conversations
list
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 4 and are equal or greater than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-05-08 22:52:30.000000+00:00\", \"2021-07-04 17:26:58.000000+00:00\"], \"session_ids\": [\"fa7bd220-679b-4bd6-a7cd-340f594a96d8\", \"91ef9289-ae87-423b-a968-b5273d7e25e3\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 1.577}, \"92508\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-19 07:01:31.000000+00:00\", \"2022-02-09 13:13:57.000000+00:00\"], \"session_ids\": [\"945863da-96b7-4a06-b166-9c930bf5ce12\", \"f725f7f9-0d40-448c-afdc-0532c7881856\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 2.974}, \"24279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-04 18:01:23.000000+00:00\", \"2019-05-08 06:01:39.000000+00:00\"], \"session_ids\": [\"58578293-c204-41e0-90da-81d4808bc1cf\", \"b88b8cde-6354-4a2d-b470-89a4a7abdb84\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 19.3}, \"75203\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-06-09 13:22:15.000000+00:00\", \"2019-02-24 13:08:53.000000+00:00\", \"2019-11-13 01:03:48.000000+00:00\"], \"session_ids\": [\"0f6430b7-4393-47d5-b27a-c41c5df8588d\", \"b7f52846-1e2f-415f-954a-288ca55b507e\", \"94b86678-2bc5-4ffc-be6e-ed51faa30262\"], \"total_duration\": 763.0, \"total_sessions\": 3, \"mean_week_duration\": 11.221}, \"75671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-11-12 17:09:30.000000+00:00\", \"2021-08-01 07:17:00.000000+00:00\"], \"session_ids\": [\"37725281-e93c-4166-bcb2-48f95aa261bc\", \"e829905f-273b-409f-896e-59bd06de528e\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 30.467}, \"81551\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-01 23:56:18.000000+00:00\", \"2022-01-28 10:36:51.000000+00:00\", \"2021-04-22 00:24:40.000000+00:00\"], \"session_ids\": [\"5b986a80-8e1e-4cab-bbca-dbf7d1220fef\", \"eb8d940f-d526-46b0-84c2-cc37a663b726\", \"2cfde5e5-3e0d-4849-837d-3ec98f22e874\"], \"total_duration\": 459.0, \"total_sessions\": 3, \"mean_week_duration\": 11.195}, \"69810\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-13 10:02:38.000000+00:00\", \"2019-12-30 06:42:05.000000+00:00\"], \"session_ids\": [\"75cfbb04-c53d-46b0-9787-ca05fd333069\", \"98123f26-4cc3-43c6-bf74-4d13f5ada50d\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.072}, \"39429\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-31 19:21:08.000000+00:00\", \"2020-01-17 08:49:34.000000+00:00\"], \"session_ids\": [\"49baa23e-9afa-4c39-8e79-995c4531ec1e\", \"62a48ed8-e950-4f1c-851a-2f09653de164\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 3.694}, \"66018\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-09-08 05:20:29.000000+00:00\", \"2021-11-18 09:07:55.000000+00:00\", \"2023-06-17 14:50:06.000000+00:00\", \"2019-12-19 10:54:59.000000+00:00\", \"2021-07-03 01:32:18.000000+00:00\", \"2020-05-19 12:00:57.000000+00:00\", \"2021-09-16 20:36:04.000000+00:00\", \"2019-06-02 05:55:32.000000+00:00\", \"2019-01-12 22:09:20.000000+00:00\", \"2020-03-09 12:05:46.000000+00:00\", \"2022-12-27 19:33:57.000000+00:00\"], \"session_ids\": [\"4c4c81f8-0493-48f9-8a5c-a46eb59872f8\", \"7b7e0cb4-066b-4189-b308-151494671903\", \"e47a3578-1171-4fd4-9772-bdfe7c11517a\", \"7ecb28e7-8f37-4db4-be4f-7de7b845a8e7\", \"e5f6d7ba-526f-453c-b43c-5d95420aa818\", \"b6dbb070-3b91-4d6a-806b-fc35c6a111bf\", \"9ebb0864-c4c4-4cba-96cc-5d18f9b72044\", \"79cb7e20-5406-4207-8849-73a7cfb7d0ae\", \"df0c996d-47c9-4551-8012-ab776f75c6bf\", \"d79ed24d-e0a3-45c4-9ea6-e254a5068db0\", \"e29d4df4-9858-46e5-844b-3ae8853d12a0\"], \"total_duration\": 1205.0, \"total_sessions\": 11, \"mean_week_duration\": 5.216}, \"59850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-11 08:50:58.000000+00:00\", \"2022-07-11 17:44:27.000000+00:00\", \"2019-05-10 19:49:36.000000+00:00\", \"2021-05-30 03:20:30.000000+00:00\", \"2020-08-03 15:40:47.000000+00:00\", \"2022-04-01 11:42:39.000000+00:00\"], \"session_ids\": [\"85e2c8f0-1184-4bd6-92b5-bb85722b6ef3\", \"bc50e93c-39b3-47f5-ad4a-64598c7676c8\", \"c91202b4-44a1-4511-862b-bbcee4d8c17b\", \"fbb26089-c199-4a13-9147-a896fa24c62f\", \"6b9c4a35-3f92-49a0-a9b6-d99fd126322b\", \"cc11117c-d529-4574-b0bf-fb227a4f3d68\"], \"total_duration\": 808.0, \"total_sessions\": 6, \"mean_week_duration\": 4.04}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"69810\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-13 10:02:38.000000+00:00\", \"2019-12-30 06:42:05.000000+00:00\"], \"session_ids\": [\"75cfbb04-c53d-46b0-9787-ca05fd333069\", \"98123f26-4cc3-43c6-bf74-4d13f5ada50d\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.072}}, {\"92409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-05-08 22:52:30.000000+00:00\", \"2021-07-04 17:26:58.000000+00:00\"], \"session_ids\": [\"fa7bd220-679b-4bd6-a7cd-340f594a96d8\", \"91ef9289-ae87-423b-a968-b5273d7e25e3\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 1.577}}, {\"92508\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-19 07:01:31.000000+00:00\", \"2022-02-09 13:13:57.000000+00:00\"], \"session_ids\": [\"945863da-96b7-4a06-b166-9c930bf5ce12\", \"f725f7f9-0d40-448c-afdc-0532c7881856\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 2.974}}, {\"39429\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-31 19:21:08.000000+00:00\", \"2020-01-17 08:49:34.000000+00:00\"], \"session_ids\": [\"49baa23e-9afa-4c39-8e79-995c4531ec1e\", \"62a48ed8-e950-4f1c-851a-2f09653de164\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 3.694}}, {\"59850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-11 08:50:58.000000+00:00\", \"2022-07-11 17:44:27.000000+00:00\", \"2019-05-10 19:49:36.000000+00:00\", \"2021-05-30 03:20:30.000000+00:00\", \"2020-08-03 15:40:47.000000+00:00\", \"2022-04-01 11:42:39.000000+00:00\"], \"session_ids\": [\"85e2c8f0-1184-4bd6-92b5-bb85722b6ef3\", \"bc50e93c-39b3-47f5-ad4a-64598c7676c8\", \"c91202b4-44a1-4511-862b-bbcee4d8c17b\", \"fbb26089-c199-4a13-9147-a896fa24c62f\", \"6b9c4a35-3f92-49a0-a9b6-d99fd126322b\", \"cc11117c-d529-4574-b0bf-fb227a4f3d68\"], \"total_duration\": 808.0, \"total_sessions\": 6, \"mean_week_duration\": 4.04}}, {\"66018\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-09-08 05:20:29.000000+00:00\", \"2021-11-18 09:07:55.000000+00:00\", \"2023-06-17 14:50:06.000000+00:00\", \"2019-12-19 10:54:59.000000+00:00\", \"2021-07-03 01:32:18.000000+00:00\", \"2020-05-19 12:00:57.000000+00:00\", \"2021-09-16 20:36:04.000000+00:00\", \"2019-06-02 05:55:32.000000+00:00\", \"2019-01-12 22:09:20.000000+00:00\", \"2020-03-09 12:05:46.000000+00:00\", \"2022-12-27 19:33:57.000000+00:00\"], \"session_ids\": [\"4c4c81f8-0493-48f9-8a5c-a46eb59872f8\", \"7b7e0cb4-066b-4189-b308-151494671903\", \"e47a3578-1171-4fd4-9772-bdfe7c11517a\", \"7ecb28e7-8f37-4db4-be4f-7de7b845a8e7\", \"e5f6d7ba-526f-453c-b43c-5d95420aa818\", \"b6dbb070-3b91-4d6a-806b-fc35c6a111bf\", \"9ebb0864-c4c4-4cba-96cc-5d18f9b72044\", \"79cb7e20-5406-4207-8849-73a7cfb7d0ae\", \"df0c996d-47c9-4551-8012-ab776f75c6bf\", \"d79ed24d-e0a3-45c4-9ea6-e254a5068db0\", \"e29d4df4-9858-46e5-844b-3ae8853d12a0\"], \"total_duration\": 1205.0, \"total_sessions\": 11, \"mean_week_duration\": 5.216}}, {\"81551\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-01 23:56:18.000000+00:00\", \"2022-01-28 10:36:51.000000+00:00\", \"2021-04-22 00:24:40.000000+00:00\"], \"session_ids\": [\"5b986a80-8e1e-4cab-bbca-dbf7d1220fef\", \"eb8d940f-d526-46b0-84c2-cc37a663b726\", \"2cfde5e5-3e0d-4849-837d-3ec98f22e874\"], \"total_duration\": 459.0, \"total_sessions\": 3, \"mean_week_duration\": 11.195}}, {\"75203\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-06-09 13:22:15.000000+00:00\", \"2019-02-24 13:08:53.000000+00:00\", \"2019-11-13 01:03:48.000000+00:00\"], \"session_ids\": [\"0f6430b7-4393-47d5-b27a-c41c5df8588d\", \"b7f52846-1e2f-415f-954a-288ca55b507e\", \"94b86678-2bc5-4ffc-be6e-ed51faa30262\"], \"total_duration\": 763.0, \"total_sessions\": 3, \"mean_week_duration\": 11.221}}, {\"24279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-04 18:01:23.000000+00:00\", \"2019-05-08 06:01:39.000000+00:00\"], \"session_ids\": [\"58578293-c204-41e0-90da-81d4808bc1cf\", \"b88b8cde-6354-4a2d-b470-89a4a7abdb84\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 19.3}}, {\"75671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-11-12 17:09:30.000000+00:00\", \"2021-08-01 07:17:00.000000+00:00\"], \"session_ids\": [\"37725281-e93c-4166-bcb2-48f95aa261bc\", \"e829905f-273b-409f-896e-59bd06de528e\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 30.467}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"69810\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-13 10:02:38.000000+00:00\", \"2019-12-30 06:42:05.000000+00:00\"], \"session_ids\": [\"75cfbb04-c53d-46b0-9787-ca05fd333069\", \"98123f26-4cc3-43c6-bf74-4d13f5ada50d\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.072}}, {\"92409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-05-08 22:52:30.000000+00:00\", \"2021-07-04 17:26:58.000000+00:00\"], \"session_ids\": [\"fa7bd220-679b-4bd6-a7cd-340f594a96d8\", \"91ef9289-ae87-423b-a968-b5273d7e25e3\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 1.577}}, {\"92508\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-19 07:01:31.000000+00:00\", \"2022-02-09 13:13:57.000000+00:00\"], \"session_ids\": [\"945863da-96b7-4a06-b166-9c930bf5ce12\", \"f725f7f9-0d40-448c-afdc-0532c7881856\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 2.974}}]\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[{\"69810\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-13 10:02:38.000000+00:00\", \"2019-12-30 06:42:05.000000+00:00\"], \"session_ids\": [\"75cfbb04-c53d-46b0-9787-ca05fd333069\", \"98123f26-4cc3-43c6-bf74-4d13f5ada50d\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.072}}, {\"92409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-05-08 22:52:30.000000+00:00\", \"2021-07-04 17:26:58.000000+00:00\"], \"session_ids\": [\"fa7bd220-679b-4bd6-a7cd-340f594a96d8\", \"91ef9289-ae87-423b-a968-b5273d7e25e3\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 1.577}}, {\"92508\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-19 07:01:31.000000+00:00\", \"2022-02-09 13:13:57.000000+00:00\"], \"session_ids\": [\"945863da-96b7-4a06-b166-9c930bf5ce12\", \"f725f7f9-0d40-448c-afdc-0532c7881856\"], \"total_duration\": 348.0, \"total_sessions\": 2, \"mean_week_duration\": 2.974}}]\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 with information about user who lives in cities San Juan, New York City, Rome, Johannesburg, Jakarta, Nairobi, Oslo + apply sorting by total time using the app in ascending 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{\"50517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-11 17:13:27.000000+00:00\", \"2021-05-02 13:14:26.000000+00:00\", \"2020-07-31 23:47:47.000000+00:00\", \"2021-04-18 14:06:31.000000+00:00\", \"2020-04-11 13:12:52.000000+00:00\", \"2022-04-09 08:32:50.000000+00:00\"], \"session_ids\": [\"311f78a1-0225-4a53-aed0-117d3f8a96aa\", \"ca3dddb1-5dc8-4999-bc0f-8dcf04caeaf1\", \"179e2f6b-d013-4b92-81e1-e0a2c723355a\", \"2497d33a-58f8-471d-a364-63c019e213f2\", \"965dc9a4-9a90-4dea-be7a-99c623c4ce31\", \"6b61881e-8c60-43cd-9839-1a59cc71a8e1\"], \"total_duration\": 48.0, \"total_sessions\": 6, \"mean_week_duration\": 0.306}, \"74286\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-29 13:46:53.000000+00:00\", \"2022-01-19 23:13:36.000000+00:00\"], \"session_ids\": [\"c66c81f1-adfd-48b6-9908-abdb1701dd76\", \"0ae51bf6-54aa-46fa-808a-041004e14e97\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 4.636}, \"68087\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-27 06:47:22.000000+00:00\", \"2022-08-15 06:47:45.000000+00:00\"], \"session_ids\": [\"3255d0e7-3060-49e9-b108-753e53c1fad1\", \"ad2f6843-3be3-417a-9693-e1210239b730\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 2.2}, \"26902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-04-01 07:26:06.000000+00:00\", \"2022-03-04 18:17:11.000000+00:00\", \"2019-04-28 06:03:13.000000+00:00\"], \"session_ids\": [\"01322a85-c219-4c91-b9d3-2e1f2e288437\", \"e86e6266-4455-40bc-90e9-3b87b24ab7f3\", \"b0e49c2f-4f20-4596-bbfd-f0ad0fe8b7ae\"], \"total_duration\": 92.0, \"total_sessions\": 3, \"mean_week_duration\": 0.601}, \"18387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-03-22 06:45:05.000000+00:00\", \"2022-04-18 21:50:37.000000+00:00\", \"2021-01-07 03:53:39.000000+00:00\", \"2020-09-14 04:33:37.000000+00:00\"], \"session_ids\": [\"21a654fb-df4b-4ebf-b4cd-c5f0722779a0\", \"a077533d-bb31-47ed-ae5a-3c84c74e49a7\", \"a74d1e32-5819-4c29-9721-5270472669e1\", \"928c7f24-fea7-4959-ace6-bf52aa95b8e5\"], \"total_duration\": 195.0, \"total_sessions\": 4, \"mean_week_duration\": 1.477}, \"30889\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-08 18:31:24.000000+00:00\", \"2020-06-15 17:32:39.000000+00:00\", \"2022-11-04 06:43:59.000000+00:00\", \"2022-09-08 10:57:56.000000+00:00\", \"2021-05-26 17:17:22.000000+00:00\", \"2022-01-22 02:37:31.000000+00:00\", \"2022-10-18 03:56:26.000000+00:00\", \"2021-09-23 13:44:20.000000+00:00\", \"2021-04-13 02:19:55.000000+00:00\"], \"session_ids\": [\"62975dbd-1e95-4ac7-b934-0ac5d9941cce\", \"7b46a5f6-8b03-47c0-9206-f3aff9bf374d\", \"e802fb97-e824-4631-a618-cdcdfb95f7a4\", \"2c7da4d1-da70-4497-ad93-c7a20016bf65\", \"cb663810-cc29-47cf-82da-dcd1a529df12\", \"35bc93e4-f28d-4828-b95b-f360681ff8c1\", \"1ea5c89b-ec68-479b-ad44-1a6d05982b88\", \"4f4cf825-6fbd-43d5-a9da-b65cd792837c\", \"e10c3e9d-ecf5-445a-9b75-dcfc67f5ea70\"], \"total_duration\": 17945.0, \"total_sessions\": 9, \"mean_week_duration\": 125.49}, \"8258\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-11 09:02:59.000000+00:00\", \"2019-01-16 09:11:50.000000+00:00\"], \"session_ids\": [\"ddd6fb38-3256-4247-b734-0170e4c170f9\", \"69bc21af-e96c-417a-b185-26db5418e9a5\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"88373\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-15 23:44:56.000000+00:00\", \"2019-02-17 00:24:25.000000+00:00\", \"2022-09-03 23:39:31.000000+00:00\", \"2023-03-07 21:58:26.000000+00:00\", \"2021-04-22 19:07:44.000000+00:00\", \"2020-04-06 04:36:39.000000+00:00\", \"2022-02-06 20:24:56.000000+00:00\"], \"session_ids\": [\"af869ef3-bac0-4e37-b179-49ea63483b50\", \"d9878a91-3176-475c-8524-f321a5241e45\", \"aee4cdf0-14a4-42e7-bb4e-c5a53aeb5763\", \"a3eb41b3-fe9c-4756-9d2c-56e993b3cdb5\", \"6bdbff1e-0b41-4467-b2fd-f0479f005de8\", \"c709f9e2-7f0e-4453-8f5b-bcf56f35c53c\", \"db5bba6b-620e-42be-942c-75afa7ca65a4\"], \"total_duration\": 5275.0, \"total_sessions\": 7, \"mean_week_duration\": 24.882}, \"9620\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-05-06 19:43:34.000000+00:00\", \"2023-04-16 23:00:19.000000+00:00\"], \"session_ids\": [\"80cd5008-27da-4dca-a33d-140a1e77db59\", \"002387b8-d235-4ba2-9198-9b84ebf61b81\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.252}, \"33803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-05 13:54:35.000000+00:00\", \"2020-10-29 21:40:19.000000+00:00\", \"2023-04-11 02:39:11.000000+00:00\"], \"session_ids\": [\"85169095-ecad-462c-8a50-3abb97a98db8\", \"2698f00a-d916-4566-bd8d-b108a77d97f4\", \"50df60ad-fa01-49ba-ab89-f0a691c290b6\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.203}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are San Juan, New York City, Rome, Johannesburg, Jakarta, Nairobi, Oslo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"San Juan\", \"New York City\", \"Rome\", \"Johannesburg\", \"Jakarta\", \"Nairobi\", \"Oslo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"33803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-05 13:54:35.000000+00:00\", \"2020-10-29 21:40:19.000000+00:00\", \"2023-04-11 02:39:11.000000+00:00\"], \"session_ids\": [\"85169095-ecad-462c-8a50-3abb97a98db8\", \"2698f00a-d916-4566-bd8d-b108a77d97f4\", \"50df60ad-fa01-49ba-ab89-f0a691c290b6\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.203}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "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[{\"33803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-05 13:54:35.000000+00:00\", \"2020-10-29 21:40:19.000000+00:00\", \"2023-04-11 02:39:11.000000+00:00\"], \"session_ids\": [\"85169095-ecad-462c-8a50-3abb97a98db8\", \"2698f00a-d916-4566-bd8d-b108a77d97f4\", \"50df60ad-fa01-49ba-ab89-f0a691c290b6\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.203}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"33803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-05 13:54:35.000000+00:00\", \"2020-10-29 21:40:19.000000+00:00\", \"2023-04-11 02:39:11.000000+00:00\"], \"session_ids\": [\"85169095-ecad-462c-8a50-3abb97a98db8\", \"2698f00a-d916-4566-bd8d-b108a77d97f4\", \"50df60ad-fa01-49ba-ab89-f0a691c290b6\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.203}}]\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[{\"33803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-05 13:54:35.000000+00:00\", \"2020-10-29 21:40:19.000000+00:00\", \"2023-04-11 02:39:11.000000+00:00\"], \"session_ids\": [\"85169095-ecad-462c-8a50-3abb97a98db8\", \"2698f00a-d916-4566-bd8d-b108a77d97f4\", \"50df60ad-fa01-49ba-ab89-f0a691c290b6\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.203}}]\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 whose total sessoins count is exactly 3 and perform sorting by duration summation of sessions per week in desc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70349\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-28 20:26:44.000000+00:00\", \"2019-07-06 09:18:49.000000+00:00\", \"2019-07-13 18:01:06.000000+00:00\", \"2023-06-26 05:37:53.000000+00:00\", \"2021-05-12 17:20:29.000000+00:00\"], \"session_ids\": [\"b761625f-8c39-4269-9513-680db3d46895\", \"d834b19e-5593-41eb-943c-227a16bbad80\", \"06c78f8a-bfe2-4e27-bb85-2a147a5757a5\", \"eb21a8ac-527c-4f00-8320-a59b22eaa162\", \"873ec3b4-b6a1-4474-8cce-23fb697660f7\"], \"total_duration\": 505.0, \"total_sessions\": 5, \"mean_week_duration\": 2.428}, \"31791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-19 03:19:32.000000+00:00\", \"2022-11-30 12:14:27.000000+00:00\"], \"session_ids\": [\"fa868ea8-4e68-47de-b769-ebeaba824763\", \"e50d97dd-a6da-4c13-85fb-7b31f7ce980c\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 3.119}, \"42470\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-20 02:41:44.000000+00:00\", \"2020-04-19 16:52:39.000000+00:00\", \"2019-01-31 17:33:57.000000+00:00\", \"2022-05-06 14:48:43.000000+00:00\"], \"session_ids\": [\"a9ed2728-2912-4952-852d-62f8729fb3a3\", \"a512947f-36f3-4220-8ffb-e5a4fd05ed94\", \"375dc9b5-7744-49f7-b2b7-254c60c9a6f4\", \"1014cd26-cb86-44c5-87bd-582663a78a79\"], \"total_duration\": 1535.0, \"total_sessions\": 4, \"mean_week_duration\": 8.924}, \"55448\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-22 00:13:06.000000+00:00\", \"2022-02-07 17:11:02.000000+00:00\", \"2022-04-19 10:45:11.000000+00:00\", \"2019-01-17 15:31:53.000000+00:00\", \"2019-09-01 04:21:30.000000+00:00\", \"2020-08-04 09:48:30.000000+00:00\"], \"session_ids\": [\"c3cb9070-0a92-4174-b446-08a61abd95af\", \"20718b95-5152-4a76-8e62-d8b49e2074d4\", \"040433bc-3770-49e3-9040-1a437922184a\", \"86036628-2bae-402c-bb3b-5f52be18b53f\", \"395ae0a1-6c32-4a33-ba9d-7cc3abfcdacf\", \"f9d2f1ee-6be2-41cc-8e63-87ad610abcff\"], \"total_duration\": 390.0, \"total_sessions\": 6, \"mean_week_duration\": 2.294}, \"24742\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-28 11:12:53.000000+00:00\", \"2022-02-21 11:33:50.000000+00:00\"], \"session_ids\": [\"70e82255-b72b-46e7-ae9e-8f8f7a51ecf9\", \"15d3b970-117b-4c0f-bc64-778fd4a6c697\"], \"total_duration\": 488.0, \"total_sessions\": 2, \"mean_week_duration\": 12.2}, \"16642\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-13 16:46:18.000000+00:00\", \"2019-10-13 04:59:47.000000+00:00\", \"2020-04-26 11:41:49.000000+00:00\", \"2022-01-13 13:08:28.000000+00:00\", \"2019-07-12 15:40:31.000000+00:00\", \"2019-07-10 06:07:09.000000+00:00\", \"2023-04-06 09:08:07.000000+00:00\", \"2023-01-03 18:36:57.000000+00:00\"], \"session_ids\": [\"2b363d1d-a148-4c2b-9389-89fdc5c875c8\", \"4b8766bd-fdf7-4d04-98b0-4bdfd563513b\", \"6f6bd5ed-99a0-45b4-9258-9037b0a26f70\", \"8b603f2f-5eb6-499f-9c74-1eaa386d7d36\", \"80dafc93-4568-4fcd-a1f0-27bdf22a74fb\", \"cff79e5c-5b58-42d8-a66b-5ff14cf38e26\", \"ea42bcd7-c3b6-45f9-9fda-0ea35c963e70\", \"c8d899f5-3a06-453b-bf42-1132f159a355\"], \"total_duration\": 5210.0, \"total_sessions\": 8, \"mean_week_duration\": 25.048}, \"99537\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-02-22 09:11:57.000000+00:00\", \"2020-11-06 03:20:15.000000+00:00\"], \"session_ids\": [\"1ee89db8-fe8b-45f4-95aa-ac0df7d9428f\", \"3fc9f259-9a69-4740-8324-52b0ee455366\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}, \"89285\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-05 03:57:44.000000+00:00\", \"2019-04-11 22:59:08.000000+00:00\"], \"session_ids\": [\"b56cbcd0-782f-40f2-8121-017c2ddf1542\", \"d17ebbe5-1274-4e56-ab2f-55633360344d\"], \"total_duration\": 489.0, \"total_sessions\": 2, \"mean_week_duration\": 4.528}, \"37038\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-18 21:54:20.000000+00:00\", \"2021-11-07 23:00:31.000000+00:00\", \"2021-02-22 10:35:35.000000+00:00\", \"2022-08-05 03:12:38.000000+00:00\", \"2021-02-21 16:10:26.000000+00:00\"], \"session_ids\": [\"07a2d548-ecfa-4100-b1a7-ac6009ed3d76\", \"a3bdff11-a13b-4370-90e1-6577a61d3bfd\", \"55233899-eaec-49d9-9110-4a868a1fb53b\", \"067a5e8e-15a5-4f55-9f59-fd196f3688ac\", \"1e808acb-1e2e-45c1-b89a-5c3e6fc399cb\"], \"total_duration\": 520.0, \"total_sessions\": 5, \"mean_week_duration\": 6.842}, \"43632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-10 22:57:48.000000+00:00\", \"2019-03-10 10:54:34.000000+00:00\", \"2023-01-25 08:11:51.000000+00:00\"], \"session_ids\": [\"c9cc7e79-071c-429f-8253-867320ace814\", \"e6e496a3-ee2f-4696-bdf4-ee9ae074df7b\", \"706676ac-9ba4-4f94-a34f-830447d28985\"], \"total_duration\": 933.0, \"total_sessions\": 3, \"mean_week_duration\": 4.596}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-10 22:57:48.000000+00:00\", \"2019-03-10 10:54:34.000000+00:00\", \"2023-01-25 08:11:51.000000+00:00\"], \"session_ids\": [\"c9cc7e79-071c-429f-8253-867320ace814\", \"e6e496a3-ee2f-4696-bdf4-ee9ae074df7b\", \"706676ac-9ba4-4f94-a34f-830447d28985\"], \"total_duration\": 933.0, \"total_sessions\": 3, \"mean_week_duration\": 4.596}}\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[{\"43632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-10 22:57:48.000000+00:00\", \"2019-03-10 10:54:34.000000+00:00\", \"2023-01-25 08:11:51.000000+00:00\"], \"session_ids\": [\"c9cc7e79-071c-429f-8253-867320ace814\", \"e6e496a3-ee2f-4696-bdf4-ee9ae074df7b\", \"706676ac-9ba4-4f94-a34f-830447d28985\"], \"total_duration\": 933.0, \"total_sessions\": 3, \"mean_week_duration\": 4.596}}]\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[{\"43632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-10 22:57:48.000000+00:00\", \"2019-03-10 10:54:34.000000+00:00\", \"2023-01-25 08:11:51.000000+00:00\"], \"session_ids\": [\"c9cc7e79-071c-429f-8253-867320ace814\", \"e6e496a3-ee2f-4696-bdf4-ee9ae074df7b\", \"706676ac-9ba4-4f94-a34f-830447d28985\"], \"total_duration\": 933.0, \"total_sessions\": 3, \"mean_week_duration\": 4.596}}]\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[{\"43632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-10 22:57:48.000000+00:00\", \"2019-03-10 10:54:34.000000+00:00\", \"2023-01-25 08:11:51.000000+00:00\"], \"session_ids\": [\"c9cc7e79-071c-429f-8253-867320ace814\", \"e6e496a3-ee2f-4696-bdf4-ee9ae074df7b\", \"706676ac-9ba4-4f94-a34f-830447d28985\"], \"total_duration\": 933.0, \"total_sessions\": 3, \"mean_week_duration\": 4.596}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display