conversations
list
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-05-01 05:14:28.000000+00:00\", \"2020-05-22 01:30:05.000000+00:00\", \"2022-04-18 05:43:22.000000+00:00\", \"2020-04-07 13:52:45.000000+00:00\", \"2022-06-27 10:22:17.000000+00:00\"], \"session_ids\": [\"fa5ac15d-b653-4116-bb6b-d660fe893781\", \"3826360f-15f0-4402-b050-882593c8d7a6\", \"1ab14597-8b93-4333-b612-a595980df521\", \"0084ad9d-e1be-4c46-b15b-515d4315d1dc\", \"b2b3b52d-7d67-45b7-b8eb-e8984416863d\"], \"total_duration\": 114.0, \"total_sessions\": 5, \"mean_week_duration\": 0.983}}, {\"12599\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-11-02 01:04:52.000000+00:00\", \"2020-12-18 17:15:05.000000+00:00\", \"2022-06-07 09:14:33.000000+00:00\", \"2019-01-31 04:45:44.000000+00:00\", \"2019-04-20 19:52:46.000000+00:00\", \"2020-02-14 21:40:38.000000+00:00\", \"2021-06-10 08:06:28.000000+00:00\", \"2020-10-19 04:50:33.000000+00:00\", \"2021-06-10 08:53:17.000000+00:00\"], \"session_ids\": [\"a030bd46-5b7b-41ea-b7cc-1abbde2b34fb\", \"02bb8dd1-dcf0-41ee-9a59-f47d8a8c263d\", \"40f000fd-c3d9-4a21-890e-adbcba8b264d\", \"59d05acf-204a-47cb-b8d1-02a16a9115ee\", \"8bc5dfd5-767b-4e15-9aaa-e2a99a884555\", \"80f2f957-3978-434d-ba9c-a905228eda71\", \"b9dbf96f-cd09-49f3-9377-405be03f7f7c\", \"32b214a5-50ce-42e4-9568-89c096290850\", \"25e48326-613e-4e88-8a89-eabc09695f80\"], \"total_duration\": 915.0, \"total_sessions\": 9, \"mean_week_duration\": 5.229}}, {\"44478\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-03 17:30:09.000000+00:00\", \"2021-02-08 04:23:26.000000+00:00\"], \"session_ids\": [\"c6c83796-9929-4842-a782-df3f207d1b7d\", \"c84a4edd-ceff-4b1a-8b1c-fab2e2727d76\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}}, {\"37332\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-14 01:27:20.000000+00:00\", \"2023-01-11 01:31:08.000000+00:00\"], \"session_ids\": [\"910d1cae-1b73-4861-b61f-42f4fbaba2a1\", \"a5c5adf5-1bd8-47e5-998d-a984ee0e3a8b\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 3.423}}, {\"58874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-12 09:55:28.000000+00:00\", \"2022-07-05 20:30:56.000000+00:00\"], \"session_ids\": [\"ff782726-6fc4-4dd5-bc44-5ec8935c6867\", \"b6eac367-a99f-4dbd-a1e6-5544dcaa04c4\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.099}}, {\"45077\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-06 02:34:26.000000+00:00\", \"2019-06-26 04:42:48.000000+00:00\", \"2020-05-28 03:40:22.000000+00:00\", \"2020-11-04 08:03:40.000000+00:00\"], \"session_ids\": [\"1cbdcaa5-2717-477d-976f-f9d5d515b41b\", \"c0255b6d-1a21-4811-ad3d-1515bdde3fc3\", \"4f1b5a06-39f8-4928-b8c0-1f0c71d2127e\", \"9339d284-cd1d-40dd-b7ef-a4728fe96e2f\"], \"total_duration\": 249.0, \"total_sessions\": 4, \"mean_week_duration\": 3.507}}, {\"61037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-26 22:18:47.000000+00:00\", \"2021-04-11 15:34:00.000000+00:00\"], \"session_ids\": [\"eb3537e0-da57-4b7f-89cd-51ed926482a5\", \"87be631d-4f13-4c80-91b9-34f9fa3b1854\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.894}}, {\"32695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-04 01:06:07.000000+00:00\", \"2019-04-02 14:00:08.000000+00:00\"], \"session_ids\": [\"4ced9a8b-42e2-4f0f-bdbe-174fdb9c4b6a\", \"8b4e355e-3f30-4b4d-82e6-7cf6ea9ba1ae\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 1.177}}]\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[{\"47193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-05-01 05:14:28.000000+00:00\", \"2020-05-22 01:30:05.000000+00:00\", \"2022-04-18 05:43:22.000000+00:00\", \"2020-04-07 13:52:45.000000+00:00\", \"2022-06-27 10:22:17.000000+00:00\"], \"session_ids\": [\"fa5ac15d-b653-4116-bb6b-d660fe893781\", \"3826360f-15f0-4402-b050-882593c8d7a6\", \"1ab14597-8b93-4333-b612-a595980df521\", \"0084ad9d-e1be-4c46-b15b-515d4315d1dc\", \"b2b3b52d-7d67-45b7-b8eb-e8984416863d\"], \"total_duration\": 114.0, \"total_sessions\": 5, \"mean_week_duration\": 0.983}}, {\"12599\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-11-02 01:04:52.000000+00:00\", \"2020-12-18 17:15:05.000000+00:00\", \"2022-06-07 09:14:33.000000+00:00\", \"2019-01-31 04:45:44.000000+00:00\", \"2019-04-20 19:52:46.000000+00:00\", \"2020-02-14 21:40:38.000000+00:00\", \"2021-06-10 08:06:28.000000+00:00\", \"2020-10-19 04:50:33.000000+00:00\", \"2021-06-10 08:53:17.000000+00:00\"], \"session_ids\": [\"a030bd46-5b7b-41ea-b7cc-1abbde2b34fb\", \"02bb8dd1-dcf0-41ee-9a59-f47d8a8c263d\", \"40f000fd-c3d9-4a21-890e-adbcba8b264d\", \"59d05acf-204a-47cb-b8d1-02a16a9115ee\", \"8bc5dfd5-767b-4e15-9aaa-e2a99a884555\", \"80f2f957-3978-434d-ba9c-a905228eda71\", \"b9dbf96f-cd09-49f3-9377-405be03f7f7c\", \"32b214a5-50ce-42e4-9568-89c096290850\", \"25e48326-613e-4e88-8a89-eabc09695f80\"], \"total_duration\": 915.0, \"total_sessions\": 9, \"mean_week_duration\": 5.229}}, {\"44478\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-03 17:30:09.000000+00:00\", \"2021-02-08 04:23:26.000000+00:00\"], \"session_ids\": [\"c6c83796-9929-4842-a782-df3f207d1b7d\", \"c84a4edd-ceff-4b1a-8b1c-fab2e2727d76\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}}, {\"37332\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-14 01:27:20.000000+00:00\", \"2023-01-11 01:31:08.000000+00:00\"], \"session_ids\": [\"910d1cae-1b73-4861-b61f-42f4fbaba2a1\", \"a5c5adf5-1bd8-47e5-998d-a984ee0e3a8b\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 3.423}}]\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[{\"47193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-05-01 05:14:28.000000+00:00\", \"2020-05-22 01:30:05.000000+00:00\", \"2022-04-18 05:43:22.000000+00:00\", \"2020-04-07 13:52:45.000000+00:00\", \"2022-06-27 10:22:17.000000+00:00\"], \"session_ids\": [\"fa5ac15d-b653-4116-bb6b-d660fe893781\", \"3826360f-15f0-4402-b050-882593c8d7a6\", \"1ab14597-8b93-4333-b612-a595980df521\", \"0084ad9d-e1be-4c46-b15b-515d4315d1dc\", \"b2b3b52d-7d67-45b7-b8eb-e8984416863d\"], \"total_duration\": 114.0, \"total_sessions\": 5, \"mean_week_duration\": 0.983}}, {\"12599\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-11-02 01:04:52.000000+00:00\", \"2020-12-18 17:15:05.000000+00:00\", \"2022-06-07 09:14:33.000000+00:00\", \"2019-01-31 04:45:44.000000+00:00\", \"2019-04-20 19:52:46.000000+00:00\", \"2020-02-14 21:40:38.000000+00:00\", \"2021-06-10 08:06:28.000000+00:00\", \"2020-10-19 04:50:33.000000+00:00\", \"2021-06-10 08:53:17.000000+00:00\"], \"session_ids\": [\"a030bd46-5b7b-41ea-b7cc-1abbde2b34fb\", \"02bb8dd1-dcf0-41ee-9a59-f47d8a8c263d\", \"40f000fd-c3d9-4a21-890e-adbcba8b264d\", \"59d05acf-204a-47cb-b8d1-02a16a9115ee\", \"8bc5dfd5-767b-4e15-9aaa-e2a99a884555\", \"80f2f957-3978-434d-ba9c-a905228eda71\", \"b9dbf96f-cd09-49f3-9377-405be03f7f7c\", \"32b214a5-50ce-42e4-9568-89c096290850\", \"25e48326-613e-4e88-8a89-eabc09695f80\"], \"total_duration\": 915.0, \"total_sessions\": 9, \"mean_week_duration\": 5.229}}, {\"44478\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-03 17:30:09.000000+00:00\", \"2021-02-08 04:23:26.000000+00:00\"], \"session_ids\": [\"c6c83796-9929-4842-a782-df3f207d1b7d\", \"c84a4edd-ceff-4b1a-8b1c-fab2e2727d76\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}}, {\"37332\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-14 01:27:20.000000+00:00\", \"2023-01-11 01:31:08.000000+00:00\"], \"session_ids\": [\"910d1cae-1b73-4861-b61f-42f4fbaba2a1\", \"a5c5adf5-1bd8-47e5-998d-a984ee0e3a8b\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 3.423}}]\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 who isn't currently living in city Lisbon , and implement sorting by total duration amount risingly." } ]
[ { "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{\"3825\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-19 04:45:43.000000+00:00\", \"2023-06-30 03:47:46.000000+00:00\"], \"session_ids\": [\"edf3ce64-0193-4f09-9035-cb125f1a9af0\", \"8fd0be18-391b-4afa-a5db-eb0f923fe424\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 0.922}, \"11383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-09 06:08:23.000000+00:00\", \"2019-02-15 01:49:18.000000+00:00\"], \"session_ids\": [\"a4ed17d1-8c64-40c0-9d4a-a4faad065860\", \"5d980ac5-5491-4b32-b716-2af3c31c941a\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 1.054}, \"99716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-08 16:19:45.000000+00:00\", \"2022-10-20 09:22:50.000000+00:00\", \"2021-06-14 14:09:24.000000+00:00\", \"2020-12-11 10:24:26.000000+00:00\"], \"session_ids\": [\"4f7fa12f-ea73-462d-928a-89f6adc9bc71\", \"be1f57a5-82ec-4cec-8e59-90c909e905f0\", \"72461dd1-0cbc-4ba0-b451-fe8a8a4dd4ca\", \"98a473a4-c42d-4da5-9e90-48328d224067\"], \"total_duration\": 69.0, \"total_sessions\": 4, \"mean_week_duration\": 0.711}, \"8825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-07 01:12:22.000000+00:00\", \"2021-03-15 02:24:59.000000+00:00\", \"2022-06-05 23:43:59.000000+00:00\"], \"session_ids\": [\"0e20bf91-26ce-48d0-97eb-884dd545c30b\", \"1f4cb50f-ad97-43dd-a8cd-76bfc9357cfc\", \"c9b164f3-b940-4744-8ae9-32a38c89bb1b\"], \"total_duration\": 89.0, \"total_sessions\": 3, \"mean_week_duration\": 1.035}, \"62356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-23 03:13:23.000000+00:00\", \"2021-04-25 05:55:39.000000+00:00\"], \"session_ids\": [\"e14c3c2d-bb4f-411a-806e-9f972e3e92c4\", \"4a243ea0-69e0-4b3c-8433-d47678b99f76\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 5.754}, \"8645\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-27 05:29:13.000000+00:00\", \"2023-03-19 15:29:08.000000+00:00\"], \"session_ids\": [\"435b9552-641c-498b-850b-c4dbfe634a8e\", \"050efa69-fdd6-4b8a-95c2-c9ab96b8a49e\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.212}, \"21797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-03-08 17:35:16.000000+00:00\", \"2021-10-18 07:08:14.000000+00:00\", \"2021-09-07 03:20:19.000000+00:00\"], \"session_ids\": [\"4e9a4626-640b-43ba-a5f4-ab2d1e00689e\", \"6b105fb3-e880-4b0f-8fe2-cc92402d52c4\", \"df07efab-59b7-4cf3-8598-b3d56fafc7bf\"], \"total_duration\": 666.0, \"total_sessions\": 3, \"mean_week_duration\": 4.861}, \"82151\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-17 05:54:48.000000+00:00\", \"2023-03-21 10:58:37.000000+00:00\", \"2023-03-25 10:13:27.000000+00:00\", \"2021-05-09 20:44:17.000000+00:00\", \"2019-11-09 19:26:17.000000+00:00\", \"2019-04-03 22:48:45.000000+00:00\", \"2020-06-10 05:20:37.000000+00:00\"], \"session_ids\": [\"2b76b113-55b1-4f2c-a74d-e08b96d9c782\", \"88f33505-6a05-4769-8878-ec324ea6df2e\", \"30084f20-43d8-4b41-8c82-0a3312be6120\", \"3c6648e1-365d-405f-8f40-e51566cd7a80\", \"a4ec3095-a5f6-4d89-b8aa-e22d33093b7f\", \"bacd8e16-48b8-4c5a-86d8-bd5dfc3e274a\", \"c88922dc-2451-447d-b0fc-1cc0f0beea98\"], \"total_duration\": 8650.0, \"total_sessions\": 7, \"mean_week_duration\": 41.587}, \"11940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-20 07:46:53.000000+00:00\", \"2022-09-05 03:26:25.000000+00:00\"], \"session_ids\": [\"939d2a02-4721-4005-b351-ad75dcbad49b\", \"a118d70d-0c94-4f8a-afd9-7d2757255604\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 3.545}, \"45378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-24 21:36:24.000000+00:00\", \"2021-11-12 23:09:03.000000+00:00\"], \"session_ids\": [\"64cf3f3d-6f2f-4539-a489-ad834efbdb09\", \"1199f956-d483-410b-8183-d8e863c5c75a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is not Lisbon" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Lisbon\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"3825\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-19 04:45:43.000000+00:00\", \"2023-06-30 03:47:46.000000+00:00\"], \"session_ids\": [\"edf3ce64-0193-4f09-9035-cb125f1a9af0\", \"8fd0be18-391b-4afa-a5db-eb0f923fe424\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 0.922}, \"11383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-09 06:08:23.000000+00:00\", \"2019-02-15 01:49:18.000000+00:00\"], \"session_ids\": [\"a4ed17d1-8c64-40c0-9d4a-a4faad065860\", \"5d980ac5-5491-4b32-b716-2af3c31c941a\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 1.054}, \"99716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-08 16:19:45.000000+00:00\", \"2022-10-20 09:22:50.000000+00:00\", \"2021-06-14 14:09:24.000000+00:00\", \"2020-12-11 10:24:26.000000+00:00\"], \"session_ids\": [\"4f7fa12f-ea73-462d-928a-89f6adc9bc71\", \"be1f57a5-82ec-4cec-8e59-90c909e905f0\", \"72461dd1-0cbc-4ba0-b451-fe8a8a4dd4ca\", \"98a473a4-c42d-4da5-9e90-48328d224067\"], \"total_duration\": 69.0, \"total_sessions\": 4, \"mean_week_duration\": 0.711}, \"8825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-07 01:12:22.000000+00:00\", \"2021-03-15 02:24:59.000000+00:00\", \"2022-06-05 