \"2020-03-04 05:55:58.000000+00:00\", \"2022-02-06 08:36:42.000000+00:00\"], \"session_ids\": [\"5bc05368-f462-4dc0-894d-ab5d2e6372cb\", \"91188eb9-0c31-45d0-a0b9-95cc31e9ef57\", \"b9795ce8-7af5-4975-9063-e7f80b439fc1\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.941}, \"30413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-18 09:00:15.000000+00:00\", \"2021-05-23 07:33:18.000000+00:00\"], \"session_ids\": [\"c4317749-0a6f-4e55-93c5-81aedf0898cc\", \"676aec8b-2ef3-4fd5-8829-b365a79d08f1\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}, \"94500\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-15 12:59:26.000000+00:00\", \"2020-01-12 18:00:18.000000+00:00\"], \"session_ids\": [\"1cc274fb-cd17-4f86-ab2b-2b3a08159d21\", \"df4683ee-344c-4b0d-996d-609107d35950\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}, \"29544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-07-13 10:46:51.000000+00:00\", \"2021-01-29 17:48:44.000000+00:00\", \"2021-04-24 15:44:57.000000+00:00\"], \"session_ids\": [\"ddbf8b0c-9c62-4971-b1b1-496795b751d4\", \"1adf43bb-9866-455e-8f11-4a9723f98f3f\", \"86ed94c2-974f-48a0-8fa3-0746c1926b30\"], \"total_duration\": 235.0, \"total_sessions\": 3, \"mean_week_duration\": 3.092}, \"43431\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-05-09 00:17:39.000000+00:00\", \"2020-06-29 21:26:19.000000+00:00\", \"2022-08-18 14:49:10.000000+00:00\"], \"session_ids\": [\"3db47d07-3c58-40c9-ac87-2a9ea149ec84\", \"7a68310a-623e-4b35-a95d-1c9619302cdd\", \"6d61af3f-5ea6-48f9-baa4-425d7d485fc1\"], \"total_duration\": 159.0, \"total_sessions\": 3, \"mean_week_duration\": 1.067}, \"58805\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-17 00:07:30.000000+00:00\", \"2021-11-26 17:46:32.000000+00:00\"], \"session_ids\": [\"90aecaa0-5796-47c8-af12-5e7da3afcffb\", \"1fde9311-76bf-484e-b9fa-a274506cbc35\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 23.333}, \"51507\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-07 18:25:24.000000+00:00\", \"2020-10-15 09:43:27.000000+00:00\", \"2022-08-01 18:38:52.000000+00:00\", \"2022-12-03 16:28:36.000000+00:00\", \"2019-06-28 00:07:29.000000+00:00\"], \"session_ids\": [\"cd7ffcad-ea61-4f27-a079-e40022f971c3\", \"f61c8a31-3534-4a24-a510-6953c85fc85b\", \"a2a231e3-eedd-434c-8046-cf29e6bb384a\", \"6614f341-272d-4bc8-bcc3-f0a80e5d96e4\", \"3fcf7d9c-4a51-4799-ad04-bf765131b79a\"], \"total_duration\": 783.0, \"total_sessions\": 5, \"mean_week_duration\": 4.35}, \"17704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-18 07:18:52.000000+00:00\", \"2019-07-04 04:31:17.000000+00:00\"], \"session_ids\": [\"36253368-de0b-4680-b7d9-66d4a8ed7a34\", \"c1410849-fbca-44d4-a9dc-14c3645efa78\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.299}, \"23552\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 12:41:52.000000+00:00\", \"2022-08-22 02:00:13.000000+00:00\"], \"session_ids\": [\"7455f9a4-dbdf-4b94-a7ba-5a596f5374a8\", \"7d6cda02-f5fc-4a45-b6ac-ff4ebb897aa2\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}, \"68502\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-23 09:35:58.000000+00:00\", \"2019-03-05 17:44:55.000000+00:00\", \"2019-08-11 09:21:26.000000+00:00\", \"2020-11-19 22:39:50.000000+00:00\"], \"session_ids\": [\"1d69fc1e-b532-4278-90a9-eb3c96f10c3e\", \"2f9fc346-4b2a-4357-8f7f-4b5b67893560\", \"f0fe0507-3657-4aef-baa6-63f359d4819e\", \"db37c404-4f59-43cc-b6c0-5e5ce31da14a\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.216}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 390" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[390, 4082]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-15 12:19:06.000000+00:00\", \"2020-03-04 05:55:58.000000+00:00\", \"2022-02-06 08:36:42.000000+00:00\"], \"session_ids\": [\"5bc05368-f462-4dc0-894d-ab5d2e6372cb\", \"91188eb9-0c31-45d0-a0b9-95cc31e9ef57\", \"b9795ce8-7af5-4975-9063-e7f80b439fc1\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.941}, \"30413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-18 09:00:15.000000+00:00\", \"2021-05-23 07:33:18.000000+00:00\"], \"session_ids\": [\"c4317749-0a6f-4e55-93c5-81aedf0898cc\", \"676aec8b-2ef3-4fd5-8829-b365a79d08f1\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}, \"94500\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-15 12:59:26.000000+00:00\", \"2020-01-12 18:00:18.000000+00:00\"], \"session_ids\": [\"1cc274fb-cd17-4f86-ab2b-2b3a08159d21\", \"df4683ee-344c-4b0d-996d-609107d35950\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}, \"29544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-07-13 10:46:51.000000+00:00\", \"2021-01-29 17:48:44.000000+00:00\", \"2021-04-24 15:44:57.000000+00:00\"], \"session_ids\": [\"ddbf8b0c-9c62-4971-b1b1-496795b751d4\", \"1adf43bb-9866-455e-8f11-4a9723f98f3f\", \"86ed94c2-974f-48a0-8fa3-0746c1926b30\"], \"total_duration\": 235.0, \"total_sessions\": 3, \"mean_week_duration\": 3.092}, \"43431\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-05-09 00:17:39.000000+00:00\", \"2020-06-29 21:26:19.000000+00:00\", \"2022-08-18 14:49:10.000000+00:00\"], \"session_ids\": [\"3db47d07-3c58-40c9-ac87-2a9ea149ec84\", \"7a68310a-623e-4b35-a95d-1c9619302cdd\", \"6d61af3f-5ea6-48f9-baa4-425d7d485fc1\"], \"total_duration\": 159.0, \"total_sessions\": 3, \"mean_week_duration\": 1.067}, \"58805\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-17 00:07:30.000000+00:00\", \"2021-11-26 17:46:32.000000+00:00\"], \"session_ids\": [\"90aecaa0-5796-47c8-af12-5e7da3afcffb\", \"1fde9311-76bf-484e-b9fa-a274506cbc35\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 23.333}, \"17704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-18 07:18:52.000000+00:00\", \"2019-07-04 04:31:17.000000+00:00\"], \"session_ids\": [\"36253368-de0b-4680-b7d9-66d4a8ed7a34\", \"c1410849-fbca-44d4-a9dc-14c3645efa78\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.299}, \"23552\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 12:41:52.000000+00:00\", \"2022-08-22 02:00:13.000000+00:00\"], \"session_ids\": [\"7455f9a4-dbdf-4b94-a7ba-5a596f5374a8\", \"7d6cda02-f5fc-4a45-b6ac-ff4ebb897aa2\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}, \"68502\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-23 09:35:58.000000+00:00\", \"2019-03-05 17:44:55.000000+00:00\", \"2019-08-11 09:21:26.000000+00:00\", \"2020-11-19 22:39:50.000000+00:00\"], \"session_ids\": [\"1d69fc1e-b532-4278-90a9-eb3c96f10c3e\", \"2f9fc346-4b2a-4357-8f7f-4b5b67893560\", \"f0fe0507-3657-4aef-baa6-63f359d4819e\", \"db37c404-4f59-43cc-b6c0-5e5ce31da14a\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.216}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"94500\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-15 12:59:26.000000+00:00\", \"2020-01-12 18:00:18.000000+00:00\"], \"session_ids\": [\"1cc274fb-cd17-4f86-ab2b-2b3a08159d21\", \"df4683ee-344c-4b0d-996d-609107d35950\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}}, {\"68502\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-23 09:35:58.000000+00:00\", \"2019-03-05 17:44:55.000000+00:00\", \"2019-08-11 09:21:26.000000+00:00\", \"2020-11-19 22:39:50.000000+00:00\"], \"session_ids\": [\"1d69fc1e-b532-4278-90a9-eb3c96f10c3e\", \"2f9fc346-4b2a-4357-8f7f-4b5b67893560\", \"f0fe0507-3657-4aef-baa6-63f359d4819e\", \"db37c404-4f59-43cc-b6c0-5e5ce31da14a\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.216}}, {\"17704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-18 07:18:52.000000+00:00\", \"2019-07-04 04:31:17.000000+00:00\"], \"session_ids\": [\"36253368-de0b-4680-b7d9-66d4a8ed7a34\", \"c1410849-fbca-44d4-a9dc-14c3645efa78\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.299}}, {\"23552\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 12:41:52.000000+00:00\", \"2022-08-22 02:00:13.000000+00:00\"], \"session_ids\": [\"7455f9a4-dbdf-4b94-a7ba-5a596f5374a8\", \"7d6cda02-f5fc-4a45-b6ac-ff4ebb897aa2\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}, {\"30413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-18 09:00:15.000000+00:00\", \"2021-05-23 07:33:18.000000+00:00\"], \"session_ids\": [\"c4317749-0a6f-4e55-93c5-81aedf0898cc\", \"676aec8b-2ef3-4fd5-8829-b365a79d08f1\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}}, {\"79061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-15 12:19:06.000000+00:00\", \"2020-03-04 05:55:58.000000+00:00\", \"2022-02-06 08:36:42.000000+00:00\"], \"session_ids\": [\"5bc05368-f462-4dc0-894d-ab5d2e6372cb\", \"91188eb9-0c31-45d0-a0b9-95cc31e9ef57\", \"b9795ce8-7af5-4975-9063-e7f80b439fc1\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.941}}, {\"43431\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-05-09 