user information with a total sessoins count that is lower than 3, exclusive 3 as well as perform sorting by duration summation of sessions per week 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{\"99532\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-04 21:03:04.000000+00:00\", \"2022-11-10 11:46:40.000000+00:00\"], \"session_ids\": [\"213272e0-7164-4db1-b0e6-0d51c5ee3b50\", \"9057b786-e071-4364-b6ee-868d62612e62\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 1.973}, \"69543\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-08-14 21:29:04.000000+00:00\", \"2020-03-04 13:27:04.000000+00:00\"], \"session_ids\": [\"416ae6a1-d518-4b5c-85f7-b974cd0678da\", \"8d12d76d-67f0-43b7-b37d-00f4f6973637\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.133}, \"1844\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-20 20:53:46.000000+00:00\", \"2019-04-11 06:28:31.000000+00:00\", \"2022-08-09 12:14:00.000000+00:00\", \"2023-06-08 10:15:42.000000+00:00\"], \"session_ids\": [\"9d8952be-1ddc-4b92-b6d7-41407bf70c2a\", \"3b52048f-2012-4583-949e-8ee2bd548e62\", \"895cf44c-eb33-4b0d-9cbd-00b55c01c2e3\", \"58c4379b-2962-4fce-8db2-87c2071a21f2\"], \"total_duration\": 1517.0, \"total_sessions\": 4, \"mean_week_duration\": 6.991}, \"97283\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-06-18 03:22:51.000000+00:00\", \"2023-04-18 22:53:09.000000+00:00\", \"2020-09-22 06:40:53.000000+00:00\", \"2020-07-31 03:32:26.000000+00:00\", \"2021-06-06 11:04:56.000000+00:00\", \"2020-01-10 09:39:29.000000+00:00\", \"2020-03-09 19:53:55.000000+00:00\"], \"session_ids\": [\"e4080d9a-cf6f-4c37-bf22-6fadcb76fd21\", \"f45e1b9d-45d8-4206-bef3-a45f92390a94\", \"0c9e411b-9c5e-41cb-afb3-d997fcbb28b7\", \"86ea5302-2781-4c5d-af32-1634351448e5\", \"e8ff7049-0728-4826-be27-6e0ee049f00d\", \"42679668-635a-4d04-9856-280426a6e215\", \"99439420-0a58-473b-8e8d-6e770232052d\"], \"total_duration\": 8172.0, \"total_sessions\": 7, \"mean_week_duration\": 45.4}, \"27483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-30 10:57:12.000000+00:00\", \"2023-02-11 22:25:29.000000+00:00\", \"2019-10-18 10:05:55.000000+00:00\", \"2021-01-22 23:58:03.000000+00:00\", \"2022-02-21 19:17:16.000000+00:00\"], \"session_ids\": [\"3f9b267d-2381-4a6d-8800-b5b9902f781d\", \"826a6c32-9975-4da8-9432-59567d5eec10\", \"b0ae5a0f-2949-43d7-af15-74114569d3c9\", \"df1d1c14-cc94-4855-8661-0ee32f7acbab\", \"52fee89b-ae18-4672-a4a6-bb566577fef7\"], \"total_duration\": 654.0, \"total_sessions\": 5, \"mean_week_duration\": 3.759}, \"97619\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-03 19:43:36.000000+00:00\", \"2022-05-22 23:44:14.000000+00:00\", \"2020-02-05 06:26:00.000000+00:00\", \"2020-09-29 18:10:38.000000+00:00\"], \"session_ids\": [\"d180094e-231b-41e5-96e0-6c7831ea3bc1\", \"7bb41800-0450-40e9-b612-264a558c4593\", \"6d5a642a-b03d-48a4-a2db-0c53c8865a48\", \"92d0c90e-ec43-47a2-a9b7-02b556db6a8e\"], \"total_duration\": 117.0, \"total_sessions\": 4, \"mean_week_duration\": 0.975}, \"94775\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-01-25 03:39:53.000000+00:00\", \"2021-08-31 05:20:10.000000+00:00\"], \"session_ids\": [\"441fdd56-0a42-4481-be01-e59c58d7687a\", \"de97c4d9-d1cb-4c6f-867d-7c945389191a\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}, \"97157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-05-26 12:57:09.000000+00:00\", \"2019-12-01 09:09:13.000000+00:00\", \"2020-12-17 18:43:54.000000+00:00\"], \"session_ids\": [\"de5729f0-274a-44a2-aeec-b831514addf2\", \"36d8739c-6f80-4f20-a1df-a4e81a03a36c\", \"dda4bae1-44e3-4b9e-ab05-515d94d4994b\"], \"total_duration\": 84.0, \"total_sessions\": 3, \"mean_week_duration\": 1.077}, \"12076\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-08-07 00:16:18.000000+00:00\", \"2020-10-08 06:56:50.000000+00:00\"], \"session_ids\": [\"4613281c-4af9-4613-9a98-87ea6f9f31dc\", \"d8aa16b9-2691-40d9-adac-8d9a7d9eda9b\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"41298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-29 17:45:09.000000+00:00\", \"2023-01-11 04:29:14.000000+00:00\"], \"session_ids\": [\"4ad63d4d-540d-4af3-b846-1f627472f803\", \"6d17077d-2dc5-47e3-8b15-7de16e0e927d\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 110.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"99532\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-04 21:03:04.000000+00:00\", \"2022-11-10 11:46:40.000000+00:00\"], \"session_ids\": [\"213272e0-7164-4db1-b0e6-0d51c5ee3b50\", \"9057b786-e071-4364-b6ee-868d62612e62\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 1.973}, \"69543\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-08-14 21:29:04.000000+00:00\", \"2020-03-04 13:27:04.000000+00:00\"], \"session_ids\": [\"416ae6a1-d518-4b5c-85f7-b974cd0678da\", \"8d12d76d-67f0-43b7-b37d-00f4f6973637\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.133}, \"94775\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-01-25 03:39:53.000000+00:00\", \"2021-08-31 05:20:10.000000+00:00\"], \"session_ids\": [\"441fdd56-0a42-4481-be01-e59c58d7687a\", \"de97c4d9-d1cb-4c6f-867d-7c945389191a\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}, \"12076\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-08-07 00:16:18.000000+00:00\", \"2020-10-08 06:56:50.000000+00:00\"], \"session_ids\": [\"4613281c-4af9-4613-9a98-87ea6f9f31dc\", \"d8aa16b9-2691-40d9-adac-8d9a7d9eda9b\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"41298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-29 17:45:09.000000+00:00\", \"2023-01-11 04:29:14.000000+00:00\"], \"session_ids\": [\"4ad63d4d-540d-4af3-b846-1f627472f803\", \"6d17077d-2dc5-47e3-8b15-7de16e0e927d\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 110.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"41298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-29 17:45:09.000000+00:00\", \"2023-01-11 04:29:14.000000+00:00\"], \"session_ids\": [\"4ad63d4d-540d-4af3-b846-1f627472f803\", \"6d17077d-2dc5-47e3-8b15-7de16e0e927d\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 110.5}}, {\"12076\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-08-07 00:16:18.000000+00:00\", \"2020-10-08 06:56:50.000000+00:00\"], \"session_ids\": [\"4613281c-4af9-4613-9a98-87ea6f9f31dc\", \"d8aa16b9-2691-40d9-adac-8d9a7d9eda9b\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}}, {\"99532\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-04 21:03:04.000000+00:00\", \"2022-11-10 11:46:40.000000+00:00\"], \"session_ids\": [\"213272e0-7164-4db1-b0e6-0d51c5ee3b50\", \"9057b786-e071-4364-b6ee-868d62612e62\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 1.973}}, {\"94775\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-01-25 03:39:53.000000+00:00\", \"2021-08-31 05:20:10.000000+00:00\"], \"session_ids\": [\"441fdd56-0a42-4481-be01-e59c58d7687a\", \"de97c4d9-d1cb-4c6f-867d-7c945389191a\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.562}}, {\"69543\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-08-14 21:29:04.000000+00:00\", \"2020-03-04 13:27:04.000000+00:00\"], \"session_ids\": [\"416ae6a1-d518-4b5c-85f7-b974cd0678da\", \"8d12d76d-67f0-43b7-b37d-00f4f6973637\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.133}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"41298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-29 17:45:09.000000+00:00\", \"2023-01-11 04:29:14.000000+00:00\"], \"session_ids\": [\"4ad63d4d-540d-4af3-b846-1f627472f803\", \"6d17077d-2dc5-47e3-8b15-7de16e0e927d\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 110.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"41298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-29 17:45:09.000000+00:00\", \"2023-01-11 04:29:14.000000+00:00\"], \"session_ids\": [\"4ad63d4d-540d-4af3-b846-1f627472f803\", \"6d17077d-2dc5-47e3-8b15-7de16e0e927d\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 110.5}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 2 users with a overall quantity of sessions that is lower than 4, exclusive , and sort by city_name risingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-11-19 07:26:47.000000+00:00\", \"2022-12-10 20:41:03.000000+00:00\"], \"session_ids\": [\"2873911f-e9e1-4e5f-948b-eacfc0c3779c\", \"11235030-1fd9-4cab-8b0d-f65da502d675\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"72754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-25 01:51:44.000000+00:00\", \"2020-02-17 17:09:07.000000+00:00\"], \"session_ids\": [\"9b4a5077-e60c-4095-8718-3c714b999dc9\", \"7233d5ef-973c-4a32-8372-3b7c63b79cd1\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.147}, \"93785\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-26 23:11:08.000000+00:00\", \"2021-12-21 00:00:34.000000+00:00\", \"2020-10-13 16:44:02.000000+00:00\"], \"session_ids\": [\"5d47a7ab-97cd-4d9e-85c6-1f17a2542a55\", \"f3301940-6747-4785-8381-4d641ee80685\", \"989b6d07-0ecc-408c-875e-b9f7dd0b859c\"], \"total_duration\": 226.0, \"total_sessions\": 3, \"mean_week_duration\": 2.539}, \"67867\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-05 08:54:51.000000+00:00\", \"2022-06-30 14:19:08.000000+00:00\"], \"session_ids\": [\"0ea9dc6b-5609-410b-8206-bc45808bd1fd\", \"ea4cd4b8-77c9-47a3-ae25-01cba8732fd1\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 7.6}, \"79914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-06 13:49:16.000000+00:00\", \"2020-06-24 21:44:10.000000+00:00\"], \"session_ids\": [\"a5c504c3-b99d-4e2e-9b03-06e03a46fcd6\", \"43967113-2db6-4034-8543-d3d1c190efcf\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 1.719}, \"84648\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-03 15:10:50.000000+00:00\", \"2021-03-28 04:45:06.000000+00:00\"], \"session_ids\": [\"5583a3ba-ff91-4207-82ca-9ec361a626f2\", \"96ddd936-fd81-4014-b0b8-f808e284d84c\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 12.917}, \"75193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-02 10:38:49.000000+00:00\", \"2019-02-25 02:50:54.000000+00:00\"], \"session_ids\": [\"fd78ce30-cfca-4cd1-8ddc-b3938af42160\", \"b1d7a2db-6306-423b-93ac-e023ea8a4116\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 33.25}, \"10713\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 6}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-17 17:33:37.000000+00:00\", \"2023-05-27 08:50:08.000000+00:00\", \"2021-04-25 04:26:31.000000+00:00\"], \"session_ids\": [\"83df251e-46be-434a-997e-3bb2d13b6d5f\", \"b153c468-4ac7-4cb2-897b-63db82e69fb5\", \"14f5be8d-d5fd-4823-b08a-e6468cd9530b\"], \"total_duration\": 416.0, \"total_sessions\": 3, \"mean_week_duration\": 3.25}, \"53121\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-12-14 08:45:04.000000+00:00\", \"2020-08-27 05:51:21.000000+00:00\"], \"session_ids\": [\"0d34ef32-2ffd-4351-837e-91aac285208f\", \"224a8da4-d13b-4cfc-9fcb-d20fec513c45\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 9.243}, \"38009\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-20 23:01:17.000000+00:00\", \"2020-05-25 08:24:35.000000+00:00\"], \"session_ids\": [\"1fca2e45-2ad4-48af-bcb8-27425f148847\", \"86559dea-ffe2-4797-bd7e-0884303b9899\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.893}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less 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{\"93180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-11-19 07:26:47.000000+00:00\", \"2022-12-10 20:41:03.000000+00:00\"], \"session_ids\": [\"2873911f-e9e1-4e5f-948b-eacfc0c3779c\", \"11235030-1fd9-4cab-8b0d-f65da502d675\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"72754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-25 01:51:44.000000+00:00\", \"2020-02-17 17:09:07.000000+00:00\"], \"session_ids\": [\"9b4a5077-e60c-4095-8718-3c714b999dc9\", \"7233d5ef-973c-4a32-8372-3b7c63b79cd1\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.147}, \"93785\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-26 23:11:08.000000+00:00\", \"2021-12-21 00:00:34.000000+00:00\", \"2020-10-13 16:44:02.000000+00:00\"], \"session_ids\": [\"5d47a7ab-97cd-4d9e-85c6-1f17a2542a55\", \"f3301940-6747-4785-8381-4d641ee80685\", \"989b6d07-0ecc-408c-875e-b9f7dd0b859c\"], \"total_duration\": 226.0, \"total_sessions\": 3, \"mean_week_duration\": 2.539}, \"67867\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-05 08:54:51.000000+00:00\", \"2022-06-30 14:19:08.000000+00:00\"], \"session_ids\": [\"0ea9dc6b-5609-410b-8206-bc45808bd1fd\", \"ea4cd4b8-77c9-47a3-ae25-01cba8732fd1\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 7.6}, \"79914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-06 13:49:16.000000+00:00\", \"2020-06-24 21:44:10.000000+00:00\"], \"session_ids\": [\"a5c504c3-b99d-4e2e-9b03-06e03a46fcd6\", \"43967113-2db6-4034-8543-d3d1c190efcf\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 1.719}, \"84648\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-03 15:10:50.000000+00:00\", \"2021-03-28 04:45:06.000000+00:00\"], \"session_ids\": [\"5583a3ba-ff91-4207-82ca-9ec361a626f2\", \"96ddd936-fd81-4014-b0b8-f808e284d84c\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 12.917}, \"75193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-02 10:38:49.000000+00:00\", \"2019-02-25 02:50:54.000000+00:00\"], \"session_ids\": [\"fd78ce30-cfca-4cd1-8ddc-b3938af42160\", \"b1d7a2db-6306-423b-93ac-e023ea8a4116\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 33.25}, \"10713\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 6}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-17 17:33:37.000000+00:00\", \"2023-05-27 08:50:08.000000+00:00\", \"2021-04-25 04:26:31.000000+00:00\"], \"session_ids\": [\"83df251e-46be-434a-997e-3bb2d13b6d5f\", \"b153c468-4ac7-4cb2-897b-63db82e69fb5\", \"14f5be8d-d5fd-4823-b08a-e6468cd9530b\"], \"total_duration\": 416.0, \"total_sessions\": 3, \"mean_week_duration\": 3.25}, \"53121\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-12-14 08:45:04.000000+00:00\", \"2020-08-27 05:51:21.000000+00:00\"], \"session_ids\": [\"0d34ef32-2ffd-4351-837e-91aac285208f\", \"224a8da4-d13b-4cfc-9fcb-d20fec513c45\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 9.243}, \"38009\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-20 23:01:17.000000+00:00\", \"2020-05-25 08:24:35.000000+00:00\"], \"session_ids\": [\"1fca2e45-2ad4-48af-bcb8-27425f148847\", \"86559dea-ffe2-4797-bd7e-0884303b9899\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.893}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "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[{\"75193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-02 10:38:49.000000+00:00\", \"2019-02-25 02:50:54.000000+00:00\"], \"session_ids\": [\"fd78ce30-cfca-4cd1-8ddc-b3938af42160\", \"b1d7a2db-6306-423b-93ac-e023ea8a4116\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 33.25}}, {\"67867\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-05 08:54:51.000000+00:00\", \"2022-06-30 14:19:08.000000+00:00\"], \"session_ids\": [\"0ea9dc6b-5609-410b-8206-bc45808bd1fd\", \"ea4cd4b8-77c9-47a3-ae25-01cba8732fd1\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 7.6}}, {\"84648\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-03 15:10:50.000000+00:00\", \"2021-03-28 04:45:06.000000+00:00\"], \"session_ids\": [\"5583a3ba-ff91-4207-82ca-9ec361a626f2\", \"96ddd936-fd81-4014-b0b8-f808e284d84c\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 12.917}}, {\"93180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-11-19 07:26:47.000000+00:00\", \"2022-12-10 20:41:03.000000+00:00\"], \"session_ids\": [\"2873911f-e9e1-4e5f-948b-eacfc0c3779c\", \"11235030-1fd9-4cab-8b0d-f65da502d675\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}}, {\"79914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-06 13:49:16.000000+00:00\", \"2020-06-24 21:44:10.000000+00:00\"], \"session_ids\": [\"a5c504c3-b99d-4e2e-9b03-06e03a46fcd6\", \"43967113-2db6-4034-8543-d3d1c190efcf\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 1.719}}, {\"53121\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-12-14 08:45:04.000000+00:00\", \"2020-08-27 05:51:21.000000+00:00\"], \"session_ids\": [\"0d34ef32-2ffd-4351-837e-91aac285208f\", \"224a8da4-d13b-4cfc-9fcb-d20fec513c45\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 9.243}}, {\"38009\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-20 23:01:17.000000+00:00\", \"2020-05-25 08:24:35.000000+00:00\"], \"session_ids\": [\"1fca2e45-2ad4-48af-bcb8-27425f148847\", \"86559dea-ffe2-4797-bd7e-0884303b9899\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.893}}, {\"93785\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-26 23:11:08.000000+00:00\", \"2021-12-21 00:00:34.000000+00:00\", \"2020-10-13 16:44:02.000000+00:00\"], \"session_ids\": [\"5d47a7ab-97cd-4d9e-85c6-1f17a2542a55\", \"f3301940-6747-4785-8381-4d641ee80685\", \"989b6d07-0ecc-408c-875e-b9f7dd0b859c\"], \"total_duration\": 226.0, \"total_sessions\": 3, \"mean_week_duration\": 2.539}}, {\"72754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-25 01:51:44.000000+00:00\", \"2020-02-17 17:09:07.000000+00:00\"], \"session_ids\": [\"9b4a5077-e60c-4095-8718-3c714b999dc9\", \"7233d5ef-973c-4a32-8372-3b7c63b79cd1\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.147}}, {\"10713\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 6}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-17 17:33:37.000000+00:00\", \"2023-05-27 08:50:08.000000+00:00\", \"2021-04-25 04:26:31.000000+00:00\"], \"session_ids\": [\"83df251e-46be-434a-997e-3bb2d13b6d5f\", \"b153c468-4ac7-4cb2-897b-63db82e69fb5\", \"14f5be8d-d5fd-4823-b08a-e6468cd9530b\"], \"total_duration\": 416.0, \"total_sessions\": 3, \"mean_week_duration\": 3.25}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-02 10:38:49.000000+00:00\", \"2019-02-25 02:50:54.000000+00:00\"], \"session_ids\": [\"fd78ce30-cfca-4cd1-8ddc-b3938af42160\", \"b1d7a2db-6306-423b-93ac-e023ea8a4116\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 33.25}}, {\"67867\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-05 08:54:51.000000+00:00\", \"2022-06-30 14:19:08.000000+00:00\"], \"session_ids\": [\"0ea9dc6b-5609-410b-8206-bc45808bd1fd\", \"ea4cd4b8-77c9-47a3-ae25-01cba8732fd1\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 7.6}}]\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[{\"75193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-02 10:38:49.000000+00:00\", \"2019-02-25 02:50:54.000000+00:00\"], \"session_ids\": [\"fd78ce30-cfca-4cd1-8ddc-b3938af42160\", \"b1d7a2db-6306-423b-93ac-e023ea8a4116\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 33.25}}, {\"67867\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-05 08:54:51.000000+00:00\", \"2022-06-30 14:19:08.000000+00:00\"], \"session_ids\": [\"0ea9dc6b-5609-410b-8206-bc45808bd1fd\", \"ea4cd4b8-77c9-47a3-ae25-01cba8732fd1\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 7.6}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 2 users whose sum of sessions is greater than 8 and less than 2 in addition implement sorting by name of the town in desc order and get rid of all records, except 2." } ]
[ { "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{\"84087\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-22 06:34:09.000000+00:00\", \"2022-12-31 07:07:37.000000+00:00\"], \"session_ids\": [\"adae24f7-a0c1-4818-bb55-1a0a2278c5f7\", \"13a1b092-4716-45f2-90eb-f05480696587\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.739}, \"12099\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-30 14:58:42.000000+00:00\", \"2019-07-19 16:13:40.000000+00:00\", \"2020-12-10 11:14:17.000000+00:00\", \"2020-07-26 15:54:06.000000+00:00\", \"2020-08-14 04:34:26.000000+00:00\", \"2022-01-13 00:54:23.000000+00:00\", \"2020-02-08 18:04:47.000000+00:00\"], \"session_ids\": [\"a0e716ed-11bf-46da-92ea-6d7ac94d8302\", \"2c5f7a6d-4be0-4e4e-9ff5-7472f80b9964\", \"d8068d91-fe02-49ca-9fb2-212299c24baa\", \"c1586eec-8136-4417-86d5-7e44407c11d7\", \"3a486e8b-5df6-4d01-8511-dbd65c6874f1\", \"17343bd1-684f-41c9-95c5-49c31f038920\", \"dbb76724-4e68-42f6-82e7-0237ca34fa89\"], \"total_duration\": 86.0, \"total_sessions\": 7, \"mean_week_duration\": 0.662}, \"87516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-18 12:12:13.000000+00:00\", \"2020-02-05 18:43:22.000000+00:00\"], \"session_ids\": [\"5a34b93c-dcaf-4546-a7b9-43e919d90dce\", \"6c93a432-6c71-4b38-a62f-e62376ad4672\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 1.036}, \"1445\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-16 05:51:53.000000+00:00\", \"2023-06-20 03:01:57.000000+00:00\"], \"session_ids\": [\"a2fcd4a3-e24e-44fe-855d-daae5088c4fa\", \"894dfb67-2565-4757-b7fe-253247e85b99\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.177}, \"77760\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-28 15:28:00.000000+00:00\", \"2020-02-09 01:25:52.000000+00:00\"], \"session_ids\": [\"bb5b37bd-6dcc-4588-8adb-689dfc9d631e\", \"0ddcc7e4-c264-466e-a654-6959a91060c4\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.373}, \"72868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-12-13 10:39:16.000000+00:00\", \"2021-10-27 00:46:47.000000+00:00\", \"2019-03-01 22:22:19.000000+00:00\"], \"session_ids\": [\"4c9ba559-00c3-40fe-b78a-89d708741f4e\", \"6f62c79e-ab4c-4893-8950-e02dd78573ac\", \"13c9ef81-59ad-4a56-9fce-6c02702abb02\"], \"total_duration\": 572.0, \"total_sessions\": 3, \"mean_week_duration\": 4.115}, \"60205\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-08 08:19:46.000000+00:00\", \"2021-02-01 19:54:02.000000+00:00\", \"2021-06-14 09:58:11.000000+00:00\", \"2020-06-04 15:16:22.000000+00:00\"], \"session_ids\": [\"bcd3056d-0374-482a-9ba9-b65da93176ca\", \"759f9b2d-b8ae-4d65-8de0-115353e2e206\", \"8c5f6eb0-7348-4be1-91b4-fd000d36e600\", \"fb410000-e6b5-4720-a822-8d7d20ca8882\"], \"total_duration\": 1854.0, \"total_sessions\": 4, \"mean_week_duration\": 17.491}, \"53908\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-30 12:22:58.000000+00:00\", \"2020-03-01 07:11:15.000000+00:00\"], \"session_ids\": [\"73a99fa4-db81-43f3-ad9e-af3653d70af7\", \"057a71d1-66d3-4c31-ada6-25a257e8e8c7\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}, \"83858\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-17 20:53:39.000000+00:00\", \"2019-01-29 04:51:26.000000+00:00\", \"2021-04-19 22:08:59.000000+00:00\", \"2022-01-11 21:09:05.000000+00:00\", \"2020-04-30 15:58:15.000000+00:00\", \"2021-09-06 22:25:51.000000+00:00\", \"2022-04-23 12:09:50.000000+00:00\", \"2021-09-15 16:50:47.000000+00:00\", \"2020-07-01 18:03:07.000000+00:00\"], \"session_ids\": [\"8d961fd4-9ad0-4185-922c-6cfb37dc0be7\", \"4ad03dda-3d77-4027-a2c5-e15fccae77de\", \"8b2b8b0a-123e-417f-9978-55fe5c92dd2f\", \"c63b1f4e-a8a2-45ba-a04c-53897b6ab33d\", \"0ab52009-56ba-4f8a-8664-bfe6dab696da\", \"dd5aac0e-c6ab-41bc-8d2b-200211bc3fc7\", \"04f16e39-b9c9-40cf-890d-fcc06a55eea2\", \"732d9e62-8365-4e92-be86-dcb4716748c8\", \"56cabc81-8d0a-4637-a402-f24be78b9ff3\"], \"total_duration\": 11919.0, \"total_sessions\": 9, \"mean_week_duration\": 70.527}, \"40245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-23 20:06:34.000000+00:00\", \"2023-05-23 12:40:39.000000+00:00\"], \"session_ids\": [\"cc66474f-98dc-448f-acc0-1a9ca46a7473\", \"517034c3-26ae-4a29-986b-0032dd6eca7f\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 1.115}}\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 equal or greater than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"84087\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-22 06:34:09.000000+00:00\", \"2022-12-31 07:07:37.000000+00:00\"], \"session_ids\": [\"adae24f7-a0c1-4818-bb55-1a0a2278c5f7\", \"13a1b092-4716-45f2-90eb-f05480696587\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.739}, \"87516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-18 12:12:13.000000+00:00\", \"2020-02-05 