23:43:59.000000+00:00\"], \"session_ids\": [\"0e20bf91-26ce-48d0-97eb-884dd545c30b\", \"1f4cb50f-ad97-43dd-a8cd-76bfc9357cfc\", \"c9b164f3-b940-4744-8ae9-32a38c89bb1b\"], \"total_duration\": 89.0, \"total_sessions\": 3, \"mean_week_duration\": 1.035}, \"62356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-23 03:13:23.000000+00:00\", \"2021-04-25 05:55:39.000000+00:00\"], \"session_ids\": [\"e14c3c2d-bb4f-411a-806e-9f972e3e92c4\", \"4a243ea0-69e0-4b3c-8433-d47678b99f76\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 5.754}, \"8645\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-27 05:29:13.000000+00:00\", \"2023-03-19 15:29:08.000000+00:00\"], \"session_ids\": [\"435b9552-641c-498b-850b-c4dbfe634a8e\", \"050efa69-fdd6-4b8a-95c2-c9ab96b8a49e\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.212}, \"21797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-03-08 17:35:16.000000+00:00\", \"2021-10-18 07:08:14.000000+00:00\", \"2021-09-07 03:20:19.000000+00:00\"], \"session_ids\": [\"4e9a4626-640b-43ba-a5f4-ab2d1e00689e\", \"6b105fb3-e880-4b0f-8fe2-cc92402d52c4\", \"df07efab-59b7-4cf3-8598-b3d56fafc7bf\"], \"total_duration\": 666.0, \"total_sessions\": 3, \"mean_week_duration\": 4.861}, \"82151\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-17 05:54:48.000000+00:00\", \"2023-03-21 10:58:37.000000+00:00\", \"2023-03-25 10:13:27.000000+00:00\", \"2021-05-09 20:44:17.000000+00:00\", \"2019-11-09 19:26:17.000000+00:00\", \"2019-04-03 22:48:45.000000+00:00\", \"2020-06-10 05:20:37.000000+00:00\"], \"session_ids\": [\"2b76b113-55b1-4f2c-a74d-e08b96d9c782\", \"88f33505-6a05-4769-8878-ec324ea6df2e\", \"30084f20-43d8-4b41-8c82-0a3312be6120\", \"3c6648e1-365d-405f-8f40-e51566cd7a80\", \"a4ec3095-a5f6-4d89-b8aa-e22d33093b7f\", \"bacd8e16-48b8-4c5a-86d8-bd5dfc3e274a\", \"c88922dc-2451-447d-b0fc-1cc0f0beea98\"], \"total_duration\": 8650.0, \"total_sessions\": 7, \"mean_week_duration\": 41.587}, \"11940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-20 07:46:53.000000+00:00\", \"2022-09-05 03:26:25.000000+00:00\"], \"session_ids\": [\"939d2a02-4721-4005-b351-ad75dcbad49b\", \"a118d70d-0c94-4f8a-afd9-7d2757255604\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 3.545}, \"45378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-24 21:36:24.000000+00:00\", \"2021-11-12 23:09:03.000000+00:00\"], \"session_ids\": [\"64cf3f3d-6f2f-4539-a489-ad834efbdb09\", \"1199f956-d483-410b-8183-d8e863c5c75a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"45378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-24 21:36:24.000000+00:00\", \"2021-11-12 23:09:03.000000+00:00\"], \"session_ids\": [\"64cf3f3d-6f2f-4539-a489-ad834efbdb09\", \"1199f956-d483-410b-8183-d8e863c5c75a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}}, {\"8645\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-27 05:29:13.000000+00:00\", \"2023-03-19 15:29:08.000000+00:00\"], \"session_ids\": [\"435b9552-641c-498b-850b-c4dbfe634a8e\", \"050efa69-fdd6-4b8a-95c2-c9ab96b8a49e\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.212}}, {\"11940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-20 07:46:53.000000+00:00\", \"2022-09-05 03:26:25.000000+00:00\"], \"session_ids\": [\"939d2a02-4721-4005-b351-ad75dcbad49b\", \"a118d70d-0c94-4f8a-afd9-7d2757255604\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 3.545}}, {\"11383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-09 06:08:23.000000+00:00\", \"2019-02-15 01:49:18.000000+00:00\"], \"session_ids\": [\"a4ed17d1-8c64-40c0-9d4a-a4faad065860\", \"5d980ac5-5491-4b32-b716-2af3c31c941a\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 1.054}}, {\"99716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-08 16:19:45.000000+00:00\", \"2022-10-20 09:22:50.000000+00:00\", \"2021-06-14 14:09:24.000000+00:00\", \"2020-12-11 10:24:26.000000+00:00\"], \"session_ids\": [\"4f7fa12f-ea73-462d-928a-89f6adc9bc71\", \"be1f57a5-82ec-4cec-8e59-90c909e905f0\", \"72461dd1-0cbc-4ba0-b451-fe8a8a4dd4ca\", \"98a473a4-c42d-4da5-9e90-48328d224067\"], \"total_duration\": 69.0, \"total_sessions\": 4, \"mean_week_duration\": 0.711}}, {\"8825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-07 01:12:22.000000+00:00\", \"2021-03-15 02:24:59.000000+00:00\", \"2022-06-05 23:43:59.000000+00:00\"], \"session_ids\": [\"0e20bf91-26ce-48d0-97eb-884dd545c30b\", \"1f4cb50f-ad97-43dd-a8cd-76bfc9357cfc\", \"c9b164f3-b940-4744-8ae9-32a38c89bb1b\"], \"total_duration\": 89.0, \"total_sessions\": 3, \"mean_week_duration\": 1.035}}, {\"3825\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-19 04:45:43.000000+00:00\", \"2023-06-30 03:47:46.000000+00:00\"], \"session_ids\": [\"edf3ce64-0193-4f09-9035-cb125f1a9af0\", \"8fd0be18-391b-4afa-a5db-eb0f923fe424\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 0.922}}, {\"62356\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-23 03:13:23.000000+00:00\", \"2021-04-25 05:55:39.000000+00:00\"], \"session_ids\": [\"e14c3c2d-bb4f-411a-806e-9f972e3e92c4\", \"4a243ea0-69e0-4b3c-8433-d47678b99f76\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 5.754}}, {\"21797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-03-08 17:35:16.000000+00:00\", \"2021-10-18 07:08:14.000000+00:00\", \"2021-09-07 03:20:19.000000+00:00\"], \"session_ids\": [\"4e9a4626-640b-43ba-a5f4-ab2d1e00689e\", \"6b105fb3-e880-4b0f-8fe2-cc92402d52c4\", \"df07efab-59b7-4cf3-8598-b3d56fafc7bf\"], \"total_duration\": 666.0, \"total_sessions\": 3, \"mean_week_duration\": 4.861}}, {\"82151\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-17 05:54:48.000000+00:00\", \"2023-03-21 10:58:37.000000+00:00\", \"2023-03-25 10:13:27.000000+00:00\", \"2021-05-09 20:44:17.000000+00:00\", \"2019-11-09 19:26:17.000000+00:00\", \"2019-04-03 22:48:45.000000+00:00\", \"2020-06-10 05:20:37.000000+00:00\"], \"session_ids\": [\"2b76b113-55b1-4f2c-a74d-e08b96d9c782\", \"88f33505-6a05-4769-8878-ec324ea6df2e\", \"30084f20-43d8-4b41-8c82-0a3312be6120\", \"3c6648e1-365d-405f-8f40-e51566cd7a80\", \"a4ec3095-a5f6-4d89-b8aa-e22d33093b7f\", \"bacd8e16-48b8-4c5a-86d8-bd5dfc3e274a\", \"c88922dc-2451-447d-b0fc-1cc0f0beea98\"], \"total_duration\": 8650.0, \"total_sessions\": 7, \"mean_week_duration\": 41.587}}]\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[{\"45378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-24 21:36:24.000000+00:00\", \"2021-11-12 23:09:03.000000+00:00\"], \"session_ids\": [\"64cf3f3d-6f2f-4539-a489-ad834efbdb09\", \"1199f956-d483-410b-8183-d8e863c5c75a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}}]\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[{\"45378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-24 21:36:24.000000+00:00\", \"2021-11-12 23:09:03.000000+00:00\"], \"session_ids\": [\"64cf3f3d-6f2f-4539-a489-ad834efbdb09\", \"1199f956-d483-410b-8183-d8e863c5c75a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 8 users with a total time using the app that is above 245 and below 3042, exclusive 245 and in addition carry out sorting by overall duration of sessions per week 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{\"85051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-29 15:32:28.000000+00:00\", \"2021-10-23 14:18:26.000000+00:00\", \"2022-09-30 15:57:49.000000+00:00\", \"2020-11-21 12:38:58.000000+00:00\", \"2021-01-28 03:29:55.000000+00:00\"], \"session_ids\": [\"2ba8b3a0-034f-4de2-90e2-63034d8a6ba6\", \"0b164dae-5a27-4718-98e8-558f17b7aa91\", \"17d1746b-803f-42f5-af58-96eb62010306\", \"e08fc31c-c787-4b57-b2b1-186dd3a78ed6\", \"334b8977-a786-4c23-8903-277cd9a16930\"], \"total_duration\": 997.0, \"total_sessions\": 5, \"mean_week_duration\": 9.147}, \"96630\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-06 16:25:33.000000+00:00\", \"2020-02-27 13:23:04.000000+00:00\"], \"session_ids\": [\"babf049e-341b-47e6-acc5-99916f4da3de\", \"b9b009da-7d2c-4982-9b11-add862f3b42f\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 4.5}, \"75458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-30 09:50:42.000000+00:00\", \"2023-02-21 17:41:26.000000+00:00\"], \"session_ids\": [\"2ed5e24b-c1e5-4567-9d78-c03e5885f28b\", \"b78da957-9709-4088-bbc5-78cc772bbd5a\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.572}, \"89051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-24 15:32:00.000000+00:00\", \"2020-04-01 08:09:26.000000+00:00\"], \"session_ids\": [\"2379d933-92e7-4c39-a2ec-076ad2ee8039\", \"34e57476-dbba-4bef-94ac-08f78e948325\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 7.417}, \"64527\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-12 15:31:15.000000+00:00\", \"2022-01-25 08:13:16.000000+00:00\", \"2023-05-28 19:31:12.000000+00:00\"], \"session_ids\": [\"ba4eb0c6-1750-43ad-9839-81d587d213ad\", \"2fd65ef1-cf7d-410f-951e-e3f6e9e0dba3\", \"94bb6916-a980-462f-abf8-2a68fc687abb\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.215}, \"19967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-07 20:56:05.000000+00:00\", \"2020-04-25 10:29:21.000000+00:00\", \"2022-02-24 06:29:27.000000+00:00\", \"2022-09-01 22:49:52.000000+00:00\", \"2020-09-07 03:39:30.000000+00:00\", \"2022-03-23 21:53:20.000000+00:00\", \"2023-03-16 04:28:09.000000+00:00\"], \"session_ids\": [\"870ca55f-7900-4993-a817-d27e0aaeafc3\", \"cdc657bd-2ca7-414e-9033-fca046ddb65b\", \"168f3abc-0e87-4d3f-b7ff-56eacc2b35c0\", \"76f6de57-5b9f-44fd-9b03-88e981acf5b5\", \"c194ee5f-a13f-429c-9fe5-bfddff4f3fea\", \"ba8633b3-bb6e-4a3e-a879-4cbb0c847929\", \"87b5376e-f967-47ee-94a9-325af967c672\"], \"total_duration\": 356.0, \"total_sessions\": 7, \"mean_week_duration\": 2.358}, \"84837\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-16 15:24:52.000000+00:00\", \"2021-12-29 08:42:15.000000+00:00\"], \"session_ids\": [\"3b118c78-59bf-4cb6-8a31-2ef9addea4e0\", \"30b0d730-8d9e-4e65-b01d-a2f1b163fe20\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.508}, \"48811\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-25 11:58:21.000000+00:00\", \"2023-04-20 12:49:42.000000+00:00\"], \"session_ids\": [\"9ce9c401-34af-41e6-a5e3-59d35291c742\", \"e27c6429-4bb6-44eb-aae2-c6cc4b939478\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 0.582}, \"62070\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-30 14:51:02.000000+00:00\", \"2020-11-09 00:01:14.000000+00:00\"], \"session_ids\": [\"2345238b-3759-4f10-bca4-83a607c33f31\", \"27a11782-693d-4843-a517-145b0b581786\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.447}, \"79420\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-05-21 01:52:01.000000+00:00\", \"2022-07-10 07:35:40.000000+00:00\"], \"session_ids\": [\"a5307f6b-b207-4461-812e-f18b706f9dbc\", \"9ef882fe-fdf2-4744-aa40-dd1bca563707\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 3.2}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 245 and are equal or less than 3042" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[245, 3042]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-29 15:32:28.000000+00:00\", \"2021-10-23 14:18:26.000000+00:00\", \"2022-09-30 15:57:49.000000+00:00\", \"2020-11-21 12:38:58.000000+00:00\", \"2021-01-28 03:29:55.000000+00:00\"], \"session_ids\": [\"2ba8b3a0-034f-4de2-90e2-63034d8a6ba6\", \"0b164dae-5a27-4718-98e8-558f17b7aa91\", \"17d1746b-803f-42f5-af58-96eb62010306\", \"e08fc31c-c787-4b57-b2b1-186dd3a78ed6\", \"334b8977-a786-4c23-8903-277cd9a16930\"], \"total_duration\": 997.0, \"total_sessions\": 5, \"mean_week_duration\": 9.147}, \"89051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-24 15:32:00.000000+00:00\", \"2020-04-01 08:09:26.000000+00:00\"], \"session_ids\": [\"2379d933-92e7-4c39-a2ec-076ad2ee8039\", \"34e57476-dbba-4bef-94ac-08f78e948325\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 7.417}, \"19967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-07 20:56:05.000000+00:00\", \"2020-04-25 10:29:21.000000+00:00\", \"2022-02-24 06:29:27.000000+00:00\", \"2022-09-01 22:49:52.000000+00:00\", \"2020-09-07 03:39:30.000000+00:00\", \"2022-03-23 21:53:20.000000+00:00\", \"2023-03-16 04:28:09.000000+00:00\"], \"session_ids\": [\"870ca55f-7900-4993-a817-d27e0aaeafc3\", \"cdc657bd-2ca7-414e-9033-fca046ddb65b\", \"168f3abc-0e87-4d3f-b7ff-56eacc2b35c0\", \"76f6de57-5b9f-44fd-9b03-88e981acf5b5\", \"c194ee5f-a13f-429c-9fe5-bfddff4f3fea\", \"ba8633b3-bb6e-4a3e-a879-4cbb0c847929\", \"87b5376e-f967-47ee-94a9-325af967c672\"], \"total_duration\": 356.0, \"total_sessions\": 7, \"mean_week_duration\": 2.358}}\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[{\"85051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-29 15:32:28.000000+00:00\", \"2021-10-23 14:18:26.000000+00:00\", \"2022-09-30 15:57:49.000000+00:00\", \"2020-11-21 12:38:58.000000+00:00\", \"2021-01-28 03:29:55.000000+00:00\"], \"session_ids\": [\"2ba8b3a0-034f-4de2-90e2-63034d8a6ba6\", \"0b164dae-5a27-4718-98e8-558f17b7aa91\", \"17d1746b-803f-42f5-af58-96eb62010306\", \"e08fc31c-c787-4b57-b2b1-186dd3a78ed6\", \"334b8977-a786-4c23-8903-277cd9a16930\"], \"total_duration\": 