00:17:39.000000+00:00\", \"2020-06-29 21:26:19.000000+00:00\", \"2022-08-18 14:49:10.000000+00:00\"], \"session_ids\": [\"3db47d07-3c58-40c9-ac87-2a9ea149ec84\", \"7a68310a-623e-4b35-a95d-1c9619302cdd\", \"6d61af3f-5ea6-48f9-baa4-425d7d485fc1\"], \"total_duration\": 159.0, \"total_sessions\": 3, \"mean_week_duration\": 1.067}}, {\"29544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-07-13 10:46:51.000000+00:00\", \"2021-01-29 17:48:44.000000+00:00\", \"2021-04-24 15:44:57.000000+00:00\"], \"session_ids\": [\"ddbf8b0c-9c62-4971-b1b1-496795b751d4\", \"1adf43bb-9866-455e-8f11-4a9723f98f3f\", \"86ed94c2-974f-48a0-8fa3-0746c1926b30\"], \"total_duration\": 235.0, \"total_sessions\": 3, \"mean_week_duration\": 3.092}}, {\"58805\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-17 00:07:30.000000+00:00\", \"2021-11-26 17:46:32.000000+00:00\"], \"session_ids\": [\"90aecaa0-5796-47c8-af12-5e7da3afcffb\", \"1fde9311-76bf-484e-b9fa-a274506cbc35\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 23.333}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"94500\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-15 12:59:26.000000+00:00\", \"2020-01-12 18:00:18.000000+00:00\"], \"session_ids\": [\"1cc274fb-cd17-4f86-ab2b-2b3a08159d21\", \"df4683ee-344c-4b0d-996d-609107d35950\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}}, {\"68502\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-23 09:35:58.000000+00:00\", \"2019-03-05 17:44:55.000000+00:00\", \"2019-08-11 09:21:26.000000+00:00\", \"2020-11-19 22:39:50.000000+00:00\"], \"session_ids\": [\"1d69fc1e-b532-4278-90a9-eb3c96f10c3e\", \"2f9fc346-4b2a-4357-8f7f-4b5b67893560\", \"f0fe0507-3657-4aef-baa6-63f359d4819e\", \"db37c404-4f59-43cc-b6c0-5e5ce31da14a\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.216}}, {\"17704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-18 07:18:52.000000+00:00\", \"2019-07-04 04:31:17.000000+00:00\"], \"session_ids\": [\"36253368-de0b-4680-b7d9-66d4a8ed7a34\", \"c1410849-fbca-44d4-a9dc-14c3645efa78\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.299}}, {\"23552\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 12:41:52.000000+00:00\", \"2022-08-22 02:00:13.000000+00:00\"], \"session_ids\": [\"7455f9a4-dbdf-4b94-a7ba-5a596f5374a8\", \"7d6cda02-f5fc-4a45-b6ac-ff4ebb897aa2\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}, {\"30413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-18 09:00:15.000000+00:00\", \"2021-05-23 07:33:18.000000+00:00\"], \"session_ids\": [\"c4317749-0a6f-4e55-93c5-81aedf0898cc\", \"676aec8b-2ef3-4fd5-8829-b365a79d08f1\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}}]\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[{\"94500\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-15 12:59:26.000000+00:00\", \"2020-01-12 18:00:18.000000+00:00\"], \"session_ids\": [\"1cc274fb-cd17-4f86-ab2b-2b3a08159d21\", \"df4683ee-344c-4b0d-996d-609107d35950\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}}, {\"68502\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-23 09:35:58.000000+00:00\", \"2019-03-05 17:44:55.000000+00:00\", \"2019-08-11 09:21:26.000000+00:00\", \"2020-11-19 22:39:50.000000+00:00\"], \"session_ids\": [\"1d69fc1e-b532-4278-90a9-eb3c96f10c3e\", \"2f9fc346-4b2a-4357-8f7f-4b5b67893560\", \"f0fe0507-3657-4aef-baa6-63f359d4819e\", \"db37c404-4f59-43cc-b6c0-5e5ce31da14a\"], \"total_duration\": 41.0, \"total_sessions\": 4, \"mean_week_duration\": 0.216}}, {\"17704\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-18 07:18:52.000000+00:00\", \"2019-07-04 04:31:17.000000+00:00\"], \"session_ids\": [\"36253368-de0b-4680-b7d9-66d4a8ed7a34\", \"c1410849-fbca-44d4-a9dc-14c3645efa78\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.299}}, {\"23552\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 12:41:52.000000+00:00\", \"2022-08-22 02:00:13.000000+00:00\"], \"session_ids\": [\"7455f9a4-dbdf-4b94-a7ba-5a596f5374a8\", \"7d6cda02-f5fc-4a45-b6ac-ff4ebb897aa2\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}, {\"30413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-18 09:00:15.000000+00:00\", \"2021-05-23 07:33:18.000000+00:00\"], \"session_ids\": [\"c4317749-0a6f-4e55-93c5-81aedf0898cc\", \"676aec8b-2ef3-4fd5-8829-b365a79d08f1\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about users whose duration of sessions per week exceeds 16 + sort by duration summation of sessions per week from the largest to the smallest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47638\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-05-29 12:25:09.000000+00:00\", \"2021-04-21 22:52:33.000000+00:00\", \"2022-05-21 10:05:14.000000+00:00\", \"2020-05-11 08:36:13.000000+00:00\", \"2021-07-11 10:45:01.000000+00:00\", \"2021-06-16 13:16:33.000000+00:00\", \"2019-09-19 15:09:03.000000+00:00\", \"2021-11-27 23:47:29.000000+00:00\"], \"session_ids\": [\"bbbb1b70-af70-48c3-a90a-ce49e5415a2d\", \"0b90dd23-f3b5-4dd1-8a57-acc3787c56b9\", \"89ded16f-a533-4ea3-98ed-7e2c2a579e9e\", \"6d181260-c104-4da7-a65c-343cb6173309\", \"48ea2a86-9325-4ad9-9174-98bf95e9b5b4\", \"db96eb0b-786e-46bd-bc39-56e3ae474521\", \"be066a4b-4798-46bf-9a49-22eb0c479245\", \"d0c1e55e-6107-42c1-94c1-3991f2263680\"], \"total_duration\": 193.0, \"total_sessions\": 8, \"mean_week_duration\": 1.369}, \"42889\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-18 06:31:50.000000+00:00\", \"2022-03-08 02:24:03.000000+00:00\", \"2022-08-26 16:14:50.000000+00:00\", \"2022-12-19 05:25:33.000000+00:00\", \"2020-07-09 00:52:59.000000+00:00\"], \"session_ids\": [\"b99e65a1-5c66-40db-be18-e4e641a35501\", \"e6246c8b-1c4a-41af-ba1b-b2efd220e401\", \"e9773872-b8e0-48d5-92d3-8ac69002ecae\", \"6fd03456-eae0-4630-b581-a3132104908d\", \"319dbace-d4dc-4b50-9c29-3bfddf94b425\"], \"total_duration\": 1178.0, \"total_sessions\": 5, \"mean_week_duration\": 9.203}, \"47846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-03 13:12:50.000000+00:00\", \"2020-06-15 04:20:43.000000+00:00\", \"2019-07-24 21:37:35.000000+00:00\", \"2020-06-25 14:31:39.000000+00:00\", \"2020-10-20 14:25:06.000000+00:00\", \"2020-01-28 19:14:36.000000+00:00\", \"2020-09-20 06:02:22.000000+00:00\", \"2021-03-17 13:52:09.000000+00:00\"], \"session_ids\": [\"03497d5e-6841-47fc-8aab-dae532408573\", \"be7b81d7-77ae-4cfd-89b9-00889a4066b4\", \"4fc4099c-661c-472b-9a7f-969f9785fe9a\", \"bf054b34-1113-4d72-9a75-f453d7b259d4\", \"8133a8ab-ebc8-4ee7-84a0-694537d26efe\", \"a69aef00-943d-486f-af51-ad39bfb5dafd\", \"1fe0158c-b585-4560-bb40-ffcd0fcff1a8\", \"8c56f52c-917b-48e5-9ef4-8a49c1c6c85b\"], \"total_duration\": 15220.0, \"total_sessions\": 8, \"mean_week_duration\": 101.467}, \"20987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-16 00:32:36.000000+00:00\", \"2019-04-11 05:26:15.000000+00:00\", \"2022-09-04 15:16:50.000000+00:00\", \"2019-03-23 08:47:31.000000+00:00\"], \"session_ids\": [\"37e83c2d-1fda-4294-8e8f-5cc8ea67c1c1\", \"92dac82e-ea9b-40a1-a3db-625f5cfde425\", \"f5e0504b-e4fe-4aa0-80fa-1a0d83180d7d\", \"0ecf3e23-5e00-4a44-9f37-9e3c4fe70c8c\"], \"total_duration\": 1999.0, \"total_sessions\": 4, \"mean_week_duration\": 11.044}, \"6665\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-03 13:13:15.000000+00:00\", \"2019-01-20 12:19:32.000000+00:00\"], \"session_ids\": [\"2c3bac13-f5ea-405b-9133-abc4404a265a\", \"f0dd17d3-4b81-41c6-8bbf-197fe11df1ff\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 2.486}, \"70590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-10-02 19:19:34.000000+00:00\", \"2019-04-01 00:07:28.000000+00:00\", \"2022-10-26 21:02:58.000000+00:00\"], \"session_ids\": [\"d0d13e8c-bc64-4101-8f04-ee2341bdf9e6\", \"4996e931-d12e-453c-a224-39845f59b1dd\", \"b8e5538e-1b0c-4f5c-9698-053a39ac4f23\"], \"total_duration\": 725.0, \"total_sessions\": 3, \"mean_week_duration\": 3.877}, \"30161\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-07-04 07:55:16.000000+00:00\", \"2022-02-19 21:57:09.000000+00:00\", \"2022-04-15 13:02:18.000000+00:00\"], \"session_ids\": [\"3fbd4889-fd33-4af6-9ead-58f5cd17b159\", \"c466a691-7691-4aa5-9054-62f5bf46e7b5\", \"a6c68d8c-d0cb-41d1-ba7a-a1874121021c\"], \"total_duration\": 374.0, \"total_sessions\": 3, \"mean_week_duration\": 4.022}, \"42378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-02 12:26:00.000000+00:00\", \"2019-09-13 18:30:40.000000+00:00\", \"2022-11-22 09:47:00.000000+00:00\"], \"session_ids\": [\"bcef6e1a-304d-4036-9e50-0d1dde80523a\", \"40691274-73ab-426c-84f5-f7dc0cf5c450\", \"e7acdd96-3fcb-426a-8abd-5cf931952e2b\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 5.226}, \"8720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-20 09:24:17.000000+00:00\", \"2022-05-28 