18:43:22.000000+00:00\"], \"session_ids\": [\"5a34b93c-dcaf-4546-a7b9-43e919d90dce\", \"6c93a432-6c71-4b38-a62f-e62376ad4672\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 1.036}, \"1445\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-16 05:51:53.000000+00:00\", \"2023-06-20 03:01:57.000000+00:00\"], \"session_ids\": [\"a2fcd4a3-e24e-44fe-855d-daae5088c4fa\", \"894dfb67-2565-4757-b7fe-253247e85b99\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.177}, \"77760\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-28 15:28:00.000000+00:00\", \"2020-02-09 01:25:52.000000+00:00\"], \"session_ids\": [\"bb5b37bd-6dcc-4588-8adb-689dfc9d631e\", \"0ddcc7e4-c264-466e-a654-6959a91060c4\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.373}, \"53908\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-30 12:22:58.000000+00:00\", \"2020-03-01 07:11:15.000000+00:00\"], \"session_ids\": [\"73a99fa4-db81-43f3-ad9e-af3653d70af7\", \"057a71d1-66d3-4c31-ada6-25a257e8e8c7\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}, \"40245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-23 20:06:34.000000+00:00\", \"2023-05-23 12:40:39.000000+00:00\"], \"session_ids\": [\"cc66474f-98dc-448f-acc0-1a9ca46a7473\", \"517034c3-26ae-4a29-986b-0032dd6eca7f\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 1.115}, \"83858\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-17 20:53:39.000000+00:00\", \"2019-01-29 04:51:26.000000+00:00\", \"2021-04-19 22:08:59.000000+00:00\", \"2022-01-11 21:09:05.000000+00:00\", \"2020-04-30 15:58:15.000000+00:00\", \"2021-09-06 22:25:51.000000+00:00\", \"2022-04-23 12:09:50.000000+00:00\", \"2021-09-15 16:50:47.000000+00:00\", \"2020-07-01 18:03:07.000000+00:00\"], \"session_ids\": [\"8d961fd4-9ad0-4185-922c-6cfb37dc0be7\", \"4ad03dda-3d77-4027-a2c5-e15fccae77de\", \"8b2b8b0a-123e-417f-9978-55fe5c92dd2f\", \"c63b1f4e-a8a2-45ba-a04c-53897b6ab33d\", \"0ab52009-56ba-4f8a-8664-bfe6dab696da\", \"dd5aac0e-c6ab-41bc-8d2b-200211bc3fc7\", \"04f16e39-b9c9-40cf-890d-fcc06a55eea2\", \"732d9e62-8365-4e92-be86-dcb4716748c8\", \"56cabc81-8d0a-4637-a402-f24be78b9ff3\"], \"total_duration\": 11919.0, \"total_sessions\": 9, \"mean_week_duration\": 70.527}}\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[{\"77760\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-28 15:28:00.000000+00:00\", \"2020-02-09 01:25:52.000000+00:00\"], \"session_ids\": [\"bb5b37bd-6dcc-4588-8adb-689dfc9d631e\", \"0ddcc7e4-c264-466e-a654-6959a91060c4\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.373}}, {\"40245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-23 20:06:34.000000+00:00\", \"2023-05-23 12:40:39.000000+00:00\"], \"session_ids\": [\"cc66474f-98dc-448f-acc0-1a9ca46a7473\", \"517034c3-26ae-4a29-986b-0032dd6eca7f\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 1.115}}, {\"83858\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-17 20:53:39.000000+00:00\", \"2019-01-29 04:51:26.000000+00:00\", \"2021-04-19 22:08:59.000000+00:00\", \"2022-01-11 21:09:05.000000+00:00\", \"2020-04-30 15:58:15.000000+00:00\", \"2021-09-06 22:25:51.000000+00:00\", \"2022-04-23 12:09:50.000000+00:00\", \"2021-09-15 16:50:47.000000+00:00\", \"2020-07-01 18:03:07.000000+00:00\"], \"session_ids\": [\"8d961fd4-9ad0-4185-922c-6cfb37dc0be7\", \"4ad03dda-3d77-4027-a2c5-e15fccae77de\", \"8b2b8b0a-123e-417f-9978-55fe5c92dd2f\", \"c63b1f4e-a8a2-45ba-a04c-53897b6ab33d\", \"0ab52009-56ba-4f8a-8664-bfe6dab696da\", \"dd5aac0e-c6ab-41bc-8d2b-200211bc3fc7\", \"04f16e39-b9c9-40cf-890d-fcc06a55eea2\", \"732d9e62-8365-4e92-be86-dcb4716748c8\", \"56cabc81-8d0a-4637-a402-f24be78b9ff3\"], \"total_duration\": 11919.0, \"total_sessions\": 9, \"mean_week_duration\": 70.527}}, {\"1445\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-16 05:51:53.000000+00:00\", \"2023-06-20 03:01:57.000000+00:00\"], \"session_ids\": [\"a2fcd4a3-e24e-44fe-855d-daae5088c4fa\", \"894dfb67-2565-4757-b7fe-253247e85b99\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.177}}, {\"84087\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-22 06:34:09.000000+00:00\", \"2022-12-31 07:07:37.000000+00:00\"], \"session_ids\": [\"adae24f7-a0c1-4818-bb55-1a0a2278c5f7\", \"13a1b092-4716-45f2-90eb-f05480696587\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.739}}, {\"53908\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-30 12:22:58.000000+00:00\", \"2020-03-01 07:11:15.000000+00:00\"], \"session_ids\": [\"73a99fa4-db81-43f3-ad9e-af3653d70af7\", \"057a71d1-66d3-4c31-ada6-25a257e8e8c7\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}}, {\"87516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-18 12:12:13.000000+00:00\", \"2020-02-05 18:43:22.000000+00:00\"], \"session_ids\": [\"5a34b93c-dcaf-4546-a7b9-43e919d90dce\", \"6c93a432-6c71-4b38-a62f-e62376ad4672\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 1.036}}]\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[{\"77760\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-28 15:28:00.000000+00:00\", \"2020-02-09 01:25:52.000000+00:00\"], \"session_ids\": [\"bb5b37bd-6dcc-4588-8adb-689dfc9d631e\", \"0ddcc7e4-c264-466e-a654-6959a91060c4\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.373}}, {\"40245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-23 20:06:34.000000+00:00\", \"2023-05-23 12:40:39.000000+00:00\"], \"session_ids\": [\"cc66474f-98dc-448f-acc0-1a9ca46a7473\", \"517034c3-26ae-4a29-986b-0032dd6eca7f\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 1.115}}]\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[{\"77760\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-28 15:28:00.000000+00:00\", \"2020-02-09 01:25:52.000000+00:00\"], \"session_ids\": [\"bb5b37bd-6dcc-4588-8adb-689dfc9d631e\", \"0ddcc7e4-c264-466e-a654-6959a91060c4\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.373}}, {\"40245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-23 20:06:34.000000+00:00\", \"2023-05-23 12:40:39.000000+00:00\"], \"session_ids\": [\"cc66474f-98dc-448f-acc0-1a9ca46a7473\", \"517034c3-26ae-4a29-986b-0032dd6eca7f\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 1.115}}]\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 users who have total amount of duration strictly less than 1357 and greater than 2614 (not including) , and execute sorting by total_duration in descending order , moreover display only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-15 10:57:06.000000+00:00\", \"2019-06-15 23:13:10.000000+00:00\"], \"session_ids\": [\"842f48c7-e1b4-4cee-9291-352e7b304ceb\", \"9d4defaa-e5ce-4ccc-9f73-2a1b72e787b4\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}, \"45945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-18 19:13:48.000000+00:00\", \"2020-03-26 14:49:22.000000+00:00\", \"2023-04-23 04:26:59.000000+00:00\", \"2019-09-03 02:46:36.000000+00:00\"], \"session_ids\": [\"bcabde07-8e37-4440-9df3-6627e21b6860\", \"33d216a3-e36c-4868-895f-f0a2209218cd\", \"ff9cbe38-2dcf-4500-937f-77e04628d26b\", \"343ac5ff-2873-4160-ae19-abec5002d8c3\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.257}, \"41903\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-31 09:18:18.000000+00:00\", \"2022-03-25 01:11:58.000000+00:00\"], \"session_ids\": [\"e99dc92b-012b-486a-a275-5eadeec865b1\", \"4a2a671b-3af9-4e88-a6e9-699af3b310fe\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 12.895}, \"10840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-03-03 04:54:27.000000+00:00\", \"2021-09-11 19:19:11.000000+00:00\", \"2021-10-31 01:40:07.000000+00:00\", \"2019-10-24 12:47:37.000000+00:00\", \"2020-02-11 04:41:10.000000+00:00\", \"2020-06-05 09:41:40.000000+00:00\"], \"session_ids\": [\"d4342860-23fe-4c8f-b1d1-1beb658f9cbc\", \"308ca2bc-e478-4c48-860a-c3d075952c95\", \"a45141f5-1f30-449c-a132-8b2611357a89\", \"d25f65d0-4fc3-4f69-8f4d-a6d220128a94\", \"06240c81-ae39-4570-8293-7beb2bab9acb\", \"05e36b38-1171-49c5-a1c1-f8a902b47807\"], \"total_duration\": 424.0, \"total_sessions\": 6, \"mean_week_duration\": 3.447}, \"48246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-01-13 22:16:17.000000+00:00\", \"2022-05-06 18:44:31.000000+00:00\"], \"session_ids\": [\"300a9b98-9c23-451e-aaf5-b80bd4823794\", \"5390eae4-77d1-48ec-a3fa-5394b77360fa\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}, \"82894\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-03 14:03:04.000000+00:00\", \"2020-12-11 13:32:10.000000+00:00\", \"2019-03-30 01:12:57.000000+00:00\", \"2019-06-14 22:39:01.000000+00:00\"], \"session_ids\": [\"fb413439-6142-4b13-a938-230e864015c6\", \"930d0bd3-303f-4ff8-a5a2-833c3c2c467c\", \"f88061da-9104-4d0a-a646-5e89df02b2a5\", \"c5766c1d-c30c-4891-bfd7-cd612bd321d0\"], \"total_duration\": 666.0, \"total_sessions\": 4, \"mean_week_duration\": 7.483}, \"43473\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-05 12:28:32.000000+00:00\", \"2021-11-04 10:38:37.000000+00:00\"], \"session_ids\": [\"7709bbdd-4efc-47ba-a181-5cfa7b4e3473\", \"2ad42b44-714d-4dfd-b95d-e495b851431c\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 135.0}, \"40636\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-01 09:25:24.000000+00:00\", \"2022-02-24 21:00:15.000000+00:00\", \"2022-06-30 01:24:16.000000+00:00\"], \"session_ids\": [\"e93d3513-d556-4535-bfd4-0bda5543811e\", \"9b91eb19-6387-4d52-8ac1-16060c2357a4\", \"fcaedab5-748e-40d0-b700-c622a2393e2a\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.238}, \"29347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-09 03:17:18.000000+00:00\", \"2022-12-19 02:56:43.000000+00:00\"], \"session_ids\": [\"e07705c8-389a-4151-acac-99111da6de2d\", \"f00c5147-57d7-44ff-b6f9-f2edc58f3c31\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.651}, \"17923\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-03-23 09:23:09.000000+00:00\", \"2022-07-03 08:53:49.000000+00:00\", \"2021-08-23 17:26:49.000000+00:00\", \"2022-01-31 18:35:33.000000+00:00\", \"2022-05-17 23:06:24.000000+00:00\", \"2019-03-25 23:18:43.000000+00:00\", \"2020-04-12 23:10:34.000000+00:00\", \"2019-07-08 02:56:11.000000+00:00\"], \"session_ids\": [\"17ae98da-ff70-4bf9-b14f-7a59399cda99\", \"44c7cff0-b76b-4196-945b-45dfd12cfff3\", \"d1b4f561-d0f8-49fc-87f2-9ec76e6fe725\", \"3e00cb25-2736-46f1-8a7c-d11a17f37f55\", \"c5f43f37-7cbd-4a35-850f-846a3c88965d\", \"d1899c05-75dc-4dfc-a5b0-2628a2713d54\", \"8cddba0a-0572-4131-abe3-cde32d50c43e\", \"019883aa-66a6-4d89-ba48-00d2f1bca4f2\"], \"total_duration\": 13114.0, \"total_sessions\": 8, \"mean_week_duration\": 76.69}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 1357 and are greater than 2614" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[1357, 2614]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-15 10:57:06.000000+00:00\", \"2019-06-15 23:13:10.000000+00:00\"], \"session_ids\": [\"842f48c7-e1b4-4cee-9291-352e7b304ceb\", \"9d4defaa-e5ce-4ccc-9f73-2a1b72e787b4\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}, \"45945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-18 19:13:48.000000+00:00\", \"2020-03-26 14:49:22.000000+00:00\", \"2023-04-23 04:26:59.000000+00:00\", \"2019-09-03 02:46:36.000000+00:00\"], \"session_ids\": [\"bcabde07-8e37-4440-9df3-6627e21b6860\", \"33d216a3-e36c-4868-895f-f0a2209218cd\", \"ff9cbe38-2dcf-4500-937f-77e04628d26b\", \"343ac5ff-2873-4160-ae19-abec5002d8c3\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.257}, \"41903\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-31 09:18:18.000000+00:00\", \"2022-03-25 01:11:58.000000+00:00\"], \"session_ids\": [\"e99dc92b-012b-486a-a275-5eadeec865b1\", \"4a2a671b-3af9-4e88-a6e9-699af3b310fe\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 12.895}, \"10840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-03-03 04:54:27.000000+00:00\", \"2021-09-11 19:19:11.000000+00:00\", \"2021-10-31 01:40:07.000000+00:00\", \"2019-10-24 12:47:37.000000+00:00\", \"2020-02-11 04:41:10.000000+00:00\", \"2020-06-05 09:41:40.000000+00:00\"], \"session_ids\": [\"d4342860-23fe-4c8f-b1d1-1beb658f9cbc\", \"308ca2bc-e478-4c48-860a-c3d075952c95\", \"a45141f5-1f30-449c-a132-8b2611357a89\", \"d25f65d0-4fc3-4f69-8f4d-a6d220128a94\", \"06240c81-ae39-4570-8293-7beb2bab9acb\", \"05e36b38-1171-49c5-a1c1-f8a902b47807\"], \"total_duration\": 424.0, \"total_sessions\": 6, \"mean_week_duration\": 3.447}, \"48246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-01-13 22:16:17.000000+00:00\", \"2022-05-06 18:44:31.000000+00:00\"], \"session_ids\": [\"300a9b98-9c23-451e-aaf5-b80bd4823794\", \"5390eae4-77d1-48ec-a3fa-5394b77360fa\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}, \"82894\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-03 14:03:04.000000+00:00\", \"2020-12-11 13:32:10.000000+00:00\", \"2019-03-30 01:12:57.000000+00:00\", \"2019-06-14 22:39:01.000000+00:00\"], \"session_ids\": [\"fb413439-6142-4b13-a938-230e864015c6\", \"930d0bd3-303f-4ff8-a5a2-833c3c2c467c\", \"f88061da-9104-4d0a-a646-5e89df02b2a5\", \"c5766c1d-c30c-4891-bfd7-cd612bd321d0\"], \"total_duration\": 666.0, \"total_sessions\": 4, \"mean_week_duration\": 7.483}, \"43473\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-05 12:28:32.000000+00:00\", \"2021-11-04 10:38:37.000000+00:00\"], \"session_ids\": [\"7709bbdd-4efc-47ba-a181-5cfa7b4e3473\", \"2ad42b44-714d-4dfd-b95d-e495b851431c\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 135.0}, \"40636\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-01 09:25:24.000000+00:00\", \"2022-02-24 21:00:15.000000+00:00\", \"2022-06-30 01:24:16.000000+00:00\"], \"session_ids\": [\"e93d3513-d556-4535-bfd4-0bda5543811e\", \"9b91eb19-6387-4d52-8ac1-16060c2357a4\", \"fcaedab5-748e-40d0-b700-c622a2393e2a\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.238}, \"29347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-09 03:17:18.000000+00:00\", \"2022-12-19 02:56:43.000000+00:00\"], \"session_ids\": [\"e07705c8-389a-4151-acac-99111da6de2d\", \"f00c5147-57d7-44ff-b6f9-f2edc58f3c31\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.651}, \"17923\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-03-23 09:23:09.000000+00:00\", \"2022-07-03 08:53:49.000000+00:00\", \"2021-08-23 17:26:49.000000+00:00\", \"2022-01-31 18:35:33.000000+00:00\", \"2022-05-17 23:06:24.000000+00:00\", \"2019-03-25 23:18:43.000000+00:00\", \"2020-04-12 23:10:34.000000+00:00\", \"2019-07-08 02:56:11.000000+00:00\"], \"session_ids\": [\"17ae98da-ff70-4bf9-b14f-7a59399cda99\", \"44c7cff0-b76b-4196-945b-45dfd12cfff3\", \"d1b4f561-d0f8-49fc-87f2-9ec76e6fe725\", \"3e00cb25-2736-46f1-8a7c-d11a17f37f55\", \"c5f43f37-7cbd-4a35-850f-846a3c88965d\", \"d1899c05-75dc-4dfc-a5b0-2628a2713d54\", \"8cddba0a-0572-4131-abe3-cde32d50c43e\", \"019883aa-66a6-4d89-ba48-00d2f1bca4f2\"], \"total_duration\": 13114.0, \"total_sessions\": 8, \"mean_week_duration\": 76.69}}\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[{\"17923\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-03-23 09:23:09.000000+00:00\", \"2022-07-03 08:53:49.000000+00:00\", \"2021-08-23 17:26:49.000000+00:00\", \"2022-01-31 18:35:33.000000+00:00\", \"2022-05-17 23:06:24.000000+00:00\", \"2019-03-25 23:18:43.000000+00:00\", \"2020-04-12 23:10:34.000000+00:00\", \"2019-07-08 02:56:11.000000+00:00\"], \"session_ids\": [\"17ae98da-ff70-4bf9-b14f-7a59399cda99\", \"44c7cff0-b76b-4196-945b-45dfd12cfff3\", \"d1b4f561-d0f8-49fc-87f2-9ec76e6fe725\", \"3e00cb25-2736-46f1-8a7c-d11a17f37f55\", \"c5f43f37-7cbd-4a35-850f-846a3c88965d\", \"d1899c05-75dc-4dfc-a5b0-2628a2713d54\", \"8cddba0a-0572-4131-abe3-cde32d50c43e\", \"019883aa-66a6-4d89-ba48-00d2f1bca4f2\"], \"total_duration\": 13114.0, \"total_sessions\": 8, \"mean_week_duration\": 76.69}}, {\"82894\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-03 14:03:04.000000+00:00\", \"2020-12-11 13:32:10.000000+00:00\", \"2019-03-30 01:12:57.000000+00:00\", \"2019-06-14 22:39:01.000000+00:00\"], \"session_ids\": [\"fb413439-6142-4b13-a938-230e864015c6\", \"930d0bd3-303f-4ff8-a5a2-833c3c2c467c\", \"f88061da-9104-4d0a-a646-5e89df02b2a5\", \"c5766c1d-c30c-4891-bfd7-cd612bd321d0\"], \"total_duration\": 666.0, \"total_sessions\": 4, \"mean_week_duration\": 7.483}}, {\"10840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-03-03 04:54:27.000000+00:00\", \"2021-09-11 19:19:11.000000+00:00\", \"2021-10-31 01:40:07.000000+00:00\", \"2019-10-24 12:47:37.000000+00:00\", \"2020-02-11 04:41:10.000000+00:00\", \"2020-06-05 09:41:40.000000+00:00\"], \"session_ids\": [\"d4342860-23fe-4c8f-b1d1-1beb658f9cbc\", \"308ca2bc-e478-4c48-860a-c3d075952c95\", \"a45141f5-1f30-449c-a132-8b2611357a89\", \"d25f65d0-4fc3-4f69-8f4d-a6d220128a94\", \"06240c81-ae39-4570-8293-7beb2bab9acb\", \"05e36b38-1171-49c5-a1c1-f8a902b47807\"], \"total_duration\": 424.0, \"total_sessions\": 6, \"mean_week_duration\": 3.447}}, {\"41903\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-31 09:18:18.000000+00:00\", \"2022-03-25 01:11:58.000000+00:00\"], \"session_ids\": [\"e99dc92b-012b-486a-a275-5eadeec865b1\", \"4a2a671b-3af9-4e88-a6e9-699af3b310fe\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 12.895}}, {\"43473\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-05 12:28:32.000000+00:00\", \"2021-11-04 10:38:37.000000+00:00\"], \"session_ids\": [\"7709bbdd-4efc-47ba-a181-5cfa7b4e3473\", \"2ad42b44-714d-4dfd-b95d-e495b851431c\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 135.0}}, {\"29347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-09 03:17:18.000000+00:00\", \"2022-12-19 02:56:43.000000+00:00\"], \"session_ids\": [\"e07705c8-389a-4151-acac-99111da6de2d\", \"f00c5147-57d7-44ff-b6f9-f2edc58f3c31\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.651}}, {\"45945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-18 19:13:48.000000+00:00\", \"2020-03-26 14:49:22.000000+00:00\", \"2023-04-23 04:26:59.000000+00:00\", \"2019-09-03 02:46:36.000000+00:00\"], \"session_ids\": [\"bcabde07-8e37-4440-9df3-6627e21b6860\", \"33d216a3-e36c-4868-895f-f0a2209218cd\", \"ff9cbe38-2dcf-4500-937f-77e04628d26b\", \"343ac5ff-2873-4160-ae19-abec5002d8c3\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.257}}, {\"48246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-01-13 22:16:17.000000+00:00\", \"2022-05-06 18:44:31.000000+00:00\"], \"session_ids\": [\"300a9b98-9c23-451e-aaf5-b80bd4823794\", \"5390eae4-77d1-48ec-a3fa-5394b77360fa\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}}, {\"40636\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-01 09:25:24.000000+00:00\", \"2022-02-24 21:00:15.000000+00:00\", \"2022-06-30 01:24:16.000000+00:00\"], \"session_ids\": [\"e93d3513-d556-4535-bfd4-0bda5543811e\", \"9b91eb19-6387-4d52-8ac1-16060c2357a4\", \"fcaedab5-748e-40d0-b700-c622a2393e2a\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.238}}, {\"98305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-15 10:57:06.000000+00:00\", \"2019-06-15 23:13:10.000000+00:00\"], \"session_ids\": [\"842f48c7-e1b4-4cee-9291-352e7b304ceb\", \"9d4defaa-e5ce-4ccc-9f73-2a1b72e787b4\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"17923\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-03-23 09:23:09.000000+00:00\", \"2022-07-03 08:53:49.000000+00:00\", \"2021-08-23 17:26:49.000000+00:00\", \"2022-01-31 18:35:33.000000+00:00\", \"2022-05-17 23:06:24.000000+00:00\", \"2019-03-25 23:18:43.000000+00:00\", \"2020-04-12 23:10:34.000000+00:00\", \"2019-07-08 02:56:11.000000+00:00\"], \"session_ids\": [\"17ae98da-ff70-4bf9-b14f-7a59399cda99\", \"44c7cff0-b76b-4196-945b-45dfd12cfff3\", \"d1b4f561-d0f8-49fc-87f2-9ec76e6fe725\", \"3e00cb25-2736-46f1-8a7c-d11a17f37f55\", \"c5f43f37-7cbd-4a35-850f-846a3c88965d\", \"d1899c05-75dc-4dfc-a5b0-2628a2713d54\", \"8cddba0a-0572-4131-abe3-cde32d50c43e\", \"019883aa-66a6-4d89-ba48-00d2f1bca4f2\"], \"total_duration\": 13114.0, \"total_sessions\": 8, \"mean_week_duration\": 76.69}}, {\"82894\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-03 14:03:04.000000+00:00\", \"2020-12-11 13:32:10.000000+00:00\", \"2019-03-30 01:12:57.000000+00:00\", \"2019-06-14 22:39:01.000000+00:00\"], \"session_ids\": [\"fb413439-6142-4b13-a938-230e864015c6\", \"930d0bd3-303f-4ff8-a5a2-833c3c2c467c\", \"f88061da-9104-4d0a-a646-5e89df02b2a5\", \"c5766c1d-c30c-4891-bfd7-cd612bd321d0\"], \"total_duration\": 666.0, \"total_sessions\": 4, \"mean_week_duration\": 7.483}}, {\"10840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-03-03 04:54:27.000000+00:00\", \"2021-09-11 19:19:11.000000+00:00\", \"2021-10-31 01:40:07.000000+00:00\", \"2019-10-24 12:47:37.000000+00:00\", \"2020-02-11 04:41:10.000000+00:00\", \"2020-06-05 09:41:40.000000+00:00\"], \"session_ids\": [\"d4342860-23fe-4c8f-b1d1-1beb658f9cbc\", \"308ca2bc-e478-4c48-860a-c3d075952c95\", \"a45141f5-1f30-449c-a132-8b2611357a89\", \"d25f65d0-4fc3-4f69-8f4d-a6d220128a94\", \"06240c81-ae39-4570-8293-7beb2bab9acb\", \"05e36b38-1171-49c5-a1c1-f8a902b47807\"], \"total_duration\": 424.0, \"total_sessions\": 6, \"mean_week_duration\": 3.447}}]\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[{\"17923\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-03-23 09:23:09.000000+00:00\", \"2022-07-03 08:53:49.000000+00:00\", \"2021-08-23 17:26:49.000000+00:00\", \"2022-01-31 18:35:33.000000+00:00\", \"2022-05-17 23:06:24.000000+00:00\", \"2019-03-25 23:18:43.000000+00:00\", \"2020-04-12 23:10:34.000000+00:00\", \"2019-07-08 02:56:11.000000+00:00\"], \"session_ids\": [\"17ae98da-ff70-4bf9-b14f-7a59399cda99\", \"44c7cff0-b76b-4196-945b-45dfd12cfff3\", \"d1b4f561-d0f8-49fc-87f2-9ec76e6fe725\", \"3e00cb25-2736-46f1-8a7c-d11a17f37f55\", \"c5f43f37-7cbd-4a35-850f-846a3c88965d\", \"d1899c05-75dc-4dfc-a5b0-2628a2713d54\", \"8cddba0a-0572-4131-abe3-cde32d50c43e\", \"019883aa-66a6-4d89-ba48-00d2f1bca4f2\"], \"total_duration\": 13114.0, \"total_sessions\": 8, \"mean_week_duration\": 76.69}}, {\"82894\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-03 14:03:04.000000+00:00\", \"2020-12-11 13:32:10.000000+00:00\", \"2019-03-30 01:12:57.000000+00:00\", \"2019-06-14 22:39:01.000000+00:00\"], \"session_ids\": [\"fb413439-6142-4b13-a938-230e864015c6\", \"930d0bd3-303f-4ff8-a5a2-833c3c2c467c\", \"f88061da-9104-4d0a-a646-5e89df02b2a5\", \"c5766c1d-c30c-4891-bfd7-cd612bd321d0\"], \"total_duration\": 666.0, \"total_sessions\": 4, \"mean_week_duration\": 7.483}}, {\"10840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-03-03 04:54:27.000000+00:00\", \"2021-09-11 19:19:11.000000+00:00\", \"2021-10-31 01:40:07.000000+00:00\", \"2019-10-24 12:47:37.000000+00:00\", \"2020-02-11 04:41:10.000000+00:00\", \"2020-06-05 09:41:40.000000+00:00\"], \"session_ids\": [\"d4342860-23fe-4c8f-b1d1-1beb658f9cbc\", \"308ca2bc-e478-4c48-860a-c3d075952c95\", \"a45141f5-1f30-449c-a132-8b2611357a89\", \"d25f65d0-4fc3-4f69-8f4d-a6d220128a94\", \"06240c81-ae39-4570-8293-7beb2bab9acb\", \"05e36b38-1171-49c5-a1c1-f8a902b47807\"], \"total_duration\": 424.0, \"total_sessions\": 6, \"mean_week_duration\": 3.447}}]\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 with information about user who has total time using the app less than 3285 and greater than 1217 and in addition carry out sorting by overall total sessions desc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12144\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-16 16:20:38.000000+00:00\", \"2020-03-08 05:15:52.000000+00:00\"], \"session_ids\": [\"ba7517f0-3202-46ca-bd5e-b1d99ad6da91\", \"9d8e7163-e135-402d-bf15-6b939af45e2f\"], \"total_duration\": 439.0, \"total_sessions\": 2, \"mean_week_duration\": 146.333}, \"62627\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-17 21:17:27.000000+00:00\", \"2021-01-01 10:01:22.000000+00:00\", \"2019-07-21 06:52:23.000000+00:00\"], \"session_ids\": [\"dbabde15-7e7b-41bd-b054-66419d7182b2\", \"142f05a7-3859-4755-9ccb-5344739412cb\", \"e7bd643a-67f8-4c04-9781-d881b5519bff\"], \"total_duration\": 74.0, \"total_sessions\": 3, \"mean_week_duration\": 