997.0, \"total_sessions\": 5, \"mean_week_duration\": 9.147}}, {\"89051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-24 15:32:00.000000+00:00\", \"2020-04-01 08:09:26.000000+00:00\"], \"session_ids\": [\"2379d933-92e7-4c39-a2ec-076ad2ee8039\", \"34e57476-dbba-4bef-94ac-08f78e948325\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 7.417}}, {\"19967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-07 20:56:05.000000+00:00\", \"2020-04-25 10:29:21.000000+00:00\", \"2022-02-24 06:29:27.000000+00:00\", \"2022-09-01 22:49:52.000000+00:00\", \"2020-09-07 03:39:30.000000+00:00\", \"2022-03-23 21:53:20.000000+00:00\", \"2023-03-16 04:28:09.000000+00:00\"], \"session_ids\": [\"870ca55f-7900-4993-a817-d27e0aaeafc3\", \"cdc657bd-2ca7-414e-9033-fca046ddb65b\", \"168f3abc-0e87-4d3f-b7ff-56eacc2b35c0\", \"76f6de57-5b9f-44fd-9b03-88e981acf5b5\", \"c194ee5f-a13f-429c-9fe5-bfddff4f3fea\", \"ba8633b3-bb6e-4a3e-a879-4cbb0c847929\", \"87b5376e-f967-47ee-94a9-325af967c672\"], \"total_duration\": 356.0, \"total_sessions\": 7, \"mean_week_duration\": 2.358}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 8 entries and exclude 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[{\"85051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-29 15:32:28.000000+00:00\", \"2021-10-23 14:18:26.000000+00:00\", \"2022-09-30 15:57:49.000000+00:00\", \"2020-11-21 12:38:58.000000+00:00\", \"2021-01-28 03:29:55.000000+00:00\"], \"session_ids\": [\"2ba8b3a0-034f-4de2-90e2-63034d8a6ba6\", \"0b164dae-5a27-4718-98e8-558f17b7aa91\", \"17d1746b-803f-42f5-af58-96eb62010306\", \"e08fc31c-c787-4b57-b2b1-186dd3a78ed6\", \"334b8977-a786-4c23-8903-277cd9a16930\"], \"total_duration\": 997.0, \"total_sessions\": 5, \"mean_week_duration\": 9.147}}, {\"89051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-24 15:32:00.000000+00:00\", \"2020-04-01 08:09:26.000000+00:00\"], \"session_ids\": [\"2379d933-92e7-4c39-a2ec-076ad2ee8039\", \"34e57476-dbba-4bef-94ac-08f78e948325\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 7.417}}, {\"19967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-07 20:56:05.000000+00:00\", \"2020-04-25 10:29:21.000000+00:00\", \"2022-02-24 06:29:27.000000+00:00\", \"2022-09-01 22:49:52.000000+00:00\", \"2020-09-07 03:39:30.000000+00:00\", \"2022-03-23 21:53:20.000000+00:00\", \"2023-03-16 04:28:09.000000+00:00\"], \"session_ids\": [\"870ca55f-7900-4993-a817-d27e0aaeafc3\", \"cdc657bd-2ca7-414e-9033-fca046ddb65b\", \"168f3abc-0e87-4d3f-b7ff-56eacc2b35c0\", \"76f6de57-5b9f-44fd-9b03-88e981acf5b5\", \"c194ee5f-a13f-429c-9fe5-bfddff4f3fea\", \"ba8633b3-bb6e-4a3e-a879-4cbb0c847929\", \"87b5376e-f967-47ee-94a9-325af967c672\"], \"total_duration\": 356.0, \"total_sessions\": 7, \"mean_week_duration\": 2.358}}]\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[{\"85051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-29 15:32:28.000000+00:00\", \"2021-10-23 14:18:26.000000+00:00\", \"2022-09-30 15:57:49.000000+00:00\", \"2020-11-21 12:38:58.000000+00:00\", \"2021-01-28 03:29:55.000000+00:00\"], \"session_ids\": [\"2ba8b3a0-034f-4de2-90e2-63034d8a6ba6\", \"0b164dae-5a27-4718-98e8-558f17b7aa91\", \"17d1746b-803f-42f5-af58-96eb62010306\", \"e08fc31c-c787-4b57-b2b1-186dd3a78ed6\", \"334b8977-a786-4c23-8903-277cd9a16930\"], \"total_duration\": 997.0, \"total_sessions\": 5, \"mean_week_duration\": 9.147}}, {\"89051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-24 15:32:00.000000+00:00\", \"2020-04-01 08:09:26.000000+00:00\"], \"session_ids\": [\"2379d933-92e7-4c39-a2ec-076ad2ee8039\", \"34e57476-dbba-4bef-94ac-08f78e948325\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 7.417}}, {\"19967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-07 20:56:05.000000+00:00\", \"2020-04-25 10:29:21.000000+00:00\", \"2022-02-24 06:29:27.000000+00:00\", \"2022-09-01 22:49:52.000000+00:00\", \"2020-09-07 03:39:30.000000+00:00\", \"2022-03-23 21:53:20.000000+00:00\", \"2023-03-16 04:28:09.000000+00:00\"], \"session_ids\": [\"870ca55f-7900-4993-a817-d27e0aaeafc3\", \"cdc657bd-2ca7-414e-9033-fca046ddb65b\", \"168f3abc-0e87-4d3f-b7ff-56eacc2b35c0\", \"76f6de57-5b9f-44fd-9b03-88e981acf5b5\", \"c194ee5f-a13f-429c-9fe5-bfddff4f3fea\", \"ba8633b3-bb6e-4a3e-a879-4cbb0c847929\", \"87b5376e-f967-47ee-94a9-325af967c672\"], \"total_duration\": 356.0, \"total_sessions\": 7, \"mean_week_duration\": 2.358}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about users whose duration of sessions per week is smaller than 48 (not including) and bigger than 13 (not including) and put to use sorting by average_week_duration from the largest to the smallest." } ]
[ { "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{\"69701\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-22 05:03:53.000000+00:00\", \"2023-03-11 17:15:20.000000+00:00\", \"2023-03-17 13:39:55.000000+00:00\", \"2020-09-16 02:43:18.000000+00:00\", \"2021-08-03 11:58:12.000000+00:00\"], \"session_ids\": [\"58eac78e-48c5-4e8c-9acd-6db0eb0a649a\", \"e786ebec-86a4-407d-9a42-cc91e6031406\", \"b231abe1-3e96-4df5-baba-7ff36d6b3a06\", \"7b6544c1-9809-48e3-b7fa-1f4d06b96ed4\", \"936c217f-a3ca-490a-b16d-9f84dce1624a\"], \"total_duration\": 1503.0, \"total_sessions\": 5, \"mean_week_duration\": 11.473}, \"95798\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-21 04:46:24.000000+00:00\", \"2020-12-29 17:45:22.000000+00:00\"], \"session_ids\": [\"a297e2c4-4876-4664-8f4e-c13a138475c2\", \"9cdfcbd7-8018-4083-925d-5dbd7e74a680\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 5.484}, \"70054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-23 18:52:49.000000+00:00\", \"2019-11-17 08:55:26.000000+00:00\"], \"session_ids\": [\"15f3863e-c21c-4711-be33-12d8c873cb6c\", \"ed6e1113-93e6-4103-983c-98bd54a48698\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 22.059}, \"21998\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-03-05 17:50:13.000000+00:00\", \"2019-08-10 11:45:57.000000+00:00\"], \"session_ids\": [\"60ffabf6-2c07-4862-b68c-6f5bf8ac20b8\", \"8c6db24c-e3ba-4ebf-8b36-69e366465bb7\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.933}, \"62186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-05-08 01:47:37.000000+00:00\", \"2021-10-07 18:17:22.000000+00:00\", \"2021-03-10 19:06:12.000000+00:00\", \"2023-03-30 08:10:30.000000+00:00\"], \"session_ids\": [\"16ea9791-1156-4c71-90e0-63c5c001bad7\", \"0b60963e-1d66-4e15-9f30-677c869d31e4\", \"6b31a863-1f9b-43ba-903b-c0eceaa21837\", \"2a38b31f-c18a-4449-ac2c-622d785df387\"], \"total_duration\": 64.0, \"total_sessions\": 4, \"mean_week_duration\": 0.314}, \"11736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-21 01:09:41.000000+00:00\", \"2022-06-13 02:12:07.000000+00:00\"], \"session_ids\": [\"2ceea8bc-c225-4cd2-84e6-d680716c524a\", \"8b577895-272d-49ca-a154-e3a962961a9c\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 75.0}, \"43803\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-12-19 18:35:54.000000+00:00\", \"2023-06-20 13:24:27.000000+00:00\"], \"session_ids\": [\"92dea8fc-92cc-4e7f-816e-23a1e7cb61c6\", \"b430a2f7-12e5-4f6e-8f45-3ba8be993970\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 0.721}, \"2416\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-20 13:13:47.000000+00:00\", \"2019-02-09 23:57:06.000000+00:00\"], \"session_ids\": [\"01005ad4-7bfd-41b3-afe0-892365a099b0\", \"2f714aa0-8316-4844-89f1-bb75c979ee7f\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}, \"27715\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-06-24 13:45:59.000000+00:00\", \"2023-05-04 15:14:05.000000+00:00\"], \"session_ids\": [\"18032508-8ec5-4a55-8928-c1a1c3116bbb\", \"5968e1d8-ad7b-4745-8717-22a7c0a0c7dc\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"80488\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-05-10 08:09:27.000000+00:00\", \"2020-03-23 05:54:03.000000+00:00\"], \"session_ids\": [\"fd12219c-41db-4f0c-878d-5c4b71bb182b\", \"4d8cbf27-cf1b-48bf-8d62-2263d3a86948\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 48.143}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 13 and are less than 48" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[13, 48]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-23 18:52:49.000000+00:00\", \"2019-11-17 08:55:26.000000+00:00\"], \"session_ids\": [\"15f3863e-c21c-4711-be33-12d8c873cb6c\", \"ed6e1113-93e6-4103-983c-98bd54a48698\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 22.059}}\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[{\"70054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-23 18:52:49.000000+00:00\", \"2019-11-17 08:55:26.000000+00:00\"], \"session_ids\": [\"15f3863e-c21c-4711-be33-12d8c873cb6c\", \"ed6e1113-93e6-4103-983c-98bd54a48698\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 22.059}}]\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[{\"70054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-23 18:52:49.000000+00:00\", \"2019-11-17 08:55:26.000000+00:00\"], \"session_ids\": [\"15f3863e-c21c-4711-be33-12d8c873cb6c\", \"ed6e1113-93e6-4103-983c-98bd54a48698\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 22.059}}]\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 users whose overall sessions count is bigger than 2 and smaller than 5 (both not including) , and put to use sorting by total sessoins count in 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{\"47435\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-11 20:53:27.000000+00:00\", \"2019-02-17 13:03:12.000000+00:00\", \"2020-08-06 17:32:13.000000+00:00\"], \"session_ids\": [\"94cc1adc-1127-40ce-8f71-432fae0485b4\", \"ce861ccd-55de-42c9-b812-cdfbb9ce11b9\", \"bdf9726a-b306-4d1c-9057-b4f08a524ca0\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.242}, \"65498\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-04 17:26:35.000000+00:00\", \"2022-05-30 01:57:22.000000+00:00\"], \"session_ids\": [\"6fec5878-a073-4b0c-9d5b-a149df70694b\", \"cfdf661d-8611-4ecc-a6f3-ea9659afe220\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 2.9}, \"36709\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-10-20 09:46:57.000000+00:00\", \"2019-06-28 00:28:18.000000+00:00\", \"2019-11-08 02:28:21.000000+00:00\", \"2022-09-08 08:17:48.000000+00:00\", \"2022-03-11 18:33:52.000000+00:00\", \"2021-09-25 08:49:57.000000+00:00\"], \"session_ids\": [\"e8ec4ffa-dbc9-4bde-8d0a-2013b3c4a748\", \"59b4d490-46e2-413b-9b93-2a92d42a7297\", \"eb17fe75-80b5-46e6-92ef-63bcca66af8f\", \"32228d1c-c9af-4267-9f47-06bdd2958d1d\", \"632bf427-4344-4ac6-8337-0f65e04162a5\", \"c19d2828-1b21-4a4c-9294-56de32597a37\"], \"total_duration\": 666.0, \"total_sessions\": 6, \"mean_week_duration\": 3.988}, \"72296\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-16 15:20:04.000000+00:00\", \"2020-01-02 13:41:40.000000+00:00\", \"2022-01-22 23:01:38.000000+00:00\", \"2022-02-07 01:10:54.000000+00:00\", \"2021-04-27 10:17:45.000000+00:00\", \"2021-12-19 07:22:17.000000+00:00\", \"2020-05-20 04:07:12.000000+00:00\", \"2022-11-28 13:42:52.000000+00:00\", \"2019-05-03 04:35:20.000000+00:00\", \"2023-05-16 04:31:27.000000+00:00\", \"2019-08-02 13:01:49.000000+00:00\"], \"session_ids\": [\"f9840bca-61ea-4531-bc6a-06b4d75f3390\", \"ea4084da-74ef-4640-98c3-1bf78ef3f4b0\", \"9d0975f1-0e65-4689-8088-490b63c1133a\", \"b92bfe47-c4e2-493e-9814-e63feb91314b\", \"fa8e0c1d-ae3f-4ca2-bd79-755a80e4da01\", \"cdd2ae26-e5f8-4715-93b2-690bffc0bd60\", \"4afd94b6-5ccd-4020-ba38-fa1834a66f07\", \"5e7f9033-5e36-409f-8f07-88261ca26bdf\", \"68014742-ef40-4f47-945b-cc1c008c0db0\", \"b5f0eac4-eced-4dcc-81b5-8cb723bc1ede\", \"3f46b455-b452-4b4c-ba00-8e9d4ddf9882\"], \"total_duration\": 11190.0, \"total_sessions\": 11, \"mean_week_duration\": 53.033}, \"95835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-19 23:07:50.000000+00:00\", \"2019-04-28 23:57:14.000000+00:00\", \"2020-10-07 15:06:47.000000+00:00\"], \"session_ids\": [\"485dc9f4-c583-42c0-b68b-b43f5a15c87d\", \"f5ca3915-22de-484b-af08-f29e908274e5\", \"bda5c74f-30b0-44ab-9b72-19198b6b0213\"], \"total_duration\": 1017.0, \"total_sessions\": 3, \"mean_week_duration\": 8.767}, \"39779\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-26 10:52:08.000000+00:00\", \"2020-08-02 09:30:54.000000+00:00\"], \"session_ids\": [\"694bd284-74ce-4b9a-84da-205f055a2928\", \"0ad75465-0f55-46b7-8986-280a300d2c03\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 4.217}, \"69120\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-27 08:41:29.000000+00:00\", \"2023-03-08 23:37:08.000000+00:00\"], \"session_ids\": [\"7b3e34dd-7f04-42f9-b921-f6a4559e988e\", \"37e09f00-d26d-4d7e-9068-7165bc8d8248\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.209}, \"51824\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-04-12 