18:37:54.000000+00:00\"], \"session_ids\": [\"527d8680-1d0c-486f-9392-3f96c0cf740f\", \"9b609666-7c0f-46ce-99cf-570709901634\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 11.875}, \"20560\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-07-21 16:49:55.000000+00:00\", \"2020-05-10 21:29:37.000000+00:00\"], \"session_ids\": [\"226f0bed-260c-4b61-b8de-697d56ee33f0\", \"2c2f3688-253f-407f-ad87-56e469df431d\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 2.287}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 16" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 28]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-03 13:12:50.000000+00:00\", \"2020-06-15 04:20:43.000000+00:00\", \"2019-07-24 21:37:35.000000+00:00\", \"2020-06-25 14:31:39.000000+00:00\", \"2020-10-20 14:25:06.000000+00:00\", \"2020-01-28 19:14:36.000000+00:00\", \"2020-09-20 06:02:22.000000+00:00\", \"2021-03-17 13:52:09.000000+00:00\"], \"session_ids\": [\"03497d5e-6841-47fc-8aab-dae532408573\", \"be7b81d7-77ae-4cfd-89b9-00889a4066b4\", \"4fc4099c-661c-472b-9a7f-969f9785fe9a\", \"bf054b34-1113-4d72-9a75-f453d7b259d4\", \"8133a8ab-ebc8-4ee7-84a0-694537d26efe\", \"a69aef00-943d-486f-af51-ad39bfb5dafd\", \"1fe0158c-b585-4560-bb40-ffcd0fcff1a8\", \"8c56f52c-917b-48e5-9ef4-8a49c1c6c85b\"], \"total_duration\": 15220.0, \"total_sessions\": 8, \"mean_week_duration\": 101.467}}\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[{\"47846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-03 13:12:50.000000+00:00\", \"2020-06-15 04:20:43.000000+00:00\", \"2019-07-24 21:37:35.000000+00:00\", \"2020-06-25 14:31:39.000000+00:00\", \"2020-10-20 14:25:06.000000+00:00\", \"2020-01-28 19:14:36.000000+00:00\", \"2020-09-20 06:02:22.000000+00:00\", \"2021-03-17 13:52:09.000000+00:00\"], \"session_ids\": [\"03497d5e-6841-47fc-8aab-dae532408573\", \"be7b81d7-77ae-4cfd-89b9-00889a4066b4\", \"4fc4099c-661c-472b-9a7f-969f9785fe9a\", \"bf054b34-1113-4d72-9a75-f453d7b259d4\", \"8133a8ab-ebc8-4ee7-84a0-694537d26efe\", \"a69aef00-943d-486f-af51-ad39bfb5dafd\", \"1fe0158c-b585-4560-bb40-ffcd0fcff1a8\", \"8c56f52c-917b-48e5-9ef4-8a49c1c6c85b\"], \"total_duration\": 15220.0, \"total_sessions\": 8, \"mean_week_duration\": 101.467}}]\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[{\"47846\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-03 13:12:50.000000+00:00\", \"2020-06-15 04:20:43.000000+00:00\", \"2019-07-24 21:37:35.000000+00:00\", \"2020-06-25 14:31:39.000000+00:00\", \"2020-10-20 14:25:06.000000+00:00\", \"2020-01-28 19:14:36.000000+00:00\", \"2020-09-20 06:02:22.000000+00:00\", \"2021-03-17 13:52:09.000000+00:00\"], \"session_ids\": [\"03497d5e-6841-47fc-8aab-dae532408573\", \"be7b81d7-77ae-4cfd-89b9-00889a4066b4\", \"4fc4099c-661c-472b-9a7f-969f9785fe9a\", \"bf054b34-1113-4d72-9a75-f453d7b259d4\", \"8133a8ab-ebc8-4ee7-84a0-694537d26efe\", \"a69aef00-943d-486f-af51-ad39bfb5dafd\", \"1fe0158c-b585-4560-bb40-ffcd0fcff1a8\", \"8c56f52c-917b-48e5-9ef4-8a49c1c6c85b\"], \"total_duration\": 15220.0, \"total_sessions\": 8, \"mean_week_duration\": 101.467}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about users whose total sessoins count is < than 2 inclusive also do sorting by quantity of sessions in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"44216\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-09 23:00:48.000000+00:00\", \"2020-06-05 22:54:44.000000+00:00\"], \"session_ids\": [\"65fa15c5-a529-420b-88de-042763d11ece\", \"0c845f0a-f348-4d17-a86f-85bf4ce63379\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 5.283}, \"77735\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-06-12 11:56:44.000000+00:00\", \"2022-07-13 06:09:57.000000+00:00\", \"2020-07-03 00:30:49.000000+00:00\", \"2019-08-22 00:31:20.000000+00:00\", \"2020-04-20 11:25:37.000000+00:00\", \"2019-11-27 11:38:12.000000+00:00\", \"2022-03-29 03:44:48.000000+00:00\", \"2019-01-30 17:23:13.000000+00:00\", \"2021-11-19 11:12:14.000000+00:00\"], \"session_ids\": [\"64a06f0e-431e-44d9-816f-04ac503a3e48\", \"9e81f83e-13a4-4ed0-80ea-59429efaf178\", \"cc157add-a581-4a89-8cf0-70b48f28d7d9\", \"719f9dd3-d329-4975-a766-2a3aa86b7226\", \"38bd394a-4fa2-42b8-bbe1-40b7e459ba96\", \"cd79b1c0-7679-4bae-ab6e-bb1bbf05fe32\", \"3d562ec5-951c-460c-a18d-0e2e74fc4ac1\", \"48cfaaa7-8879-4e5b-a75c-8ed78594a185\", \"3a034825-be17-44a8-8686-08655da88dc8\"], \"total_duration\": 124.0, \"total_sessions\": 9, \"mean_week_duration\": 0.689}, \"63453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-09 23:57:13.000000+00:00\", \"2021-08-23 06:31:44.000000+00:00\", \"2022-10-04 00:16:16.000000+00:00\", \"2022-10-25 11:35:22.000000+00:00\", \"2020-03-05 10:59:55.000000+00:00\", \"2022-10-13 11:09:05.000000+00:00\", \"2020-07-31 08:06:07.000000+00:00\", \"2022-04-10 23:32:19.000000+00:00\", \"2023-02-09 04:01:42.000000+00:00\", \"2022-10-25 01:29:21.000000+00:00\", \"2022-02-01 19:29:20.000000+00:00\"], \"session_ids\": [\"847c95e5-ba94-4b3a-9d32-f6c42fd6ce20\", \"f7e35ae0-aaf3-43fa-8501-a9dff75d91d4\", \"1d8e4f96-04b8-4e38-ae98-78f006256af6\", \"94183208-da08-4bcc-bc86-f4487babf4c7\", \"a5988833-3fd2-4d1c-95be-d9e82ef0a369\", \"fcc3e95b-16d6-40fd-8da9-2507260e6c7f\", \"4231ed8a-815a-4f1f-af4f-acd65feb1676\", \"710f707b-7127-4d26-8bc2-d740a9c2c442\", \"2625083b-8616-4c1e-a655-7a9bd75a844f\", \"b3e82890-f4be-4d6e-a3d2-36bbcf125207\", \"f0642bd7-2167-4636-84d0-7ccdcfe6cb84\"], \"total_duration\": 918.0, \"total_sessions\": 11, \"mean_week_duration\": 6.0}, \"2834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-01 10:52:07.000000+00:00\", \"2023-03-23 04:46:31.000000+00:00\"], \"session_ids\": [\"e784bec3-8b1f-45e3-b684-99d28537605c\", \"12f10989-3256-4b7c-b95b-d200cca0b77f\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 40.5}, \"15078\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-07-10 04:44:35.000000+00:00\", \"2019-11-23 23:24:12.000000+00:00\", \"2019-10-31 11:12:47.000000+00:00\", \"2019-03-29 01:53:26.000000+00:00\"], \"session_ids\": [\"990c040a-c5c6-47f1-ad6e-21560192fe45\", \"1f2169aa-ead5-4790-a00f-c967c99c3afe\", \"28a96c80-61dc-4070-aeb5-965d7b62c240\", \"ecfb9229-cfa6-4abe-b697-877c894a8b29\"], \"total_duration\": 2136.0, \"total_sessions\": 4, \"mean_week_duration\": 17.8}, \"13467\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-01-19 09:38:21.000000+00:00\", \"2022-12-26 00:01:56.000000+00:00\", \"2020-11-16 18:53:05.000000+00:00\", \"2020-10-08 18:27:05.000000+00:00\", \"2022-02-14 21:36:16.000000+00:00\"], \"session_ids\": [\"6ee807c5-8b83-4cf2-95c2-35ae03c01ea7\", \"ea4b8430-825b-4446-8b87-787f56a30c8a\", \"70478548-b3bc-48f7-bbad-3b3754acbcae\", \"9454ee74-bb9e-47cf-8359-30824e481a66\", \"2429384d-9ec3-43c3-a345-658b78760264\"], \"total_duration\": 628.0, \"total_sessions\": 5, \"mean_week_duration\": 5.414}, \"76431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-06-04 01:36:59.000000+00:00\", \"2021-03-23 04:58:51.000000+00:00\", \"2023-03-20 02:14:43.000000+00:00\"], \"session_ids\": [\"c3774b65-b82b-4df1-b664-1b6e3973aa67\", \"d701a182-ab0c-4fcc-975c-4317bba5e26e\", \"6bc92931-03a1-4e62-af45-3481232c1bfd\"], \"total_duration\": 769.0, \"total_sessions\": 3, \"mean_week_duration\": 6.687}, \"65322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-15 11:48:06.000000+00:00\", \"2020-10-08 23:29:55.000000+00:00\"], \"session_ids\": [\"4ac1e7cf-26a4-4601-8687-258f47a6498c\", \"72ee401c-ec0a-453d-b375-55012beae955\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"84344\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-11 02:54:16.000000+00:00\", \"2021-03-09 14:27:26.000000+00:00\"], \"session_ids\": [\"e5a75094-3f40-412a-ba7f-a1f2fa741bb4\", \"ddab26c2-12e9-45b0-8244-87a67b63da2c\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 2.786}, \"45156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-15 06:56:36.000000+00:00\", \"2019-01-26 05:11:47.000000+00:00\", \"2020-01-15 13:05:38.000000+00:00\", \"2019-03-23 12:12:05.000000+00:00\"], \"session_ids\": [\"f251d206-87d5-47af-a5d5-66c25b8886dd\", \"c9cdf976-546f-4e98-84e9-b6586435b7ff\", \"d1029465-3af1-4fbe-bd62-e629cee508ae\", \"08095c87-0a33-4b87-9931-0a85f9821dbb\"], \"total_duration\": 1947.0, \"total_sessions\": 4, \"mean_week_duration\": 32.45}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"44216\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-09 23:00:48.000000+00:00\", \"2020-06-05 22:54:44.000000+00:00\"], \"session_ids\": [\"65fa15c5-a529-420b-88de-042763d11ece\", \"0c845f0a-f348-4d17-a86f-85bf4ce63379\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 5.283}, \"2834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-01 10:52:07.000000+00:00\", \"2023-03-23 