0.425}, \"86153\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-10 21:14:19.000000+00:00\", \"2023-06-07 18:50:39.000000+00:00\", \"2022-04-22 01:30:09.000000+00:00\", \"2022-12-16 08:55:15.000000+00:00\", \"2019-12-21 17:23:50.000000+00:00\", \"2021-06-29 03:32:23.000000+00:00\", \"2022-02-02 05:30:09.000000+00:00\", \"2020-07-04 22:47:55.000000+00:00\", \"2022-04-02 08:52:50.000000+00:00\", \"2020-05-06 10:24:49.000000+00:00\", \"2023-02-10 01:38:46.000000+00:00\"], \"session_ids\": [\"6c0b67c1-c99a-4f16-b248-85528165510c\", \"ea2882b6-91a1-4c3d-ba8f-41ff73bc7378\", \"feeb8cb2-11bb-4679-a4f2-cc96363bd580\", \"05e3c446-fe58-4c8d-95eb-a20a9ec6f843\", \"657afeaf-50d2-4afa-b85a-22be706b7387\", \"1fb29fd2-44e4-4efe-b9cf-3b4cd2eb4c19\", \"1edf5439-4c36-45c5-bccd-7947eb014eae\", \"9cb012e4-52b2-4832-8ace-6bc478d701e3\", \"ac7f9d64-1872-455f-8fc3-c4c9929f2b2a\", \"0f327354-341c-4aa8-bf6f-7818f0c3980a\", \"eac46836-0b46-4121-a966-00c221b06347\"], \"total_duration\": 43379.0, \"total_sessions\": 11, \"mean_week_duration\": 239.663}, \"70036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-10 13:39:18.000000+00:00\", \"2023-05-13 15:48:32.000000+00:00\"], \"session_ids\": [\"cb22d024-39f3-43fc-ac4f-66962f538bbb\", \"e075f275-32dd-4895-b56d-df4d5f98bed5\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.648}, \"2517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-07-15 21:48:16.000000+00:00\", \"2023-06-27 21:54:27.000000+00:00\"], \"session_ids\": [\"8f7524a6-2cf5-4b98-9ecb-ad0014549667\", \"b8b69a57-ad0e-4889-9bc8-27014c557fbf\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 2.3}, \"74233\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-14 13:15:29.000000+00:00\", \"2019-02-01 06:47:11.000000+00:00\", \"2022-01-23 13:15:00.000000+00:00\", \"2019-04-12 11:05:34.000000+00:00\", \"2022-01-01 14:09:43.000000+00:00\", \"2022-11-30 16:21:56.000000+00:00\", \"2021-09-29 18:16:30.000000+00:00\"], \"session_ids\": [\"d4c0d0ab-38a6-41fd-8079-6d3a8d599b84\", \"9c36c031-cc14-409c-86cc-50f239637169\", \"e91dc4ac-517b-42b0-b665-2ac8bebd8c60\", \"622dce61-2195-488e-9ee0-f605df9b3ad6\", \"73e1e6bd-6ffe-43c8-b850-b6aa2895cee1\", \"120ee3a4-05c2-4b38-8d0d-2183bdb8aa19\", \"69656508-fd39-4d82-b22a-6f37bf15cf00\"], \"total_duration\": 1586.0, \"total_sessions\": 7, \"mean_week_duration\": 7.93}, \"77657\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-16 19:36:28.000000+00:00\", \"2020-04-11 19:04:50.000000+00:00\"], \"session_ids\": [\"63af6b77-8688-4a93-8030-07cf96a6d46e\", \"39eedd32-9bba-4b16-b045-5f862c5378e3\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.604}, \"54861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-18 16:35:22.000000+00:00\", \"2019-10-14 14:00:22.000000+00:00\", \"2019-09-16 09:11:30.000000+00:00\"], \"session_ids\": [\"cb925bf5-ba96-420f-94c3-b10f8c8ed739\", \"4c8fe57c-b7e5-4b7f-a844-022f42fd1b9e\", \"c4649263-98f4-43df-af3d-e92a3770e4e9\"], \"total_duration\": 228.0, \"total_sessions\": 3, \"mean_week_duration\": 1.932}, \"25291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-28 20:32:37.000000+00:00\", \"2020-06-07 17:52:48.000000+00:00\"], \"session_ids\": [\"927a9398-772f-4439-a8eb-4d7945266df9\", \"430f75df-8a37-4c9e-a560-f5dc587abf33\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 1.374}, \"18862\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-01-25 15:15:31.000000+00:00\", \"2020-10-23 21:31:15.000000+00:00\", \"2022-08-31 18:43:33.000000+00:00\", \"2019-02-26 19:18:08.000000+00:00\", \"2022-09-27 20:43:53.000000+00:00\", \"2022-07-06 21:55:07.000000+00:00\"], \"session_ids\": [\"ebaf6938-3b41-4bd6-9baf-e8ac6a1fb418\", \"ba01e05d-4862-455f-82fb-18dc4b6ddbaf\", \"d43a16ff-7978-48f5-b476-58e6f8d90927\", \"5d3b2785-ac9d-4d11-93f8-53448c75a3b9\", \"dae6b6c8-4000-4b93-9a91-0cc56fa7c2c5\", \"66e18b38-19ef-441c-b9dc-29373a62f2ec\"], \"total_duration\": 322.0, \"total_sessions\": 6, \"mean_week_duration\": 1.722}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 1217 and are equal or less than 3285" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1217, 3285]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74233\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-14 13:15:29.000000+00:00\", \"2019-02-01 06:47:11.000000+00:00\", \"2022-01-23 13:15:00.000000+00:00\", \"2019-04-12 11:05:34.000000+00:00\", \"2022-01-01 14:09:43.000000+00:00\", \"2022-11-30 16:21:56.000000+00:00\", \"2021-09-29 18:16:30.000000+00:00\"], \"session_ids\": [\"d4c0d0ab-38a6-41fd-8079-6d3a8d599b84\", \"9c36c031-cc14-409c-86cc-50f239637169\", \"e91dc4ac-517b-42b0-b665-2ac8bebd8c60\", \"622dce61-2195-488e-9ee0-f605df9b3ad6\", \"73e1e6bd-6ffe-43c8-b850-b6aa2895cee1\", \"120ee3a4-05c2-4b38-8d0d-2183bdb8aa19\", \"69656508-fd39-4d82-b22a-6f37bf15cf00\"], \"total_duration\": 1586.0, \"total_sessions\": 7, \"mean_week_duration\": 7.93}}\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[{\"74233\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-14 13:15:29.000000+00:00\", \"2019-02-01 06:47:11.000000+00:00\", \"2022-01-23 13:15:00.000000+00:00\", \"2019-04-12 11:05:34.000000+00:00\", \"2022-01-01 14:09:43.000000+00:00\", \"2022-11-30 16:21:56.000000+00:00\", \"2021-09-29 18:16:30.000000+00:00\"], \"session_ids\": [\"d4c0d0ab-38a6-41fd-8079-6d3a8d599b84\", \"9c36c031-cc14-409c-86cc-50f239637169\", \"e91dc4ac-517b-42b0-b665-2ac8bebd8c60\", \"622dce61-2195-488e-9ee0-f605df9b3ad6\", \"73e1e6bd-6ffe-43c8-b850-b6aa2895cee1\", \"120ee3a4-05c2-4b38-8d0d-2183bdb8aa19\", \"69656508-fd39-4d82-b22a-6f37bf15cf00\"], \"total_duration\": 1586.0, \"total_sessions\": 7, \"mean_week_duration\": 7.93}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74233\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-14 13:15:29.000000+00:00\", \"2019-02-01 06:47:11.000000+00:00\", \"2022-01-23 13:15:00.000000+00:00\", \"2019-04-12 11:05:34.000000+00:00\", \"2022-01-01 14:09:43.000000+00:00\", \"2022-11-30 16:21:56.000000+00:00\", \"2021-09-29 18:16:30.000000+00:00\"], \"session_ids\": [\"d4c0d0ab-38a6-41fd-8079-6d3a8d599b84\", \"9c36c031-cc14-409c-86cc-50f239637169\", \"e91dc4ac-517b-42b0-b665-2ac8bebd8c60\", \"622dce61-2195-488e-9ee0-f605df9b3ad6\", \"73e1e6bd-6ffe-43c8-b850-b6aa2895cee1\", \"120ee3a4-05c2-4b38-8d0d-2183bdb8aa19\", \"69656508-fd39-4d82-b22a-6f37bf15cf00\"], \"total_duration\": 1586.0, \"total_sessions\": 7, \"mean_week_duration\": 7.93}}]\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[{\"74233\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-14 13:15:29.000000+00:00\", \"2019-02-01 06:47:11.000000+00:00\", \"2022-01-23 13:15:00.000000+00:00\", \"2019-04-12 11:05:34.000000+00:00\", \"2022-01-01 14:09:43.000000+00:00\", \"2022-11-30 16:21:56.000000+00:00\", \"2021-09-29 18:16:30.000000+00:00\"], \"session_ids\": [\"d4c0d0ab-38a6-41fd-8079-6d3a8d599b84\", \"9c36c031-cc14-409c-86cc-50f239637169\", \"e91dc4ac-517b-42b0-b665-2ac8bebd8c60\", \"622dce61-2195-488e-9ee0-f605df9b3ad6\", \"73e1e6bd-6ffe-43c8-b850-b6aa2895cee1\", \"120ee3a4-05c2-4b38-8d0d-2183bdb8aa19\", \"69656508-fd39-4d82-b22a-6f37bf15cf00\"], \"total_duration\": 1586.0, \"total_sessions\": 7, \"mean_week_duration\": 7.93}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding user whose app usage time is under 1877 inclusively in addition sort by name of the town ascendingly." } ]
[ { "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{\"45869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-04-06 09:01:54.000000+00:00\", \"2021-08-23 09:51:31.000000+00:00\"], \"session_ids\": [\"5136c8bc-a932-42f1-83ab-5408c5004652\", \"f40ba47b-47ea-4bd4-9d7f-cae2a97aa62a\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.292}, \"32816\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-03-18 18:42:32.000000+00:00\", \"2022-10-12 05:49:27.000000+00:00\"], \"session_ids\": [\"db6e862d-86f2-4c78-970e-51f83264ff2c\", \"2c0699fe-f71d-4e8a-9095-53aeecab0930\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 2.619}, \"53521\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-01 05:56:50.000000+00:00\", \"2023-01-16 16:39:21.000000+00:00\", \"2021-09-30 03:58:40.000000+00:00\"], \"session_ids\": [\"ce1a591d-fb00-475d-a4a9-eaebb522c8e7\", \"3bd80563-5258-43d6-90fe-1f35e4617550\", \"e8fca3c3-bfe8-4fe7-b00f-f1e8b7284668\"], \"total_duration\": 952.0, \"total_sessions\": 3, \"mean_week_duration\": 6.521}, \"99065\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-23 01:54:50.000000+00:00\", \"2022-02-13 11:06:18.000000+00:00\"], \"session_ids\": [\"be8c16a2-adc2-4069-ac21-ad6e9ff23bb6\", \"27c8b992-c2e6-4b03-a053-ecfbc4e1ec54\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 6.551}, \"73899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-01-26 23:44:35.000000+00:00\", \"2020-10-15 18:40:07.000000+00:00\"], \"session_ids\": [\"6399aac0-bf00-49ec-bbf1-c89eda2fe972\", \"dc8212f5-fef4-450c-99f8-92cd60f6a140\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.233}, \"19215\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-08 13:40:20.000000+00:00\", \"2021-10-03 12:13:33.000000+00:00\"], \"session_ids\": [\"66857ee4-242e-4cfc-8375-c8eb9bb73fff\", \"ee1f402a-5228-46e4-a45a-6a39deda3024\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 4.81}, \"25278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-08 04:51:27.000000+00:00\", \"2019-03-02 10:16:51.000000+00:00\"], \"session_ids\": [\"7130ba45-fe57-43ec-ac1c-8cc0fb97c12c\", \"ef0684e0-fa78-4203-a5a5-f68bf4dc22ba\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"44206\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-13 09:37:06.000000+00:00\", \"2022-04-15 06:28:41.000000+00:00\", \"2023-05-16 07:02:20.000000+00:00\", \"2019-07-09 08:00:29.000000+00:00\", \"2022-03-25 18:39:51.000000+00:00\", \"2020-05-06 03:33:48.000000+00:00\"], \"session_ids\": [\"ccaa3b59-10bd-462d-bd03-20a66ca4fc4e\", \"da44a8b4-1840-4f97-a65f-ba4c2c1d8c77\", \"367aa891-2afc-428b-ace2-3e9053a3ed29\", \"cc04fde4-c22b-4d48-ac55-a6eaafa72958\", \"b611d199-d6e2-4ab1-8b05-58b86f70c3d3\", \"33afe48e-fd89-4f1d-8840-2df73936402d\"], \"total_duration\": 64.0, \"total_sessions\": 6, \"mean_week_duration\": 0.318}, \"52720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-02 08:36:17.000000+00:00\", \"2021-04-06 02:17:12.000000+00:00\"], \"session_ids\": [\"b1efc854-4006-4e29-8f2f-11340185eae6\", \"5589b5f0-e3be-484e-8044-946384c1a41a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.25}, \"92156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-12 15:57:29.000000+00:00\", \"2022-07-02 02:22:06.000000+00:00\", \"2022-06-18 11:56:54.000000+00:00\"], \"session_ids\": [\"b3d6143b-b8c7-4db6-bd21-199ca16163a3\", \"896ba707-c0c8-4521-ae63-5f589c17ef98\", \"727c72fb-b2bf-4eaa-b87d-f848de9d5e26\"], \"total_duration\": 123.0, \"total_sessions\": 3, \"mean_week_duration\": 2.236}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1877" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[1877, 2867]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-04-06 09:01:54.000000+00:00\", \"2021-08-23 09:51:31.000000+00:00\"], \"session_ids\": [\"5136c8bc-a932-42f1-83ab-5408c5004652\", \"f40ba47b-47ea-4bd4-9d7f-cae2a97aa62a\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.292}, \"32816\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-03-18 18:42:32.000000+00:00\", \"2022-10-12 05:49:27.000000+00:00\"], \"session_ids\": [\"db6e862d-86f2-4c78-970e-51f83264ff2c\", \"2c0699fe-f71d-4e8a-9095-53aeecab0930\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 2.619}, \"53521\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-01 05:56:50.000000+00:00\", \"2023-01-16 16:39:21.000000+00:00\", \"2021-09-30 03:58:40.000000+00:00\"], \"session_ids\": [\"ce1a591d-fb00-475d-a4a9-eaebb522c8e7\", \"3bd80563-5258-43d6-90fe-1f35e4617550\", \"e8fca3c3-bfe8-4fe7-b00f-f1e8b7284668\"], \"total_duration\": 952.0, \"total_sessions\": 3, \"mean_week_duration\": 6.521}, \"99065\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-23 01:54:50.000000+00:00\", \"2022-02-13 11:06:18.000000+00:00\"], \"session_ids\": [\"be8c16a2-adc2-4069-ac21-ad6e9ff23bb6\", \"27c8b992-c2e6-4b03-a053-ecfbc4e1ec54\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 6.551}, \"73899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-01-26 23:44:35.000000+00:00\", \"2020-10-15 18:40:07.000000+00:00\"], \"session_ids\": [\"6399aac0-bf00-49ec-bbf1-c89eda2fe972\", \"dc8212f5-fef4-450c-99f8-92cd60f6a140\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.233}, \"19215\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-08 13:40:20.000000+00:00\", \"2021-10-03 12:13:33.000000+00:00\"], \"session_ids\": [\"66857ee4-242e-4cfc-8375-c8eb9bb73fff\", \"ee1f402a-5228-46e4-a45a-6a39deda3024\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 4.81}, \"25278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-08 04:51:27.000000+00:00\", \"2019-03-02 10:16:51.000000+00:00\"], \"session_ids\": [\"7130ba45-fe57-43ec-ac1c-8cc0fb97c12c\", \"ef0684e0-fa78-4203-a5a5-f68bf4dc22ba\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"44206\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-13 09:37:06.000000+00:00\", \"2022-04-15 06:28:41.000000+00:00\", \"2023-05-16 07:02:20.000000+00:00\", \"2019-07-09 08:00:29.000000+00:00\", \"2022-03-25 18:39:51.000000+00:00\", \"2020-05-06 03:33:48.000000+00:00\"], \"session_ids\": [\"ccaa3b59-10bd-462d-bd03-20a66ca4fc4e\", \"da44a8b4-1840-4f97-a65f-ba4c2c1d8c77\", \"367aa891-2afc-428b-ace2-3e9053a3ed29\", \"cc04fde4-c22b-4d48-ac55-a6eaafa72958\", \"b611d199-d6e2-4ab1-8b05-58b86f70c3d3\", \"33afe48e-fd89-4f1d-8840-2df73936402d\"], \"total_duration\": 64.0, \"total_sessions\": 6, \"mean_week_duration\": 0.318}, \"52720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-02 08:36:17.000000+00:00\", \"2021-04-06 02:17:12.000000+00:00\"], \"session_ids\": [\"b1efc854-4006-4e29-8f2f-11340185eae6\", \"5589b5f0-e3be-484e-8044-946384c1a41a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.25}, \"92156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-12 15:57:29.000000+00:00\", \"2022-07-02 02:22:06.000000+00:00\", \"2022-06-18 11:56:54.000000+00:00\"], \"session_ids\": [\"b3d6143b-b8c7-4db6-bd21-199ca16163a3\", \"896ba707-c0c8-4521-ae63-5f589c17ef98\", \"727c72fb-b2bf-4eaa-b87d-f848de9d5e26\"], \"total_duration\": 123.0, \"total_sessions\": 3, \"mean_week_duration\": 2.236}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "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[{\"52720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-02 08:36:17.000000+00:00\", \"2021-04-06 02:17:12.000000+00:00\"], \"session_ids\": [\"b1efc854-4006-4e29-8f2f-11340185eae6\", \"5589b5f0-e3be-484e-8044-946384c1a41a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.25}}, {\"53521\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-01 05:56:50.000000+00:00\", \"2023-01-16 16:39:21.000000+00:00\", \"2021-09-30 03:58:40.000000+00:00\"], \"session_ids\": [\"ce1a591d-fb00-475d-a4a9-eaebb522c8e7\", \"3bd80563-5258-43d6-90fe-1f35e4617550\", \"e8fca3c3-bfe8-4fe7-b00f-f1e8b7284668\"], \"total_duration\": 952.0, \"total_sessions\": 3, \"mean_week_duration\": 6.521}}, {\"44206\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-13 09:37:06.000000+00:00\", \"2022-04-15 06:28:41.000000+00:00\", \"2023-05-16 07:02:20.000000+00:00\", \"2019-07-09 08:00:29.000000+00:00\", \"2022-03-25 18:39:51.000000+00:00\", \"2020-05-06 03:33:48.000000+00:00\"], \"session_ids\": [\"ccaa3b59-10bd-462d-bd03-20a66ca4fc4e\", \"da44a8b4-1840-4f97-a65f-ba4c2c1d8c77\", \"367aa891-2afc-428b-ace2-3e9053a3ed29\", \"cc04fde4-c22b-4d48-ac55-a6eaafa72958\", \"b611d199-d6e2-4ab1-8b05-58b86f70c3d3\", \"33afe48e-fd89-4f1d-8840-2df73936402d\"], \"total_duration\": 64.0, \"total_sessions\": 6, \"mean_week_duration\": 0.318}}, {\"32816\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-03-18 18:42:32.000000+00:00\", \"2022-10-12 05:49:27.000000+00:00\"], \"session_ids\": [\"db6e862d-86f2-4c78-970e-51f83264ff2c\", \"2c0699fe-f71d-4e8a-9095-53aeecab0930\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 2.619}}, {\"19215\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-08 13:40:20.000000+00:00\", \"2021-10-03 12:13:33.000000+00:00\"], \"session_ids\": [\"66857ee4-242e-4cfc-8375-c8eb9bb73fff\", \"ee1f402a-5228-46e4-a45a-6a39deda3024\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 4.81}}, {\"99065\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-23 01:54:50.000000+00:00\", \"2022-02-13 11:06:18.000000+00:00\"], \"session_ids\": [\"be8c16a2-adc2-4069-ac21-ad6e9ff23bb6\", \"27c8b992-c2e6-4b03-a053-ecfbc4e1ec54\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 6.551}}, {\"92156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-12 15:57:29.000000+00:00\", \"2022-07-02 02:22:06.000000+00:00\", \"2022-06-18 11:56:54.000000+00:00\"], \"session_ids\": [\"b3d6143b-b8c7-4db6-bd21-199ca16163a3\", \"896ba707-c0c8-4521-ae63-5f589c17ef98\", \"727c72fb-b2bf-4eaa-b87d-f848de9d5e26\"], \"total_duration\": 123.0, \"total_sessions\": 3, \"mean_week_duration\": 2.236}}, {\"73899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-01-26 23:44:35.000000+00:00\", \"2020-10-15 18:40:07.000000+00:00\"], \"session_ids\": [\"6399aac0-bf00-49ec-bbf1-c89eda2fe972\", \"dc8212f5-fef4-450c-99f8-92cd60f6a140\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.233}}, {\"45869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-04-06 09:01:54.000000+00:00\", \"2021-08-23 09:51:31.000000+00:00\"], \"session_ids\": [\"5136c8bc-a932-42f1-83ab-5408c5004652\", \"f40ba47b-47ea-4bd4-9d7f-cae2a97aa62a\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.292}}, {\"25278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-08 04:51:27.000000+00:00\", \"2019-03-02 10:16:51.000000+00:00\"], \"session_ids\": [\"7130ba45-fe57-43ec-ac1c-8cc0fb97c12c\", \"ef0684e0-fa78-4203-a5a5-f68bf4dc22ba\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-02 08:36:17.000000+00:00\", \"2021-04-06 02:17:12.000000+00:00\"], \"session_ids\": [\"b1efc854-4006-4e29-8f2f-11340185eae6\", \"5589b5f0-e3be-484e-8044-946384c1a41a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.25}}]\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[{\"52720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-02 08:36:17.000000+00:00\", \"2021-04-06 02:17:12.000000+00:00\"], \"session_ids\": [\"b1efc854-4006-4e29-8f2f-11340185eae6\", \"5589b5f0-e3be-484e-8044-946384c1a41a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.25}}]\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 4 users with a total sessoins count that is below 2 as well as apply sorting by average week duration from the smallest value to the largest value additionaly get rid of all entries, except 3." } ]
[ { "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{\"76416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-11 23:05:56.000000+00:00\", \"2020-07-26 01:43:46.000000+00:00\"], \"session_ids\": [\"03ba3c08-a3b3-4b7b-a395-651ebe2a298d\", \"577720c2-54b3-42f1-b585-4cd28a4769e2\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 11.0}, \"80968\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-10 17:51:28.000000+00:00\", \"2020-07-21 10:51:54.000000+00:00\", \"2020-04-24 12:13:02.000000+00:00\", \"2021-09-16 02:26:26.000000+00:00\", \"2022-09-22 14:29:49.000000+00:00\", \"2021-07-31 09:03:50.000000+00:00\", \"2019-07-30 16:09:41.000000+00:00\", \"2022-07-04 10:40:47.000000+00:00\", \"2022-08-30 22:28:03.000000+00:00\", \"2019-07-25 01:10:03.000000+00:00\", \"2023-02-10 05:08:03.000000+00:00\"], \"session_ids\": [\"3c46716a-4951-4e84-9791-ed47fd40b000\", \"a32f5088-5039-4dcb-af20-995303d833b3\", \"197c0715-db88-4f58-800f-d7feb798a065\", \"be3389dd-277a-4841-a05e-eee7e85d558a\", \"f11c93eb-2730-42a2-8324-52b4bc969b4c\", \"f5acdfab-c2a8-404c-aaff-8815cca08ea9\", \"00c1426b-fe0b-458f-9b4c-0d261bc838e1\", \"6f8b7dd6-b475-4aef-a728-4aac4340c660\", \"000cd91d-542f-42b1-8b3c-9649c06735f4\", \"868b8f4a-6731-42ff-b24c-a8094e14f051\", \"a521a4d5-ebae-48bc-8eba-b6166115f2f1\"], \"total_duration\": 1018.0, \"total_sessions\": 11, \"mean_week_duration\": 5.473}, \"85725\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-03-08 19:48:28.000000+00:00\", \"2021-03-28 07:16:13.000000+00:00\", \"2019-05-27 03:31:22.000000+00:00\"], \"session_ids\": [\"82d847d3-39af-4a8d-b018-e3e87210d585\", \"460688b5-3d54-40dc-92af-237e68e4724a\", \"9e14cf78-27ec-4f8d-a7ff-13b9aca3e76c\"], \"total_duration\": 689.0, \"total_sessions\": 3, \"mean_week_duration\": 6.38}, \"82295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-16 07:20:29.000000+00:00\", \"2022-08-03 01:55:23.000000+00:00\", \"2021-02-07 16:05:48.000000+00:00\"], \"session_ids\": [\"49340555-8243-40de-8bf8-286d6ac9837e\", \"b3ad5162-0776-447a-943c-30a047d6a584\", \"4b13ba32-2241-41ac-9e70-eecc47de7138\"], \"total_duration\": 997.0, \"total_sessions\": 3, \"mean_week_duration\": 7.976}, \"23123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-11 02:14:30.000000+00:00\", \"2022-02-13 03:48:00.000000+00:00\"], \"session_ids\": [\"b9b13d25-6a27-4ba4-999f-14e3bb8ec0fa\", \"1baf458f-c190-4ef9-a167-0a97379c2eba\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}, \"19249\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-13 18:17:34.000000+00:00\", \"2021-02-03 03:59:30.000000+00:00\"], \"session_ids\": [\"a2d44efe-db31-496f-b5d2-f0432a01577a\", \"c78b9e64-4fce-4a95-a53c-e736f1aa7635\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.484}, \"49936\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-14 05:28:13.000000+00:00\", \"2022-07-21 23:53:21.000000+00:00\", \"2019-05-15 18:18:53.000000+00:00\"], \"session_ids\": [\"f90a1bb5-b607-4941-bc88-d5df1eb4e20e\", \"5a008d79-e7b5-4fee-8eaa-861e573500d0\", \"88692f53-8fc8-48c2-9614-f02d503f74ca\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.76}, \"14421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-03-20 23:07:51.000000+00:00\", \"2020-10-10 09:23:24.000000+00:00\", \"2019-08-17 14:49:27.000000+00:00\", \"2021-11-01 07:02:43.000000+00:00\", \"2022-10-13 03:47:40.000000+00:00\", \"2021-12-05 17:57:28.000000+00:00\"], \"session_ids\": [\"4e93d9dc-0273-4e43-97a7-34d96fa6a767\", \"6ca5b756-2c75-43e8-bf86-db249b9007ff\", \"bc8d2a44-0a80-47df-8fa4-915d9baaf56d\", \"44ab40c9-b2c2-4b0c-9ea0-cfdd82c246a6\", \"250bb5e1-5dd8-4782-b6af-fc74f6de9c15\", \"77f2ce7c-e9e5-4a55-b7f5-734f591e2cdb\"], \"total_duration\": 4336.0, \"total_sessions\": 6, \"mean_week_duration\": 26.279}, \"1914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-14 19:58:23.000000+00:00\", \"2019-03-05 06:47:23.000000+00:00\"], \"session_ids\": [\"5db47cea-8d22-4272-85b0-f3c64868de70\", \"c5a95706-2cee-460f-a8fe-4d0cb22e811f\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.349}, \"43437\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-26 13:59:00.000000+00:00\", \"2019-07-29 14:33:29.000000+00:00\", \"2021-05-28 17:29:07.000000+00:00\", \"2022-10-09 19:17:47.000000+00:00\"], \"session_ids\": [\"55049974-3241-49cb-ae10-c35d63ac8bea\", \"374d7ce9-53e2-4928-bdc0-0fbba4f28158\", \"23501812-4000-4d8d-9d63-921c7d9935d2\", \"5da17ce1-5953-4d65-a6c4-cc59e9c42004\"], \"total_duration\": 348.0, \"total_sessions\": 4, \"mean_week_duration\": 2.084}}\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, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-11 23:05:56.000000+00:00\", \"2020-07-26 01:43:46.000000+00:00\"], \"session_ids\": [\"03ba3c08-a3b3-4b7b-a395-651ebe2a298d\", \"577720c2-54b3-42f1-b585-4cd28a4769e2\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 11.0}, \"23123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-11 02:14:30.000000+00:00\", \"2022-02-13 03:48:00.000000+00:00\"], \"session_ids\": [\"b9b13d25-6a27-4ba4-999f-14e3bb8ec0fa\", \"1baf458f-c190-4ef9-a167-0a97379c2eba\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}, \"19249\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-13 18:17:34.000000+00:00\", \"2021-02-03 03:59:30.000000+00:00\"], \"session_ids\": [\"a2d44efe-db31-496f-b5d2-f0432a01577a\", \"c78b9e64-4fce-4a95-a53c-e736f1aa7635\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.484}, \"1914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-14 19:58:23.000000+00:00\", \"2019-03-05 06:47:23.000000+00:00\"], \"session_ids\": [\"5db47cea-8d22-4272-85b0-f3c64868de70\", \"c5a95706-2cee-460f-a8fe-4d0cb22e811f\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.349}}\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[{\"1914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-14 19:58:23.000000+00:00\", \"2019-03-05 06:47:23.000000+00:00\"], \"session_ids\": [\"5db47cea-8d22-4272-85b0-f3c64868de70\", \"c5a95706-2cee-460f-a8fe-4d0cb22e811f\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.349}}, {\"19249\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-13 18:17:34.000000+00:00\", \"2021-02-03 03:59:30.000000+00:00\"], \"session_ids\": [\"a2d44efe-db31-496f-b5d2-f0432a01577a\", \"c78b9e64-4fce-4a95-a53c-e736f1aa7635\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.484}}, {\"23123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-11 02:14:30.000000+00:00\", \"2022-02-13 03:48:00.000000+00:00\"], \"session_ids\": [\"b9b13d25-6a27-4ba4-999f-14e3bb8ec0fa\", \"1baf458f-c190-4ef9-a167-0a97379c2eba\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}}, {\"76416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-11 23:05:56.000000+00:00\", \"2020-07-26 01:43:46.000000+00:00\"], \"session_ids\": [\"03ba3c08-a3b3-4b7b-a395-651ebe2a298d\", \"577720c2-54b3-42f1-b585-4cd28a4769e2\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 11.