21:12:10.000000+00:00\", \"2020-04-24 21:29:04.000000+00:00\"], \"session_ids\": [\"af207991-a75d-40c5-9df6-52d39c942220\", \"3f342ce8-0c46-40f9-ad1b-d9aaa236ba17\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.569}, \"77204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-29 19:12:02.000000+00:00\", \"2022-07-22 17:01:33.000000+00:00\", \"2022-11-04 20:01:48.000000+00:00\"], \"session_ids\": [\"037c0065-fdc8-4cf2-a0e9-d38b368c19ad\", \"15193f38-5786-4e67-a345-c9cbb532903e\", \"fc82435c-0e10-4895-aa7d-aedfc50c2be9\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}, \"93212\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-27 08:51:27.000000+00:00\", \"2022-12-23 23:53:15.000000+00:00\"], \"session_ids\": [\"3d765f72-40a6-43ed-bc06-e15e05003c43\", \"d7c3230e-76eb-4614-9140-27b20eb5f14b\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 6.302}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 2 and are less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47435\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-11 20:53:27.000000+00:00\", \"2019-02-17 13:03:12.000000+00:00\", \"2020-08-06 17:32:13.000000+00:00\"], \"session_ids\": [\"94cc1adc-1127-40ce-8f71-432fae0485b4\", \"ce861ccd-55de-42c9-b812-cdfbb9ce11b9\", \"bdf9726a-b306-4d1c-9057-b4f08a524ca0\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.242}, \"95835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-19 23:07:50.000000+00:00\", \"2019-04-28 23:57:14.000000+00:00\", \"2020-10-07 15:06:47.000000+00:00\"], \"session_ids\": [\"485dc9f4-c583-42c0-b68b-b43f5a15c87d\", \"f5ca3915-22de-484b-af08-f29e908274e5\", \"bda5c74f-30b0-44ab-9b72-19198b6b0213\"], \"total_duration\": 1017.0, \"total_sessions\": 3, \"mean_week_duration\": 8.767}, \"77204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-29 19:12:02.000000+00:00\", \"2022-07-22 17:01:33.000000+00:00\", \"2022-11-04 20:01:48.000000+00:00\"], \"session_ids\": [\"037c0065-fdc8-4cf2-a0e9-d38b368c19ad\", \"15193f38-5786-4e67-a345-c9cbb532903e\", \"fc82435c-0e10-4895-aa7d-aedfc50c2be9\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47435\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-11 20:53:27.000000+00:00\", \"2019-02-17 13:03:12.000000+00:00\", \"2020-08-06 17:32:13.000000+00:00\"], \"session_ids\": [\"94cc1adc-1127-40ce-8f71-432fae0485b4\", \"ce861ccd-55de-42c9-b812-cdfbb9ce11b9\", \"bdf9726a-b306-4d1c-9057-b4f08a524ca0\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.242}}, {\"95835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-19 23:07:50.000000+00:00\", \"2019-04-28 23:57:14.000000+00:00\", \"2020-10-07 15:06:47.000000+00:00\"], \"session_ids\": [\"485dc9f4-c583-42c0-b68b-b43f5a15c87d\", \"f5ca3915-22de-484b-af08-f29e908274e5\", \"bda5c74f-30b0-44ab-9b72-19198b6b0213\"], \"total_duration\": 1017.0, \"total_sessions\": 3, \"mean_week_duration\": 8.767}}, {\"77204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-29 19:12:02.000000+00:00\", \"2022-07-22 17:01:33.000000+00:00\", \"2022-11-04 20:01:48.000000+00:00\"], \"session_ids\": [\"037c0065-fdc8-4cf2-a0e9-d38b368c19ad\", \"15193f38-5786-4e67-a345-c9cbb532903e\", \"fc82435c-0e10-4895-aa7d-aedfc50c2be9\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}]\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[{\"47435\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-11 20:53:27.000000+00:00\", \"2019-02-17 13:03:12.000000+00:00\", \"2020-08-06 17:32:13.000000+00:00\"], \"session_ids\": [\"94cc1adc-1127-40ce-8f71-432fae0485b4\", \"ce861ccd-55de-42c9-b812-cdfbb9ce11b9\", \"bdf9726a-b306-4d1c-9057-b4f08a524ca0\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.242}}, {\"95835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-19 23:07:50.000000+00:00\", \"2019-04-28 23:57:14.000000+00:00\", \"2020-10-07 15:06:47.000000+00:00\"], \"session_ids\": [\"485dc9f4-c583-42c0-b68b-b43f5a15c87d\", \"f5ca3915-22de-484b-af08-f29e908274e5\", \"bda5c74f-30b0-44ab-9b72-19198b6b0213\"], \"total_duration\": 1017.0, \"total_sessions\": 3, \"mean_week_duration\": 8.767}}, {\"77204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-29 19:12:02.000000+00:00\", \"2022-07-22 17:01:33.000000+00:00\", \"2022-11-04 20:01:48.000000+00:00\"], \"session_ids\": [\"037c0065-fdc8-4cf2-a0e9-d38b368c19ad\", \"15193f38-5786-4e67-a345-c9cbb532903e\", \"fc82435c-0e10-4895-aa7d-aedfc50c2be9\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}]\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 want to know about 7 users who aren't living in cities New York City, Kingston, Bogota, Istanbul, Seoul, Cape Town, Lisbon as well as sort by name of the city from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"62419\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-16 10:31:38.000000+00:00\", \"2020-06-14 19:11:31.000000+00:00\", \"2021-02-25 20:43:17.000000+00:00\"], \"session_ids\": [\"61f9a7e5-31db-4983-83a4-47cd2f5943b9\", \"9c79e4ed-f8f6-4401-9011-05928301f62f\", \"0bf102d0-1d12-4932-ae0a-b83f27a59930\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 7.896}, \"90420\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-12 16:22:24.000000+00:00\", \"2022-07-15 18:19:18.000000+00:00\"], \"session_ids\": [\"5e378b4d-b182-468d-bf4c-c959055af98b\", \"0a6f2297-725f-4e50-9407-4618959ba811\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.787}, \"55666\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-11 23:05:44.000000+00:00\", \"2022-06-12 11:56:01.000000+00:00\"], \"session_ids\": [\"ca9c2aa0-762c-41f3-8eba-1076e5cd3eaf\", \"404e64d1-af62-497a-b1b6-d9d8bd78986d\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}, \"34884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-29 08:25:45.000000+00:00\", \"2021-07-04 02:42:36.000000+00:00\"], \"session_ids\": [\"cf3275cd-3e32-41fc-8422-c15268a4d205\", \"6914847d-b389-410e-8c33-db6f357e6d78\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.4}, \"73791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-12-25 06:31:03.000000+00:00\", \"2022-10-16 11:56:28.000000+00:00\", \"2021-04-20 03:19:01.000000+00:00\", \"2019-10-26 09:10:05.000000+00:00\", \"2023-01-18 08:28:36.000000+00:00\"], \"session_ids\": [\"3afd000c-207d-4e69-abdc-90660f365fdc\", \"3969bd7f-d842-45e3-9436-6cae238f749a\", \"8ca337c2-6e25-4e31-aa29-d5f6728edd21\", \"414e4193-a605-4499-8541-c0d6a4cde45b\", \"16d66114-6d8f-4ee3-ad42-bdfa40bb0a39\"], \"total_duration\": 104.0, \"total_sessions\": 5, \"mean_week_duration\": 0.615}, \"8528\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-07-23 10:33:30.000000+00:00\", \"2021-02-26 13:50:55.000000+00:00\", \"2019-08-25 03:05:20.000000+00:00\", \"2023-06-12 02:43:03.000000+00:00\"], \"session_ids\": [\"8e860a28-307c-4b50-a28a-a36248295b2c\", \"208c2930-da8a-4eb8-a5fe-6ab47a63f591\", \"3037357b-f376-4eae-8f7a-2917eeb470cf\", \"3b287177-cefe-4a05-83a1-3220e433f398\"], \"total_duration\": 1440.0, \"total_sessions\": 4, \"mean_week_duration\": 7.273}, \"32376\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-03-29 02:55:34.000000+00:00\", \"2023-06-26 23:39:01.000000+00:00\"], \"session_ids\": [\"49822a51-7205-4c3e-bd3f-08221b8dba57\", \"0b3b537c-82bc-4ca0-b6c9-f5c449a6c4fe\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.938}, \"88579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-14 11:53:48.000000+00:00\", \"2020-03-31 02:13:49.000000+00:00\"], \"session_ids\": [\"0d7d1294-1f24-451f-9a2c-e83e074e19e6\", \"75b487b7-a3ed-4276-b10a-f01d3e07ebbf\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 3.355}, \"73634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-11 07:11:37.000000+00:00\", \"2020-08-11 13:54:06.000000+00:00\", \"2021-05-29 02:14:55.000000+00:00\", \"2021-10-12 09:41:56.000000+00:00\", \"2019-12-26 07:53:19.000000+00:00\", \"2020-06-20 23:57:41.000000+00:00\", \"2022-07-14 23:40:14.000000+00:00\"], \"session_ids\": [\"f26fc2ec-a664-422e-b121-1e415683d3f9\", \"71e9758f-8157-45c3-b681-b48e2e0cc6ef\", \"045b6f2d-b07d-4759-b85c-29ab613552a7\", \"b2c75fea-0bed-4531-923c-0e10354bd56d\", \"4986731e-9507-4fdc-9479-d1e294a581e3\", \"ab729b9f-9a5e-477d-8b9e-234ba4f4c6dd\", \"d212aef5-cf7e-4e28-aae6-350752fa9aae\"], \"total_duration\": 962.0, \"total_sessions\": 7, \"mean_week_duration\": 7.233}, \"38990\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-08 15:23:58.000000+00:00\", \"2021-03-23 19:10:04.000000+00:00\", \"2019-09-04 13:02:46.000000+00:00\"], \"session_ids\": [\"7aae5f78-1ac0-46dc-975b-6c40de1b4b84\", \"15d00beb-7611-4c52-ba40-b0391beb669b\", \"0443cd7f-5411-4b5f-b032-ef3f2492b7b9\"], \"total_duration\": 148.0, \"total_sessions\": 3, \"mean_week_duration\": 1.165}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not New York City, Kingston, Bogota, Istanbul, Seoul, Cape Town, Larebon" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"New York City\", \"Kingston\", \"Bogota\", \"Istanbul\", \"Seoul\", \"Cape Town\", \"Lisbon\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"62419\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-16 10:31:38.000000+00:00\", \"2020-06-14 19:11:31.000000+00:00\", \"2021-02-25 20:43:17.000000+00:00\"], \"session_ids\": [\"61f9a7e5-31db-4983-83a4-47cd2f5943b9\", \"9c79e4ed-f8f6-4401-9011-05928301f62f\", \"0bf102d0-1d12-4932-ae0a-b83f27a59930\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 7.896}, \"90420\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-12 16:22:24.000000+00:00\", \"2022-07-15 18:19:18.000000+00:00\"], \"session_ids\": [\"5e378b4d-b182-468d-bf4c-c959055af98b\", \"0a6f2297-725f-4e50-9407-4618959ba811\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.787}, \"55666\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-11 23:05:44.000000+00:00\", \"2022-06-12 11:56:01.000000+00:00\"], \"session_ids\": [\"ca9c2aa0-762c-41f3-8eba-1076e5cd3eaf\", \"404e64d1-af62-497a-b1b6-d9d8bd78986d\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}, \"34884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-29 08:25:45.000000+00:00\", \"2021-07-04 02:42:36.000000+00:00\"], \"session_ids\": [\"cf3275cd-3e32-41fc-8422-c15268a4d205\", \"6914847d-b389-410e-8c33-db6f357e6d78\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.4}, \"73791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-12-25 06:31:03.000000+00:00\", \"2022-10-16 11:56:28.000000+00:00\", \"2021-04-20 03:19:01.000000+00:00\", \"2019-10-26 09:10:05.000000+00:00\", \"2023-01-18 08:28:36.000000+00:00\"], \"session_ids\": [\"3afd000c-207d-4e69-abdc-90660f365fdc\", \"3969bd7f-d842-45e3-9436-6cae238f749a\", \"8ca337c2-6e25-4e31-aa29-d5f6728edd21\", \"414e4193-a605-4499-8541-c0d6a4cde45b\", \"16d66114-6d8f-4ee3-ad42-bdfa40bb0a39\"], \"total_duration\": 104.0, \"total_sessions\": 5, \"mean_week_duration\": 0.615}, \"8528\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-07-23 10:33:30.000000+00:00\", \"2021-02-26 13:50:55.000000+00:00\", \"2019-08-25 03:05:20.000000+00:00\", \"2023-06-12 02:43:03.000000+00:00\"], \"session_ids\": [\"8e860a28-307c-4b50-a28a-a36248295b2c\", \"208c2930-da8a-4eb8-a5fe-6ab47a63f591\", \"3037357b-f376-4eae-8f7a-2917eeb470cf\", \"3b287177-cefe-4a05-83a1-3220e433f398\"], \"total_duration\": 1440.0, \"total_sessions\": 4, \"mean_week_duration\": 7.273}, \"32376\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-03-29 02:55:34.000000+00:00\", \"2023-06-26 23:39:01.000000+00:00\"], \"session_ids\": [\"49822a51-7205-4c3e-bd3f-08221b8dba57\", \"0b3b537c-82bc-4ca0-b6c9-f5c449a6c4fe\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.938}, \"88579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-14 11:53:48.000000+00:00\", \"2020-03-31 02:13:49.000000+00:00\"], \"session_ids\": [\"0d7d1294-1f24-451f-9a2c-e83e074e19e6\", \"75b487b7-a3ed-4276-b10a-f01d3e07ebbf\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 3.355}, \"73634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-11 07:11:37.000000+00:00\", \"2020-08-11 13:54:06.000000+00:00\", \"2021-05-29 02:14:55.000000+00:00\", \"2021-10-12 09:41:56.000000+00:00\", \"2019-12-26 07:53:19.000000+00:00\", \"2020-06-20 23:57:41.000000+00:00\", \"2022-07-14 23:40:14.000000+00:00\"], \"session_ids\": [\"f26fc2ec-a664-422e-b121-1e415683d3f9\", \"71e9758f-8157-45c3-b681-b48e2e0cc6ef\", \"045b6f2d-b07d-4759-b85c-29ab613552a7\", \"b2c75fea-0bed-4531-923c-0e10354bd56d\", \"4986731e-9507-4fdc-9479-d1e294a581e3\", \"ab729b9f-9a5e-477d-8b9e-234ba4f4c6dd\", \"d212aef5-cf7e-4e28-aae6-350752fa9aae\"], \"total_duration\": 962.0, \"total_sessions\": 7, \"mean_week_duration\": 7.233}, \"38990\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-08 15:23:58.000000+00:00\", \"2021-03-23 19:10:04.000000+00:00\", \"2019-09-04 13:02:46.000000+00:00\"], \"session_ids\": [\"7aae5f78-1ac0-46dc-975b-6c40de1b4b84\", \"15d00beb-7611-4c52-ba40-b0391beb669b\", \"0443cd7f-5411-4b5f-b032-ef3f2492b7b9\"], \"total_duration\": 