04:46:31.000000+00:00\"], \"session_ids\": [\"e784bec3-8b1f-45e3-b684-99d28537605c\", \"12f10989-3256-4b7c-b95b-d200cca0b77f\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 40.5}, \"65322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-15 11:48:06.000000+00:00\", \"2020-10-08 23:29:55.000000+00:00\"], \"session_ids\": [\"4ac1e7cf-26a4-4601-8687-258f47a6498c\", \"72ee401c-ec0a-453d-b375-55012beae955\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"84344\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-11 02:54:16.000000+00:00\", \"2021-03-09 14:27:26.000000+00:00\"], \"session_ids\": [\"e5a75094-3f40-412a-ba7f-a1f2fa741bb4\", \"ddab26c2-12e9-45b0-8244-87a67b63da2c\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 2.786}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"44216\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-09 23:00:48.000000+00:00\", \"2020-06-05 22:54:44.000000+00:00\"], \"session_ids\": [\"65fa15c5-a529-420b-88de-042763d11ece\", \"0c845f0a-f348-4d17-a86f-85bf4ce63379\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 5.283}}, {\"2834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-01 10:52:07.000000+00:00\", \"2023-03-23 04:46:31.000000+00:00\"], \"session_ids\": [\"e784bec3-8b1f-45e3-b684-99d28537605c\", \"12f10989-3256-4b7c-b95b-d200cca0b77f\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 40.5}}, {\"65322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-15 11:48:06.000000+00:00\", \"2020-10-08 23:29:55.000000+00:00\"], \"session_ids\": [\"4ac1e7cf-26a4-4601-8687-258f47a6498c\", \"72ee401c-ec0a-453d-b375-55012beae955\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}, {\"84344\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-11 02:54:16.000000+00:00\", \"2021-03-09 14:27:26.000000+00:00\"], \"session_ids\": [\"e5a75094-3f40-412a-ba7f-a1f2fa741bb4\", \"ddab26c2-12e9-45b0-8244-87a67b63da2c\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 2.786}}]\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[{\"44216\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-09 23:00:48.000000+00:00\", \"2020-06-05 22:54:44.000000+00:00\"], \"session_ids\": [\"65fa15c5-a529-420b-88de-042763d11ece\", \"0c845f0a-f348-4d17-a86f-85bf4ce63379\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 5.283}}, {\"2834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-01 10:52:07.000000+00:00\", \"2023-03-23 04:46:31.000000+00:00\"], \"session_ids\": [\"e784bec3-8b1f-45e3-b684-99d28537605c\", \"12f10989-3256-4b7c-b95b-d200cca0b77f\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 40.5}}, {\"65322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-15 11:48:06.000000+00:00\", \"2020-10-08 23:29:55.000000+00:00\"], \"session_ids\": [\"4ac1e7cf-26a4-4601-8687-258f47a6498c\", \"72ee401c-ec0a-453d-b375-55012beae955\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}, {\"84344\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-11 02:54:16.000000+00:00\", \"2021-03-09 14:27:26.000000+00:00\"], \"session_ids\": [\"e5a75094-3f40-412a-ba7f-a1f2fa741bb4\", \"ddab26c2-12e9-45b0-8244-87a67b63da2c\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 2.786}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about user who has overall sessions count strictly bigger than 9 and smaller than 2 , execute sorting by urban title from the largest value to the smallest value and keep only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43069\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-07-05 20:17:47.000000+00:00\", \"2022-04-24 17:59:13.000000+00:00\", \"2019-10-03 22:54:51.000000+00:00\", \"2021-05-13 21:28:06.000000+00:00\", \"2020-11-13 01:35:25.000000+00:00\"], \"session_ids\": [\"99eb5566-857c-44b5-b86d-17344113b63a\", \"7d6fc123-7375-4668-b6b8-518d68106d5e\", \"f1fade8a-583d-41c3-9a29-8dcc9539a0a2\", \"444402dd-7934-4dc1-8346-ac29dfb9560b\", \"1ef60f4f-a538-4905-8af6-3163273df894\"], \"total_duration\": 46.0, \"total_sessions\": 5, \"mean_week_duration\": 0.313}, \"94613\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-17 17:06:41.000000+00:00\", \"2019-01-17 11:20:29.000000+00:00\"], \"session_ids\": [\"848e3278-f2e5-47e1-8392-0e7859e9d259\", \"8cd96980-81e9-4717-8eee-69122f020461\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 1.658}, \"66726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-23 09:20:28.000000+00:00\", \"2022-10-29 03:11:25.000000+00:00\"], \"session_ids\": [\"52841e92-ee09-4204-8f7d-55fc115efa3f\", \"5d3d8c34-4cc3-48c2-8682-210a8764c588\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 22.0}, \"77494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-12 12:11:28.000000+00:00\", \"2019-04-21 07:46:30.000000+00:00\"], \"session_ids\": [\"062d0c38-0b70-4c5d-887c-62136dc33d84\", \"5482d1d9-350d-47c0-a556-1038ee9b0eb5\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}, \"16705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-04 06:43:57.000000+00:00\", \"2020-01-07 03:57:39.000000+00:00\", \"2021-11-16 02:04:54.000000+00:00\", \"2020-07-03 17:10:39.000000+00:00\", \"2021-02-14 13:15:18.000000+00:00\", \"2020-05-19 23:09:31.000000+00:00\", \"2020-09-13 09:12:13.000000+00:00\", \"2022-03-07 13:52:37.000000+00:00\", \"2021-10-30 22:43:28.000000+00:00\", \"2021-06-29 20:58:27.000000+00:00\", \"2019-07-24 17:33:55.000000+00:00\"], \"session_ids\": [\"3e09be37-c2a7-46fe-b474-53504dfe479b\", \"305b5fbb-f2b6-42cc-81f9-188432b2d11f\", \"34d9b407-89ab-4e94-90ca-1dadb12469c4\", \"f7004c08-714f-4597-b24e-4cefe451509e\", \"af2791d4-400b-4b11-8370-966b84141bb9\", \"fbfbda65-84e1-42a8-b95a-873be9a5c847\", \"b3474d36-5872-4410-ad9f-fb944c961464\", \"0f0db9e2-1335-49db-a750-e57b3159a078\", \"e8b5327b-78d9-4dbc-960c-0cf4411a8b9c\", \"c201a00c-8686-4e73-a9bd-0913f4419afc\", \"9a24a93a-da20-4cc1-bde3-28277acfcf0c\"], \"total_duration\": 42516.0, \"total_sessions\": 11, \"mean_week_duration\": 310.336}, \"46058\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-09-12 20:51:11.000000+00:00\", \"2020-05-09 21:43:21.000000+00:00\", \"2021-05-24 15:19:34.000000+00:00\"], \"session_ids\": [\"3e403646-bfb5-44ae-9673-f2b862011e9b\", \"8d0851a1-4437-4974-a37e-a5d96bc4a994\", \"15047f08-fb39-4693-8761-c33a8eebe54f\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.303}, \"44052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-06-11 22:49:23.000000+00:00\", \"2023-03-14 18:20:42.000000+00:00\"], \"session_ids\": [\"e01d14fc-14e4-4298-bb0c-2e1a9a82fa1b\", \"a8e4a21c-659e-4aef-9543-fa464dc30e22\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 23.692}, \"13795\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-31 04:29:27.000000+00:00\", \"2022-01-11 00:28:03.000000+00:00\", \"2023-01-12 13:29:08.000000+00:00\", \"2022-10-08 15:46:26.000000+00:00\", \"2020-12-02 07:26:14.000000+00:00\", \"2019-12-10 03:45:58.000000+00:00\"], \"session_ids\": [\"43806764-b8f7-4dba-a21d-dd875e4ff4f7\", \"d234c09e-6367-4fec-8009-65f434f207fb\", \"0d9fdfe6-cfeb-45b3-be73-b6bd6bde18ad\", \"3d305f7d-286a-4c5d-984e-092ee7a6eb96\", \"9a8b3394-dd9f-48ee-8900-7535b18211cc\", \"fabf8e90-048b-47fb-bc43-b1e56292ffe6\"], \"total_duration\": 220.0, \"total_sessions\": 6, \"mean_week_duration\": 1.358}, \"54440\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-29 07:17:53.000000+00:00\", \"2021-06-09 18:34:52.000000+00:00\"], \"session_ids\": [\"3b42816d-6c4a-4c46-9b2a-57f2377b550c\", \"bc07f7d3-87d3-41c8-90f6-32e40a0f3fc0\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 14.76}, \"97428\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-28 05:58:45.000000+00:00\", \"2020-11-12 03:45:10.000000+00:00\"], \"session_ids\": [\"50106002-d82a-4c92-89bb-b5e5443e9827\", \"da4454cd-f0a9-4a8f-9dc0-f4d6d2eb938a\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 4.153}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or 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{\"94613\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-17 17:06:41.000000+00:00\", \"2019-01-17 11:20:29.000000+00:00\"], \"session_ids\": [\"848e3278-f2e5-47e1-8392-0e7859e9d259\", \"8cd96980-81e9-4717-8eee-69122f020461\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 1.658}, \"66726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-23 09:20:28.000000+00:00\", \"2022-10-29 03:11:25.000000+00:00\"], \"session_ids\": [\"52841e92-ee09-4204-8f7d-55fc115efa3f\", \"5d3d8c34-4cc3-48c2-8682-210a8764c588\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 22.0}, \"77494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-12 12:11:28.000000+00:00\", \"2019-04-21 07:46:30.000000+00:00\"], \"session_ids\": [\"062d0c38-0b70-4c5d-887c-62136dc33d84\", \"5482d1d9-350d-47c0-a556-1038ee9b0eb5\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}, \"44052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-06-11 