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"1914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-14 19:58:23.000000+00:00\", \"2019-03-05 06:47:23.000000+00:00\"], \"session_ids\": [\"5db47cea-8d22-4272-85b0-f3c64868de70\", \"c5a95706-2cee-460f-a8fe-4d0cb22e811f\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.349}}, {\"19249\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-13 18:17:34.000000+00:00\", \"2021-02-03 03:59:30.000000+00:00\"], \"session_ids\": [\"a2d44efe-db31-496f-b5d2-f0432a01577a\", \"c78b9e64-4fce-4a95-a53c-e736f1aa7635\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.484}}, {\"23123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-11 02:14:30.000000+00:00\", \"2022-02-13 03:48:00.000000+00:00\"], \"session_ids\": [\"b9b13d25-6a27-4ba4-999f-14e3bb8ec0fa\", \"1baf458f-c190-4ef9-a167-0a97379c2eba\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}}]\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[{\"1914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-14 19:58:23.000000+00:00\", \"2019-03-05 06:47:23.000000+00:00\"], \"session_ids\": [\"5db47cea-8d22-4272-85b0-f3c64868de70\", \"c5a95706-2cee-460f-a8fe-4d0cb22e811f\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.349}}, {\"19249\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-13 18:17:34.000000+00:00\", \"2021-02-03 03:59:30.000000+00:00\"], \"session_ids\": [\"a2d44efe-db31-496f-b5d2-f0432a01577a\", \"c78b9e64-4fce-4a95-a53c-e736f1aa7635\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.484}}, {\"23123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-11 02:14:30.000000+00:00\", \"2022-02-13 03:48:00.000000+00:00\"], \"session_ids\": [\"b9b13d25-6a27-4ba4-999f-14e3bb8ec0fa\", \"1baf458f-c190-4ef9-a167-0a97379c2eba\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}}]\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 I can find living in cities Tegucigalpa, London, Toronto, Prague and carry out sorting by site usage time asc." } ]
[ { "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{\"81099\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-10-17 17:48:35.000000+00:00\", \"2021-04-20 19:53:43.000000+00:00\", \"2019-06-01 12:12:29.000000+00:00\"], \"session_ids\": [\"dd3bef72-8387-440e-b841-63f1bc3ba654\", \"96695096-5b05-4319-aeb2-dae347bd476d\", \"dc075c63-1e62-4f64-b272-8675071d49be\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}, \"42614\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-20 23:11:57.000000+00:00\", \"2023-02-11 04:06:04.000000+00:00\"], \"session_ids\": [\"8fd8272e-1796-4c01-946f-f78971ffb480\", \"d3f2d5e9-5a8b-4597-b7d9-68bc26b023e8\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 214.0}, \"54660\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-06 19:00:02.000000+00:00\", \"2021-11-27 13:41:13.000000+00:00\"], \"session_ids\": [\"26204e2c-004e-40fc-8951-55aa19709f32\", \"de6cf8b8-78ab-46e6-9d44-ba9824e3ef57\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.8}, \"30761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-11-14 15:57:01.000000+00:00\", \"2022-06-30 17:34:56.000000+00:00\", \"2019-10-30 14:01:46.000000+00:00\", \"2023-01-09 12:22:36.000000+00:00\", \"2023-03-04 23:03:11.000000+00:00\"], \"session_ids\": [\"22f3dd17-4e45-42d4-919d-c927853f4caa\", \"34b7f445-d862-48eb-9bc4-28db8637a4dc\", \"03295606-4cb7-47f5-834e-d093ca916a97\", \"cf1c13b2-3dab-41e0-8559-84311b2ed59e\", \"97117139-ee58-4ace-a769-b590c4d5925a\"], \"total_duration\": 1897.0, \"total_sessions\": 5, \"mean_week_duration\": 10.84}, \"93920\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-01-16 18:22:08.000000+00:00\", \"2020-08-05 00:27:39.000000+00:00\", \"2021-10-01 05:22:34.000000+00:00\"], \"session_ids\": [\"e6fd246b-18a0-496e-ba7d-a323c27ca8c2\", \"0c71ea45-8e17-471e-8c01-1b6ccd71b70e\", \"22113b66-d802-4325-b223-91d51e6ae78f\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.684}, \"31696\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-30 17:33:06.000000+00:00\", \"2019-10-13 00:25:07.000000+00:00\"], \"session_ids\": [\"86676f92-8d11-4510-a32f-735f425cd36d\", \"decd4c2d-8019-4073-90b0-667ef2b8eddf\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.417}, \"39990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-07 17:48:44.000000+00:00\", \"2020-07-10 08:53:55.000000+00:00\", \"2020-08-22 15:12:26.000000+00:00\", \"2021-02-24 10:46:36.000000+00:00\"], \"session_ids\": [\"2f362e4a-f39b-43ed-a518-2ade85d96801\", \"8d985b07-4dae-424b-8c1c-04515465f153\", \"50e990c7-36b3-4ed9-9524-0312fdd8209b\", \"12f8cdc1-e3ee-402d-8483-3757e21a4819\"], \"total_duration\": 440.0, \"total_sessions\": 4, \"mean_week_duration\": 3.492}, \"91788\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-07 07:21:55.000000+00:00\", \"2022-08-19 11:37:12.000000+00:00\", \"2021-12-31 03:12:44.000000+00:00\"], \"session_ids\": [\"7adf049a-30eb-4a4a-8cb3-0bb82ba71f88\", \"2c39f188-d72f-4cf1-a1cf-19f61f296bae\", \"bf9b581a-50ae-4f3f-a9cb-b5b4fc4a792f\"], \"total_duration\": 112.0, \"total_sessions\": 3, \"mean_week_duration\": 0.593}, \"10065\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-03 20:07:17.000000+00:00\", \"2020-06-19 01:08:24.000000+00:00\"], \"session_ids\": [\"7cc7d4a6-786c-4b57-8241-447b0968ea8b\", \"c7d09830-df9c-47ff-bf6b-db1ad41cc932\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.514}, \"12710\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-08-15 23:04:26.000000+00:00\", \"2022-10-12 00:01:26.000000+00:00\"], \"session_ids\": [\"008e14d9-9cb0-4272-9962-dc64e56e7b25\", \"4320daa0-79a1-428b-95b0-33a34b2ab474\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.218}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Tegucigalpa, London, Toronto, Prague" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Tegucigalpa\", \"London\", \"Toronto\", \"Prague\"]]}}}\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 close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 7 users who aren't inhabitants of city Oslo in addition carry out sorting by town title decliningly as well as display only 2 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{\"59371\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-09 17:13:27.000000+00:00\", \"2021-02-05 15:13:39.000000+00:00\", \"2019-11-25 17:05:00.000000+00:00\", \"2019-11-13 11:00:37.000000+00:00\", \"2021-05-17 08:46:13.000000+00:00\", \"2022-09-02 02:00:03.000000+00:00\", \"2021-05-08 22:35:05.000000+00:00\", \"2021-02-20 04:01:40.000000+00:00\"], \"session_ids\": [\"99461695-541f-4b75-ac20-f91f43058c18\", \"993d4f1b-c1fe-4e1d-9bae-9577beaef98a\", \"d7858311-4a41-4c66-9f44-ccf62497d78d\", \"e3d9b2c0-95e9-4555-8a65-c7f57213f4d8\", \"6e73b3d4-182f-4ed0-914b-da0bdb00e0b8\", \"2fa62ffa-6649-4313-a856-4c3bb8cefbd7\", \"ffe0dc25-5adc-40c5-acd9-a250d271c252\", \"5e145840-e5b6-4d5c-93b8-fdbc9a2a8867\"], \"total_duration\": 4763.0, \"total_sessions\": 8, \"mean_week_duration\": 28.867}, \"97117\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-01 12:43:48.000000+00:00\", \"2021-06-12 21:40:04.000000+00:00\"], \"session_ids\": [\"1d1b09af-f2a0-48ff-a45b-6a52d8e8e178\", \"e2b62e16-e300-46da-986b-ee237e910eca\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.88}, \"57194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-19 09:20:47.000000+00:00\", \"2023-01-11 14:26:35.000000+00:00\"], \"session_ids\": [\"73c5a8d0-b672-417b-8fb4-63bf600a5ea4\", \"27ff6ae1-8ac5-4682-9af9-d2d9441cbb83\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.023}, \"35825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-12 04:06:26.000000+00:00\", \"2021-06-07 11:48:46.000000+00:00\"], \"session_ids\": [\"9948d811-af16-45dd-8da5-69e1a14be2cd\", \"1ab55c1b-f95b-4264-8a62-896546518354\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 4.304}, \"43980\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-25 07:18:12.000000+00:00\", \"2019-02-03 08:09:12.000000+00:00\"], \"session_ids\": [\"fd2c6ac9-4c5b-4f2d-b91d-6b394a42fe85\", \"64a2c780-2596-43a6-b8c4-8b4a0fe37be4\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 13.706}, \"45184\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-04 05:29:16.000000+00:00\", \"2021-01-04 05:28:12.000000+00:00\"], \"session_ids\": [\"8ce7b120-7331-4bcf-9bcb-08770fc3776d\", \"570fb068-77ae-4bc0-83b1-4679cf6aa444\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 4.386}, \"15608\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-12 13:37:45.000000+00:00\", \"2023-04-12 03:42:24.000000+00:00\", \"2023-05-18 20:17:04.000000+00:00\", \"2019-02-12 05:07:49.000000+00:00\", \"2021-03-16 05:51:33.000000+00:00\", \"2021-05-24 23:04:04.000000+00:00\", \"2022-03-03 20:08:54.000000+00:00\", \"2019-12-12 05:42:12.000000+00:00\"], \"session_ids\": [\"b30df69c-526a-42f4-b3d8-5c80e916d4b3\", \"420179e5-be32-4192-af94-04165b491f0f\", \"3071e372-d98f-4e9b-bd26-7c661e6feedd\", \"9d78037d-0092-4569-ac3d-d0f84b7c7cd5\", \"06a8925f-3c29-475a-b41e-cd12e53b8b61\", \"b9cdfbec-5455-40ae-a38f-b9331cb01662\", \"0a47136f-abfe-4732-be50-b7b2cd91cca4\", \"823300bd-01cb-4cc8-bfae-2f43ea39ea95\"], \"total_duration\": 11866.0, \"total_sessions\": 8, \"mean_week_duration\": 53.211}, \"15684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-07-02 20:53:37.000000+00:00\", \"2021-07-21 12:33:11.000000+00:00\"], \"session_ids\": [\"71c2774f-b060-4634-9fe7-aa49fa612adb\", \"8d26eb4e-fd66-4683-b2b8-1a196348fcbc\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 3.42}, \"66952\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-05 04:16:15.000000+00:00\", \"2019-10-23 22:06:11.000000+00:00\", \"2019-05-11 08:02:16.000000+00:00\", \"2021-12-19 07:32:45.000000+00:00\", \"2022-02-08 19:28:40.000000+00:00\", \"2022-10-04 06:00:35.000000+00:00\", \"2021-09-13 22:54:46.000000+00:00\", \"2022-03-17 08:19:32.000000+00:00\", \"2021-12-21 23:25:48.000000+00:00\", \"2020-02-08 13:26:45.000000+00:00\", \"2021-09-24 02:24:35.000000+00:00\"], \"session_ids\": [\"3b21b085-e175-4bde-a14d-21d225104da5\", \"6d771a42-633e-485a-bb8f-ca20bb1da097\", \"2c690f62-df2b-47c6-9027-d718d0968664\", \"0df8da49-d1ab-4858-867f-b17554368f61\", \"a4da54aa-a4ce-4173-9c06-d5b6e7cfa847\", \"022d4b0e-614c-423b-a7f9-f4f2dadf4669\", \"e8e6fae7-e9c0-49a7-94b6-047a42c01df3\", \"61d70621-722e-4e8d-911c-c2e2270ab62d\", \"98a6f086-4bae-4659-a2a7-91be7ec072ff\", \"ff4e9c55-fa8d-4be0-a8e3-2a9135cee503\", \"f750f855-141e-44ce-9d7f-0bf151d9eb92\"], \"total_duration\": 30973.0, \"total_sessions\": 11, \"mean_week_duration\": 174.006}, \"51756\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-19 20:29:53.000000+00:00\", \"2019-12-12 07:55:35.000000+00:00\"], \"session_ids\": [\"c63a2779-2708-45ac-a5ef-91e3d4a51cf3\", \"a458f352-4e2d-402d-9f81-dc203add7337\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 19.048}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Oslo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Oslo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59371\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-09 17:13:27.000000+00:00\", \"2021-02-05 15:13:39.000000+00:00\", \"2019-11-25 17:05:00.000000+00:00\", \"2019-11-13 11:00:37.000000+00:00\", \"2021-05-17 08:46:13.000000+00:00\", \"2022-09-02 02:00:03.000000+00:00\", \"2021-05-08 22:35:05.000000+00:00\", \"2021-02-20 04:01:40.000000+00:00\"], \"session_ids\": [\"99461695-541f-4b75-ac20-f91f43058c18\", \"993d4f1b-c1fe-4e1d-9bae-9577beaef98a\", \"d7858311-4a41-4c66-9f44-ccf62497d78d\", \"e3d9b2c0-95e9-4555-8a65-c7f57213f4d8\", \"6e73b3d4-182f-4ed0-914b-da0bdb00e0b8\", \"2fa62ffa-6649-4313-a856-4c3bb8cefbd7\", \"ffe0dc25-5adc-40c5-acd9-a250d271c252\", \"5e145840-e5b6-4d5c-93b8-fdbc9a2a8867\"], \"total_duration\": 4763.0, \"total_sessions\": 8, \"mean_week_duration\": 28.867}, \"97117\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-01 12:43:48.000000+00:00\", \"2021-06-12 21:40:04.000000+00:00\"], \"session_ids\": [\"1d1b09af-f2a0-48ff-a45b-6a52d8e8e178\", \"e2b62e16-e300-46da-986b-ee237e910eca\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.88}, \"57194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-19 09:20:47.000000+00:00\", \"2023-01-11 14:26:35.000000+00:00\"], \"session_ids\": [\"73c5a8d0-b672-417b-8fb4-63bf600a5ea4\", \"27ff6ae1-8ac5-4682-9af9-d2d9441cbb83\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.023}, \"35825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-12 04:06:26.000000+00:00\", \"2021-06-07 11:48:46.000000+00:00\"], \"session_ids\": [\"9948d811-af16-45dd-8da5-69e1a14be2cd\", \"1ab55c1b-f95b-4264-8a62-896546518354\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 4.304}, \"43980\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-25 07:18:12.000000+00:00\", \"2019-02-03 08:09:12.000000+00:00\"], \"session_ids\": [\"fd2c6ac9-4c5b-4f2d-b91d-6b394a42fe85\", \"64a2c780-2596-43a6-b8c4-8b4a0fe37be4\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 13.706}, \"45184\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-04 05:29:16.000000+00:00\", \"2021-01-04 05:28:12.000000+00:00\"], \"session_ids\": [\"8ce7b120-7331-4bcf-9bcb-08770fc3776d\", \"570fb068-77ae-4bc0-83b1-4679cf6aa444\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 4.386}, \"15608\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-12 13:37:45.000000+00:00\", \"2023-04-12 03:42:24.000000+00:00\", \"2023-05-18 20:17:04.000000+00:00\", \"2019-02-12 05:07:49.000000+00:00\", \"2021-03-16 05:51:33.000000+00:00\", \"2021-05-24 23:04:04.000000+00:00\", \"2022-03-03 20:08:54.000000+00:00\", \"2019-12-12 05:42:12.000000+00:00\"], \"session_ids\": [\"b30df69c-526a-42f4-b3d8-5c80e916d4b3\", \"420179e5-be32-4192-af94-04165b491f0f\", \"3071e372-d98f-4e9b-bd26-7c661e6feedd\", \"9d78037d-0092-4569-ac3d-d0f84b7c7cd5\", \"06a8925f-3c29-475a-b41e-cd12e53b8b61\", \"b9cdfbec-5455-40ae-a38f-b9331cb01662\", \"0a47136f-abfe-4732-be50-b7b2cd91cca4\", \"823300bd-01cb-4cc8-bfae-2f43ea39ea95\"], \"total_duration\": 11866.0, \"total_sessions\": 8, \"mean_week_duration\": 53.211}, \"15684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-07-02 20:53:37.000000+00:00\", \"2021-07-21 12:33:11.000000+00:00\"], \"session_ids\": [\"71c2774f-b060-4634-9fe7-aa49fa612adb\", \"8d26eb4e-fd66-4683-b2b8-1a196348fcbc\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 3.42}, \"66952\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-05 04:16:15.000000+00:00\", \"2019-10-23 22:06:11.000000+00:00\", \"2019-05-11 08:02:16.000000+00:00\", \"2021-12-19 07:32:45.000000+00:00\", \"2022-02-08 19:28:40.000000+00:00\", \"2022-10-04 06:00:35.000000+00:00\", \"2021-09-13 22:54:46.000000+00:00\", \"2022-03-17 08:19:32.000000+00:00\", \"2021-12-21 23:25:48.000000+00:00\", \"2020-02-08 13:26:45.000000+00:00\", \"2021-09-24 02:24:35.000000+00:00\"], \"session_ids\": [\"3b21b085-e175-4bde-a14d-21d225104da5\", \"6d771a42-633e-485a-bb8f-ca20bb1da097\", \"2c690f62-df2b-47c6-9027-d718d0968664\", \"0df8da49-d1ab-4858-867f-b17554368f61\", \"a4da54aa-a4ce-4173-9c06-d5b6e7cfa847\", \"022d4b0e-614c-423b-a7f9-f4f2dadf4669\", \"e8e6fae7-e9c0-49a7-94b6-047a42c01df3\", \"61d70621-722e-4e8d-911c-c2e2270ab62d\", \"98a6f086-4bae-4659-a2a7-91be7ec072ff\", \"ff4e9c55-fa8d-4be0-a8e3-2a9135cee503\", \"f750f855-141e-44ce-9d7f-0bf151d9eb92\"], \"total_duration\": 30973.0, \"total_sessions\": 11, \"mean_week_duration\": 174.006}, \"51756\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-19 20:29:53.000000+00:00\", \"2019-12-12 07:55:35.000000+00:00\"], \"session_ids\": [\"c63a2779-2708-45ac-a5ef-91e3d4a51cf3\", \"a458f352-4e2d-402d-9f81-dc203add7337\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 19.048}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"97117\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-01 12:43:48.000000+00:00\", \"2021-06-12 21:40:04.000000+00:00\"], \"session_ids\": [\"1d1b09af-f2a0-48ff-a45b-6a52d8e8e178\", \"e2b62e16-e300-46da-986b-ee237e910eca\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.88}}, {\"51756\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-19 20:29:53.000000+00:00\", \"2019-12-12 07:55:35.000000+00:00\"], \"session_ids\": [\"c63a2779-2708-45ac-a5ef-91e3d4a51cf3\", \"a458f352-4e2d-402d-9f81-dc203add7337\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 19.048}}, {\"35825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-12 04:06:26.000000+00:00\", \"2021-06-07 11:48:46.000000+00:00\"], \"session_ids\": [\"9948d811-af16-45dd-8da5-69e1a14be2cd\", \"1ab55c1b-f95b-4264-8a62-896546518354\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 4.304}}, {\"66952\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-05 04:16:15.000000+00:00\", \"2019-10-23 22:06:11.000000+00:00\", \"2019-05-11 08:02:16.000000+00:00\", \"2021-12-19 07:32:45.000000+00:00\", \"2022-02-08 19:28:40.000000+00:00\", \"2022-10-04 06:00:35.000000+00:00\", \"2021-09-13 22:54:46.000000+00:00\", \"2022-03-17 08:19:32.000000+00:00\", \"2021-12-21 23:25:48.000000+00:00\", \"2020-02-08 13:26:45.000000+00:00\", \"2021-09-24 02:24:35.000000+00:00\"], \"session_ids\": [\"3b21b085-e175-4bde-a14d-21d225104da5\", \"6d771a42-633e-485a-bb8f-ca20bb1da097\", \"2c690f62-df2b-47c6-9027-d718d0968664\", \"0df8da49-d1ab-4858-867f-b17554368f61\", \"a4da54aa-a4ce-4173-9c06-d5b6e7cfa847\", \"022d4b0e-614c-423b-a7f9-f4f2dadf4669\", \"e8e6fae7-e9c0-49a7-94b6-047a42c01df3\", \"61d70621-722e-4e8d-911c-c2e2270ab62d\", \"98a6f086-4bae-4659-a2a7-91be7ec072ff\", \"ff4e9c55-fa8d-4be0-a8e3-2a9135cee503\", \"f750f855-141e-44ce-9d7f-0bf151d9eb92\"], \"total_duration\": 30973.0, \"total_sessions\": 11, \"mean_week_duration\": 174.006}}, {\"43980\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-25 07:18:12.000000+00:00\", \"2019-02-03 08:09:12.000000+00:00\"], \"session_ids\": [\"fd2c6ac9-4c5b-4f2d-b91d-6b394a42fe85\", \"64a2c780-2596-43a6-b8c4-8b4a0fe37be4\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 13.706}}, {\"59371\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-09 17:13:27.000000+00:00\", \"2021-02-05 15:13:39.000000+00:00\", \"2019-11-25 17:05:00.000000+00:00\", \"2019-11-13 11:00:37.000000+00:00\", \"2021-05-17 08:46:13.000000+00:00\", \"2022-09-02 02:00:03.000000+00:00\", \"2021-05-08 22:35:05.000000+00:00\", \"2021-02-20 04:01:40.000000+00:00\"], \"session_ids\": [\"99461695-541f-4b75-ac20-f91f43058c18\", \"993d4f1b-c1fe-4e1d-9bae-9577beaef98a\", \"d7858311-4a41-4c66-9f44-ccf62497d78d\", \"e3d9b2c0-95e9-4555-8a65-c7f57213f4d8\", \"6e73b3d4-182f-4ed0-914b-da0bdb00e0b8\", \"2fa62ffa-6649-4313-a856-4c3bb8cefbd7\", \"ffe0dc25-5adc-40c5-acd9-a250d271c252\", \"5e145840-e5b6-4d5c-93b8-fdbc9a2a8867\"], \"total_duration\": 4763.0, \"total_sessions\": 8, \"mean_week_duration\": 28.867}}, {\"57194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-19 09:20:47.000000+00:00\", \"2023-01-11 14:26:35.000000+00:00\"], \"session_ids\": [\"73c5a8d0-b672-417b-8fb4-63bf600a5ea4\", \"27ff6ae1-8ac5-4682-9af9-d2d9441cbb83\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.023}}, {\"15684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-07-02 20:53:37.000000+00:00\", \"2021-07-21 12:33:11.000000+00:00\"], \"session_ids\": [\"71c2774f-b060-4634-9fe7-aa49fa612adb\", \"8d26eb4e-fd66-4683-b2b8-1a196348fcbc\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 3.42}}, {\"45184\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-04 05:29:16.000000+00:00\", \"2021-01-04 05:28:12.000000+00:00\"], \"session_ids\": [\"8ce7b120-7331-4bcf-9bcb-08770fc3776d\", \"570fb068-77ae-4bc0-83b1-4679cf6aa444\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 4.386}}, {\"15608\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-12 13:37:45.000000+00:00\", \"2023-04-12 03:42:24.000000+00:00\", \"2023-05-18 20:17:04.000000+00:00\", \"2019-02-12 05:07:49.000000+00:00\", \"2021-03-16 05:51:33.000000+00:00\", \"2021-05-24 23:04:04.000000+00:00\", \"2022-03-03 20:08:54.000000+00:00\", \"2019-12-12 05:42:12.000000+00:00\"], \"session_ids\": [\"b30df69c-526a-42f4-b3d8-5c80e916d4b3\", \"420179e5-be32-4192-af94-04165b491f0f\", \"3071e372-d98f-4e9b-bd26-7c661e6feedd\", \"9d78037d-0092-4569-ac3d-d0f84b7c7cd5\", \"06a8925f-3c29-475a-b41e-cd12e53b8b61\", \"b9cdfbec-5455-40ae-a38f-b9331cb01662\", \"0a47136f-abfe-4732-be50-b7b2cd91cca4\", \"823300bd-01cb-4cc8-bfae-2f43ea39ea95\"], \"total_duration\": 11866.0, \"total_sessions\": 8, \"mean_week_duration\": 53.211}}]\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[{\"97117\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-01 12:43:48.000000+00:00\", \"2021-06-12 21:40:04.000000+00:00\"], \"session_ids\": [\"1d1b09af-f2a0-48ff-a45b-6a52d8e8e178\", \"e2b62e16-e300-46da-986b-ee237e910eca\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.88}}, {\"51756\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-19 20:29:53.000000+00:00\", \"2019-12-12 07:55:35.000000+00:00\"], \"session_ids\": [\"c63a2779-2708-45ac-a5ef-91e3d4a51cf3\", \"a458f352-4e2d-402d-9f81-dc203add7337\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 19.048}}]\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[{\"97117\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-01 12:43:48.000000+00:00\", \"2021-06-12 21:40:04.000000+00:00\"], \"session_ids\": [\"1d1b09af-f2a0-48ff-a45b-6a52d8e8e178\", \"e2b62e16-e300-46da-986b-ee237e910eca\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.88}}, {\"51756\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-19 20:29:53.000000+00:00\", \"2019-12-12 07:55:35.000000+00:00\"], \"session_ids\": [\"c63a2779-2708-45ac-a5ef-91e3d4a51cf3\", \"a458f352-4e2d-402d-9f81-dc203add7337\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 19.048}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 3 users who are top-tier based on value of time using the app as well as carry out sorting by city name desc , 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{\"11807\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-16 01:27:46.000000+00:00\", \"2021-07-17 18:34:09.000000+00:00\", \"2019-12-17 09:03:34.000000+00:00\"], \"session_ids\": [\"4afaf95a-c254-4ae5-970b-e08677174276\", \"8b7dfe8a-5a2b-49fc-b8c9-501ad5bf893f\", \"29f94c6e-f56c-4c0a-8d46-646e6ad8a733\"], \"total_duration\": 156.0, \"total_sessions\": 3, \"mean_week_duration\": 