148.0, \"total_sessions\": 3, \"mean_week_duration\": 1.165}}\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[{\"8528\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-07-23 10:33:30.000000+00:00\", \"2021-02-26 13:50:55.000000+00:00\", \"2019-08-25 03:05:20.000000+00:00\", \"2023-06-12 02:43:03.000000+00:00\"], \"session_ids\": [\"8e860a28-307c-4b50-a28a-a36248295b2c\", \"208c2930-da8a-4eb8-a5fe-6ab47a63f591\", \"3037357b-f376-4eae-8f7a-2917eeb470cf\", \"3b287177-cefe-4a05-83a1-3220e433f398\"], \"total_duration\": 1440.0, \"total_sessions\": 4, \"mean_week_duration\": 7.273}}, {\"62419\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-16 10:31:38.000000+00:00\", \"2020-06-14 19:11:31.000000+00:00\", \"2021-02-25 20:43:17.000000+00:00\"], \"session_ids\": [\"61f9a7e5-31db-4983-83a4-47cd2f5943b9\", \"9c79e4ed-f8f6-4401-9011-05928301f62f\", \"0bf102d0-1d12-4932-ae0a-b83f27a59930\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 7.896}}, {\"88579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-14 11:53:48.000000+00:00\", \"2020-03-31 02:13:49.000000+00:00\"], \"session_ids\": [\"0d7d1294-1f24-451f-9a2c-e83e074e19e6\", \"75b487b7-a3ed-4276-b10a-f01d3e07ebbf\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 3.355}}, {\"73634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-11 07:11:37.000000+00:00\", \"2020-08-11 13:54:06.000000+00:00\", \"2021-05-29 02:14:55.000000+00:00\", \"2021-10-12 09:41:56.000000+00:00\", \"2019-12-26 07:53:19.000000+00:00\", \"2020-06-20 23:57:41.000000+00:00\", \"2022-07-14 23:40:14.000000+00:00\"], \"session_ids\": [\"f26fc2ec-a664-422e-b121-1e415683d3f9\", \"71e9758f-8157-45c3-b681-b48e2e0cc6ef\", \"045b6f2d-b07d-4759-b85c-29ab613552a7\", \"b2c75fea-0bed-4531-923c-0e10354bd56d\", \"4986731e-9507-4fdc-9479-d1e294a581e3\", \"ab729b9f-9a5e-477d-8b9e-234ba4f4c6dd\", \"d212aef5-cf7e-4e28-aae6-350752fa9aae\"], \"total_duration\": 962.0, \"total_sessions\": 7, \"mean_week_duration\": 7.233}}, {\"73791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-12-25 06:31:03.000000+00:00\", \"2022-10-16 11:56:28.000000+00:00\", \"2021-04-20 03:19:01.000000+00:00\", \"2019-10-26 09:10:05.000000+00:00\", \"2023-01-18 08:28:36.000000+00:00\"], \"session_ids\": [\"3afd000c-207d-4e69-abdc-90660f365fdc\", \"3969bd7f-d842-45e3-9436-6cae238f749a\", \"8ca337c2-6e25-4e31-aa29-d5f6728edd21\", \"414e4193-a605-4499-8541-c0d6a4cde45b\", \"16d66114-6d8f-4ee3-ad42-bdfa40bb0a39\"], \"total_duration\": 104.0, \"total_sessions\": 5, \"mean_week_duration\": 0.615}}, {\"90420\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-12 16:22:24.000000+00:00\", \"2022-07-15 18:19:18.000000+00:00\"], \"session_ids\": [\"5e378b4d-b182-468d-bf4c-c959055af98b\", \"0a6f2297-725f-4e50-9407-4618959ba811\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.787}}, {\"55666\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-11 23:05:44.000000+00:00\", \"2022-06-12 11:56:01.000000+00:00\"], \"session_ids\": [\"ca9c2aa0-762c-41f3-8eba-1076e5cd3eaf\", \"404e64d1-af62-497a-b1b6-d9d8bd78986d\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}, {\"32376\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-03-29 02:55:34.000000+00:00\", \"2023-06-26 23:39:01.000000+00:00\"], \"session_ids\": [\"49822a51-7205-4c3e-bd3f-08221b8dba57\", \"0b3b537c-82bc-4ca0-b6c9-f5c449a6c4fe\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.938}}, {\"38990\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-08 15:23:58.000000+00:00\", \"2021-03-23 19:10:04.000000+00:00\", \"2019-09-04 13:02:46.000000+00:00\"], \"session_ids\": [\"7aae5f78-1ac0-46dc-975b-6c40de1b4b84\", \"15d00beb-7611-4c52-ba40-b0391beb669b\", \"0443cd7f-5411-4b5f-b032-ef3f2492b7b9\"], \"total_duration\": 148.0, \"total_sessions\": 3, \"mean_week_duration\": 1.165}}, {\"34884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-29 08:25:45.000000+00:00\", \"2021-07-04 02:42:36.000000+00:00\"], \"session_ids\": [\"cf3275cd-3e32-41fc-8422-c15268a4d205\", \"6914847d-b389-410e-8c33-db6f357e6d78\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.4}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"8528\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-07-23 10:33:30.000000+00:00\", \"2021-02-26 13:50:55.000000+00:00\", \"2019-08-25 03:05:20.000000+00:00\", \"2023-06-12 02:43:03.000000+00:00\"], \"session_ids\": [\"8e860a28-307c-4b50-a28a-a36248295b2c\", \"208c2930-da8a-4eb8-a5fe-6ab47a63f591\", \"3037357b-f376-4eae-8f7a-2917eeb470cf\", \"3b287177-cefe-4a05-83a1-3220e433f398\"], \"total_duration\": 1440.0, \"total_sessions\": 4, \"mean_week_duration\": 7.273}}, {\"62419\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-16 10:31:38.000000+00:00\", \"2020-06-14 19:11:31.000000+00:00\", \"2021-02-25 20:43:17.000000+00:00\"], \"session_ids\": [\"61f9a7e5-31db-4983-83a4-47cd2f5943b9\", \"9c79e4ed-f8f6-4401-9011-05928301f62f\", \"0bf102d0-1d12-4932-ae0a-b83f27a59930\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 7.896}}, {\"88579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-14 11:53:48.000000+00:00\", \"2020-03-31 02:13:49.000000+00:00\"], \"session_ids\": [\"0d7d1294-1f24-451f-9a2c-e83e074e19e6\", \"75b487b7-a3ed-4276-b10a-f01d3e07ebbf\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 3.355}}, {\"73634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-11 07:11:37.000000+00:00\", \"2020-08-11 13:54:06.000000+00:00\", \"2021-05-29 02:14:55.000000+00:00\", \"2021-10-12 09:41:56.000000+00:00\", \"2019-12-26 07:53:19.000000+00:00\", \"2020-06-20 23:57:41.000000+00:00\", \"2022-07-14 23:40:14.000000+00:00\"], \"session_ids\": [\"f26fc2ec-a664-422e-b121-1e415683d3f9\", \"71e9758f-8157-45c3-b681-b48e2e0cc6ef\", \"045b6f2d-b07d-4759-b85c-29ab613552a7\", \"b2c75fea-0bed-4531-923c-0e10354bd56d\", \"4986731e-9507-4fdc-9479-d1e294a581e3\", \"ab729b9f-9a5e-477d-8b9e-234ba4f4c6dd\", \"d212aef5-cf7e-4e28-aae6-350752fa9aae\"], \"total_duration\": 962.0, \"total_sessions\": 7, \"mean_week_duration\": 7.233}}, {\"73791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-12-25 06:31:03.000000+00:00\", \"2022-10-16 11:56:28.000000+00:00\", \"2021-04-20 03:19:01.000000+00:00\", \"2019-10-26 09:10:05.000000+00:00\", \"2023-01-18 08:28:36.000000+00:00\"], \"session_ids\": [\"3afd000c-207d-4e69-abdc-90660f365fdc\", \"3969bd7f-d842-45e3-9436-6cae238f749a\", \"8ca337c2-6e25-4e31-aa29-d5f6728edd21\", \"414e4193-a605-4499-8541-c0d6a4cde45b\", \"16d66114-6d8f-4ee3-ad42-bdfa40bb0a39\"], \"total_duration\": 104.0, \"total_sessions\": 5, \"mean_week_duration\": 0.615}}, {\"90420\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-12 16:22:24.000000+00:00\", \"2022-07-15 18:19:18.000000+00:00\"], \"session_ids\": [\"5e378b4d-b182-468d-bf4c-c959055af98b\", \"0a6f2297-725f-4e50-9407-4618959ba811\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.787}}, {\"55666\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-11 23:05:44.000000+00:00\", \"2022-06-12 11:56:01.000000+00:00\"], \"session_ids\": [\"ca9c2aa0-762c-41f3-8eba-1076e5cd3eaf\", \"404e64d1-af62-497a-b1b6-d9d8bd78986d\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}]\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[{\"8528\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-07-23 10:33:30.000000+00:00\", \"2021-02-26 13:50:55.000000+00:00\", \"2019-08-25 03:05:20.000000+00:00\", \"2023-06-12 02:43:03.000000+00:00\"], \"session_ids\": [\"8e860a28-307c-4b50-a28a-a36248295b2c\", \"208c2930-da8a-4eb8-a5fe-6ab47a63f591\", \"3037357b-f376-4eae-8f7a-2917eeb470cf\", \"3b287177-cefe-4a05-83a1-3220e433f398\"], \"total_duration\": 1440.0, \"total_sessions\": 4, \"mean_week_duration\": 7.273}}, {\"62419\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-16 10:31:38.000000+00:00\", \"2020-06-14 19:11:31.000000+00:00\", \"2021-02-25 20:43:17.000000+00:00\"], \"session_ids\": [\"61f9a7e5-31db-4983-83a4-47cd2f5943b9\", \"9c79e4ed-f8f6-4401-9011-05928301f62f\", \"0bf102d0-1d12-4932-ae0a-b83f27a59930\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 7.896}}, {\"88579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-14 11:53:48.000000+00:00\", \"2020-03-31 02:13:49.000000+00:00\"], \"session_ids\": [\"0d7d1294-1f24-451f-9a2c-e83e074e19e6\", \"75b487b7-a3ed-4276-b10a-f01d3e07ebbf\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 3.355}}, {\"73634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-11 07:11:37.000000+00:00\", \"2020-08-11 13:54:06.000000+00:00\", \"2021-05-29 02:14:55.000000+00:00\", \"2021-10-12 09:41:56.000000+00:00\", \"2019-12-26 07:53:19.000000+00:00\", \"2020-06-20 23:57:41.000000+00:00\", \"2022-07-14 23:40:14.000000+00:00\"], \"session_ids\": [\"f26fc2ec-a664-422e-b121-1e415683d3f9\", \"71e9758f-8157-45c3-b681-b48e2e0cc6ef\", \"045b6f2d-b07d-4759-b85c-29ab613552a7\", \"b2c75fea-0bed-4531-923c-0e10354bd56d\", \"4986731e-9507-4fdc-9479-d1e294a581e3\", \"ab729b9f-9a5e-477d-8b9e-234ba4f4c6dd\", \"d212aef5-cf7e-4e28-aae6-350752fa9aae\"], \"total_duration\": 962.0, \"total_sessions\": 7, \"mean_week_duration\": 7.233}}, {\"73791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-12-25 06:31:03.000000+00:00\", \"2022-10-16 11:56:28.000000+00:00\", \"2021-04-20 03:19:01.000000+00:00\", \"2019-10-26 09:10:05.000000+00:00\", \"2023-01-18 08:28:36.000000+00:00\"], \"session_ids\": [\"3afd000c-207d-4e69-abdc-90660f365fdc\", \"3969bd7f-d842-45e3-9436-6cae238f749a\", \"8ca337c2-6e25-4e31-aa29-d5f6728edd21\", \"414e4193-a605-4499-8541-c0d6a4cde45b\", \"16d66114-6d8f-4ee3-ad42-bdfa40bb0a39\"], \"total_duration\": 104.0, \"total_sessions\": 5, \"mean_week_duration\": 0.615}}, {\"90420\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-12 16:22:24.000000+00:00\", \"2022-07-15 18:19:18.000000+00:00\"], \"session_ids\": [\"5e378b4d-b182-468d-bf4c-c959055af98b\", \"0a6f2297-725f-4e50-9407-4618959ba811\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.787}}, {\"55666\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-11 23:05:44.000000+00:00\", \"2022-06-12 11:56:01.000000+00:00\"], \"session_ids\": [\"ca9c2aa0-762c-41f3-8eba-1076e5cd3eaf\", \"404e64d1-af62-497a-b1b6-d9d8bd78986d\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about users with a overall duration of sessions per week of sessions that is higher than 43 and lower than 19 and in addition apply sorting by total duration in desc." } ]
[ { "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{\"55216\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-15 16:31:06.000000+00:00\", \"2021-06-20 09:11:37.000000+00:00\", \"2022-08-15 08:30:36.000000+00:00\"], \"session_ids\": [\"23a19990-27fb-4eda-84c9-9908625a9716\", \"3ce10e48-61c0-4b10-acd2-561f3717319d\", \"14baf246-c3ba-47ab-a89d-4f1f08b9cf2c\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.7}, \"82646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-26 06:43:27.000000+00:00\", \"2021-04-23 13:41:54.000000+00:00\"], \"session_ids\": [\"8a8eb94b-d46f-4450-a8b1-3f05f2216d10\", \"15107203-41c2-444e-a795-70f009396065\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.462}, \"77198\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-24 04:56:52.000000+00:00\", \"2021-08-24 11:37:09.000000+00:00\"], \"session_ids\": [\"069b6a0c-c9d1-4115-9fc7-3a676eb7f550\", \"c37cef30-b616-4d77-9d43-466e9ff28820\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 5.865}, \"47512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-22 09:44:59.000000+00:00\", \"2023-06-07 17:24:05.000000+00:00\", \"2021-05-02 03:26:05.000000+00:00\", \"2023-03-20 13:10:21.000000+00:00\"], \"session_ids\": [\"11494d9d-ab79-4460-818d-4810d5a05ff5\", \"31894f1a-b975-4ed0-8ad7-65a4cc96e1a8\", \"ce07ddb3-d828-4373-bb8f-c6ec61305771\", \"d480f90d-38a9-4aa0-aeb6-7f864add27d3\"], \"total_duration\": 265.