22:49:23.000000+00:00\", \"2023-03-14 18:20:42.000000+00:00\"], \"session_ids\": [\"e01d14fc-14e4-4298-bb0c-2e1a9a82fa1b\", \"a8e4a21c-659e-4aef-9543-fa464dc30e22\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 23.692}, \"54440\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-29 07:17:53.000000+00:00\", \"2021-06-09 18:34:52.000000+00:00\"], \"session_ids\": [\"3b42816d-6c4a-4c46-9b2a-57f2377b550c\", \"bc07f7d3-87d3-41c8-90f6-32e40a0f3fc0\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 14.76}, \"97428\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-28 05:58:45.000000+00:00\", \"2020-11-12 03:45:10.000000+00:00\"], \"session_ids\": [\"50106002-d82a-4c92-89bb-b5e5443e9827\", \"da4454cd-f0a9-4a8f-9dc0-f4d6d2eb938a\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 4.153}, \"16705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-04 06:43:57.000000+00:00\", \"2020-01-07 03:57:39.000000+00:00\", \"2021-11-16 02:04:54.000000+00:00\", \"2020-07-03 17:10:39.000000+00:00\", \"2021-02-14 13:15:18.000000+00:00\", \"2020-05-19 23:09:31.000000+00:00\", \"2020-09-13 09:12:13.000000+00:00\", \"2022-03-07 13:52:37.000000+00:00\", \"2021-10-30 22:43:28.000000+00:00\", \"2021-06-29 20:58:27.000000+00:00\", \"2019-07-24 17:33:55.000000+00:00\"], \"session_ids\": [\"3e09be37-c2a7-46fe-b474-53504dfe479b\", \"305b5fbb-f2b6-42cc-81f9-188432b2d11f\", \"34d9b407-89ab-4e94-90ca-1dadb12469c4\", \"f7004c08-714f-4597-b24e-4cefe451509e\", \"af2791d4-400b-4b11-8370-966b84141bb9\", \"fbfbda65-84e1-42a8-b95a-873be9a5c847\", \"b3474d36-5872-4410-ad9f-fb944c961464\", \"0f0db9e2-1335-49db-a750-e57b3159a078\", \"e8b5327b-78d9-4dbc-960c-0cf4411a8b9c\", \"c201a00c-8686-4e73-a9bd-0913f4419afc\", \"9a24a93a-da20-4cc1-bde3-28277acfcf0c\"], \"total_duration\": 42516.0, \"total_sessions\": 11, \"mean_week_duration\": 310.336}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"94613\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-17 17:06:41.000000+00:00\", \"2019-01-17 11:20:29.000000+00:00\"], \"session_ids\": [\"848e3278-f2e5-47e1-8392-0e7859e9d259\", \"8cd96980-81e9-4717-8eee-69122f020461\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 1.658}}, {\"54440\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-29 07:17:53.000000+00:00\", \"2021-06-09 18:34:52.000000+00:00\"], \"session_ids\": [\"3b42816d-6c4a-4c46-9b2a-57f2377b550c\", \"bc07f7d3-87d3-41c8-90f6-32e40a0f3fc0\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 14.76}}, {\"97428\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-28 05:58:45.000000+00:00\", \"2020-11-12 03:45:10.000000+00:00\"], \"session_ids\": [\"50106002-d82a-4c92-89bb-b5e5443e9827\", \"da4454cd-f0a9-4a8f-9dc0-f4d6d2eb938a\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 4.153}}, {\"66726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-23 09:20:28.000000+00:00\", \"2022-10-29 03:11:25.000000+00:00\"], \"session_ids\": [\"52841e92-ee09-4204-8f7d-55fc115efa3f\", \"5d3d8c34-4cc3-48c2-8682-210a8764c588\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 22.0}}, {\"16705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-04 06:43:57.000000+00:00\", \"2020-01-07 03:57:39.000000+00:00\", \"2021-11-16 02:04:54.000000+00:00\", \"2020-07-03 17:10:39.000000+00:00\", \"2021-02-14 13:15:18.000000+00:00\", \"2020-05-19 23:09:31.000000+00:00\", \"2020-09-13 09:12:13.000000+00:00\", \"2022-03-07 13:52:37.000000+00:00\", \"2021-10-30 22:43:28.000000+00:00\", \"2021-06-29 20:58:27.000000+00:00\", \"2019-07-24 17:33:55.000000+00:00\"], \"session_ids\": [\"3e09be37-c2a7-46fe-b474-53504dfe479b\", \"305b5fbb-f2b6-42cc-81f9-188432b2d11f\", \"34d9b407-89ab-4e94-90ca-1dadb12469c4\", \"f7004c08-714f-4597-b24e-4cefe451509e\", \"af2791d4-400b-4b11-8370-966b84141bb9\", \"fbfbda65-84e1-42a8-b95a-873be9a5c847\", \"b3474d36-5872-4410-ad9f-fb944c961464\", \"0f0db9e2-1335-49db-a750-e57b3159a078\", \"e8b5327b-78d9-4dbc-960c-0cf4411a8b9c\", \"c201a00c-8686-4e73-a9bd-0913f4419afc\", \"9a24a93a-da20-4cc1-bde3-28277acfcf0c\"], \"total_duration\": 42516.0, \"total_sessions\": 11, \"mean_week_duration\": 310.336}}, {\"44052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-06-11 22:49:23.000000+00:00\", \"2023-03-14 18:20:42.000000+00:00\"], \"session_ids\": [\"e01d14fc-14e4-4298-bb0c-2e1a9a82fa1b\", \"a8e4a21c-659e-4aef-9543-fa464dc30e22\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 23.692}}, {\"77494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-12 12:11:28.000000+00:00\", \"2019-04-21 07:46:30.000000+00:00\"], \"session_ids\": [\"062d0c38-0b70-4c5d-887c-62136dc33d84\", \"5482d1d9-350d-47c0-a556-1038ee9b0eb5\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}}]\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[{\"94613\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-17 17:06:41.000000+00:00\", \"2019-01-17 11:20:29.000000+00:00\"], \"session_ids\": [\"848e3278-f2e5-47e1-8392-0e7859e9d259\", \"8cd96980-81e9-4717-8eee-69122f020461\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 1.658}}, {\"54440\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-29 07:17:53.000000+00:00\", \"2021-06-09 18:34:52.000000+00:00\"], \"session_ids\": [\"3b42816d-6c4a-4c46-9b2a-57f2377b550c\", \"bc07f7d3-87d3-41c8-90f6-32e40a0f3fc0\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 14.76}}, {\"97428\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-28 05:58:45.000000+00:00\", \"2020-11-12 03:45:10.000000+00:00\"], \"session_ids\": [\"50106002-d82a-4c92-89bb-b5e5443e9827\", \"da4454cd-f0a9-4a8f-9dc0-f4d6d2eb938a\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 4.153}}]\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[{\"94613\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-17 17:06:41.000000+00:00\", \"2019-01-17 11:20:29.000000+00:00\"], \"session_ids\": [\"848e3278-f2e5-47e1-8392-0e7859e9d259\", \"8cd96980-81e9-4717-8eee-69122f020461\"], \"total_duration\": 368.0, \"total_sessions\": 2, \"mean_week_duration\": 1.658}}, {\"54440\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-29 07:17:53.000000+00:00\", \"2021-06-09 18:34:52.000000+00:00\"], \"session_ids\": [\"3b42816d-6c4a-4c46-9b2a-57f2377b550c\", \"bc07f7d3-87d3-41c8-90f6-32e40a0f3fc0\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 14.76}}, {\"97428\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-28 05:58:45.000000+00:00\", \"2020-11-12 03:45:10.000000+00:00\"], \"session_ids\": [\"50106002-d82a-4c92-89bb-b5e5443e9827\", \"da4454cd-f0a9-4a8f-9dc0-f4d6d2eb938a\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 4.153}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on 6 users whose duration summation of sessions per week is strictly greater than 16 and in addition put to use sorting by time spent on the site per week decliningly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"51845\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-13 11:14:42.000000+00:00\", \"2020-10-20 22:41:58.000000+00:00\"], \"session_ids\": [\"99b248c2-8de4-4d54-89b0-307adfdd45c6\", \"52fad316-07c6-4c0b-a3c0-38fa9c58fb6d\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 8.694}, \"12342\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-07-29 15:14:31.000000+00:00\", \"2020-01-17 03:40:14.000000+00:00\", \"2019-08-20 23:39:12.000000+00:00\", \"2023-03-10 12:48:56.000000+00:00\", \"2022-06-14 09:34:11.000000+00:00\", \"2021-05-02 13:46:11.000000+00:00\", \"2023-06-10 16:32:51.000000+00:00\", \"2022-05-08 05:33:57.000000+00:00\", \"2020-03-25 13:00:39.000000+00:00\"], \"session_ids\": [\"51a2cea5-03d8-45a4-80c6-e1a657454c42\", \"4079ea67-c0ed-4a79-8705-3eff67e15279\", \"39a51ecb-85aa-4f5c-a837-c7a5ff0728ef\", \"7137d1fa-0e38-4613-97d0-5f04f7ce3861\", \"eaec9a17-037e-43db-a3fe-02f35d4b2caa\", \"4c769575-9663-461a-807d-67369ab06d35\", \"b54e8e91-8253-4706-aa78-bb0557f5de78\", \"bfeeaf64-fbfb-4c4e-bded-435c9bd50c97\", \"26e3d1ba-48d0-47f3-9c86-ddfcde4c5d62\"], \"total_duration\": 640.0, \"total_sessions\": 9, \"mean_week_duration\": 3.216}, \"10999\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-05-27 08:20:59.000000+00:00\", \"2022-11-07 09:50:50.000000+00:00\"], \"session_ids\": [\"bc418197-65cf-4083-a170-d68a60adf27f\", \"f6140f9d-a013-436a-953e-b8111040d6b0\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 3.966}, \"97599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-04 14:21:58.000000+00:00\", \"2020-03-30 04:59:50.000000+00:00\"], \"session_ids\": [\"b9a73e33-191e-4976-aa26-39f364d850b7\", \"b910c3e9-9b03-469e-b0f4-46c904b8c2da\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.114}, \"54024\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-17 04:45:10.000000+00:00\", \"2021-08-21 