1.279}, \"66501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-07 02:01:29.000000+00:00\", \"2022-01-19 08:43:45.000000+00:00\"], \"session_ids\": [\"3816a4ae-f14f-42fa-927a-e6f8034fce12\", \"69e0f3c4-2858-46cd-9d5e-74d77159ac66\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.94}, \"18811\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-11-29 22:52:02.000000+00:00\", \"2021-04-03 22:04:16.000000+00:00\"], \"session_ids\": [\"679409fb-1823-42ad-8350-baf4f9e2a006\", \"0680a01b-29d8-4772-a3a8-78f4a0c8472e\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"62699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-29 15:14:41.000000+00:00\", \"2022-10-28 13:55:00.000000+00:00\"], \"session_ids\": [\"630b47d4-e99a-4db2-a34b-ce69093a5f71\", \"82160f5b-ab25-4009-be79-96f6681a71b5\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 39.0}, \"90974\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-05-18 14:59:06.000000+00:00\", \"2020-01-18 00:13:32.000000+00:00\", \"2019-05-14 19:20:08.000000+00:00\", \"2021-05-04 10:41:10.000000+00:00\"], \"session_ids\": [\"6b77cbda-ef27-452a-b980-d1801a4bf91a\", \"b193a31a-36e4-4887-a9e3-6f0f87bc9ee7\", \"5c18bba7-dd09-46d6-a233-74e924a93add\", \"d2b4f6b0-86cf-419f-b7d2-54a0e3011030\"], \"total_duration\": 1094.0, \"total_sessions\": 4, \"mean_week_duration\": 5.21}, \"62346\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-02 05:03:04.000000+00:00\", \"2023-01-19 07:06:19.000000+00:00\"], \"session_ids\": [\"c791ae30-38cf-426b-b467-02d33058ee6c\", \"1ce84a99-f2d2-4ffd-998e-6e4e4f025343\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 6.474}, \"42935\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-16 08:16:33.000000+00:00\", \"2021-09-15 14:57:28.000000+00:00\"], \"session_ids\": [\"3068d726-f8bd-4367-8d18-4f5e1f15dd02\", \"0bac361a-70ef-4822-a9a2-651e744d6f4b\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 3.162}, \"79829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-28 02:08:47.000000+00:00\", \"2019-04-09 00:56:16.000000+00:00\", \"2022-04-21 15:33:57.000000+00:00\"], \"session_ids\": [\"2b7277ac-dc10-4e94-94e3-2ef172320dbd\", \"8478d748-f6fa-4f60-9cf9-46017aba3d66\", \"04334b1e-23ac-4578-a9d3-901572555411\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 6.679}, \"83180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-21 01:54:02.000000+00:00\", \"2021-01-18 19:25:25.000000+00:00\"], \"session_ids\": [\"aea6fd36-f475-445d-9460-e08915a419a5\", \"7d077e5a-49ba-4d85-a872-829fbc803713\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 6.829}, \"71898\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-09-02 11:20:34.000000+00:00\", \"2022-02-03 00:27:47.000000+00:00\"], \"session_ids\": [\"00c61b5c-52c6-445b-89c2-f82e7122110b\", \"663f4a02-2297-4ccc-b9f0-0f268b329db9\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 2.284}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 3 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 3}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"90974\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-05-18 14:59:06.000000+00:00\", \"2020-01-18 00:13:32.000000+00:00\", \"2019-05-14 19:20:08.000000+00:00\", \"2021-05-04 10:41:10.000000+00:00\"], \"session_ids\": [\"6b77cbda-ef27-452a-b980-d1801a4bf91a\", \"b193a31a-36e4-4887-a9e3-6f0f87bc9ee7\", \"5c18bba7-dd09-46d6-a233-74e924a93add\", \"d2b4f6b0-86cf-419f-b7d2-54a0e3011030\"], \"total_duration\": 1094.0, \"total_sessions\": 4, \"mean_week_duration\": 5.21}}, {\"79829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-28 02:08:47.000000+00:00\", \"2019-04-09 00:56:16.000000+00:00\", \"2022-04-21 15:33:57.000000+00:00\"], \"session_ids\": [\"2b7277ac-dc10-4e94-94e3-2ef172320dbd\", \"8478d748-f6fa-4f60-9cf9-46017aba3d66\", \"04334b1e-23ac-4578-a9d3-901572555411\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 6.679}}, {\"62699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-29 15:14:41.000000+00:00\", \"2022-10-28 13:55:00.000000+00:00\"], \"session_ids\": [\"630b47d4-e99a-4db2-a34b-ce69093a5f71\", \"82160f5b-ab25-4009-be79-96f6681a71b5\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 39.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"90974\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-05-18 14:59:06.000000+00:00\", \"2020-01-18 00:13:32.000000+00:00\", \"2019-05-14 19:20:08.000000+00:00\", \"2021-05-04 10:41:10.000000+00:00\"], \"session_ids\": [\"6b77cbda-ef27-452a-b980-d1801a4bf91a\", \"b193a31a-36e4-4887-a9e3-6f0f87bc9ee7\", \"5c18bba7-dd09-46d6-a233-74e924a93add\", \"d2b4f6b0-86cf-419f-b7d2-54a0e3011030\"], \"total_duration\": 1094.0, \"total_sessions\": 4, \"mean_week_duration\": 5.21}}, {\"79829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-28 02:08:47.000000+00:00\", \"2019-04-09 00:56:16.000000+00:00\", \"2022-04-21 15:33:57.000000+00:00\"], \"session_ids\": [\"2b7277ac-dc10-4e94-94e3-2ef172320dbd\", \"8478d748-f6fa-4f60-9cf9-46017aba3d66\", \"04334b1e-23ac-4578-a9d3-901572555411\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 6.679}}, {\"62699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-29 15:14:41.000000+00:00\", \"2022-10-28 13:55:00.000000+00:00\"], \"session_ids\": [\"630b47d4-e99a-4db2-a34b-ce69093a5f71\", \"82160f5b-ab25-4009-be79-96f6681a71b5\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 39.0}}]\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[{\"90974\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-05-18 14:59:06.000000+00:00\", \"2020-01-18 00:13:32.000000+00:00\", \"2019-05-14 19:20:08.000000+00:00\", \"2021-05-04 10:41:10.000000+00:00\"], \"session_ids\": [\"6b77cbda-ef27-452a-b980-d1801a4bf91a\", \"b193a31a-36e4-4887-a9e3-6f0f87bc9ee7\", \"5c18bba7-dd09-46d6-a233-74e924a93add\", \"d2b4f6b0-86cf-419f-b7d2-54a0e3011030\"], \"total_duration\": 1094.0, \"total_sessions\": 4, \"mean_week_duration\": 5.21}}, {\"79829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-28 02:08:47.000000+00:00\", \"2019-04-09 00:56:16.000000+00:00\", \"2022-04-21 15:33:57.000000+00:00\"], \"session_ids\": [\"2b7277ac-dc10-4e94-94e3-2ef172320dbd\", \"8478d748-f6fa-4f60-9cf9-46017aba3d66\", \"04334b1e-23ac-4578-a9d3-901572555411\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 6.679}}, {\"62699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-29 15:14:41.000000+00:00\", \"2022-10-28 13:55:00.000000+00:00\"], \"session_ids\": [\"630b47d4-e99a-4db2-a34b-ce69093a5f71\", \"82160f5b-ab25-4009-be79-96f6681a71b5\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 39.0}}]\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[{\"90974\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-05-18 14:59:06.000000+00:00\", \"2020-01-18 00:13:32.000000+00:00\", \"2019-05-14 19:20:08.000000+00:00\", \"2021-05-04 10:41:10.000000+00:00\"], \"session_ids\": [\"6b77cbda-ef27-452a-b980-d1801a4bf91a\", \"b193a31a-36e4-4887-a9e3-6f0f87bc9ee7\", \"5c18bba7-dd09-46d6-a233-74e924a93add\", \"d2b4f6b0-86cf-419f-b7d2-54a0e3011030\"], \"total_duration\": 1094.0, \"total_sessions\": 4, \"mean_week_duration\": 5.21}}, {\"79829\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-28 02:08:47.000000+00:00\", \"2019-04-09 00:56:16.000000+00:00\", \"2022-04-21 15:33:57.000000+00:00\"], \"session_ids\": [\"2b7277ac-dc10-4e94-94e3-2ef172320dbd\", \"8478d748-f6fa-4f60-9cf9-46017aba3d66\", \"04334b1e-23ac-4578-a9d3-901572555411\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 6.679}}, {\"62699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-29 15:14:41.000000+00:00\", \"2022-10-28 13:55:00.000000+00:00\"], \"session_ids\": [\"630b47d4-e99a-4db2-a34b-ce69093a5f71\", \"82160f5b-ab25-4009-be79-96f6681a71b5\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 39.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 8 users whose duration summation of sessions per week exceeds 25 while staying below 13, exclusively 13 and 25 plus put to use sorting by total time using the app 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{\"77366\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-20 14:23:08.000000+00:00\", \"2020-08-18 07:54:01.000000+00:00\", \"2020-02-01 05:26:10.000000+00:00\", \"2019-05-22 13:20:27.000000+00:00\"], \"session_ids\": [\"5852d368-ea08-41d5-b0ea-60d024cd7e6c\", \"0277937c-afaf-477a-b9cd-348e705cd1c1\", \"9b802be7-fc6b-4bc1-964f-3db924f4cb9f\", \"ea52e3e2-8f3c-4f62-b157-b32328fd8405\"], \"total_duration\": 1495.0, \"total_sessions\": 4, \"mean_week_duration\": 7.786}, \"44390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-07 14:42:11.000000+00:00\", \"2021-06-24 04:26:55.000000+00:00\", \"2022-11-27 03:32:45.000000+00:00\", \"2020-10-02 01:18:47.000000+00:00\", \"2020-08-16 02:03:50.000000+00:00\", \"2019-08-12 08:26:36.000000+00:00\"], \"session_ids\": [\"030105c3-5be2-4b58-a3a9-040016e91ac8\", \"86459f6a-a484-426d-9bb9-9925c94fe285\", \"95f5e614-a1b1-4f8a-a0ab-fcacdf9c8cb9\", \"ed6a65a2-1301-4ef7-814b-1f98c511eda6\", \"687384e6-87cf-43d5-9bc5-f281dcfad50e\", \"1e7c8dff-0939-4a5f-9feb-ff4de4daf63d\"], \"total_duration\": 887.0, \"total_sessions\": 6, \"mean_week_duration\": 5.157}, \"55690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-07 11:08:25.000000+00:00\", \"2019-03-19 16:55:16.000000+00:00\", \"2020-05-28 23:20:59.000000+00:00\"], \"session_ids\": [\"92344ae5-9908-44a3-adcd-5389ef078e59\", \"f95ddade-a5ba-4c0e-8496-d08aa3d0e5cd\", \"ab23bde1-2f8e-4a32-a0e2-55687f7f213f\"], \"total_duration\": 1027.0, \"total_sessions\": 3, \"mean_week_duration\": 6.626}, \"86985\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-20 10:33:26.000000+00:00\", \"2022-06-27 12:22:37.000000+00:00\"], \"session_ids\": [\"fa0c5e2a-7eb0-4ec5-905c-2e2788a7dcd0\", \"ddd7b18b-9963-43d8-b1fe-3b145595bffb\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.248}, \"13392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-03-25 06:32:55.000000+00:00\", \"2021-02-05 06:38:01.000000+00:00\"], \"session_ids\": [\"4884db41-f1c2-447f-ac53-6cc767de6160\", \"e2736b88-74fd-4a02-a21d-cb254844bf10\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 3.674}, \"97759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-30 13:46:48.000000+00:00\", \"2022-12-16 13:52:24.000000+00:00\", \"2022-06-15 23:19:33.000000+00:00\", \"2023-02-18 05:58:15.000000+00:00\", \"2019-02-08 16:37:37.000000+00:00\", \"2021-07-14 19:22:13.000000+00:00\"], \"session_ids\": [\"92969cf1-79ac-411a-953e-957fbb4528b4\", \"cf65c7a3-fe18-4f24-bf05-21ab06aa0d5c\", \"92d47532-f6a1-4683-9e6f-f26bc08c9625\", \"e75643e0-a823-4ee9-aa98-8f3ee44b59be\", \"e4c0fe0c-700e-42d7-8798-a3e58ae0702d\", \"e7f10571-536e-4093-8ab0-166e6b5b054b\"], \"total_duration\": 47.0, \"total_sessions\": 6, \"mean_week_duration\": 0.218}, \"9749\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-09 18:47:32.000000+00:00\", \"2019-01-25 00:55:50.000000+00:00\", \"2021-06-01 15:08:21.000000+00:00\", \"2020-04-15 14:58:04.000000+00:00\", \"2021-12-19 12:55:47.000000+00:00\", \"2022-01-25 17:33:00.000000+00:00\", \"2020-03-24 18:57:39.000000+00:00\"], \"session_ids\": [\"4e9b4bba-4fcf-4ae0-af1a-3423762d317a\", \"1b8dbbdd-d1ab-412e-aa4e-74d199e94caf\", \"a80faa37-a69f-41a4-a88d-43be51fc6fbc\", \"30139495-73b8-42da-8b29-377236fa7a72\", \"0ba72a30-6327-49a6-9acc-75f4e8b274c5\", \"465bdc37-daa2-411a-a96a-56570b52c23a\", \"59f72ad8-6435-4a24-92b6-5859a474cc72\"], \"total_duration\": 3638.0, \"total_sessions\": 7, \"mean_week_duration\": 23.172}, \"65976\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-20 10:50:31.000000+00:00\", \"2022-06-29 01:45:30.000000+00:00\", \"2020-01-04 19:31:40.000000+00:00\"], \"session_ids\": [\"7c249b6d-419b-4983-8f17-f09b85fe2bd2\", \"c9eb87b6-643d-499a-8797-6baee19e9ec8\", \"7825ed02-ae44-4c5f-997d-5e67dacb79c7\"], \"total_duration\": 1025.0, \"total_sessions\": 3, \"mean_week_duration\": 5.694}, \"10936\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-11-01 22:20:05.000000+00:00\", \"2020-12-11 17:11:41.000000+00:00\"], \"session_ids\": [\"476b74e4-7ebc-4cb8-bd16-ae5168dd3ffa\", \"1ad02705-99a0-43f5-9e3d-e8df12fbdd1d\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.534}, \"2912\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-24 15:43:22.000000+00:00\", \"2019-03-13 00:13:30.000000+00:00\"], \"session_ids\": [\"c53202c2-dcbb-4502-988c-d505ce8b968f\", \"74eff3bd-04e0-46e1-b6d1-4335fe80a946\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.169}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 13 and are greater than 25" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[13, 25]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"77366\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-20 14:23:08.000000+00:00\", \"2020-08-18 07:54:01.000000+00:00\", \"2020-02-01 05:26:10.000000+00:00\", \"2019-05-22 13:20:27.000000+00:00\"], \"session_ids\": [\"5852d368-ea08-41d5-b0ea-60d024cd7e6c\", \"0277937c-afaf-477a-b9cd-348e705cd1c1\", \"9b802be7-fc6b-4bc1-964f-3db924f4cb9f\", \"ea52e3e2-8f3c-4f62-b157-b32328fd8405\"], \"total_duration\": 1495.0, \"total_sessions\": 4, \"mean_week_duration\": 7.786}, \"44390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-07 14:42:11.000000+00:00\", \"2021-06-24 04:26:55.000000+00:00\", \"2022-11-27 03:32:45.000000+00:00\", \"2020-10-02 01:18:47.000000+00:00\", \"2020-08-16 02:03:50.000000+00:00\", \"2019-08-12 08:26:36.000000+00:00\"], \"session_ids\": [\"030105c3-5be2-4b58-a3a9-040016e91ac8\", \"86459f6a-a484-426d-9bb9-9925c94fe285\", \"95f5e614-a1b1-4f8a-a0ab-fcacdf9c8cb9\", \"ed6a65a2-1301-4ef7-814b-1f98c511eda6\", \"687384e6-87cf-43d5-9bc5-f281dcfad50e\", \"1e7c8dff-0939-4a5f-9feb-ff4de4daf63d\"], \"total_duration\": 887.0, \"total_sessions\": 6, \"mean_week_duration\": 5.157}, \"55690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-07 11:08:25.000000+00:00\", \"2019-03-19 16:55:16.000000+00:00\", \"2020-05-28 23:20:59.000000+00:00\"], \"session_ids\": [\"92344ae5-9908-44a3-adcd-5389ef078e59\", \"f95ddade-a5ba-4c0e-8496-d08aa3d0e5cd\", \"ab23bde1-2f8e-4a32-a0e2-55687f7f213f\"], \"total_duration\": 1027.0, \"total_sessions\": 3, \"mean_week_duration\": 6.626}, \"86985\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-20 10:33:26.000000+00:00\", \"2022-06-27 12:22:37.000000+00:00\"], \"session_ids\": [\"fa0c5e2a-7eb0-4ec5-905c-2e2788a7dcd0\", \"ddd7b18b-9963-43d8-b1fe-3b145595bffb\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.248}, \"13392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-03-25 06:32:55.000000+00:00\", \"2021-02-05 06:38:01.000000+00:00\"], \"session_ids\": [\"4884db41-f1c2-447f-ac53-6cc767de6160\", \"e2736b88-74fd-4a02-a21d-cb254844bf10\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 3.674}, \"97759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-30 13:46:48.000000+00:00\", \"2022-12-16 13:52:24.000000+00:00\", \"2022-06-15 23:19:33.000000+00:00\", \"2023-02-18 05:58:15.000000+00:00\", \"2019-02-08 16:37:37.000000+00:00\", \"2021-07-14 19:22:13.000000+00:00\"], \"session_ids\": [\"92969cf1-79ac-411a-953e-957fbb4528b4\", \"cf65c7a3-fe18-4f24-bf05-21ab06aa0d5c\", \"92d47532-f6a1-4683-9e6f-f26bc08c9625\", \"e75643e0-a823-4ee9-aa98-8f3ee44b59be\", \"e4c0fe0c-700e-42d7-8798-a3e58ae0702d\", \"e7f10571-536e-4093-8ab0-166e6b5b054b\"], \"total_duration\": 47.0, \"total_sessions\": 6, \"mean_week_duration\": 0.218}, \"65976\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-20 10:50:31.000000+00:00\", \"2022-06-29 01:45:30.000000+00:00\", \"2020-01-04 19:31:40.000000+00:00\"], \"session_ids\": [\"7c249b6d-419b-4983-8f17-f09b85fe2bd2\", \"c9eb87b6-643d-499a-8797-6baee19e9ec8\", \"7825ed02-ae44-4c5f-997d-5e67dacb79c7\"], \"total_duration\": 1025.0, \"total_sessions\": 3, \"mean_week_duration\": 5.694}, \"10936\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-11-01 22:20:05.000000+00:00\", \"2020-12-11 17:11:41.000000+00:00\"], \"session_ids\": [\"476b74e4-7ebc-4cb8-bd16-ae5168dd3ffa\", \"1ad02705-99a0-43f5-9e3d-e8df12fbdd1d\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.534}, \"2912\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-24 15:43:22.000000+00:00\", \"2019-03-13 00:13:30.000000+00:00\"], \"session_ids\": [\"c53202c2-dcbb-4502-988c-d505ce8b968f\", \"74eff3bd-04e0-46e1-b6d1-4335fe80a946\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.169}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77366\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-20 14:23:08.000000+00:00\", \"2020-08-18 07:54:01.000000+00:00\", \"2020-02-01 05:26:10.000000+00:00\", \"2019-05-22 13:20:27.000000+00:00\"], \"session_ids\": [\"5852d368-ea08-41d5-b0ea-60d024cd7e6c\", \"0277937c-afaf-477a-b9cd-348e705cd1c1\", \"9b802be7-fc6b-4bc1-964f-3db924f4cb9f\", \"ea52e3e2-8f3c-4f62-b157-b32328fd8405\"], \"total_duration\": 1495.0, \"total_sessions\": 4, \"mean_week_duration\": 7.786}}, {\"55690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-07 11:08:25.000000+00:00\", \"2019-03-19 16:55:16.000000+00:00\", \"2020-05-28 23:20:59.000000+00:00\"], \"session_ids\": [\"92344ae5-9908-44a3-adcd-5389ef078e59\", \"f95ddade-a5ba-4c0e-8496-d08aa3d0e5cd\", \"ab23bde1-2f8e-4a32-a0e2-55687f7f213f\"], \"total_duration\": 1027.0, \"total_sessions\": 3, \"mean_week_duration\": 6.626}}, {\"65976\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-20 10:50:31.000000+00:00\", \"2022-06-29 01:45:30.000000+00:00\", \"2020-01-04 19:31:40.000000+00:00\"], \"session_ids\": [\"7c249b6d-419b-4983-8f17-f09b85fe2bd2\", \"c9eb87b6-643d-499a-8797-6baee19e9ec8\", \"7825ed02-ae44-4c5f-997d-5e67dacb79c7\"], \"total_duration\": 1025.0, \"total_sessions\": 3, \"mean_week_duration\": 5.694}}, {\"44390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-07 14:42:11.000000+00:00\", \"2021-06-24 04:26:55.000000+00:00\", \"2022-11-27 03:32:45.000000+00:00\", \"2020-10-02 01:18:47.000000+00:00\", \"2020-08-16 02:03:50.000000+00:00\", \"2019-08-12 08:26:36.000000+00:00\"], \"session_ids\": [\"030105c3-5be2-4b58-a3a9-040016e91ac8\", \"86459f6a-a484-426d-9bb9-9925c94fe285\", \"95f5e614-a1b1-4f8a-a0ab-fcacdf9c8cb9\", \"ed6a65a2-1301-4ef7-814b-1f98c511eda6\", \"687384e6-87cf-43d5-9bc5-f281dcfad50e\", \"1e7c8dff-0939-4a5f-9feb-ff4de4daf63d\"], \"total_duration\": 887.0, \"total_sessions\": 6, \"mean_week_duration\": 5.157}}, {\"86985\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-20 10:33:26.000000+00:00\", \"2022-06-27 12:22:37.000000+00:00\"], \"session_ids\": [\"fa0c5e2a-7eb0-4ec5-905c-2e2788a7dcd0\", \"ddd7b18b-9963-43d8-b1fe-3b145595bffb\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.248}}, {\"13392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-03-25 06:32:55.000000+00:00\", \"2021-02-05 06:38:01.000000+00:00\"], \"session_ids\": [\"4884db41-f1c2-447f-ac53-6cc767de6160\", \"e2736b88-74fd-4a02-a21d-cb254844bf10\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 3.674}}, {\"97759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-30 13:46:48.000000+00:00\", \"2022-12-16 13:52:24.000000+00:00\", \"2022-06-15 23:19:33.000000+00:00\", \"2023-02-18 05:58:15.000000+00:00\", \"2019-02-08 16:37:37.000000+00:00\", \"2021-07-14 19:22:13.000000+00:00\"], \"session_ids\": [\"92969cf1-79ac-411a-953e-957fbb4528b4\", \"cf65c7a3-fe18-4f24-bf05-21ab06aa0d5c\", \"92d47532-f6a1-4683-9e6f-f26bc08c9625\", \"e75643e0-a823-4ee9-aa98-8f3ee44b59be\", \"e4c0fe0c-700e-42d7-8798-a3e58ae0702d\", \"e7f10571-536e-4093-8ab0-166e6b5b054b\"], \"total_duration\": 47.0, \"total_sessions\": 6, \"mean_week_duration\": 0.218}}, {\"2912\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-24 15:43:22.000000+00:00\", \"2019-03-13 00:13:30.000000+00:00\"], \"session_ids\": [\"c53202c2-dcbb-4502-988c-d505ce8b968f\", \"74eff3bd-04e0-46e1-b6d1-4335fe80a946\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.169}}, {\"10936\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-11-01 22:20:05.000000+00:00\", \"2020-12-11 17:11:41.000000+00:00\"], \"session_ids\": [\"476b74e4-7ebc-4cb8-bd16-ae5168dd3ffa\", \"1ad02705-99a0-43f5-9e3d-e8df12fbdd1d\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.534}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 8 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77366\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-20 14:23:08.000000+00:00\", \"2020-08-18 07:54:01.000000+00:00\", \"2020-02-01 05:26:10.000000+00:00\", \"2019-05-22 13:20:27.000000+00:00\"], \"session_ids\": [\"5852d368-ea08-41d5-b0ea-60d024cd7e6c\", \"0277937c-afaf-477a-b9cd-348e705cd1c1\", \"9b802be7-fc6b-4bc1-964f-3db924f4cb9f\", \"ea52e3e2-8f3c-4f62-b157-b32328fd8405\"], \"total_duration\": 1495.0, \"total_sessions\": 4, \"mean_week_duration\": 7.786}}, {\"55690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-07 11:08:25.000000+00:00\", \"2019-03-19 16:55:16.000000+00:00\", \"2020-05-28 23:20:59.000000+00:00\"], \"session_ids\": [\"92344ae5-9908-44a3-adcd-5389ef078e59\", \"f95ddade-a5ba-4c0e-8496-d08aa3d0e5cd\", \"ab23bde1-2f8e-4a32-a0e2-55687f7f213f\"], \"total_duration\": 1027.0, \"total_sessions\": 3, \"mean_week_duration\": 6.626}}, {\"65976\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-20 10:50:31.000000+00:00\", \"2022-06-29 01:45:30.000000+00:00\", \"2020-01-04 19:31:40.000000+00:00\"], \"session_ids\": [\"7c249b6d-419b-4983-8f17-f09b85fe2bd2\", \"c9eb87b6-643d-499a-8797-6baee19e9ec8\", \"7825ed02-ae44-4c5f-997d-5e67dacb79c7\"], \"total_duration\": 1025.0, \"total_sessions\": 3, \"mean_week_duration\": 5.694}}, {\"44390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-07 14:42:11.000000+00:00\", \"2021-06-24 04:26:55.000000+00:00\", \"2022-11-27 03:32:45.000000+00:00\", \"2020-10-02 01:18:47.000000+00:00\", \"2020-08-16 02:03:50.000000+00:00\", \"2019-08-12 08:26:36.000000+00:00\"], \"session_ids\": [\"030105c3-5be2-4b58-a3a9-040016e91ac8\", \"86459f6a-a484-426d-9bb9-9925c94fe285\", \"95f5e614-a1b1-4f8a-a0ab-fcacdf9c8cb9\", \"ed6a65a2-1301-4ef7-814b-1f98c511eda6\", \"687384e6-87cf-43d5-9bc5-f281dcfad50e\", \"1e7c8dff-0939-4a5f-9feb-ff4de4daf63d\"], \"total_duration\": 887.0, \"total_sessions\": 6, \"mean_week_duration\": 5.157}}, {\"86985\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-20 10:33:26.000000+00:00\", \"2022-06-27 12:22:37.000000+00:00\"], \"session_ids\": [\"fa0c5e2a-7eb0-4ec5-905c-2e2788a7dcd0\", \"ddd7b18b-9963-43d8-b1fe-3b145595bffb\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.248}}, {\"13392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-03-25 06:32:55.000000+00:00\", \"2021-02-05 06:38:01.000000+00:00\"], \"session_ids\": [\"4884db41-f1c2-447f-ac53-6cc767de6160\", \"e2736b88-74fd-4a02-a21d-cb254844bf10\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 3.674}}, {\"97759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-30 13:46:48.000000+00:00\", \"2022-12-16 13:52:24.000000+00:00\", \"2022-06-15 23:19:33.000000+00:00\", \"2023-02-18 05:58:15.000000+00:00\", \"2019-02-08 16:37:37.000000+00:00\", \"2021-07-14 19:22:13.000000+00:00\"], \"session_ids\": [\"92969cf1-79ac-411a-953e-957fbb4528b4\", \"cf65c7a3-fe18-4f24-bf05-21ab06aa0d5c\", \"92d47532-f6a1-4683-9e6f-f26bc08c9625\", \"e75643e0-a823-4ee9-aa98-8f3ee44b59be\", \"e4c0fe0c-700e-42d7-8798-a3e58ae0702d\", \"e7f10571-536e-4093-8ab0-166e6b5b054b\"], \"total_duration\": 47.0, \"total_sessions\": 6, \"mean_week_duration\": 0.218}}, {\"2912\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-24 15:43:22.000000+00:00\", \"2019-03-13 00:13:30.000000+00:00\"], \"session_ids\": [\"c53202c2-dcbb-4502-988c-d505ce8b968f\", \"74eff3bd-04e0-46e1-b6d1-4335fe80a946\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.169}}]\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[{\"77366\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-20 14:23:08.000000+00:00\", \"2020-08-18 07:54:01.000000+00:00\", \"2020-02-01 05:26:10.000000+00:00\", \"2019-05-22 13:20:27.000000+00:00\"], \"session_ids\": [\"5852d368-ea08-41d5-b0ea-60d024cd7e6c\", \"0277937c-afaf-477a-b9cd-348e705cd1c1\", \"9b802be7-fc6b-4bc1-964f-3db924f4cb9f\", \"ea52e3e2-8f3c-4f62-b157-b32328fd8405\"], \"total_duration\": 