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}, \"63045\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-15 19:04:43.000000+00:00\", \"2022-11-06 18:43:29.000000+00:00\", \"2020-01-21 17:23:12.000000+00:00\"], \"session_ids\": [\"f794be70-f155-4777-afd9-adac2fe058ea\", \"fe7dd12a-9cc4-4a9c-9e8d-b9171c0a81ef\", \"8455e190-a67b-4598-959a-6697950c2e97\"], \"total_duration\": 159.0, \"total_sessions\": 3, \"mean_week_duration\": 0.941}, \"62538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-20 04:45:26.000000+00:00\", \"2019-11-06 01:08:31.000000+00:00\", \"2020-09-11 07:55:33.000000+00:00\", \"2022-02-08 14:43:15.000000+00:00\", \"2021-09-13 05:24:02.000000+00:00\", \"2021-05-10 08:10:39.000000+00:00\", \"2020-10-31 11:08:41.000000+00:00\", \"2022-06-23 11:04:58.000000+00:00\", \"2019-06-05 05:21:46.000000+00:00\", \"2021-07-17 00:57:47.000000+00:00\"], \"session_ids\": [\"2ad01a94-e9d5-4ac2-92e9-0168a7d4b6cb\", \"bd7d50ac-f407-4ef7-a4c3-0880b0be6924\", \"df734f44-5bc7-4d79-a398-415fa4a290ea\", \"4573e077-29bf-41f9-af58-5be8f3282f2e\", \"4383518d-8d4f-4c7d-9bd5-be9f05c2c105\", \"962ece2c-6be3-470c-b8b6-4a9fc8081c13\", \"6ae147ad-e047-4efc-a78e-ad1296bfbeb5\", \"de2c33cc-427d-4121-b20a-1ba2e4c80c82\", \"aa2a54d5-fa13-4d64-a067-fc3e19206f40\", \"630da760-08df-4ab0-82b1-63ad22f8fc1f\"], \"total_duration\": 8059.0, \"total_sessions\": 10, \"mean_week_duration\": 50.369}, \"34665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-30 01:39:02.000000+00:00\", \"2023-05-06 00:32:51.000000+00:00\", \"2020-08-02 14:04:25.000000+00:00\"], \"session_ids\": [\"f7c33e7c-5d20-406b-899c-264d3cb5d6d5\", \"a94c5f93-3d5e-4325-ba5c-596fb9682687\", \"0f3ca57a-acd3-44a1-a013-081234b5037b\"], \"total_duration\": 208.0, \"total_sessions\": 3, \"mean_week_duration\": 1.359}, \"95697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-07 04:21:31.000000+00:00\", \"2020-12-26 21:56:56.000000+00:00\", \"2023-06-29 05:48:00.000000+00:00\", \"2022-06-11 05:52:05.000000+00:00\", \"2022-09-13 02:00:20.000000+00:00\", \"2020-08-21 17:55:03.000000+00:00\", \"2022-08-03 07:57:46.000000+00:00\", \"2021-08-06 19:11:02.000000+00:00\", \"2019-05-05 08:54:28.000000+00:00\", \"2019-06-26 13:38:04.000000+00:00\"], \"session_ids\": [\"06e387af-86a9-4572-9ecd-01f7e5255914\", \"7f68811c-8e16-45fa-98a5-0597b5d49be9\", \"b7c5b72d-aa9a-4977-b676-df282238d8b7\", \"fa80e184-8a69-4fa9-92bf-f86613fcad20\", \"fee4f773-9ea7-459b-8cdf-acd46a231a57\", \"876fae30-4714-4660-963f-e15fa248408d\", \"1492c5e5-760f-4f3d-8977-ea210da7fb56\", \"4bbdca97-f635-45c9-854d-81c3d8091011\", \"689e4471-3f2c-4997-ba31-403b1615e708\", \"a0a877d7-703a-433d-9092-db0676cbc51e\"], \"total_duration\": 435.0, \"total_sessions\": 10, \"mean_week_duration\": 2.005}, \"64824\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-23 06:52:39.000000+00:00\", \"2021-03-15 09:11:02.000000+00:00\"], \"session_ids\": [\"dc92e93e-ab5c-4a66-82ce-04cc1f2c328b\", \"768ea9e9-4abe-4761-a9e9-aab3fd77b5a0\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 2.861}, \"59582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-18 11:18:36.000000+00:00\", \"2020-04-01 07:56:20.000000+00:00\", \"2022-07-12 02:45:06.000000+00:00\"], \"session_ids\": [\"77e792b0-a3de-4a96-a326-17cbb5a41e10\", \"bdae769c-5394-46dd-a735-f8e81ee45f6b\", \"4139c879-e4ed-4452-aa21-5d91c960e2bf\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.21}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 19 and are equal or greater than 43" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[19, 43]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55216\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-15 16:31:06.000000+00:00\", \"2021-06-20 09:11:37.000000+00:00\", \"2022-08-15 08:30:36.000000+00:00\"], \"session_ids\": [\"23a19990-27fb-4eda-84c9-9908625a9716\", \"3ce10e48-61c0-4b10-acd2-561f3717319d\", \"14baf246-c3ba-47ab-a89d-4f1f08b9cf2c\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.7}, \"82646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-26 06:43:27.000000+00:00\", \"2021-04-23 13:41:54.000000+00:00\"], \"session_ids\": [\"8a8eb94b-d46f-4450-a8b1-3f05f2216d10\", \"15107203-41c2-444e-a795-70f009396065\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.462}, \"77198\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-24 04:56:52.000000+00:00\", \"2021-08-24 11:37:09.000000+00:00\"], \"session_ids\": [\"069b6a0c-c9d1-4115-9fc7-3a676eb7f550\", \"c37cef30-b616-4d77-9d43-466e9ff28820\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 5.865}, \"47512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-22 09:44:59.000000+00:00\", \"2023-06-07 17:24:05.000000+00:00\", \"2021-05-02 03:26:05.000000+00:00\", \"2023-03-20 13:10:21.000000+00:00\"], \"session_ids\": [\"11494d9d-ab79-4460-818d-4810d5a05ff5\", \"31894f1a-b975-4ed0-8ad7-65a4cc96e1a8\", \"ce07ddb3-d828-4373-bb8f-c6ec61305771\", \"d480f90d-38a9-4aa0-aeb6-7f864add27d3\"], \"total_duration\": 265.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}, \"63045\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-15 19:04:43.000000+00:00\", \"2022-11-06 18:43:29.000000+00:00\", \"2020-01-21 17:23:12.000000+00:00\"], \"session_ids\": [\"f794be70-f155-4777-afd9-adac2fe058ea\", \"fe7dd12a-9cc4-4a9c-9e8d-b9171c0a81ef\", \"8455e190-a67b-4598-959a-6697950c2e97\"], \"total_duration\": 159.0, \"total_sessions\": 3, \"mean_week_duration\": 0.941}, \"34665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-30 01:39:02.000000+00:00\", \"2023-05-06 00:32:51.000000+00:00\", \"2020-08-02 14:04:25.000000+00:00\"], \"session_ids\": [\"f7c33e7c-5d20-406b-899c-264d3cb5d6d5\", \"a94c5f93-3d5e-4325-ba5c-596fb9682687\", \"0f3ca57a-acd3-44a1-a013-081234b5037b\"], \"total_duration\": 208.0, \"total_sessions\": 3, \"mean_week_duration\": 1.359}, \"95697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-07 04:21:31.000000+00:00\", \"2020-12-26 21:56:56.000000+00:00\", \"2023-06-29 05:48:00.000000+00:00\", \"2022-06-11 05:52:05.000000+00:00\", \"2022-09-13 02:00:20.000000+00:00\", \"2020-08-21 17:55:03.000000+00:00\", \"2022-08-03 07:57:46.000000+00:00\", \"2021-08-06 19:11:02.000000+00:00\", \"2019-05-05 08:54:28.000000+00:00\", \"2019-06-26 13:38:04.000000+00:00\"], \"session_ids\": [\"06e387af-86a9-4572-9ecd-01f7e5255914\", \"7f68811c-8e16-45fa-98a5-0597b5d49be9\", \"b7c5b72d-aa9a-4977-b676-df282238d8b7\", \"fa80e184-8a69-4fa9-92bf-f86613fcad20\", \"fee4f773-9ea7-459b-8cdf-acd46a231a57\", \"876fae30-4714-4660-963f-e15fa248408d\", \"1492c5e5-760f-4f3d-8977-ea210da7fb56\", \"4bbdca97-f635-45c9-854d-81c3d8091011\", \"689e4471-3f2c-4997-ba31-403b1615e708\", \"a0a877d7-703a-433d-9092-db0676cbc51e\"], \"total_duration\": 435.0, \"total_sessions\": 10, \"mean_week_duration\": 2.005}, \"64824\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-23 06:52:39.000000+00:00\", \"2021-03-15 09:11:02.000000+00:00\"], \"session_ids\": [\"dc92e93e-ab5c-4a66-82ce-04cc1f2c328b\", \"768ea9e9-4abe-4761-a9e9-aab3fd77b5a0\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 2.861}, \"59582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-18 11:18:36.000000+00:00\", \"2020-04-01 07:56:20.000000+00:00\", \"2022-07-12 02:45:06.000000+00:00\"], \"session_ids\": [\"77e792b0-a3de-4a96-a326-17cbb5a41e10\", \"bdae769c-5394-46dd-a735-f8e81ee45f6b\", \"4139c879-e4ed-4452-aa21-5d91c960e2bf\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.21}, \"62538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-20 04:45:26.000000+00:00\", \"2019-11-06 01:08:31.000000+00:00\", \"2020-09-11 07:55:33.000000+00:00\", \"2022-02-08 14:43:15.000000+00:00\", \"2021-09-13 05:24:02.000000+00:00\", \"2021-05-10 08:10:39.000000+00:00\", \"2020-10-31 11:08:41.000000+00:00\", \"2022-06-23 11:04:58.000000+00:00\", \"2019-06-05 05:21:46.000000+00:00\", \"2021-07-17 00:57:47.000000+00:00\"], \"session_ids\": [\"2ad01a94-e9d5-4ac2-92e9-0168a7d4b6cb\", \"bd7d50ac-f407-4ef7-a4c3-0880b0be6924\", \"df734f44-5bc7-4d79-a398-415fa4a290ea\", \"4573e077-29bf-41f9-af58-5be8f3282f2e\", \"4383518d-8d4f-4c7d-9bd5-be9f05c2c105\", \"962ece2c-6be3-470c-b8b6-4a9fc8081c13\", \"6ae147ad-e047-4efc-a78e-ad1296bfbeb5\", \"de2c33cc-427d-4121-b20a-1ba2e4c80c82\", \"aa2a54d5-fa13-4d64-a067-fc3e19206f40\", \"630da760-08df-4ab0-82b1-63ad22f8fc1f\"], \"total_duration\": 8059.0, \"total_sessions\": 10, \"mean_week_duration\": 50.369}}\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[{\"62538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-20 04:45:26.000000+00:00\", \"2019-11-06 01:08:31.000000+00:00\", \"2020-09-11 07:55:33.000000+00:00\", \"2022-02-08 14:43:15.000000+00:00\", \"2021-09-13 05:24:02.000000+00:00\", \"2021-05-10 08:10:39.000000+00:00\", \"2020-10-31 11:08:41.000000+00:00\", \"2022-06-23 11:04:58.000000+00:00\", \"2019-06-05 05:21:46.000000+00:00\", \"2021-07-17 00:57:47.000000+00:00\"], \"session_ids\": [\"2ad01a94-e9d5-4ac2-92e9-0168a7d4b6cb\", \"bd7d50ac-f407-4ef7-a4c3-0880b0be6924\", \"df734f44-5bc7-4d79-a398-415fa4a290ea\", \"4573e077-29bf-41f9-af58-5be8f3282f2e\", \"4383518d-8d4f-4c7d-9bd5-be9f05c2c105\", \"962ece2c-6be3-470c-b8b6-4a9fc8081c13\", \"6ae147ad-e047-4efc-a78e-ad1296bfbeb5\", \"de2c33cc-427d-4121-b20a-1ba2e4c80c82\", \"aa2a54d5-fa13-4d64-a067-fc3e19206f40\", \"630da760-08df-4ab0-82b1-63ad22f8fc1f\"], \"total_duration\": 8059.0, \"total_sessions\": 10, \"mean_week_duration\": 50.369}}, {\"95697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-07 04:21:31.000000+00:00\", \"2020-12-26 21:56:56.000000+00:00\", \"2023-06-29 05:48:00.000000+00:00\", \"2022-06-11 05:52:05.000000+00:00\", \"2022-09-13 02:00:20.000000+00:00\", \"2020-08-21 17:55:03.000000+00:00\", \"2022-08-03 07:57:46.000000+00:00\", \"2021-08-06 19:11:02.000000+00:00\", \"2019-05-05 08:54:28.000000+00:00\", \"2019-06-26 13:38:04.000000+00:00\"], \"session_ids\": [\"06e387af-86a9-4572-9ecd-01f7e5255914\", \"7f68811c-8e16-45fa-98a5-0597b5d49be9\", \"b7c5b72d-aa9a-4977-b676-df282238d8b7\", \"fa80e184-8a69-4fa9-92bf-f86613fcad20\", \"fee4f773-9ea7-459b-8cdf-acd46a231a57\", \"876fae30-4714-4660-963f-e15fa248408d\", \"1492c5e5-760f-4f3d-8977-ea210da7fb56\", \"4bbdca97-f635-45c9-854d-81c3d8091011\", \"689e4471-3f2c-4997-ba31-403b1615e708\", \"a0a877d7-703a-433d-9092-db0676cbc51e\"], \"total_duration\": 435.0, \"total_sessions\": 10, \"mean_week_duration\": 2.005}}, {\"77198\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-24 04:56:52.000000+00:00\", \"2021-08-24 11:37:09.000000+00:00\"], \"session_ids\": [\"069b6a0c-c9d1-4115-9fc7-3a676eb7f550\", \"c37cef30-b616-4d77-9d43-466e9ff28820\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 5.865}}, {\"47512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-22 09:44:59.000000+00:00\", \"2023-06-07 17:24:05.000000+00:00\", \"2021-05-02 03:26:05.000000+00:00\", \"2023-03-20 13:10:21.000000+00:00\"], \"session_ids\": [\"11494d9d-ab79-4460-818d-4810d5a05ff5\", \"31894f1a-b975-4ed0-8ad7-65a4cc96e1a8\", \"ce07ddb3-d828-4373-bb8f-c6ec61305771\", \"d480f90d-38a9-4aa0-aeb6-7f864add27d3\"], \"total_duration\": 265.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}}, {\"34665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-30 01:39:02.000000+00:00\", \"2023-05-06 00:32:51.000000+00:00\", \"2020-08-02 14:04:25.000000+00:00\"], \"session_ids\": [\"f7c33e7c-5d20-406b-899c-264d3cb5d6d5\", \"a94c5f93-3d5e-4325-ba5c-596fb9682687\", \"0f3ca57a-acd3-44a1-a013-081234b5037b\"], \"total_duration\": 208.0, \"total_sessions\": 3, \"mean_week_duration\": 1.359}}, {\"63045\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-15 19:04:43.000000+00:00\", \"2022-11-06 18:43:29.000000+00:00\", \"2020-01-21 17:23:12.000000+00:00\"], \"session_ids\": [\"f794be70-f155-4777-afd9-adac2fe058ea\", \"fe7dd12a-9cc4-4a9c-9e8d-b9171c0a81ef\", \"8455e190-a67b-4598-959a-6697950c2e97\"], \"total_duration\": 159.0, \"total_sessions\": 3, \"mean_week_duration\": 0.941}}, {\"59582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-18 11:18:36.000000+00:00\", \"2020-04-01 07:56:20.000000+00:00\", \"2022-07-12 02:45:06.000000+00:00\"], \"session_ids\": [\"77e792b0-a3de-4a96-a326-17cbb5a41e10\", \"bdae769c-5394-46dd-a735-f8e81ee45f6b\", \"4139c879-e4ed-4452-aa21-5d91c960e2bf\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.21}}, {\"82646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-26 06:43:27.000000+00:00\", \"2021-04-23 13:41:54.000000+00:00\"], \"session_ids\": [\"8a8eb94b-d46f-4450-a8b1-3f05f2216d10\", \"15107203-41c2-444e-a795-70f009396065\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.462}}, {\"64824\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-23 06:52:39.000000+00:00\", \"2021-03-15 09:11:02.000000+00:00\"], \"session_ids\": [\"dc92e93e-ab5c-4a66-82ce-04cc1f2c328b\", \"768ea9e9-4abe-4761-a9e9-aab3fd77b5a0\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 2.861}}, {\"55216\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-15 16:31:06.000000+00:00\", \"2021-06-20 09:11:37.000000+00:00\", \"2022-08-15 08:30:36.000000+00:00\"], \"session_ids\": [\"23a19990-27fb-4eda-84c9-9908625a9716\", \"3ce10e48-61c0-4b10-acd2-561f3717319d\", \"14baf246-c3ba-47ab-a89d-4f1f08b9cf2c\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.7}}]\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[{\"62538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-20 04:45:26.000000+00:00\", \"2019-11-06 01:08:31.000000+00:00\", \"2020-09-11 07:55:33.000000+00:00\", \"2022-02-08 14:43:15.000000+00:00\", \"2021-09-13 05:24:02.000000+00:00\", \"2021-05-10 08:10:39.000000+00:00\", \"2020-10-31 11:08:41.000000+00:00\", \"2022-06-23 11:04:58.000000+00:00\", \"2019-06-05 05:21:46.000000+00:00\", \"2021-07-17 