04:13:26.000000+00:00\", \"2021-12-02 18:47:34.000000+00:00\", \"2023-04-04 04:01:33.000000+00:00\", \"2019-11-11 17:19:13.000000+00:00\"], \"session_ids\": [\"bbd07c3a-770f-4870-af00-a3ceec05c034\", \"d942c351-7435-444a-aee2-fe1dd1bf1595\", \"5f06251c-5a93-4c29-8080-e0ac98029cd7\", \"ebd6c6e8-b2c8-4552-a074-19c292b66a67\", \"12e4f731-23ff-4af5-b9c1-eb2182dec54b\"], \"total_duration\": 616.0, \"total_sessions\": 5, \"mean_week_duration\": 3.48}, \"7641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-11 22:23:32.000000+00:00\", \"2019-04-27 13:28:51.000000+00:00\"], \"session_ids\": [\"234375a7-c945-4681-a1ea-051338ffcec7\", \"85985db6-aee9-4650-8068-b749ad442125\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 17.438}, \"72295\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-03-01 04:17:57.000000+00:00\", \"2022-12-27 10:04:11.000000+00:00\", \"2022-12-19 08:19:51.000000+00:00\", \"2021-04-18 03:41:56.000000+00:00\"], \"session_ids\": [\"deb35b2f-7ec3-4ce8-addc-6af4639ac94c\", \"a2a4d989-265d-485a-b7a2-0a0fadf209dc\", \"cd902200-7e6d-4a37-a252-d814c9ab8bb3\", \"7abab67a-8c26-40b2-b27c-64e211f5b70e\"], \"total_duration\": 654.0, \"total_sessions\": 4, \"mean_week_duration\": 7.348}, \"25480\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-31 07:51:44.000000+00:00\", \"2022-06-19 03:19:43.000000+00:00\"], \"session_ids\": [\"e8520430-0072-46c2-83d6-d87bf5c90bce\", \"7ff28ee8-0534-465c-94b7-73958725fa05\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 3.448}, \"47199\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-08 07:02:20.000000+00:00\", \"2019-07-20 06:43:38.000000+00:00\", \"2021-10-08 09:06:47.000000+00:00\", \"2020-09-30 11:21:50.000000+00:00\", \"2023-02-05 06:04:13.000000+00:00\"], \"session_ids\": [\"f21cbf78-9226-46ad-bc68-1034eadc5153\", \"6f9acd19-bc58-417f-877e-f1b47221ca69\", \"0b984806-e8f2-4d7c-938f-6146df81f715\", \"5758a625-a9fc-4a2a-a4cb-1ebbf923253d\", \"550eb484-dad1-488c-8b2e-e68d30a328e8\"], \"total_duration\": 3437.0, \"total_sessions\": 5, \"mean_week_duration\": 18.578}, \"21627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-17 08:12:25.000000+00:00\", \"2020-11-21 02:17:46.000000+00:00\"], \"session_ids\": [\"71db7e5d-339b-4686-88b1-d357b8156543\", \"0672a037-39ba-423e-9db4-df2ede307431\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 16" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 33]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-11 22:23:32.000000+00:00\", \"2019-04-27 13:28:51.000000+00:00\"], \"session_ids\": [\"234375a7-c945-4681-a1ea-051338ffcec7\", \"85985db6-aee9-4650-8068-b749ad442125\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 17.438}, \"47199\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-08 07:02:20.000000+00:00\", \"2019-07-20 06:43:38.000000+00:00\", \"2021-10-08 09:06:47.000000+00:00\", \"2020-09-30 11:21:50.000000+00:00\", \"2023-02-05 06:04:13.000000+00:00\"], \"session_ids\": [\"f21cbf78-9226-46ad-bc68-1034eadc5153\", \"6f9acd19-bc58-417f-877e-f1b47221ca69\", \"0b984806-e8f2-4d7c-938f-6146df81f715\", \"5758a625-a9fc-4a2a-a4cb-1ebbf923253d\", \"550eb484-dad1-488c-8b2e-e68d30a328e8\"], \"total_duration\": 3437.0, \"total_sessions\": 5, \"mean_week_duration\": 18.578}}\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[{\"47199\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-08 07:02:20.000000+00:00\", \"2019-07-20 06:43:38.000000+00:00\", \"2021-10-08 09:06:47.000000+00:00\", \"2020-09-30 11:21:50.000000+00:00\", \"2023-02-05 06:04:13.000000+00:00\"], \"session_ids\": [\"f21cbf78-9226-46ad-bc68-1034eadc5153\", \"6f9acd19-bc58-417f-877e-f1b47221ca69\", \"0b984806-e8f2-4d7c-938f-6146df81f715\", \"5758a625-a9fc-4a2a-a4cb-1ebbf923253d\", \"550eb484-dad1-488c-8b2e-e68d30a328e8\"], \"total_duration\": 3437.0, \"total_sessions\": 5, \"mean_week_duration\": 18.578}}, {\"7641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-11 22:23:32.000000+00:00\", \"2019-04-27 13:28:51.000000+00:00\"], \"session_ids\": [\"234375a7-c945-4681-a1ea-051338ffcec7\", \"85985db6-aee9-4650-8068-b749ad442125\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 17.438}}]\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[{\"47199\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-08 07:02:20.000000+00:00\", \"2019-07-20 06:43:38.000000+00:00\", \"2021-10-08 09:06:47.000000+00:00\", \"2020-09-30 11:21:50.000000+00:00\", \"2023-02-05 06:04:13.000000+00:00\"], \"session_ids\": [\"f21cbf78-9226-46ad-bc68-1034eadc5153\", \"6f9acd19-bc58-417f-877e-f1b47221ca69\", \"0b984806-e8f2-4d7c-938f-6146df81f715\", \"5758a625-a9fc-4a2a-a4cb-1ebbf923253d\", \"550eb484-dad1-488c-8b2e-e68d30a328e8\"], \"total_duration\": 3437.0, \"total_sessions\": 5, \"mean_week_duration\": 18.578}}, {\"7641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-11 22:23:32.000000+00:00\", \"2019-04-27 13:28:51.000000+00:00\"], \"session_ids\": [\"234375a7-c945-4681-a1ea-051338ffcec7\", \"85985db6-aee9-4650-8068-b749ad442125\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 17.438}}]\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[{\"47199\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-08 07:02:20.000000+00:00\", \"2019-07-20 06:43:38.000000+00:00\", \"2021-10-08 09:06:47.000000+00:00\", \"2020-09-30 11:21:50.000000+00:00\", \"2023-02-05 06:04:13.000000+00:00\"], \"session_ids\": [\"f21cbf78-9226-46ad-bc68-1034eadc5153\", \"6f9acd19-bc58-417f-877e-f1b47221ca69\", \"0b984806-e8f2-4d7c-938f-6146df81f715\", \"5758a625-a9fc-4a2a-a4cb-1ebbf923253d\", \"550eb484-dad1-488c-8b2e-e68d30a328e8\"], \"total_duration\": 3437.0, \"total_sessions\": 5, \"mean_week_duration\": 18.578}}, {\"7641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-11 22:23:32.000000+00:00\", \"2019-04-27 13:28:51.000000+00:00\"], \"session_ids\": [\"234375a7-c945-4681-a1ea-051338ffcec7\", \"85985db6-aee9-4650-8068-b749ad442125\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 17.438}}]\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 users who aren't residing in cities Berlin, New Delhi, Toronto, London, Istanbul, Zurich, New York City also put to use sorting by sum of duration form the lowest to the highest as well as keep only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92552\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-08 17:51:11.000000+00:00\", \"2022-08-08 03:46:11.000000+00:00\"], \"session_ids\": [\"05fc0ed7-463c-4ce0-add0-0af60a6e9ea6\", \"b23d574c-296c-420b-ba1e-a5e5cb8fc45d\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}, \"88264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-21 17:27:37.000000+00:00\", \"2020-09-08 07:03:38.000000+00:00\", \"2020-08-21 08:36:11.000000+00:00\", \"2020-03-05 12:20:16.000000+00:00\", \"2021-11-05 12:27:44.000000+00:00\"], \"session_ids\": [\"ffee61e4-10bb-48c4-b8b3-fcff0ab94c42\", \"ba6848ae-526b-4159-8939-dee3ae3ac9f4\", \"37aa1bc7-12af-4975-8cce-7d14d93aabdf\", \"f1a68ce7-4b63-48bb-93c7-bc1caa7361ed\", \"a0eaaafa-5703-4579-b4d0-3ec43c63b694\"], \"total_duration\": 105.0, \"total_sessions\": 5, \"mean_week_duration\": 0.625}, \"49952\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-02-17 12:04:20.000000+00:00\", \"2022-05-19 20:33:26.000000+00:00\"], \"session_ids\": [\"a52373a1-af3c-4828-a3a5-54d1077e53a5\", \"6d192fc8-c8a6-4a77-b2ec-a193184f80c6\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.818}, \"26093\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-30 01:40:52.000000+00:00\", \"2019-08-04 11:16:27.000000+00:00\"], \"session_ids\": [\"ca76ce13-2be7-46af-80f2-b2f675846646\", \"eff42be2-6764-4038-baa8-2171aaa97d4b\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 1.967}, \"74394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-12 15:01:41.000000+00:00\", \"2022-01-31 03:30:26.000000+00:00\"], \"session_ids\": [\"895480ca-0d95-40b5-8736-68cdaafc5646\", \"5759b744-09f9-4c08-a178-013026a401b9\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.223}, \"67510\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-03 02:42:10.000000+00:00\", \"2019-10-29 15:01:39.000000+00:00\", \"2021-04-16 16:08:38.000000+00:00\", \"2021-03-12 16:13:07.000000+00:00\", \"2020-03-24 04:25:11.000000+00:00\"], \"session_ids\": [\"aa729bf4-9a60-40c4-a06c-98dc2e5e025f\", \"0529cde1-d4c0-48a6-8926-5c1d3c0cb5c1\", \"99c0eaab-e239-474b-9c85-a6a4b14efe1d\", \"ffb236aa-147f-4d28-b071-abcb349c2f71\", \"3de70e6a-9ed9-4fc1-8f4b-88665c0ab10b\"], \"total_duration\": 3920.0, \"total_sessions\": 5, \"mean_week_duration\": 24.81}, \"90339\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-04-20 00:01:11.000000+00:00\", \"2019-09-06 