1495.0, \"total_sessions\": 4, \"mean_week_duration\": 7.786}}, {\"55690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-07 11:08:25.000000+00:00\", \"2019-03-19 16:55:16.000000+00:00\", \"2020-05-28 23:20:59.000000+00:00\"], \"session_ids\": [\"92344ae5-9908-44a3-adcd-5389ef078e59\", \"f95ddade-a5ba-4c0e-8496-d08aa3d0e5cd\", \"ab23bde1-2f8e-4a32-a0e2-55687f7f213f\"], \"total_duration\": 1027.0, \"total_sessions\": 3, \"mean_week_duration\": 6.626}}, {\"65976\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-01-20 10:50:31.000000+00:00\", \"2022-06-29 01:45:30.000000+00:00\", \"2020-01-04 19:31:40.000000+00:00\"], \"session_ids\": [\"7c249b6d-419b-4983-8f17-f09b85fe2bd2\", \"c9eb87b6-643d-499a-8797-6baee19e9ec8\", \"7825ed02-ae44-4c5f-997d-5e67dacb79c7\"], \"total_duration\": 1025.0, \"total_sessions\": 3, \"mean_week_duration\": 5.694}}, {\"44390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-07 14:42:11.000000+00:00\", \"2021-06-24 04:26:55.000000+00:00\", \"2022-11-27 03:32:45.000000+00:00\", \"2020-10-02 01:18:47.000000+00:00\", \"2020-08-16 02:03:50.000000+00:00\", \"2019-08-12 08:26:36.000000+00:00\"], \"session_ids\": [\"030105c3-5be2-4b58-a3a9-040016e91ac8\", \"86459f6a-a484-426d-9bb9-9925c94fe285\", \"95f5e614-a1b1-4f8a-a0ab-fcacdf9c8cb9\", \"ed6a65a2-1301-4ef7-814b-1f98c511eda6\", \"687384e6-87cf-43d5-9bc5-f281dcfad50e\", \"1e7c8dff-0939-4a5f-9feb-ff4de4daf63d\"], \"total_duration\": 887.0, \"total_sessions\": 6, \"mean_week_duration\": 5.157}}, {\"86985\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-20 10:33:26.000000+00:00\", \"2022-06-27 12:22:37.000000+00:00\"], \"session_ids\": [\"fa0c5e2a-7eb0-4ec5-905c-2e2788a7dcd0\", \"ddd7b18b-9963-43d8-b1fe-3b145595bffb\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.248}}, {\"13392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-03-25 06:32:55.000000+00:00\", \"2021-02-05 06:38:01.000000+00:00\"], \"session_ids\": [\"4884db41-f1c2-447f-ac53-6cc767de6160\", \"e2736b88-74fd-4a02-a21d-cb254844bf10\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 3.674}}, {\"97759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-30 13:46:48.000000+00:00\", \"2022-12-16 13:52:24.000000+00:00\", \"2022-06-15 23:19:33.000000+00:00\", \"2023-02-18 05:58:15.000000+00:00\", \"2019-02-08 16:37:37.000000+00:00\", \"2021-07-14 19:22:13.000000+00:00\"], \"session_ids\": [\"92969cf1-79ac-411a-953e-957fbb4528b4\", \"cf65c7a3-fe18-4f24-bf05-21ab06aa0d5c\", \"92d47532-f6a1-4683-9e6f-f26bc08c9625\", \"e75643e0-a823-4ee9-aa98-8f3ee44b59be\", \"e4c0fe0c-700e-42d7-8798-a3e58ae0702d\", \"e7f10571-536e-4093-8ab0-166e6b5b054b\"], \"total_duration\": 47.0, \"total_sessions\": 6, \"mean_week_duration\": 0.218}}, {\"2912\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-24 15:43:22.000000+00:00\", \"2019-03-13 00:13:30.000000+00:00\"], \"session_ids\": [\"c53202c2-dcbb-4502-988c-d505ce8b968f\", \"74eff3bd-04e0-46e1-b6d1-4335fe80a946\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.169}}]\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": "I'd like to be informed about 3 users who don't live in cities Jakarta, Hanoi , moreover carry out sorting by app usage time per week 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{\"31542\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-07-05 18:09:27.000000+00:00\", \"2022-03-27 12:56:44.000000+00:00\"], \"session_ids\": [\"5629df91-dcbe-4ceb-aaba-c2f9f3aa1686\", \"f35f1336-c823-4633-a5fa-a19db11339e0\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 22.6}, \"18995\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-30 11:32:43.000000+00:00\", \"2019-04-05 00:09:13.000000+00:00\", \"2020-06-15 22:06:24.000000+00:00\"], \"session_ids\": [\"884c4b08-3faa-4fd9-a184-0457aa06028e\", \"b618056c-4348-4f1b-84da-0270f071b5ee\", \"e7b7ac07-28c5-4594-b949-f7df1e8b95a1\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.106}, \"70851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-27 11:11:17.000000+00:00\", \"2019-06-09 04:13:40.000000+00:00\"], \"session_ids\": [\"5161a402-cafc-415d-8761-c18c5cc4bf52\", \"bbc394d6-f693-4ca8-98ba-dbc111db2e5f\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 1.967}, \"57784\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-23 05:32:33.000000+00:00\", \"2023-06-22 14:50:11.000000+00:00\", \"2022-10-31 13:10:08.000000+00:00\"], \"session_ids\": [\"45680efa-6c05-48ad-9134-1fbb7d36e750\", \"77a1464e-ec92-4c19-9403-86f33ee9d3eb\", \"03f18613-8a12-4fa0-bd6d-52f336d39b12\"], \"total_duration\": 736.0, \"total_sessions\": 3, \"mean_week_duration\": 3.833}, \"28563\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-02 14:35:44.000000+00:00\", \"2023-05-30 09:06:32.000000+00:00\", \"2019-09-20 13:08:52.000000+00:00\"], \"session_ids\": [\"940a15c7-91d7-4c05-a04e-d2a6cc532887\", \"ea27536f-bf4c-4309-93c2-2d5cd415692f\", \"bd1bbef2-3468-406f-b0e8-9bf8b230dadf\"], \"total_duration\": 514.0, \"total_sessions\": 3, \"mean_week_duration\": 2.663}, \"20688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-20 20:21:06.000000+00:00\", \"2020-05-21 20:42:42.000000+00:00\", \"2020-06-25 00:32:38.000000+00:00\", \"2023-01-17 04:00:39.000000+00:00\", \"2022-01-15 18:12:32.000000+00:00\", \"2022-03-07 16:49:25.000000+00:00\", \"2021-05-01 03:06:54.000000+00:00\"], \"session_ids\": [\"6411e105-a70e-4abf-86b4-713265b4b61d\", \"3ed8df5c-0f64-4246-9c3f-0bc5e834fbd3\", \"a7ec9fb6-6c84-41f0-9a93-5e26d48a355e\", \"ca5bd4f6-7beb-4e7a-8600-710a84dbccfa\", \"059af3a4-af51-4dd8-857c-e75aa9d55b52\", \"23f80629-27eb-48e0-8169-24aef715836a\", \"adcd7b11-5ff6-4a57-995c-92da7783a804\"], \"total_duration\": 2867.0, \"total_sessions\": 7, \"mean_week_duration\": 20.626}, \"59811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-07 05:57:45.000000+00:00\", \"2021-07-07 22:31:39.000000+00:00\"], \"session_ids\": [\"8188d72b-70af-4083-82e3-3a45b11a9907\", \"80d918e7-0ee7-41ca-b4a7-4991cdbe496a\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 7.318}, \"29512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-06-07 00:48:43.000000+00:00\", \"2021-05-05 09:50:56.000000+00:00\"], \"session_ids\": [\"14ad71a2-1d0e-411e-afe8-1e22640bc424\", \"ba8922ad-7aa8-462e-a060-96f3cb9fe0b0\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.62}, \"78392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-23 08:02:09.000000+00:00\", \"2021-09-22 03:26:21.000000+00:00\"], \"session_ids\": [\"576384b0-4c13-440e-b8ae-87260778b60b\", \"f0b0555a-2965-4cb1-9de7-88f297b19e13\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.239}, \"61444\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-07-16 15:29:40.000000+00:00\", \"2020-05-14 13:19:40.000000+00:00\"], \"session_ids\": [\"f333c04e-faab-4854-9caf-d32aa949598a\", \"f67a2f96-a4d9-49d7-8e62-0cdd84f7c9de\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Jakarta, Hanoi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Jakarta\", \"Hanoi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31542\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-07-05 18:09:27.000000+00:00\", \"2022-03-27 12:56:44.000000+00:00\"], \"session_ids\": [\"5629df91-dcbe-4ceb-aaba-c2f9f3aa1686\", \"f35f1336-c823-4633-a5fa-a19db11339e0\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 22.6}, \"18995\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-30 11:32:43.000000+00:00\", \"2019-04-05 00:09:13.000000+00:00\", \"2020-06-15 22:06:24.000000+00:00\"], \"session_ids\": [\"884c4b08-3faa-4fd9-a184-0457aa06028e\", \"b618056c-4348-4f1b-84da-0270f071b5ee\", \"e7b7ac07-28c5-4594-b949-f7df1e8b95a1\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.106}, \"70851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-27 11:11:17.000000+00:00\", \"2019-06-09 04:13:40.000000+00:00\"], \"session_ids\": [\"5161a402-cafc-415d-8761-c18c5cc4bf52\", \"bbc394d6-f693-4ca8-98ba-dbc111db2e5f\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 1.967}, \"57784\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-23 05:32:33.000000+00:00\", \"2023-06-22 14:50:11.000000+00:00\", \"2022-10-31 13:10:08.000000+00:00\"], \"session_ids\": [\"45680efa-6c05-48ad-9134-1fbb7d36e750\", \"77a1464e-ec92-4c19-9403-86f33ee9d3eb\", \"03f18613-8a12-4fa0-bd6d-52f336d39b12\"], \"total_duration\": 736.0, \"total_sessions\": 3, \"mean_week_duration\": 3.833}, \"28563\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-02 14:35:44.000000+00:00\", \"2023-05-30 09:06:32.000000+00:00\", \"2019-09-20 13:08:52.000000+00:00\"], \"session_ids\": [\"940a15c7-91d7-4c05-a04e-d2a6cc532887\", \"ea27536f-bf4c-4309-93c2-2d5cd415692f\", \"bd1bbef2-3468-406f-b0e8-9bf8b230dadf\"], \"total_duration\": 514.0, \"total_sessions\": 3, \"mean_week_duration\": 2.663}, \"20688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-20 20:21:06.000000+00:00\", \"2020-05-21 20:42:42.000000+00:00\", \"2020-06-25 00:32:38.000000+00:00\", \"2023-01-17 04:00:39.000000+00:00\", \"2022-01-15 18:12:32.000000+00:00\", \"2022-03-07 16:49:25.000000+00:00\", \"2021-05-01 03:06:54.000000+00:00\"], \"session_ids\": [\"6411e105-a70e-4abf-86b4-713265b4b61d\", \"3ed8df5c-0f64-4246-9c3f-0bc5e834fbd3\", \"a7ec9fb6-6c84-41f0-9a93-5e26d48a355e\", \"ca5bd4f6-7beb-4e7a-8600-710a84dbccfa\", \"059af3a4-af51-4dd8-857c-e75aa9d55b52\", \"23f80629-27eb-48e0-8169-24aef715836a\", \"adcd7b11-5ff6-4a57-995c-92da7783a804\"], \"total_duration\": 2867.0, \"total_sessions\": 7, \"mean_week_duration\": 20.626}, \"59811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-07 05:57:45.000000+00:00\", \"2021-07-07 22:31:39.000000+00:00\"], \"session_ids\": [\"8188d72b-70af-4083-82e3-3a45b11a9907\", \"80d918e7-0ee7-41ca-b4a7-4991cdbe496a\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 7.318}, \"29512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-06-07 00:48:43.000000+00:00\", \"2021-05-05 09:50:56.000000+00:00\"], \"session_ids\": [\"14ad71a2-1d0e-411e-afe8-1e22640bc424\", \"ba8922ad-7aa8-462e-a060-96f3cb9fe0b0\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.62}, \"78392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-23 08:02:09.000000+00:00\", \"2021-09-22 03:26:21.000000+00:00\"], \"session_ids\": [\"576384b0-4c13-440e-b8ae-87260778b60b\", \"f0b0555a-2965-4cb1-9de7-88f297b19e13\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.239}, \"61444\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-07-16 15:29:40.000000+00:00\", \"2020-05-14 13:19:40.000000+00:00\"], \"session_ids\": [\"f333c04e-faab-4854-9caf-d32aa949598a\", \"f67a2f96-a4d9-49d7-8e62-0cdd84f7c9de\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"31542\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-07-05 18:09:27.000000+00:00\", \"2022-03-27 12:56:44.000000+00:00\"], \"session_ids\": [\"5629df91-dcbe-4ceb-aaba-c2f9f3aa1686\", \"f35f1336-c823-4633-a5fa-a19db11339e0\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 22.6}}, {\"20688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-20 20:21:06.000000+00:00\", \"2020-05-21 20:42:42.000000+00:00\", \"2020-06-25 00:32:38.000000+00:00\", \"2023-01-17 04:00:39.000000+00:00\", \"2022-01-15 18:12:32.000000+00:00\", \"2022-03-07 16:49:25.000000+00:00\", \"2021-05-01 03:06:54.000000+00:00\"], \"session_ids\": [\"6411e105-a70e-4abf-86b4-713265b4b61d\", \"3ed8df5c-0f64-4246-9c3f-0bc5e834fbd3\", \"a7ec9fb6-6c84-41f0-9a93-5e26d48a355e\", \"ca5bd4f6-7beb-4e7a-8600-710a84dbccfa\", \"059af3a4-af51-4dd8-857c-e75aa9d55b52\", \"23f80629-27eb-48e0-8169-24aef715836a\", \"adcd7b11-5ff6-4a57-995c-92da7783a804\"], \"total_duration\": 2867.0, \"total_sessions\": 7, \"mean_week_duration\": 20.626}}, {\"61444\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-07-16 15:29:40.000000+00:00\", \"2020-05-14 13:19:40.000000+00:00\"], \"session_ids\": [\"f333c04e-faab-4854-9caf-d32aa949598a\", \"f67a2f96-a4d9-49d7-8e62-0cdd84f7c9de\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}}, {\"59811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-07 05:57:45.000000+00:00\", \"2021-07-07 22:31:39.000000+00:00\"], \"session_ids\": [\"8188d72b-70af-4083-82e3-3a45b11a9907\", \"80d918e7-0ee7-41ca-b4a7-4991cdbe496a\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 7.318}}, {\"57784\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-23 05:32:33.000000+00:00\", \"2023-06-22 14:50:11.000000+00:00\", \"2022-10-31 13:10:08.000000+00:00\"], \"session_ids\": [\"45680efa-6c05-48ad-9134-1fbb7d36e750\", \"77a1464e-ec92-4c19-9403-86f33ee9d3eb\", \"03f18613-8a12-4fa0-bd6d-52f336d39b12\"], \"total_duration\": 736.0, \"total_sessions\": 3, \"mean_week_duration\": 3.833}}, {\"18995\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-30 11:32:43.000000+00:00\", \"2019-04-05 00:09:13.000000+00:00\", \"2020-06-15 22:06:24.000000+00:00\"], \"session_ids\": [\"884c4b08-3faa-4fd9-a184-0457aa06028e\", \"b618056c-4348-4f1b-84da-0270f071b5ee\", \"e7b7ac07-28c5-4594-b949-f7df1e8b95a1\"], \"total_duration\": 323.0, \"total_sessions\": 3, \"mean_week_duration\": 3.106}}, {\"28563\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-02 14:35:44.000000+00:00\", \"2023-05-30 09:06:32.000000+00:00\", \"2019-09-20 13:08:52.000000+00:00\"], \"session_ids\": [\"940a15c7-91d7-4c05-a04e-d2a6cc532887\", \"ea27536f-bf4c-4309-93c2-2d5cd415692f\", \"bd1bbef2-3468-406f-b0e8-9bf8b230dadf\"], \"total_duration\": 514.0, \"total_sessions\": 3, \"mean_week_duration\": 2.663}}, {\"70851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-27 11:11:17.000000+00:00\", \"2019-06-09 04:13:40.000000+00:00\"], \"session_ids\": [\"5161a402-cafc-415d-8761-c18c5cc4bf52\", \"bbc394d6-f693-4ca8-98ba-dbc111db2e5f\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 1.967}}, {\"29512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-06-07 00:48:43.000000+00:00\", \"2021-05-05 09:50:56.000000+00:00\"], \"session_ids\": [\"14ad71a2-1d0e-411e-afe8-1e22640bc424\", \"ba8922ad-7aa8-462e-a060-96f3cb9fe0b0\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.62}}, {\"78392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-23 08:02:09.000000+00:00\", \"2021-09-22 03:26:21.000000+00:00\"], \"session_ids\": [\"576384b0-4c13-440e-b8ae-87260778b60b\", \"f0b0555a-2965-4cb1-9de7-88f297b19e13\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.239}}]\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[{\"31542\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-07-05 18:09:27.000000+00:00\", \"2022-03-27 12:56:44.000000+00:00\"], \"session_ids\": [\"5629df91-dcbe-4ceb-aaba-c2f9f3aa1686\", \"f35f1336-c823-4633-a5fa-a19db11339e0\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 22.6}}, {\"20688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-20 20:21:06.000000+00:00\", \"2020-05-21 20:42:42.000000+00:00\", \"2020-06-25 00:32:38.000000+00:00\", \"2023-01-17 04:00:39.000000+00:00\", \"2022-01-15 18:12:32.000000+00:00\", \"2022-03-07 16:49:25.000000+00:00\", \"2021-05-01 03:06:54.000000+00:00\"], \"session_ids\": [\"6411e105-a70e-4abf-86b4-713265b4b61d\", \"3ed8df5c-0f64-4246-9c3f-0bc5e834fbd3\", \"a7ec9fb6-6c84-41f0-9a93-5e26d48a355e\", \"ca5bd4f6-7beb-4e7a-8600-710a84dbccfa\", \"059af3a4-af51-4dd8-857c-e75aa9d55b52\", \"23f80629-27eb-48e0-8169-24aef715836a\", \"adcd7b11-5ff6-4a57-995c-92da7783a804\"], \"total_duration\": 2867.0, \"total_sessions\": 7, \"mean_week_duration\": 20.626}}, {\"61444\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-07-16 15:29:40.000000+00:00\", \"2020-05-14 13:19:40.000000+00:00\"], \"session_ids\": [\"f333c04e-faab-4854-9caf-d32aa949598a\", \"f67a2f96-a4d9-49d7-8e62-0cdd84f7c9de\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}}]\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[{\"31542\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-07-05 18:09:27.000000+00:00\", \"2022-03-27 12:56:44.000000+00:00\"], \"session_ids\": [\"5629df91-dcbe-4ceb-aaba-c2f9f3aa1686\", \"f35f1336-c823-4633-a5fa-a19db11339e0\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 22.6}}, {\"20688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-20 20:21:06.000000+00:00\", \"2020-05-21 20:42:42.000000+00:00\", \"2020-06-25 00:32:38.000000+00:00\", \"2023-01-17 04:00:39.000000+00:00\", \"2022-01-15 18:12:32.000000+00:00\", \"2022-03-07 16:49:25.000000+00:00\", \"2021-05-01 03:06:54.000000+00:00\"], \"session_ids\": [\"6411e105-a70e-4abf-86b4-713265b4b61d\", \"3ed8df5c-0f64-4246-9c3f-0bc5e834fbd3\", \"a7ec9fb6-6c84-41f0-9a93-5e26d48a355e\", \"ca5bd4f6-7beb-4e7a-8600-710a84dbccfa\", \"059af3a4-af51-4dd8-857c-e75aa9d55b52\", \"23f80629-27eb-48e0-8169-24aef715836a\", \"adcd7b11-5ff6-4a57-995c-92da7783a804\"], \"total_duration\": 2867.0, \"total_sessions\": 7, \"mean_week_duration\": 20.626}}, {\"61444\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-07-16 15:29:40.000000+00:00\", \"2020-05-14 13:19:40.000000+00:00\"], \"session_ids\": [\"f333c04e-faab-4854-9caf-d32aa949598a\", \"f67a2f96-a4d9-49d7-8e62-0cdd84f7c9de\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 5 users who have duration summation of sessions per week greater than 29 and strictly less than 2 additionaly implement sorting by duration summation of sessions per week desc as well as show me only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-12-13 19:39:10.000000+00:00\", \"2020-03-13 20:58:44.000000+00:00\", \"2020-06-09 06:49:59.000000+00:00\", \"2023-03-20 23:45:03.000000+00:00\"], \"session_ids\": [\"00ac9d57-27c1-499e-a4df-d9df371af43a\", \"b0e9a83c-4e96-4dfa-872e-f58a91d6d915\", \"58ebe749-6c36-494e-acd0-cd39556fda58\", \"7e695d6f-59b2-482d-9262-6ddeb55be155\"], \"total_duration\": 891.0, \"total_sessions\": 4, \"mean_week_duration\": 5.639}, \"78281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-08-25 03:13:49.000000+00:00\", \"2022-05-12 20:57:24.000000+00:00\"], \"session_ids\": [\"7c90c023-6f57-4aa6-9423-8cad5d557fb4\", \"bb7410c5-15a4-4474-a507-800d4619cd8d\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 4.6}, \"71431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-27 15:35:09.000000+00:00\", \"2019-12-10 01:21:22.000000+00:00\", \"2021-02-08 02:27:00.000000+00:00\", \"2023-02-08 12:22:20.000000+00:00\"], \"session_ids\": [\"02c67765-68ab-463a-988e-4323c4273b62\", \"2d9d6a3d-5bc7-4edc-980e-e1f053ca6cd4\", \"8555e31b-5544-488b-9715-c0c0d87a29f3\", \"353b8672-165f-4d1d-bd47-c6753633b4c0\"], \"total_duration\": 1525.0, \"total_sessions\": 4, \"mean_week_duration\": 9.187}, \"76485\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-21 10:20:06.000000+00:00\", \"2022-07-06 10:11:41.000000+00:00\", \"2022-08-07 14:29:42.000000+00:00\"], \"session_ids\": [\"998d7ae2-9b0f-484c-84f1-c4b1f400b29f\", \"0a505a3e-3765-401d-b390-1137c39355b8\", \"12d89553-f2a1-4186-b1cb-2561cd89cab4\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 1.395}, \"66209\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-17 00:27:53.000000+00:00\", \"2023-03-12 15:23:51.000000+00:00\", \"2023-06-18 22:21:22.000000+00:00\", \"2020-10-19 16:27:22.000000+00:00\", \"2021-05-20 05:34:13.000000+00:00\", \"2022-01-27 10:46:58.000000+00:00\"], \"session_ids\": [\"d8154df3-140d-472e-8843-0d5da4eeeeab\", \"7fd63059-9c6e-4569-be3e-7f6f735f7ca7\", \"1ff0d827-358f-4d56-bb31-3d40d8d5a276\", \"61095bd3-879f-4ae9-a5d6-21e77d51c26b\", \"5186d398-4fef-45d4-b76e-5f7b8c798efd\", \"02bf4ac7-d2b5-4038-84fb-25ecf8af5fdd\"], \"total_duration\": 2155.0, \"total_sessions\": 6, \"mean_week_duration\": 15.504}, \"92243\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-19 04:22:21.000000+00:00\", \"2020-03-03 05:05:00.000000+00:00\", \"2020-06-11 16:54:44.000000+00:00\", \"2022-10-22 18:00:01.000000+00:00\", \"2022-09-24 02:16:15.000000+00:00\"], \"session_ids\": [\"3adc2d49-688f-4de7-a294-e9d2b9602535\", \"3345b81d-e8a9-4dce-a267-977f409528e1\", \"a404a51f-0d7d-4fbd-850d-b4d5412f3a04\", \"c4f28d58-0d2b-4700-ae10-0402f0898906\", \"489afc3e-1852-4e10-8009-89a8f644013f\"], \"total_duration\": 177.0, \"total_sessions\": 5, \"mean_week_duration\": 1.283}, \"27543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-25 04:17:53.000000+00:00\", \"2020-01-19 22:53:51.000000+00:00\", \"2019-07-01 18:56:41.000000+00:00\", \"2021-09-01 22:34:57.000000+00:00\", \"2021-07-10 07:00:52.000000+00:00\"], \"session_ids\": [\"4b1d1180-274b-478c-b2cb-9b3fa0b5347c\", \"0b5cdc3e-0d38-401d-a44f-36a202b56431\", \"e7b1c09e-f28c-4110-a0dc-082fbc645d80\", \"718e707e-954a-4be7-8524-0bf08e649d38\", \"bd0fe54b-a15d-4c94-92b1-dbca4637b104\"], \"total_duration\": 273.0, \"total_sessions\": 5, \"mean_week_duration\": 2.395}, \"56126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-24 12:40:09.000000+00:00\", \"2021-05-30 05:50:51.000000+00:00\"], \"session_ids\": [\"c3a4a874-9a61-4fb8-a967-5b7f1ff360cf\", \"3b16a9ef-6385-4c50-93e7-4795aab5bb60\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.545}, \"46304\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-10-04 16:32:49.000000+00:00\", \"2021-06-19 21:53:34.000000+00:00\"], \"session_ids\": [\"0c1ce8c0-31ef-40a2-b776-eacfc07c2e1e\", \"d8403193-7fb1-4d22-8528-75691aa6ffde\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 7.062}, \"67438\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-31 11:39:52.000000+00:00\", \"2020-07-02 03:22:03.000000+00:00\", \"2023-04-03 06:40:47.000000+00:00\", \"2020-09-15 04:25:08.000000+00:00\"], \"session_ids\": [\"8596d565-4a89-4a3f-89e2-e92607685ace\", \"0c08a842-d072-4cef-afbe-587a61eaf0bf\", \"22bf60ef-d9fd-47f7-89e1-cd18c103cee4\", \"1ef6286e-6090-46a8-898b-ac17af75ea25\"], \"total_duration\": 2070.0, \"total_sessions\": 4, \"mean_week_duration\": 14.375}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 2 and are equal or greater than 29" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[2, 29]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76485\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-21 10:20:06.000000+00:00\", \"2022-07-06 10:11:41.000000+00:00\", \"2022-08-07 14:29:42.000000+00:00\"], \"session_ids\": [\"998d7ae2-9b0f-484c-84f1-c4b1f400b29f\", \"0a505a3e-3765-401d-b390-1137c39355b8\", \"12d89553-f2a1-4186-b1cb-2561cd89cab4\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 1.395}, \"92243\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-19 04:22:21.000000+00:00\", \"2020-03-03 05:05:00.000000+00:00\", \"2020-06-11 16:54:44.000000+00:00\", \"2022-10-22 18:00:01.000000+00:00\", \"2022-09-24 02:16:15.000000+00:00\"], \"session_ids\": [\"3adc2d49-688f-4de7-a294-e9d2b9602535\", \"3345b81d-e8a9-4dce-a267-977f409528e1\", \"a404a51f-0d7d-4fbd-850d-b4d5412f3a04\", \"c4f28d58-0d2b-4700-ae10-0402f0898906\", \"489afc3e-1852-4e10-8009-89a8f644013f\"], \"total_duration\": 177.0, \"total_sessions\": 5, \"mean_week_duration\": 1.283}, \"56126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-24 12:40:09.000000+00:00\", \"2021-05-30 05:50:51.000000+00:00\"], \"session_ids\": [\"c3a4a874-9a61-4fb8-a967-5b7f1ff360cf\", \"3b16a9ef-6385-4c50-93e7-4795aab5bb60\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.545}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76485\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-21 10:20:06.000000+00:00\", \"2022-07-06 10:11:41.000000+00:00\", \"2022-08-07 14:29:42.000000+00:00\"], \"session_ids\": [\"998d7ae2-9b0f-484c-84f1-c4b1f400b29f\", \"0a505a3e-3765-401d-b390-1137c39355b8\", \"12d89553-f2a1-4186-b1cb-2561cd89cab4\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 1.395}}, {\"92243\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-19 04:22:21.000000+00:00\", \"2020-03-03 05:05:00.000000+00:00\", \"2020-06-11 16:54:44.000000+00:00\", \"2022-10-22 18:00:01.000000+00:00\", \"2022-09-24 02:16:15.000000+00:00\"], \"session_ids\": [\"3adc2d49-688f-4de7-a294-e9d2b9602535\", \"3345b81d-e8a9-4dce-a267-977f409528e1\", \"a404a51f-0d7d-4fbd-850d-b4d5412f3a04\", \"c4f28d58-0d2b-4700-ae10-0402f0898906\", \"489afc3e-1852-4e10-8009-89a8f644013f\"], \"total_duration\": 177.0, \"total_sessions\": 