00:57:47.000000+00:00\"], \"session_ids\": [\"2ad01a94-e9d5-4ac2-92e9-0168a7d4b6cb\", \"bd7d50ac-f407-4ef7-a4c3-0880b0be6924\", \"df734f44-5bc7-4d79-a398-415fa4a290ea\", \"4573e077-29bf-41f9-af58-5be8f3282f2e\", \"4383518d-8d4f-4c7d-9bd5-be9f05c2c105\", \"962ece2c-6be3-470c-b8b6-4a9fc8081c13\", \"6ae147ad-e047-4efc-a78e-ad1296bfbeb5\", \"de2c33cc-427d-4121-b20a-1ba2e4c80c82\", \"aa2a54d5-fa13-4d64-a067-fc3e19206f40\", \"630da760-08df-4ab0-82b1-63ad22f8fc1f\"], \"total_duration\": 8059.0, \"total_sessions\": 10, \"mean_week_duration\": 50.369}}, {\"95697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-07 04:21:31.000000+00:00\", \"2020-12-26 21:56:56.000000+00:00\", \"2023-06-29 05:48:00.000000+00:00\", \"2022-06-11 05:52:05.000000+00:00\", \"2022-09-13 02:00:20.000000+00:00\", \"2020-08-21 17:55:03.000000+00:00\", \"2022-08-03 07:57:46.000000+00:00\", \"2021-08-06 19:11:02.000000+00:00\", \"2019-05-05 08:54:28.000000+00:00\", \"2019-06-26 13:38:04.000000+00:00\"], \"session_ids\": [\"06e387af-86a9-4572-9ecd-01f7e5255914\", \"7f68811c-8e16-45fa-98a5-0597b5d49be9\", \"b7c5b72d-aa9a-4977-b676-df282238d8b7\", \"fa80e184-8a69-4fa9-92bf-f86613fcad20\", \"fee4f773-9ea7-459b-8cdf-acd46a231a57\", \"876fae30-4714-4660-963f-e15fa248408d\", \"1492c5e5-760f-4f3d-8977-ea210da7fb56\", \"4bbdca97-f635-45c9-854d-81c3d8091011\", \"689e4471-3f2c-4997-ba31-403b1615e708\", \"a0a877d7-703a-433d-9092-db0676cbc51e\"], \"total_duration\": 435.0, \"total_sessions\": 10, \"mean_week_duration\": 2.005}}, {\"77198\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-24 04:56:52.000000+00:00\", \"2021-08-24 11:37:09.000000+00:00\"], \"session_ids\": [\"069b6a0c-c9d1-4115-9fc7-3a676eb7f550\", \"c37cef30-b616-4d77-9d43-466e9ff28820\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 5.865}}, {\"47512\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-22 09:44:59.000000+00:00\", \"2023-06-07 17:24:05.000000+00:00\", \"2021-05-02 03:26:05.000000+00:00\", \"2023-03-20 13:10:21.000000+00:00\"], \"session_ids\": [\"11494d9d-ab79-4460-818d-4810d5a05ff5\", \"31894f1a-b975-4ed0-8ad7-65a4cc96e1a8\", \"ce07ddb3-d828-4373-bb8f-c6ec61305771\", \"d480f90d-38a9-4aa0-aeb6-7f864add27d3\"], \"total_duration\": 265.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}}, {\"34665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-30 01:39:02.000000+00:00\", \"2023-05-06 00:32:51.000000+00:00\", \"2020-08-02 14:04:25.000000+00:00\"], \"session_ids\": [\"f7c33e7c-5d20-406b-899c-264d3cb5d6d5\", \"a94c5f93-3d5e-4325-ba5c-596fb9682687\", \"0f3ca57a-acd3-44a1-a013-081234b5037b\"], \"total_duration\": 208.0, \"total_sessions\": 3, \"mean_week_duration\": 1.359}}, {\"63045\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-15 19:04:43.000000+00:00\", \"2022-11-06 18:43:29.000000+00:00\", \"2020-01-21 17:23:12.000000+00:00\"], \"session_ids\": [\"f794be70-f155-4777-afd9-adac2fe058ea\", \"fe7dd12a-9cc4-4a9c-9e8d-b9171c0a81ef\", \"8455e190-a67b-4598-959a-6697950c2e97\"], \"total_duration\": 159.0, \"total_sessions\": 3, \"mean_week_duration\": 0.941}}, {\"59582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-18 11:18:36.000000+00:00\", \"2020-04-01 07:56:20.000000+00:00\", \"2022-07-12 02:45:06.000000+00:00\"], \"session_ids\": [\"77e792b0-a3de-4a96-a326-17cbb5a41e10\", \"bdae769c-5394-46dd-a735-f8e81ee45f6b\", \"4139c879-e4ed-4452-aa21-5d91c960e2bf\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.21}}, {\"82646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-26 06:43:27.000000+00:00\", \"2021-04-23 13:41:54.000000+00:00\"], \"session_ids\": [\"8a8eb94b-d46f-4450-a8b1-3f05f2216d10\", \"15107203-41c2-444e-a795-70f009396065\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.462}}, {\"64824\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-23 06:52:39.000000+00:00\", \"2021-03-15 09:11:02.000000+00:00\"], \"session_ids\": [\"dc92e93e-ab5c-4a66-82ce-04cc1f2c328b\", \"768ea9e9-4abe-4761-a9e9-aab3fd77b5a0\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 2.861}}, {\"55216\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-15 16:31:06.000000+00:00\", \"2021-06-20 09:11:37.000000+00:00\", \"2022-08-15 08:30:36.000000+00:00\"], \"session_ids\": [\"23a19990-27fb-4eda-84c9-9908625a9716\", \"3ce10e48-61c0-4b10-acd2-561f3717319d\", \"14baf246-c3ba-47ab-a89d-4f1f08b9cf2c\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.7}}]\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 users with a sessions total that is above 5 plus apply sorting by average_week_duration 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{\"7193\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-09 21:42:45.000000+00:00\", \"2022-09-29 08:34:37.000000+00:00\", \"2023-04-14 14:49:52.000000+00:00\"], \"session_ids\": [\"032fb9d6-6f6b-4ceb-8279-897be23acf82\", \"252b5cb3-ba50-4cc6-8bea-b20170cc0279\", \"a3a09181-5ef5-4163-8afc-73218fbb7995\"], \"total_duration\": 108.0, \"total_sessions\": 3, \"mean_week_duration\": 3.724}, \"38588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-19 17:10:08.000000+00:00\", \"2022-04-18 13:13:15.000000+00:00\"], \"session_ids\": [\"1ff46986-c437-442b-b4b5-31493c882644\", \"9f7c14b5-5c1d-4319-8f2f-f26cca75e4f5\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 2.15}, \"63957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-23 18:58:13.000000+00:00\", \"2020-10-05 02:34:15.000000+00:00\", \"2022-02-07 02:31:47.000000+00:00\"], \"session_ids\": [\"38ffb946-1eee-4e54-a9e5-ee7ba3100d4a\", \"632a20f6-fb5e-4b4e-a2bc-6fe5623af1c5\", \"0b8654b6-8e1f-43b8-814b-649dcac4f06f\"], \"total_duration\": 431.0, \"total_sessions\": 3, \"mean_week_duration\": 6.157}, \"94483\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-05-24 10:31:23.000000+00:00\", \"2021-04-19 17:28:34.000000+00:00\"], \"session_ids\": [\"8aea4897-c966-479a-b225-74b0e877b759\", \"4f780aa1-705d-40fe-a496-3200928f7fdb\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.44}, \"37778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-29 03:21:52.000000+00:00\", \"2019-06-17 09:45:09.000000+00:00\", \"2020-05-13 08:20:44.000000+00:00\", \"2019-09-13 01:59:42.000000+00:00\", \"2022-11-27 21:38:28.000000+00:00\"], \"session_ids\": [\"b61a419c-8193-4a11-b1db-3192367b8a3a\", \"b74a6c40-21e7-4fbd-9404-40eebbe839d6\", \"2ac48845-a715-46db-a079-01003eb6c247\", \"5f10427b-fa8d-4002-8c68-29eea2cd293c\", \"fd93a350-01a5-4bd0-96fe-854660643ab7\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.458}, \"70427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-13 02:18:10.000000+00:00\", \"2019-04-09 23:41:39.000000+00:00\", \"2020-10-07 19:46:03.000000+00:00\", \"2019-01-04 01:16:52.000000+00:00\", \"2020-04-14 16:29:43.000000+00:00\", \"2019-03-04 11:00:49.000000+00:00\"], \"session_ids\": [\"a685befd-066e-41d0-bb84-abefc7be9fc3\", \"de5cd963-b386-46f7-8a47-c3311f0332f4\", \"4b3f6774-91b4-4c4a-8231-e4ff0e11b155\", \"e9259b08-3249-4c91-ae6d-21edda5c2500\", \"e29a00b7-28c8-41c3-b373-66acff992910\", \"eaca376f-2ad3-4367-879f-d7258ddcca64\"], \"total_duration\": 3707.0, \"total_sessions\": 6, \"mean_week_duration\": 34.972}, \"67740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-01-21 17:13:51.000000+00:00\", \"2022-05-15 15:41:23.000000+00:00\", \"2022-08-31 20:57:05.000000+00:00\", \"2022-11-01 21:53:16.000000+00:00\"], \"session_ids\": [\"a68771ab-325f-470c-8528-baf17ff52220\", \"dcb64d6c-2a87-4154-b556-9281d0b562a9\", \"a5a8e51e-ca9c-4d73-ae41-c31f1dade3b7\", \"be7a44c8-8212-4511-8f5e-3a4f422ac977\"], \"total_duration\": 141.0, \"total_sessions\": 4, \"mean_week_duration\": 0.972}, \"2766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-20 22:15:04.000000+00:00\", \"2020-01-28 05:49:13.000000+00:00\", \"2022-06-30 10:04:20.000000+00:00\", \"2021-09-08 19:59:55.000000+00:00\"], \"session_ids\": [\"006ceaec-c4ac-4bcd-8092-634ef0c79bb1\", \"712779b4-2dfd-41aa-8599-53b6626e62d4\", \"652e6d9a-4c0c-4e23-9a2f-aa56dffbaf34\", \"a253c648-8838-4c1c-b38b-acc427b038a2\"], \"total_duration\": 667.0, \"total_sessions\": 4, \"mean_week_duration\": 3.768}, \"50100\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-28 05:50:47.000000+00:00\", \"2022-06-06 07:09:59.000000+00:00\", \"2019-11-15 15:24:53.000000+00:00\"], \"session_ids\": [\"1890bcc1-2508-461f-9eb8-1d94ce7cf6c5\", \"969b2f06-f700-49cd-b212-515ae1d55079\", \"4b7bda20-a7b2-4213-bd04-6f3890e88ca8\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 4.196}, \"45438\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-18 08:34:31.000000+00:00\", \"2020-04-10 19:25:50.000000+00:00\", \"2020-05-01 16:25:34.000000+00:00\", \"2019-09-24 22:24:18.000000+00:00\"], \"session_ids\": [\"2d6dc12d-8fc4-420c-85ed-cdf6dfd08a6c\", \"7f2cae6d-8a10-4fc6-97e1-c20d448efe6e\", \"56d768aa-940d-4b56-bcc8-a64ec53c40b1\", \"28cc3beb-d676-4d9c-b51d-e190f643d80f\"], \"total_duration\": 1951.0, \"total_sessions\": 4, \"mean_week_duration\": 23.793}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[5, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-29 03:21:52.000000+00:00\", \"2019-06-17 09:45:09.000000+00:00\", \"2020-05-13 08:20:44.000000+00:00\", \"2019-09-13 01:59:42.000000+00:00\", \"2022-11-27 21:38:28.000000+00:00\"], \"session_ids\": [\"b61a419c-8193-4a11-b1db-3192367b8a3a\", \"b74a6c40-21e7-4fbd-9404-40eebbe839d6\", \"2ac48845-a715-46db-a079-01003eb6c247\", \"5f10427b-fa8d-4002-8c68-29eea2cd293c\", \"fd93a350-01a5-4bd0-96fe-854660643ab7\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.458}, \"70427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-13 02:18:10.000000+00:00\", \"2019-04-09 23:41:39.000000+00:00\", \"2020-10-07 19:46:03.000000+00:00\", \"2019-01-04 01:16:52.000000+00:00\", \"2020-04-14 16:29:43.000000+00:00\", \"2019-03-04 11:00:49.000000+00:00\"], \"session_ids\": [\"a685befd-066e-41d0-bb84-abefc7be9fc3\", \"de5cd963-b386-46f7-8a47-c3311f0332f4\", \"4b3f6774-91b4-4c4a-8231-e4ff0e11b155\", \"e9259b08-3249-4c91-ae6d-21edda5c2500\", \"e29a00b7-28c8-41c3-b373-66acff992910\", \"eaca376f-2ad3-4367-879f-d7258ddcca64\"], \"total_duration\": 3707.0, \"total_sessions\": 6, \"mean_week_duration\": 34.972}}\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[{\"70427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-13 02:18:10.000000+00:00\", \"2019-04-09 23:41:39.000000+00:00\", \"2020-10-07 19:46:03.000000+00:00\", \"2019-01-04 01:16:52.000000+00:00\", \"2020-04-14 16:29:43.000000+00:00\", \"2019-03-04 11:00:49.000000+00:00\"], \"session_ids\": [\"a685befd-066e-41d0-bb84-abefc7be9fc3\", \"de5cd963-b386-46f7-8a47-c3311f0332f4\", \"4b3f6774-91b4-4c4a-8231-e4ff0e11b155\", \"e9259b08-3249-4c91-ae6d-21edda5c2500\", \"e29a00b7-28c8-41c3-b373-66acff992910\", \"eaca376f-2ad3-4367-879f-d7258ddcca64\"], \"total_duration\": 3707.0, \"total_sessions\": 6, \"mean_week_duration\": 34.972}}, {\"37778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-29 03:21:52.000000+00:00\", \"2019-06-17 09:45:09.000000+00:00\", \"2020-05-13 08:20:44.000000+00:00\", \"2019-09-13 01:59:42.000000+00:00\", \"2022-11-27 21:38:28.000000+00:00\"], \"session_ids\": [\"b61a419c-8193-4a11-b1db-3192367b8a3a\", \"b74a6c40-21e7-4fbd-9404-40eebbe839d6\", \"2ac48845-a715-46db-a079-01003eb6c247\", \"5f10427b-fa8d-4002-8c68-29eea2cd293c\", \"fd93a350-01a5-4bd0-96fe-854660643ab7\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.458}}]\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[{\"70427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-13 02:18:10.000000+00:00\", \"2019-04-09 23:41:39.000000+00:00\", \"2020-10-07 19:46:03.000000+00:00\", \"2019-01-04 01:16:52.000000+00:00\", \"2020-04-14 16:29:43.000000+00:00\", \"2019-03-04 11:00:49.000000+00:00\"], \"session_ids\": [\"a685befd-066e-41d0-bb84-abefc7be9fc3\", \"de5cd963-b386-46f7-8a47-c3311f0332f4\", \"4b3f6774-91b4-4c4a-8231-e4ff0e11b155\", \"e9259b08-3249-4c91-ae6d-21edda5c2500\", \"e29a00b7-28c8-41c3-b373-66acff992910\", \"eaca376f-2ad3-4367-879f-d7258ddcca64\"], \"total_duration\": 3707.0, \"total_sessions\": 6, \"mean_week_duration\": 34.972}}, {\"37778\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-29 03:21:52.000000+00:00\", \"2019-06-17 09:45:09.000000+00:00\", \"2020-05-13 08:20:44.000000+00:00\", \"2019-09-13 01:59:42.000000+00:00\", \"2022-11-27 21:38:28.000000+00:00\"], \"session_ids\": [\"b61a419c-8193-4a11-b1db-3192367b8a3a\", \"b74a6c40-21e7-4fbd-9404-40eebbe839d6\", \"2ac48845-a715-46db-a079-01003eb6c247\", \"5f10427b-fa8d-4002-8c68-29eea2cd293c\", \"fd93a350-01a5-4bd0-96fe-854660643ab7\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.458}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about users whose time using the app per week is strictly greater than 3 and strictly less than 44 , moreover execute sorting by overall total duration descendingly plus show me only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"6185\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-02-11 02:13:35.000000+00:00\", \"2020-02-21 