20:42:55.000000+00:00\"], \"session_ids\": [\"cb6d1604-3d8e-42a7-8888-20e5afb94271\", \"c42be93c-5f50-44e1-bade-cdc7d908cf12\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.718}, \"15566\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-12 06:25:24.000000+00:00\", \"2021-10-05 09:13:13.000000+00:00\"], \"session_ids\": [\"4f66b21f-d884-415b-a747-0c8b8fc2497c\", \"55c0f7dc-fbb7-4cf0-a03b-6002a4a3837e\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 11.25}, \"98375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-01 03:18:49.000000+00:00\", \"2020-10-20 04:02:59.000000+00:00\", \"2022-11-30 19:38:20.000000+00:00\", \"2021-10-11 09:37:49.000000+00:00\", \"2019-08-21 18:27:52.000000+00:00\"], \"session_ids\": [\"bf081b4e-7012-400d-bee7-d2b6dec81473\", \"c7f936eb-2421-4e6b-b232-09cf8c5f80fd\", \"53006abc-a2f7-481f-8143-0b6ff8fb7100\", \"5b03b80c-da69-43a0-a8b8-ca056e46722f\", \"40ea9614-18bd-4fa2-b63a-72b619ee6826\"], \"total_duration\": 819.0, \"total_sessions\": 5, \"mean_week_duration\": 4.789}, \"20791\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-10-13 05:24:45.000000+00:00\", \"2019-03-12 03:53:25.000000+00:00\"], \"session_ids\": [\"b70d7382-94b0-41eb-b690-6a8afe6dc63c\", \"076be7e5-e50f-4fc4-9c1d-7ec00ae118f5\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.638}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Berlin, New Delhi, Toronto, London, Istanbul, Zurich, New York City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Berlin\", \"New Delhi\", \"Toronto\", \"London\", \"Istanbul\", \"Zurich\", \"New York City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92552\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-08 17:51:11.000000+00:00\", \"2022-08-08 03:46:11.000000+00:00\"], \"session_ids\": [\"05fc0ed7-463c-4ce0-add0-0af60a6e9ea6\", \"b23d574c-296c-420b-ba1e-a5e5cb8fc45d\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}, \"88264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-21 17:27:37.000000+00:00\", \"2020-09-08 07:03:38.000000+00:00\", \"2020-08-21 08:36:11.000000+00:00\", \"2020-03-05 12:20:16.000000+00:00\", \"2021-11-05 12:27:44.000000+00:00\"], \"session_ids\": [\"ffee61e4-10bb-48c4-b8b3-fcff0ab94c42\", \"ba6848ae-526b-4159-8939-dee3ae3ac9f4\", \"37aa1bc7-12af-4975-8cce-7d14d93aabdf\", \"f1a68ce7-4b63-48bb-93c7-bc1caa7361ed\", \"a0eaaafa-5703-4579-b4d0-3ec43c63b694\"], \"total_duration\": 105.0, \"total_sessions\": 5, \"mean_week_duration\": 0.625}, \"49952\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-02-17 12:04:20.000000+00:00\", \"2022-05-19 20:33:26.000000+00:00\"], \"session_ids\": [\"a52373a1-af3c-4828-a3a5-54d1077e53a5\", \"6d192fc8-c8a6-4a77-b2ec-a193184f80c6\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.818}, \"26093\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-30 01:40:52.000000+00:00\", \"2019-08-04 11:16:27.000000+00:00\"], \"session_ids\": [\"ca76ce13-2be7-46af-80f2-b2f675846646\", \"eff42be2-6764-4038-baa8-2171aaa97d4b\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 1.967}, \"74394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-12 15:01:41.000000+00:00\", \"2022-01-31 03:30:26.000000+00:00\"], \"session_ids\": [\"895480ca-0d95-40b5-8736-68cdaafc5646\", \"5759b744-09f9-4c08-a178-013026a401b9\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.223}, \"67510\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-03 02:42:10.000000+00:00\", \"2019-10-29 15:01:39.000000+00:00\", \"2021-04-16 16:08:38.000000+00:00\", \"2021-03-12 16:13:07.000000+00:00\", \"2020-03-24 04:25:11.000000+00:00\"], \"session_ids\": [\"aa729bf4-9a60-40c4-a06c-98dc2e5e025f\", \"0529cde1-d4c0-48a6-8926-5c1d3c0cb5c1\", \"99c0eaab-e239-474b-9c85-a6a4b14efe1d\", \"ffb236aa-147f-4d28-b071-abcb349c2f71\", \"3de70e6a-9ed9-4fc1-8f4b-88665c0ab10b\"], \"total_duration\": 3920.0, \"total_sessions\": 5, \"mean_week_duration\": 24.81}, \"90339\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-04-20 00:01:11.000000+00:00\", \"2019-09-06 20:42:55.000000+00:00\"], \"session_ids\": [\"cb6d1604-3d8e-42a7-8888-20e5afb94271\", \"c42be93c-5f50-44e1-bade-cdc7d908cf12\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.718}, \"98375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-01 03:18:49.000000+00:00\", \"2020-10-20 04:02:59.000000+00:00\", \"2022-11-30 19:38:20.000000+00:00\", \"2021-10-11 09:37:49.000000+00:00\", \"2019-08-21 18:27:52.000000+00:00\"], \"session_ids\": [\"bf081b4e-7012-400d-bee7-d2b6dec81473\", \"c7f936eb-2421-4e6b-b232-09cf8c5f80fd\", \"53006abc-a2f7-481f-8143-0b6ff8fb7100\", \"5b03b80c-da69-43a0-a8b8-ca056e46722f\", \"40ea9614-18bd-4fa2-b63a-72b619ee6826\"], \"total_duration\": 819.0, \"total_sessions\": 5, \"mean_week_duration\": 4.789}, \"20791\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-10-13 05:24:45.000000+00:00\", \"2019-03-12 03:53:25.000000+00:00\"], \"session_ids\": [\"b70d7382-94b0-41eb-b690-6a8afe6dc63c\", \"076be7e5-e50f-4fc4-9c1d-7ec00ae118f5\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.638}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-12 15:01:41.000000+00:00\", \"2022-01-31 03:30:26.000000+00:00\"], \"session_ids\": [\"895480ca-0d95-40b5-8736-68cdaafc5646\", \"5759b744-09f9-4c08-a178-013026a401b9\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.223}}, {\"92552\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-08 17:51:11.000000+00:00\", \"2022-08-08 03:46:11.000000+00:00\"], \"session_ids\": [\"05fc0ed7-463c-4ce0-add0-0af60a6e9ea6\", \"b23d574c-296c-420b-ba1e-a5e5cb8fc45d\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}}, {\"88264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-21 17:27:37.000000+00:00\", \"2020-09-08 07:03:38.000000+00:00\", \"2020-08-21 08:36:11.000000+00:00\", \"2020-03-05 12:20:16.000000+00:00\", \"2021-11-05 12:27:44.000000+00:00\"], \"session_ids\": [\"ffee61e4-10bb-48c4-b8b3-fcff0ab94c42\", \"ba6848ae-526b-4159-8939-dee3ae3ac9f4\", \"37aa1bc7-12af-4975-8cce-7d14d93aabdf\", \"f1a68ce7-4b63-48bb-93c7-bc1caa7361ed\", \"a0eaaafa-5703-4579-b4d0-3ec43c63b694\"], \"total_duration\": 105.0, \"total_sessions\": 5, \"mean_week_duration\": 0.625}}, {\"49952\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-02-17 12:04:20.000000+00:00\", \"2022-05-19 20:33:26.000000+00:00\"], \"session_ids\": [\"a52373a1-af3c-4828-a3a5-54d1077e53a5\", \"6d192fc8-c8a6-4a77-b2ec-a193184f80c6\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.818}}, {\"20791\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-10-13 05:24:45.000000+00:00\", \"2019-03-12 03:53:25.000000+00:00\"], \"session_ids\": [\"b70d7382-94b0-41eb-b690-6a8afe6dc63c\", \"076be7e5-e50f-4fc4-9c1d-7ec00ae118f5\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.638}}, {\"90339\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-04-20 00:01:11.000000+00:00\", \"2019-09-06 20:42:55.000000+00:00\"], \"session_ids\": [\"cb6d1604-3d8e-42a7-8888-20e5afb94271\", \"c42be93c-5f50-44e1-bade-cdc7d908cf12\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.718}}, {\"26093\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-30 01:40:52.000000+00:00\", \"2019-08-04 11:16:27.000000+00:00\"], \"session_ids\": [\"ca76ce13-2be7-46af-80f2-b2f675846646\", \"eff42be2-6764-4038-baa8-2171aaa97d4b\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 1.967}}, {\"98375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-01 03:18:49.000000+00:00\", \"2020-10-20 04:02:59.000000+00:00\", \"2022-11-30 19:38:20.000000+00:00\", \"2021-10-11 09:37:49.000000+00:00\", \"2019-08-21 18:27:52.000000+00:00\"], \"session_ids\": [\"bf081b4e-7012-400d-bee7-d2b6dec81473\", \"c7f936eb-2421-4e6b-b232-09cf8c5f80fd\", \"53006abc-a2f7-481f-8143-0b6ff8fb7100\", \"5b03b80c-da69-43a0-a8b8-ca056e46722f\", \"40ea9614-18bd-4fa2-b63a-72b619ee6826\"], \"total_duration\": 819.0, \"total_sessions\": 5, \"mean_week_duration\": 4.789}}, {\"67510\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-03 02:42:10.000000+00:00\", \"2019-10-29 15:01:39.000000+00:00\", \"2021-04-16 16:08:38.000000+00:00\", \"2021-03-12 16:13:07.000000+00:00\", \"2020-03-24 04:25:11.000000+00:00\"], \"session_ids\": [\"aa729bf4-9a60-40c4-a06c-98dc2e5e025f\", \"0529cde1-d4c0-48a6-8926-5c1d3c0cb5c1\", \"99c0eaab-e239-474b-9c85-a6a4b14efe1d\", \"ffb236aa-147f-4d28-b071-abcb349c2f71\", \"3de70e6a-9ed9-4fc1-8f4b-88665c0ab10b\"], \"total_duration\": 3920.0, \"total_sessions\": 5, \"mean_week_duration\": 24.81}}]\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[{\"74394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-12 15:01:41.000000+00:00\", \"2022-01-31 03:30:26.000000+00:00\"], \"session_ids\": [\"895480ca-0d95-40b5-8736-68cdaafc5646\", \"5759b744-09f9-4c08-a178-013026a401b9\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.223}}, {\"92552\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-08 