5, \"mean_week_duration\": 1.283}}, {\"56126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-24 12:40:09.000000+00:00\", \"2021-05-30 05:50:51.000000+00:00\"], \"session_ids\": [\"c3a4a874-9a61-4fb8-a967-5b7f1ff360cf\", \"3b16a9ef-6385-4c50-93e7-4795aab5bb60\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.545}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76485\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-21 10:20:06.000000+00:00\", \"2022-07-06 10:11:41.000000+00:00\", \"2022-08-07 14:29:42.000000+00:00\"], \"session_ids\": [\"998d7ae2-9b0f-484c-84f1-c4b1f400b29f\", \"0a505a3e-3765-401d-b390-1137c39355b8\", \"12d89553-f2a1-4186-b1cb-2561cd89cab4\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 1.395}}, {\"92243\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-19 04:22:21.000000+00:00\", \"2020-03-03 05:05:00.000000+00:00\", \"2020-06-11 16:54:44.000000+00:00\", \"2022-10-22 18:00:01.000000+00:00\", \"2022-09-24 02:16:15.000000+00:00\"], \"session_ids\": [\"3adc2d49-688f-4de7-a294-e9d2b9602535\", \"3345b81d-e8a9-4dce-a267-977f409528e1\", \"a404a51f-0d7d-4fbd-850d-b4d5412f3a04\", \"c4f28d58-0d2b-4700-ae10-0402f0898906\", \"489afc3e-1852-4e10-8009-89a8f644013f\"], \"total_duration\": 177.0, \"total_sessions\": 5, \"mean_week_duration\": 1.283}}, {\"56126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-24 12:40:09.000000+00:00\", \"2021-05-30 05:50:51.000000+00:00\"], \"session_ids\": [\"c3a4a874-9a61-4fb8-a967-5b7f1ff360cf\", \"3b16a9ef-6385-4c50-93e7-4795aab5bb60\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.545}}]\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[{\"76485\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-21 10:20:06.000000+00:00\", \"2022-07-06 10:11:41.000000+00:00\", \"2022-08-07 14:29:42.000000+00:00\"], \"session_ids\": [\"998d7ae2-9b0f-484c-84f1-c4b1f400b29f\", \"0a505a3e-3765-401d-b390-1137c39355b8\", \"12d89553-f2a1-4186-b1cb-2561cd89cab4\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 1.395}}, {\"92243\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-19 04:22:21.000000+00:00\", \"2020-03-03 05:05:00.000000+00:00\", \"2020-06-11 16:54:44.000000+00:00\", \"2022-10-22 18:00:01.000000+00:00\", \"2022-09-24 02:16:15.000000+00:00\"], \"session_ids\": [\"3adc2d49-688f-4de7-a294-e9d2b9602535\", \"3345b81d-e8a9-4dce-a267-977f409528e1\", \"a404a51f-0d7d-4fbd-850d-b4d5412f3a04\", \"c4f28d58-0d2b-4700-ae10-0402f0898906\", \"489afc3e-1852-4e10-8009-89a8f644013f\"], \"total_duration\": 177.0, \"total_sessions\": 5, \"mean_week_duration\": 1.283}}, {\"56126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-24 12:40:09.000000+00:00\", \"2021-05-30 05:50:51.000000+00:00\"], \"session_ids\": [\"c3a4a874-9a61-4fb8-a967-5b7f1ff360cf\", \"3b16a9ef-6385-4c50-93e7-4795aab5bb60\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.545}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 5 users who have all sessions quantity larger than 2 (not including) as well as carry out sorting by median of duration of sessions per week 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{\"18759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 21:26:18.000000+00:00\", \"2019-04-29 10:45:55.000000+00:00\", \"2021-02-16 19:50:22.000000+00:00\", \"2020-01-24 23:36:37.000000+00:00\", \"2020-07-04 17:24:56.000000+00:00\", \"2020-11-19 05:27:19.000000+00:00\"], \"session_ids\": [\"f7abe757-4052-4a2f-84cf-a49cc7057b50\", \"30be728d-8f99-4c9d-867f-ca5aae17e76b\", \"cbc51e3a-0dd1-4df9-8b03-23aaf0936e0d\", \"e2de1e32-3d4d-4d1f-9a1c-e13e6fdb511f\", \"e3e9d557-be70-487c-bff0-4de416730dbc\", \"8bd25eda-3b28-468e-bd6a-ef1baa1f578b\"], \"total_duration\": 5554.0, \"total_sessions\": 6, \"mean_week_duration\": 30.185}, \"15390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-21 11:56:47.000000+00:00\", \"2022-04-04 23:46:46.000000+00:00\"], \"session_ids\": [\"ca48154f-3656-48d6-85ea-ff948cf92c96\", \"5b94372d-1d80-44d6-bd8d-26de81abf8ed\"], \"total_duration\": 482.0, \"total_sessions\": 2, \"mean_week_duration\": 8.169}, \"7749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-12-06 01:05:52.000000+00:00\", \"2019-09-23 14:23:59.000000+00:00\", \"2019-10-20 01:53:59.000000+00:00\", \"2019-03-15 00:15:02.000000+00:00\", \"2019-12-10 04:23:21.000000+00:00\"], \"session_ids\": [\"14037863-889d-4aec-aa4a-405a569341bf\", \"8524c9c4-f9d6-4cf2-af4c-154029bbe15a\", \"d649fe7a-8d7b-4aba-a214-99960722b522\", \"a3a5df27-8ef7-4bca-8003-349451162f3e\", \"076e083b-b92d-44b7-9071-cd8439b67bd4\"], \"total_duration\": 1859.0, \"total_sessions\": 5, \"mean_week_duration\": 13.0}, \"12415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-11 06:01:47.000000+00:00\", \"2022-11-21 04:04:54.000000+00:00\", \"2023-05-14 16:30:22.000000+00:00\"], \"session_ids\": [\"17ac9e0f-9d23-4e5b-87c9-782f50b65cb2\", \"cb0aa9cf-4359-408d-b9a6-127a04cc20fd\", \"d1599d90-4ab2-4ff4-8bbb-a6a9fc7bc957\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 5.629}, \"29534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-11-15 09:44:55.000000+00:00\", \"2020-09-05 05:25:40.000000+00:00\"], \"session_ids\": [\"9e399292-0240-4cbc-b99f-3c63d02fe4a7\", \"7416a9a4-fa44-47c5-843b-015d4ef79cef\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 2.364}, \"26959\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-04 08:47:40.000000+00:00\", \"2021-07-27 06:47:43.000000+00:00\", \"2022-10-17 19:43:09.000000+00:00\"], \"session_ids\": [\"d00bb643-42d2-47e7-8ad1-c289691ec875\", \"997f9222-2e84-487b-8e49-fa08d7515613\", \"bf3c7c8c-37a0-4301-a258-8ee5180e4eaa\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.546}, \"92803\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-18 04:23:26.000000+00:00\", \"2019-01-06 11:29:07.000000+00:00\", \"2019-05-25 10:30:45.000000+00:00\"], \"session_ids\": [\"38f72579-5cf3-4f01-8705-45b7356fdb95\", \"ad7feacf-351c-4f83-89be-7140a60bb17f\", \"32865865-8f2c-4790-b1fe-f8b0fff3163c\"], \"total_duration\": 837.0, \"total_sessions\": 3, \"mean_week_duration\": 29.893}, \"94911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-16 02:23:18.000000+00:00\", \"2019-09-18 13:56:38.000000+00:00\"], \"session_ids\": [\"fd0a3228-f093-4654-8d51-10e501bbe502\", \"a21e004e-89ce-4ad6-8001-6dcf1f3f65b3\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.115}, \"28696\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-12-03 16:36:53.000000+00:00\", \"2021-05-03 09:34:42.000000+00:00\"], \"session_ids\": [\"af49a13c-d5cd-4d5e-b576-023d7de281ea\", \"d3470731-9fe3-4da0-aa70-05d696e7896e\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 3.935}, \"92036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-09 18:38:24.000000+00:00\", \"2019-08-21 14:03:35.000000+00:00\", \"2022-02-06 04:37:43.000000+00:00\", \"2019-06-23 10:14:38.000000+00:00\", \"2022-02-07 22:59:12.000000+00:00\", \"2020-12-09 17:32:03.000000+00:00\", \"2023-02-25 19:17:55.000000+00:00\", \"2020-02-18 14:33:28.000000+00:00\", \"2023-01-09 10:41:16.000000+00:00\", \"2020-04-08 20:28:34.000000+00:00\", \"2020-05-13 09:32:33.000000+00:00\"], \"session_ids\": [\"baf0e1cf-2c42-4334-8d37-3fbb9a79cdf5\", \"e3792f44-9efb-414a-8f76-a97191147969\", \"e00baf68-3195-42a5-aeef-96be3a2c4875\", \"c20d2ba4-f1d7-413d-aec7-915882b53852\", \"5b92802f-420c-4da7-b89e-388383bc9496\", \"17c14d80-b395-4976-a351-c2d60c330691\", \"9185fe8a-b2eb-44e9-9d82-636470cdca90\", \"260307ba-245b-4593-82e4-9ca17d40a0b4\", \"f28769ff-490d-4c91-8526-11e6ad20dcf5\", \"146bfd1d-4c95-4285-92f6-cbc745ce54b5\", \"493e896a-6095-485a-a5b4-4214432a75c0\"], \"total_duration\": 2721.0, \"total_sessions\": 11, \"mean_week_duration\": 14.172}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 21:26:18.000000+00:00\", \"2019-04-29 10:45:55.000000+00:00\", \"2021-02-16 19:50:22.000000+00:00\", \"2020-01-24 23:36:37.000000+00:00\", \"2020-07-04 17:24:56.000000+00:00\", \"2020-11-19 05:27:19.000000+00:00\"], \"session_ids\": [\"f7abe757-4052-4a2f-84cf-a49cc7057b50\", \"30be728d-8f99-4c9d-867f-ca5aae17e76b\", \"cbc51e3a-0dd1-4df9-8b03-23aaf0936e0d\", \"e2de1e32-3d4d-4d1f-9a1c-e13e6fdb511f\", \"e3e9d557-be70-487c-bff0-4de416730dbc\", \"8bd25eda-3b28-468e-bd6a-ef1baa1f578b\"], \"total_duration\": 5554.0, \"total_sessions\": 6, \"mean_week_duration\": 30.185}, \"7749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-12-06 01:05:52.000000+00:00\", \"2019-09-23 14:23:59.000000+00:00\", \"2019-10-20 01:53:59.000000+00:00\", \"2019-03-15 00:15:02.000000+00:00\", \"2019-12-10 04:23:21.000000+00:00\"], \"session_ids\": [\"14037863-889d-4aec-aa4a-405a569341bf\", \"8524c9c4-f9d6-4cf2-af4c-154029bbe15a\", \"d649fe7a-8d7b-4aba-a214-99960722b522\", \"a3a5df27-8ef7-4bca-8003-349451162f3e\", \"076e083b-b92d-44b7-9071-cd8439b67bd4\"], \"total_duration\": 1859.0, \"total_sessions\": 5, \"mean_week_duration\": 13.0}, \"12415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-11 06:01:47.000000+00:00\", \"2022-11-21 04:04:54.000000+00:00\", \"2023-05-14 16:30:22.000000+00:00\"], \"session_ids\": [\"17ac9e0f-9d23-4e5b-87c9-782f50b65cb2\", \"cb0aa9cf-4359-408d-b9a6-127a04cc20fd\", \"d1599d90-4ab2-4ff4-8bbb-a6a9fc7bc957\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 5.629}, \"26959\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-04 08:47:40.000000+00:00\", \"2021-07-27 06:47:43.000000+00:00\", \"2022-10-17 19:43:09.000000+00:00\"], \"session_ids\": [\"d00bb643-42d2-47e7-8ad1-c289691ec875\", \"997f9222-2e84-487b-8e49-fa08d7515613\", \"bf3c7c8c-37a0-4301-a258-8ee5180e4eaa\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.546}, \"92803\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-18 04:23:26.000000+00:00\", \"2019-01-06 11:29:07.000000+00:00\", \"2019-05-25 10:30:45.000000+00:00\"], \"session_ids\": [\"38f72579-5cf3-4f01-8705-45b7356fdb95\", \"ad7feacf-351c-4f83-89be-7140a60bb17f\", \"32865865-8f2c-4790-b1fe-f8b0fff3163c\"], \"total_duration\": 837.0, \"total_sessions\": 3, \"mean_week_duration\": 29.893}, \"92036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-09 18:38:24.000000+00:00\", \"2019-08-21 14:03:35.000000+00:00\", \"2022-02-06 04:37:43.000000+00:00\", \"2019-06-23 10:14:38.000000+00:00\", \"2022-02-07 22:59:12.000000+00:00\", \"2020-12-09 17:32:03.000000+00:00\", \"2023-02-25 19:17:55.000000+00:00\", \"2020-02-18 14:33:28.000000+00:00\", \"2023-01-09 10:41:16.000000+00:00\", \"2020-04-08 20:28:34.000000+00:00\", \"2020-05-13 09:32:33.000000+00:00\"], \"session_ids\": [\"baf0e1cf-2c42-4334-8d37-3fbb9a79cdf5\", \"e3792f44-9efb-414a-8f76-a97191147969\", \"e00baf68-3195-42a5-aeef-96be3a2c4875\", \"c20d2ba4-f1d7-413d-aec7-915882b53852\", \"5b92802f-420c-4da7-b89e-388383bc9496\", \"17c14d80-b395-4976-a351-c2d60c330691\", \"9185fe8a-b2eb-44e9-9d82-636470cdca90\", \"260307ba-245b-4593-82e4-9ca17d40a0b4\", \"f28769ff-490d-4c91-8526-11e6ad20dcf5\", \"146bfd1d-4c95-4285-92f6-cbc745ce54b5\", \"493e896a-6095-485a-a5b4-4214432a75c0\"], \"total_duration\": 2721.0, \"total_sessions\": 11, \"mean_week_duration\": 14.172}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"18759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 21:26:18.000000+00:00\", \"2019-04-29 10:45:55.000000+00:00\", \"2021-02-16 19:50:22.000000+00:00\", \"2020-01-24 23:36:37.000000+00:00\", \"2020-07-04 17:24:56.000000+00:00\", \"2020-11-19 05:27:19.000000+00:00\"], \"session_ids\": [\"f7abe757-4052-4a2f-84cf-a49cc7057b50\", \"30be728d-8f99-4c9d-867f-ca5aae17e76b\", \"cbc51e3a-0dd1-4df9-8b03-23aaf0936e0d\", \"e2de1e32-3d4d-4d1f-9a1c-e13e6fdb511f\", \"e3e9d557-be70-487c-bff0-4de416730dbc\", \"8bd25eda-3b28-468e-bd6a-ef1baa1f578b\"], \"total_duration\": 5554.0, \"total_sessions\": 6, \"mean_week_duration\": 30.185}}, {\"92803\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-18 04:23:26.000000+00:00\", \"2019-01-06 11:29:07.000000+00:00\", \"2019-05-25 10:30:45.000000+00:00\"], \"session_ids\": [\"38f72579-5cf3-4f01-8705-45b7356fdb95\", \"ad7feacf-351c-4f83-89be-7140a60bb17f\", \"32865865-8f2c-4790-b1fe-f8b0fff3163c\"], \"total_duration\": 837.0, \"total_sessions\": 3, \"mean_week_duration\": 29.893}}, {\"92036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-09 18:38:24.000000+00:00\", \"2019-08-21 14:03:35.000000+00:00\", \"2022-02-06 04:37:43.000000+00:00\", \"2019-06-23 10:14:38.000000+00:00\", \"2022-02-07 22:59:12.000000+00:00\", \"2020-12-09 17:32:03.000000+00:00\", \"2023-02-25 19:17:55.000000+00:00\", \"2020-02-18 14:33:28.000000+00:00\", \"2023-01-09 10:41:16.000000+00:00\", \"2020-04-08 20:28:34.000000+00:00\", \"2020-05-13 09:32:33.000000+00:00\"], \"session_ids\": [\"baf0e1cf-2c42-4334-8d37-3fbb9a79cdf5\", \"e3792f44-9efb-414a-8f76-a97191147969\", \"e00baf68-3195-42a5-aeef-96be3a2c4875\", \"c20d2ba4-f1d7-413d-aec7-915882b53852\", \"5b92802f-420c-4da7-b89e-388383bc9496\", \"17c14d80-b395-4976-a351-c2d60c330691\", \"9185fe8a-b2eb-44e9-9d82-636470cdca90\", \"260307ba-245b-4593-82e4-9ca17d40a0b4\", \"f28769ff-490d-4c91-8526-11e6ad20dcf5\", \"146bfd1d-4c95-4285-92f6-cbc745ce54b5\", \"493e896a-6095-485a-a5b4-4214432a75c0\"], \"total_duration\": 2721.0, \"total_sessions\": 11, \"mean_week_duration\": 14.172}}, {\"7749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-12-06 01:05:52.000000+00:00\", \"2019-09-23 14:23:59.000000+00:00\", \"2019-10-20 01:53:59.000000+00:00\", \"2019-03-15 00:15:02.000000+00:00\", \"2019-12-10 04:23:21.000000+00:00\"], \"session_ids\": [\"14037863-889d-4aec-aa4a-405a569341bf\", \"8524c9c4-f9d6-4cf2-af4c-154029bbe15a\", \"d649fe7a-8d7b-4aba-a214-99960722b522\", \"a3a5df27-8ef7-4bca-8003-349451162f3e\", \"076e083b-b92d-44b7-9071-cd8439b67bd4\"], \"total_duration\": 1859.0, \"total_sessions\": 5, \"mean_week_duration\": 13.0}}, {\"12415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-11 06:01:47.000000+00:00\", \"2022-11-21 04:04:54.000000+00:00\", \"2023-05-14 16:30:22.000000+00:00\"], \"session_ids\": [\"17ac9e0f-9d23-4e5b-87c9-782f50b65cb2\", \"cb0aa9cf-4359-408d-b9a6-127a04cc20fd\", \"d1599d90-4ab2-4ff4-8bbb-a6a9fc7bc957\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 5.629}}, {\"26959\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-04 08:47:40.000000+00:00\", \"2021-07-27 06:47:43.000000+00:00\", \"2022-10-17 19:43:09.000000+00:00\"], \"session_ids\": [\"d00bb643-42d2-47e7-8ad1-c289691ec875\", \"997f9222-2e84-487b-8e49-fa08d7515613\", \"bf3c7c8c-37a0-4301-a258-8ee5180e4eaa\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.546}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 5 entries and exclude 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[{\"18759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 21:26:18.000000+00:00\", \"2019-04-29 10:45:55.000000+00:00\", \"2021-02-16 19:50:22.000000+00:00\", \"2020-01-24 23:36:37.000000+00:00\", \"2020-07-04 17:24:56.000000+00:00\", \"2020-11-19 05:27:19.000000+00:00\"], \"session_ids\": [\"f7abe757-4052-4a2f-84cf-a49cc7057b50\", \"30be728d-8f99-4c9d-867f-ca5aae17e76b\", \"cbc51e3a-0dd1-4df9-8b03-23aaf0936e0d\", \"e2de1e32-3d4d-4d1f-9a1c-e13e6fdb511f\", \"e3e9d557-be70-487c-bff0-4de416730dbc\", \"8bd25eda-3b28-468e-bd6a-ef1baa1f578b\"], \"total_duration\": 5554.0, \"total_sessions\": 6, \"mean_week_duration\": 30.185}}, {\"92803\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-18 04:23:26.000000+00:00\", \"2019-01-06 11:29:07.000000+00:00\", \"2019-05-25 10:30:45.000000+00:00\"], \"session_ids\": [\"38f72579-5cf3-4f01-8705-45b7356fdb95\", \"ad7feacf-351c-4f83-89be-7140a60bb17f\", \"32865865-8f2c-4790-b1fe-f8b0fff3163c\"], \"total_duration\": 837.0, \"total_sessions\": 3, \"mean_week_duration\": 29.893}}, {\"92036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-09 18:38:24.000000+00:00\", \"2019-08-21 14:03:35.000000+00:00\", \"2022-02-06 04:37:43.000000+00:00\", \"2019-06-23 10:14:38.000000+00:00\", \"2022-02-07 22:59:12.000000+00:00\", \"2020-12-09 17:32:03.000000+00:00\", \"2023-02-25 19:17:55.000000+00:00\", \"2020-02-18 14:33:28.000000+00:00\", \"2023-01-09 10:41:16.000000+00:00\", \"2020-04-08 20:28:34.000000+00:00\", \"2020-05-13 09:32:33.000000+00:00\"], \"session_ids\": [\"baf0e1cf-2c42-4334-8d37-3fbb9a79cdf5\", \"e3792f44-9efb-414a-8f76-a97191147969\", \"e00baf68-3195-42a5-aeef-96be3a2c4875\", \"c20d2ba4-f1d7-413d-aec7-915882b53852\", \"5b92802f-420c-4da7-b89e-388383bc9496\", \"17c14d80-b395-4976-a351-c2d60c330691\", \"9185fe8a-b2eb-44e9-9d82-636470cdca90\", \"260307ba-245b-4593-82e4-9ca17d40a0b4\", \"f28769ff-490d-4c91-8526-11e6ad20dcf5\", \"146bfd1d-4c95-4285-92f6-cbc745ce54b5\", \"493e896a-6095-485a-a5b4-4214432a75c0\"], \"total_duration\": 2721.0, \"total_sessions\": 11, \"mean_week_duration\": 14.172}}, {\"7749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-12-06 01:05:52.000000+00:00\", \"2019-09-23 14:23:59.000000+00:00\", \"2019-10-20 01:53:59.000000+00:00\", \"2019-03-15 00:15:02.000000+00:00\", \"2019-12-10 04:23:21.000000+00:00\"], \"session_ids\": [\"14037863-889d-4aec-aa4a-405a569341bf\", \"8524c9c4-f9d6-4cf2-af4c-154029bbe15a\", \"d649fe7a-8d7b-4aba-a214-99960722b522\", \"a3a5df27-8ef7-4bca-8003-349451162f3e\", \"076e083b-b92d-44b7-9071-cd8439b67bd4\"], \"total_duration\": 1859.0, \"total_sessions\": 5, \"mean_week_duration\": 13.0}}, {\"12415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-11 06:01:47.000000+00:00\", \"2022-11-21 04:04:54.000000+00:00\", \"2023-05-14 16:30:22.000000+00:00\"], \"session_ids\": [\"17ac9e0f-9d23-4e5b-87c9-782f50b65cb2\", \"cb0aa9cf-4359-408d-b9a6-127a04cc20fd\", \"d1599d90-4ab2-4ff4-8bbb-a6a9fc7bc957\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 5.629}}]\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[{\"18759\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 21:26:18.000000+00:00\", \"2019-04-29 10:45:55.000000+00:00\", \"2021-02-16 19:50:22.000000+00:00\", \"2020-01-24 23:36:37.000000+00:00\", \"2020-07-04 17:24:56.000000+00:00\", \"2020-11-19 05:27:19.000000+00:00\"], \"session_ids\": [\"f7abe757-4052-4a2f-84cf-a49cc7057b50\", \"30be728d-8f99-4c9d-867f-ca5aae17e76b\", \"cbc51e3a-0dd1-4df9-8b03-23aaf0936e0d\", \"e2de1e32-3d4d-4d1f-9a1c-e13e6fdb511f\", \"e3e9d557-be70-487c-bff0-4de416730dbc\", \"8bd25eda-3b28-468e-bd6a-ef1baa1f578b\"], \"total_duration\": 5554.0, \"total_sessions\": 6, \"mean_week_duration\": 30.185}}, {\"92803\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-18 04:23:26.000000+00:00\", \"2019-01-06 11:29:07.000000+00:00\", \"2019-05-25 10:30:45.000000+00:00\"], \"session_ids\": [\"38f72579-5cf3-4f01-8705-45b7356fdb95\", \"ad7feacf-351c-4f83-89be-7140a60bb17f\", \"32865865-8f2c-4790-b1fe-f8b0fff3163c\"], \"total_duration\": 837.0, \"total_sessions\": 3, \"mean_week_duration\": 29.893}}, {\"92036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-09 18:38:24.000000+00:00\", \"2019-08-21 14:03:35.000000+00:00\", \"2022-02-06 04:37:43.000000+00:00\", \"2019-06-23 10:14:38.000000+00:00\", \"2022-02-07 22:59:12.000000+00:00\", \"2020-12-09 17:32:03.000000+00:00\", \"2023-02-25 19:17:55.000000+00:00\", \"2020-02-18 14:33:28.000000+00:00\", \"2023-01-09 10:41:16.000000+00:00\", \"2020-04-08 20:28:34.000000+00:00\", \"2020-05-13 09:32:33.000000+00:00\"], \"session_ids\": [\"baf0e1cf-2c42-4334-8d37-3fbb9a79cdf5\", \"e3792f44-9efb-414a-8f76-a97191147969\", \"e00baf68-3195-42a5-aeef-96be3a2c4875\", \"c20d2ba4-f1d7-413d-aec7-915882b53852\", \"5b92802f-420c-4da7-b89e-388383bc9496\", \"17c14d80-b395-4976-a351-c2d60c330691\", \"9185fe8a-b2eb-44e9-9d82-636470cdca90\", \"260307ba-245b-4593-82e4-9ca17d40a0b4\", \"f28769ff-490d-4c91-8526-11e6ad20dcf5\", \"146bfd1d-4c95-4285-92f6-cbc745ce54b5\", \"493e896a-6095-485a-a5b4-4214432a75c0\"], \"total_duration\": 2721.0, \"total_sessions\": 11, \"mean_week_duration\": 14.172}}, {\"7749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-12-06 01:05:52.000000+00:00\", \"2019-09-23 14:23:59.000000+00:00\", \"2019-10-20 01:53:59.000000+00:00\", \"2019-03-15 00:15:02.000000+00:00\", \"2019-12-10 04:23:21.000000+00:00\"], \"session_ids\": [\"14037863-889d-4aec-aa4a-405a569341bf\", \"8524c9c4-f9d6-4cf2-af4c-154029bbe15a\", \"d649fe7a-8d7b-4aba-a214-99960722b522\", \"a3a5df27-8ef7-4bca-8003-349451162f3e\", \"076e083b-b92d-44b7-9071-cd8439b67bd4\"], \"total_duration\": 1859.0, \"total_sessions\": 5, \"mean_week_duration\": 13.0}}, {\"12415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-11 06:01:47.000000+00:00\", \"2022-11-21 04:04:54.000000+00:00\", \"2023-05-14 16:30:22.000000+00:00\"], \"session_ids\": [\"17ac9e0f-9d23-4e5b-87c9-782f50b65cb2\", \"cb0aa9cf-4359-408d-b9a6-127a04cc20fd\", \"d1599d90-4ab2-4ff4-8bbb-a6a9fc7bc957\"], \"total_duration\": 197.0, \"total_sessions\": 3, \"mean_week_duration\": 5.629}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me user information who is user with highest mean_week_duration , moreover execute sorting by overall total sessions 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{\"62062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-09-21 05:09:32.000000+00:00\", \"2021-01-12 17:42:47.000000+00:00\"], \"session_ids\": [\"0531bb2f-d935-4219-b53e-ecfb9d053440\", \"d9bf78d2-aae5-499b-82ec-ce6d3bb6a2ba\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"96630\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-08-29 23:58:55.000000+00:00\", \"2022-08-08 07:24:31.000000+00:00\", \"2021-12-29 12:45:40.000000+00:00\"], \"session_ids\": [\"9e848b07-afeb-4194-9ae7-8b2dd79b8616\", \"3fab1781-bd3a-424a-98c2-ad93d79590e6\", \"040c7810-97e4-4989-a3c5-280743a7a19d\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 1.514}, \"12299\": {\"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}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-17 05:43:10.000000+00:00\", \"2022-02-15 07:39:03.000000+00:00\"], \"session_ids\": [\"c9fb53ca-21bf-4506-a656-5da8ba9d3d49\", \"d1d2c7c8-b9c7-4506-b26e-b8f395472c61\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 13.278}, \"13667\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-29 23:37:38.000000+00:00\", \"2019-07-03 17:30:17.000000+00:00\", \"2021-05-28 05:54:47.000000+00:00\", \"2020-10-31 00:44:45.000000+00:00\"], \"session_ids\": [\"e51c5283-384f-40b6-aac6-422d69309506\", \"717dca33-8b8c-43a6-927c-d5267d106dba\", \"24739943-207f-468f-9f8f-d500c5bdd9b4\", \"5433e4a7-31af-475d-aa37-7966f21cd0d4\"], \"total_duration\": 276.0, \"total_sessions\": 4, \"mean_week_duration\": 2.76}, \"14257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-07-22 17:04:02.000000+00:00\", \"2022-08-31 05:46:49.000000+00:00\"], \"session_ids\": [\"bf8df955-28ec-4afd-890c-cef41d196d56\", \"98ac3c4f-f7e3-4013-9000-281a6268f0ef\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"55039\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-12 10:37:34.000000+00:00\", \"2022-11-15 01:38:11.000000+00:00\", \"2021-10-15 16:56:31.000000+00:00\"], \"session_ids\": [\"5efcf9f8-4d08-49d6-bdc5-56dd907f82d4\", \"345d637a-c394-474b-ab8b-d5bf1dafabd9\", \"596489f5-377b-45ff-a09c-3276896777bd\"], \"total_duration\": 356.0, \"total_sessions\": 3, \"mean_week_duration\": 6.246}, \"84240\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-11-02 22:06:23.000000+00:00\", \"2022-07-08 16:42:00.000000+00:00\", \"2022-03-12 05:43:29.000000+00:00\", \"2022-10-22 20:18:28.000000+00:00\"], \"session_ids\": [\"26efe739-3bb1-4bde-becf-cb78918d1026\", \"b7ef3c29-83d2-46be-9977-3e76333f2aa1\", \"a7c3dbd6-3993-4851-9319-dd3693f982b3\", \"d6b2ebc3-2573-4150-b2bc-43f23bd3f33b\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 1.608}, \"84370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-01-27 14:23:57.000000+00:00\", \"2020-05-06 09:36:03.000000+00:00\"], \"session_ids\": [\"d3adaa40-d68b-4a62-9e8b-b5e0771ddfd2\", \"ffa10d3f-c037-487b-a648-0114b669ecc4\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.099}, \"10271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-18 11:07:30.000000+00:00\", \"2021-12-29 21:52:38.000000+00:00\", \"2019-06-01 09:50:53.000000+00:00\", 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