17:51:11.000000+00:00\", \"2022-08-08 03:46:11.000000+00:00\"], \"session_ids\": [\"05fc0ed7-463c-4ce0-add0-0af60a6e9ea6\", \"b23d574c-296c-420b-ba1e-a5e5cb8fc45d\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}}, {\"88264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-21 17:27:37.000000+00:00\", \"2020-09-08 07:03:38.000000+00:00\", \"2020-08-21 08:36:11.000000+00:00\", \"2020-03-05 12:20:16.000000+00:00\", \"2021-11-05 12:27:44.000000+00:00\"], \"session_ids\": [\"ffee61e4-10bb-48c4-b8b3-fcff0ab94c42\", \"ba6848ae-526b-4159-8939-dee3ae3ac9f4\", \"37aa1bc7-12af-4975-8cce-7d14d93aabdf\", \"f1a68ce7-4b63-48bb-93c7-bc1caa7361ed\", \"a0eaaafa-5703-4579-b4d0-3ec43c63b694\"], \"total_duration\": 105.0, \"total_sessions\": 5, \"mean_week_duration\": 0.625}}, {\"49952\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-02-17 12:04:20.000000+00:00\", \"2022-05-19 20:33:26.000000+00:00\"], \"session_ids\": [\"a52373a1-af3c-4828-a3a5-54d1077e53a5\", \"6d192fc8-c8a6-4a77-b2ec-a193184f80c6\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.818}}]\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[{\"74394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-12 15:01:41.000000+00:00\", \"2022-01-31 03:30:26.000000+00:00\"], \"session_ids\": [\"895480ca-0d95-40b5-8736-68cdaafc5646\", \"5759b744-09f9-4c08-a178-013026a401b9\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.223}}, {\"92552\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-08 17:51:11.000000+00:00\", \"2022-08-08 03:46:11.000000+00:00\"], \"session_ids\": [\"05fc0ed7-463c-4ce0-add0-0af60a6e9ea6\", \"b23d574c-296c-420b-ba1e-a5e5cb8fc45d\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}}, {\"88264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-21 17:27:37.000000+00:00\", \"2020-09-08 07:03:38.000000+00:00\", \"2020-08-21 08:36:11.000000+00:00\", \"2020-03-05 12:20:16.000000+00:00\", \"2021-11-05 12:27:44.000000+00:00\"], \"session_ids\": [\"ffee61e4-10bb-48c4-b8b3-fcff0ab94c42\", \"ba6848ae-526b-4159-8939-dee3ae3ac9f4\", \"37aa1bc7-12af-4975-8cce-7d14d93aabdf\", \"f1a68ce7-4b63-48bb-93c7-bc1caa7361ed\", \"a0eaaafa-5703-4579-b4d0-3ec43c63b694\"], \"total_duration\": 105.0, \"total_sessions\": 5, \"mean_week_duration\": 0.625}}, {\"49952\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-02-17 12:04:20.000000+00:00\", \"2022-05-19 20:33:26.000000+00:00\"], \"session_ids\": [\"a52373a1-af3c-4828-a3a5-54d1077e53a5\", \"6d192fc8-c8a6-4a77-b2ec-a193184f80c6\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.818}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding 4 users whose total duration is bigger than 344 inclusive additionaly sort by aver of time using the app per week 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{\"48523\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-01 08:17:59.000000+00:00\", \"2020-07-10 16:21:15.000000+00:00\"], \"session_ids\": [\"fc7b175b-25cc-45c9-bd69-cea3849e34fd\", \"262c3b59-4015-4b7e-b141-18c6549bbf2f\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 3.618}, \"31007\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-19 20:51:55.000000+00:00\", \"2020-10-27 18:20:06.000000+00:00\"], \"session_ids\": [\"06eac93e-35dd-4de8-87eb-1b69365c0a70\", \"c95599fd-b963-4ae6-9805-bbd55577e98a\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.479}, \"46026\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-06-11 14:19:27.000000+00:00\", \"2020-04-20 23:50:09.000000+00:00\"], \"session_ids\": [\"b2417057-b076-4db4-b2bf-9331d296c509\", \"06477c3c-07af-43f1-a8a4-54bb1cf26d5e\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.822}, \"74814\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-10 07:39:15.000000+00:00\", \"2021-03-24 08:09:49.000000+00:00\", \"2019-04-08 21:19:30.000000+00:00\"], \"session_ids\": [\"55e134c6-fddb-4b84-8c9e-b958b0ba6362\", \"f4076f2e-af52-4f2f-9631-d021fb3b5aa2\", \"590838dc-4839-4649-99aa-98906db0d738\"], \"total_duration\": 187.0, \"total_sessions\": 3, \"mean_week_duration\": 1.816}, \"30501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-21 06:52:10.000000+00:00\", \"2019-05-30 09:30:06.000000+00:00\", \"2022-01-20 14:02:48.000000+00:00\", \"2021-10-20 00:07:02.000000+00:00\", \"2022-08-08 02:35:39.000000+00:00\", \"2019-01-22 19:25:05.000000+00:00\"], \"session_ids\": [\"033b1e95-61a6-4c62-8c96-4454429c4971\", \"31e6c319-0c09-46e5-9b66-245fa50e88f8\", \"3359364e-fde9-459f-a21c-8109493d2a55\", \"f90ab752-6029-4710-aa23-e27f231fc6b7\", \"03ead791-cb3b-4e86-9f4b-3918a7c2b892\", \"450a34cc-e624-43b3-9f80-ec54f2c61a1d\"], \"total_duration\": 3544.0, \"total_sessions\": 6, \"mean_week_duration\": 15.409}, \"6288\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-05 19:24:23.000000+00:00\", \"2019-07-21 06:02:24.000000+00:00\"], \"session_ids\": [\"cc0a2760-2568-414b-a6a7-a2311f4ada99\", \"2570e00a-6ed5-401d-b1c8-89708c021fa1\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}, \"26086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-01-07 18:35:56.000000+00:00\", \"2020-01-04 15:55:01.000000+00:00\"], \"session_ids\": [\"8dec11b4-e5b4-486f-9163-2dd066e46f25\", \"fe8b2689-17b9-4164-b744-c0de723ffb23\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}, \"7784\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-07-20 07:55:08.000000+00:00\", \"2021-08-03 20:15:32.000000+00:00\"], \"session_ids\": [\"8558ca54-cfdb-4031-b695-b287e5ba14c2\", \"9ccbb9a8-ff1b-4a15-ba6f-4009f6fdae7b\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 1.08}, \"48441\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-10-06 20:36:45.000000+00:00\", \"2021-11-14 17:21:59.000000+00:00\"], \"session_ids\": [\"f719fdb5-bea6-4367-ac3f-f8f035928209\", \"a7f4ac97-ca7c-4f48-8efa-376e04453a97\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 41.167}, \"68297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-12 05:59:34.000000+00:00\", \"2019-08-21 15:30:29.000000+00:00\"], \"session_ids\": [\"abc6a0c0-f318-4a15-974f-9c0ff4f17997\", \"343e9571-799a-403c-bcd6-e800d1e1417b\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 3.184}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 344" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[344, 4970]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-21 06:52:10.000000+00:00\", \"2019-05-30 09:30:06.000000+00:00\", \"2022-01-20 14:02:48.000000+00:00\", \"2021-10-20 00:07:02.000000+00:00\", \"2022-08-08 02:35:39.000000+00:00\", \"2019-01-22 19:25:05.000000+00:00\"], \"session_ids\": [\"033b1e95-61a6-4c62-8c96-4454429c4971\", \"31e6c319-0c09-46e5-9b66-245fa50e88f8\", \"3359364e-fde9-459f-a21c-8109493d2a55\", \"f90ab752-6029-4710-aa23-e27f231fc6b7\", \"03ead791-cb3b-4e86-9f4b-3918a7c2b892\", \"450a34cc-e624-43b3-9f80-ec54f2c61a1d\"], \"total_duration\": 3544.0, \"total_sessions\": 6, \"mean_week_duration\": 15.409}, \"6288\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-05 19:24:23.000000+00:00\", \"2019-07-21 06:02:24.000000+00:00\"], \"session_ids\": [\"cc0a2760-2568-414b-a6a7-a2311f4ada99\", \"2570e00a-6ed5-401d-b1c8-89708c021fa1\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}, \"68297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-12 05:59:34.000000+00:00\", \"2019-08-21 15:30:29.000000+00:00\"], \"session_ids\": [\"abc6a0c0-f318-4a15-974f-9c0ff4f17997\", \"343e9571-799a-403c-bcd6-e800d1e1417b\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 3.184}}\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[{\"30501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-21 06:52:10.000000+00:00\", \"2019-05-30 09:30:06.000000+00:00\", \"2022-01-20 14:02:48.000000+00:00\", \"2021-10-20 00:07:02.000000+00:00\", \"2022-08-08 02:35:39.000000+00:00\", \"2019-01-22 19:25:05.000000+00:00\"], \"session_ids\": [\"033b1e95-61a6-4c62-8c96-4454429c4971\", \"31e6c319-0c09-46e5-9b66-245fa50e88f8\", \"3359364e-fde9-459f-a21c-8109493d2a55\", \"f90ab752-6029-4710-aa23-e27f231fc6b7\", \"03ead791-cb3b-4e86-9f4b-3918a7c2b892\", \"450a34cc-e624-43b3-9f80-ec54f2c61a1d\"], \"total_duration\": 3544.0, \"total_sessions\": 6, \"mean_week_duration\": 15.409}}, {\"68297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-06-12 05:59:34.000000+00:00\", \"2019-08-21 15:30:29.000000+00:00\"], \"session_ids\": [\"abc6a0c0-f318-4a15-974f-9c0ff4f17997\", \"343e9571-799a-403c-bcd6-e800d1e1417b\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 3.184}}, {\"6288\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-05 19:24:23.000000+00:00\", \"2019-07-21 06:02:24.000000+00:00\"], \"session_ids\": [\"cc0a2760-2568-414b-a6a7-a2311f4ada99\", \"2570e00a-6ed5-401d-b1c8-89708c021fa1\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}}]\n```\n" } ]