00:37:35.000000+00:00\"], \"session_ids\": [\"0a140c12-a9bb-4646-adbd-084f438ab18e\", \"5e7aa3ae-1b54-402e-86d3-66fc288f1a72\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 104.5}, \"38712\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-19 13:05:33.000000+00:00\", \"2020-07-12 22:04:03.000000+00:00\"], \"session_ids\": [\"da68433f-717d-45cf-99b2-45c774886dad\", \"309e4999-c180-4a73-b9bf-cbddf2c85fc0\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.775}, \"5149\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-24 16:25:50.000000+00:00\", \"2019-11-01 08:21:56.000000+00:00\", \"2022-07-04 12:06:22.000000+00:00\", \"2021-07-18 19:49:36.000000+00:00\", \"2021-12-28 08:03:49.000000+00:00\", \"2019-03-14 13:41:36.000000+00:00\"], \"session_ids\": [\"a450452c-9dae-4165-baee-07a14b8701af\", \"09f3ffdd-ec8a-4e1a-8598-c29fb11c81de\", \"edc49ac9-a1f4-4aca-852d-490fd3c40aff\", \"eb576eac-6b85-49af-aedf-476a9aa6bfa3\", \"7707a8aa-e59b-475f-91d1-78ad6a66cd4b\", \"5dd1f911-b365-43eb-9cbf-49031021bf02\"], \"total_duration\": 148.0, \"total_sessions\": 6, \"mean_week_duration\": 0.855}, \"6274\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-09 23:28:33.000000+00:00\", \"2021-10-26 07:48:42.000000+00:00\", \"2022-09-26 12:12:25.000000+00:00\", \"2021-01-15 04:07:19.000000+00:00\", \"2023-04-12 03:00:36.000000+00:00\", \"2019-12-27 19:04:23.000000+00:00\", \"2022-01-19 19:09:08.000000+00:00\", \"2019-05-18 14:35:02.000000+00:00\"], \"session_ids\": [\"263b5b43-571c-4f13-9c60-f766439577d0\", \"30fbdd7c-3839-4424-9908-9ea1a2b266f8\", \"6a6ae23d-4c91-4ea6-a030-2cd242d9429a\", \"1ce43e60-43f5-456a-83ea-1cee4d6c525c\", \"b323b0db-cc6b-458c-b008-37c51e0addc6\", \"39888103-cbb6-43d2-a63e-4cec4a75f21c\", \"7b9462f8-2c4a-417a-ad5d-14f9652b7735\", \"4129afe6-bd76-4e37-beda-ec5fb87e147c\"], \"total_duration\": 352.0, \"total_sessions\": 8, \"mean_week_duration\": 1.725}, \"17010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-08 15:01:17.000000+00:00\", \"2023-06-25 05:22:33.000000+00:00\", \"2021-03-27 05:27:18.000000+00:00\"], \"session_ids\": [\"b6b3a8f6-07b3-49dc-976c-3db2705549f9\", \"b566c7fe-db31-4f5f-ac66-2d45e921e8dd\", \"7b025648-eaa2-4ed0-8c18-f08ccc1bcec2\"], \"total_duration\": 79.0, \"total_sessions\": 3, \"mean_week_duration\": 0.416}, \"15245\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-21 11:31:00.000000+00:00\", \"2022-04-04 11:33:09.000000+00:00\", \"2020-10-09 05:26:08.000000+00:00\"], \"session_ids\": [\"55e2ad1a-30d0-4c59-8a56-f94b8b31a33f\", \"899923e8-184d-41ca-971d-8ac9acdcc1f1\", \"5dbe326e-ba04-46a8-b402-03aab5b01cf5\"], \"total_duration\": 180.0, \"total_sessions\": 3, \"mean_week_duration\": 1.314}, \"80581\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-25 20:43:16.000000+00:00\", \"2020-04-19 16:10:48.000000+00:00\", \"2022-02-12 17:24:42.000000+00:00\", \"2022-07-25 04:03:46.000000+00:00\"], \"session_ids\": [\"d5bd3c35-de05-4132-ace4-bb5c3a7bee95\", \"a0a21cef-c62f-4e9c-a656-c3cdea4a7cb3\", \"24455390-87d5-4069-a9a4-0028b48c9386\", \"56da6f9b-0c86-46a2-a079-d1d833738149\"], \"total_duration\": 63.0, \"total_sessions\": 4, \"mean_week_duration\": 0.401}, \"21318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-06-21 09:10:07.000000+00:00\", \"2022-10-24 21:45:17.000000+00:00\"], \"session_ids\": [\"c41046ab-d36a-429a-b893-8d0e25f5a877\", \"9525bc45-a0e0-43cd-bf4a-48b21753343f\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.329}, \"84720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-21 03:43:54.000000+00:00\", \"2022-01-26 20:20:48.000000+00:00\"], \"session_ids\": [\"3fe63755-4be4-484a-8128-9231719b7e7e\", \"ffe9d30a-1880-4005-8cb6-445f9d143e91\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.763}, \"90170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-10 15:46:25.000000+00:00\", \"2022-07-30 10:43:22.000000+00:00\"], \"session_ids\": [\"a1906678-664a-42cc-bb1c-74d04624de67\", \"2ac0a14c-7fc6-497b-b4f5-960ae4e39bd2\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.099}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 3 and are less than 44" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[3, 44]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 7 users who have overall quantity of sessions exactly 3 , moreover carry out sorting by quantity of sessions from the largest to the smallest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"52577\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-02-16 06:04:50.000000+00:00\", \"2020-02-13 21:15:52.000000+00:00\", \"2021-11-12 23:59:09.000000+00:00\"], \"session_ids\": [\"b492323c-e008-4fa8-8fde-a49905f38944\", \"575ed19f-611b-4f4e-a68d-ec60db91db54\", \"e0e39de1-1c78-404e-a97e-4717e90aa14e\"], \"total_duration\": 141.0, \"total_sessions\": 3, \"mean_week_duration\": 1.343}, \"21294\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2021-11-21 04:05:05.000000+00:00\", \"2022-12-21 20:28:51.000000+00:00\", \"2020-05-12 10:24:51.000000+00:00\", \"2022-11-09 11:22:34.000000+00:00\", \"2020-10-06 23:31:49.000000+00:00\"], \"session_ids\": [\"50de6e65-a7b8-4bc7-b1a8-5c86c344cdeb\", \"c2e9ef31-8ce9-46c3-899c-955a2c074652\", \"692ae0d4-b364-4e14-a43c-cfd5f01b5fba\", \"c822f070-ab26-4c5b-a597-7c2873e9c0ab\", \"169398d9-38bb-46c7-a7ed-2ab9c296a8b8\"], \"total_duration\": 409.0, \"total_sessions\": 5, \"mean_week_duration\": 2.985}, \"93931\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2022-05-23 05:43:56.000000+00:00\", \"2019-01-14 00:03:58.000000+00:00\"], \"session_ids\": [\"34695ce0-ddef-475a-986e-8262dbc33ee2\", \"403ee2f7-79e4-4d16-929b-e2f319350940\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.606}, \"99572\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-09 19:22:02.000000+00:00\", \"2021-08-09 22:41:10.000000+00:00\"], \"session_ids\": [\"d73c9747-cf6e-4dbb-a41e-e3a5b93afde7\", \"a053ce1d-a277-409d-bfab-a5fee8b0156e\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 7.577}, \"37472\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-30 14:21:03.000000+00:00\", \"2020-04-27 03:16:53.000000+00:00\", \"2019-09-28 16:27:35.000000+00:00\", \"2019-12-30 11:41:40.000000+00:00\", \"2022-03-01 04:40:08.000000+00:00\"], \"session_ids\": [\"a7459ea3-779d-4624-9ec6-25ebca9e3bab\", \"1a990857-71b8-4546-aed2-4f10e3dbf89e\", \"d7079945-ab5a-4d0f-bfc1-83aa443efc61\", \"372907cc-286e-4687-b7b3-1c1b8f45e5cc\", \"ff3b4aec-53b9-4eb3-9996-7cee35d314f5\"], \"total_duration\": 2815.0, \"total_sessions\": 5, \"mean_week_duration\": 19.02}, \"58538\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-07 00:44:28.000000+00:00\", \"2023-01-24 18:14:54.000000+00:00\", \"2022-08-31 01:59:17.000000+00:00\"], \"session_ids\": [\"cb05c17e-3298-437f-a9a7-46d69b6567d4\", \"08eced6c-6446-4695-822d-3c4818e381a3\", \"2ee2dab6-5032-4983-bca3-b2887edf8474\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 2.984}, \"68893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-22 16:32:53.000000+00:00\", \"2023-06-01 12:59:52.000000+00:00\", \"2023-01-28 08:10:58.000000+00:00\"], \"session_ids\": [\"620aed83-b03f-405c-b40c-8c85c2da852b\", \"798a7be1-8b9d-4367-a371-8de5f63de992\", \"2e507e66-b662-4acc-9da2-bacd15aebb9e\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 2.49}, \"65255\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-24 05:56:57.000000+00:00\", \"2019-05-19 20:45:30.000000+00:00\", \"2022-06-14 12:11:46.000000+00:00\", \"2022-07-14 02:02:19.000000+00:00\"], \"session_ids\": [\"298f1a30-0ef2-441c-934a-58cf5ebcec72\", \"b1237eb6-4c2a-42ed-95b9-189f5b952b77\", \"efd8c83a-17de-464e-980c-6cda89c37305\", \"89e9a742-f6cd-41f9-a666-1bcd2965dc86\"], \"total_duration\": 57.0, \"total_sessions\": 4, \"mean_week_duration\": 0.343}, \"41064\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-01 03:45:11.000000+00:00\", \"2022-01-19 23:47:43.000000+00:00\", \"2022-08-19 09:31:00.000000+00:00\"], \"session_ids\": [\"1f3a5072-9a1c-43a5-bfe6-bea3cf04d297\", \"e6f1b27e-076a-47c1-aceb-1e76ce4a90a6\", \"aa159555-efa5-4e40-b148-a1a2417d7299\"], \"total_duration\": 753.0, \"total_sessions\": 3, \"mean_week_duration\": 4.16}, \"55146\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-07 03:42:06.000000+00:00\", \"2023-01-12 01:37:34.000000+00:00\", \"2022-11-03 23:16:03.000000+00:00\"], \"session_ids\": [\"548a7d0d-edd2-40c3-87eb-74e137757651\", \"f5b10ace-b471-4bee-9476-fcac43324b50\", \"c940ade4-491f-4eb4-bcc6-9b44af434c1e\"], \"total_duration\": 427.0, \"total_sessions\": 3, \"mean_week_duration\": 42.7}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where 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{\"52577\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-02-16 06:04:50.000000+00:00\", \"2020-02-13 21:15:52.000000+00:00\", \"2021-11-12 23:59:09.000000+00:00\"], \"session_ids\": [\"b492323c-e008-4fa8-8fde-a49905f38944\", \"575ed19f-611b-4f4e-a68d-ec60db91db54\", \"e0e39de1-1c78-404e-a97e-4717e90aa14e\"], \"total_duration\": 141.0, \"total_sessions\": 3, \"mean_week_duration\": 1.343}, \"58538\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-07 00:44:28.000000+00:00\", \"2023-01-24 18:14:54.000000+00:00\", \"2022-08-31 01:59:17.000000+00:00\"], \"session_ids\": [\"cb05c17e-3298-437f-a9a7-46d69b6567d4\", \"08eced6c-6446-4695-822d-3c4818e381a3\", \"2ee2dab6-5032-4983-bca3-b2887edf8474\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 2.984}, \"68893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-22 16:32:53.000000+00:00\", \"2023-06-01 12:59:52.000000+00:00\", \"2023-01-28 08:10:58.000000+00:00\"], \"session_ids\": [\"620aed83-b03f-405c-b40c-8c85c2da852b\", \"798a7be1-8b9d-4367-a371-8de5f63de992\", \"2e507e66-b662-4acc-9da2-bacd15aebb9e\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 2.49}, \"41064\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-01 03:45:11.000000+00:00\", \"2022-01-19 23:47:43.000000+00:00\", \"2022-08-19 09:31:00.000000+00:00\"], \"session_ids\": [\"1f3a5072-9a1c-43a5-bfe6-bea3cf04d297\", \"e6f1b27e-076a-47c1-aceb-1e76ce4a90a6\", \"aa159555-efa5-4e40-b148-a1a2417d7299\"], \"total_duration\": 753.0, \"total_sessions\": 3, \"mean_week_duration\": 4.16}, \"55146\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-07 03:42:06.000000+00:00\", \"2023-01-12 01:37:34.000000+00:00\", \"2022-11-03 23:16:03.000000+00:00\"], \"session_ids\": [\"548a7d0d-edd2-40c3-87eb-74e137757651\", \"f5b10ace-b471-4bee-9476-fcac43324b50\", \"c940ade4-491f-4eb4-bcc6-9b44af434c1e\"], \"total_duration\": 427.0, \"total_sessions\": 3, \"mean_week_duration\": 42.7}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52577\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-02-16 06:04:50.000000+00:00\", \"2020-02-13 21:15:52.000000+00:00\", \"2021-11-12 23:59:09.000000+00:00\"], \"session_ids\": [\"b492323c-e008-4fa8-8fde-a49905f38944\", \"575ed19f-611b-4f4e-a68d-ec60db91db54\", \"e0e39de1-1c78-404e-a97e-4717e90aa14e\"], \"total_duration\": 141.0, \"total_sessions\": 3, \"mean_week_duration\": 1.343}}, {\"58538\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-07 00:44:28.000000+00:00\", \"2023-01-24 18:14:54.000000+00:00\", \"2022-08-31 01:59:17.000000+00:00\"], \"session_ids\": [\"cb05c17e-3298-437f-a9a7-46d69b6567d4\", \"08eced6c-6446-4695-822d-3c4818e381a3\", \"2ee2dab6-5032-4983-bca3-b2887edf8474\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 2.984}}, {\"68893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-22 16:32:53.000000+00:00\", \"2023-06-01 12:59:52.000000+00:00\", \"2023-01-28 08:10:58.000000+00:00\"], \"session_ids\": [\"620aed83-b03f-405c-b40c-8c85c2da852b\", \"798a7be1-8b9d-4367-a371-8de5f63de992\", \"2e507e66-b662-4acc-9da2-bacd15aebb9e\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 2.49}}, {\"41064\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-01 03:45:11.000000+00:00\", \"2022-01-19 23:47:43.000000+00:00\", \"2022-08-19 09:31:00.000000+00:00\"], \"session_ids\": [\"1f3a5072-9a1c-43a5-bfe6-bea3cf04d297\", \"e6f1b27e-076a-47c1-aceb-1e76ce4a90a6\", \"aa159555-efa5-4e40-b148-a1a2417d7299\"], \"total_duration\": 753.0, \"total_sessions\": 3, \"mean_week_duration\": 4.16}}, {\"55146\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-07 03:42:06.000000+00:00\", \"2023-01-12 01:37:34.000000+00:00\", \"2022-11-03 23:16:03.000000+00:00\"], \"session_ids\": [\"548a7d0d-edd2-40c3-87eb-74e137757651\", \"f5b10ace-b471-4bee-9476-fcac43324b50\", \"c940ade4-491f-4eb4-bcc6-9b44af434c1e\"], \"total_duration\": 427.0, \"total_sessions\": 3, \"mean_week_duration\": 42.7}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 7 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52577\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-02-16 06:04:50.000000+00:00\", \"2020-02-13 21:15:52.000000+00:00\", \"2021-11-12 23:59:09.000000+00:00\"], \"session_ids\": [\"b492323c-e008-4fa8-8fde-a49905f38944\", \"575ed19f-611b-4f4e-a68d-ec60db91db54\", \"e0e39de1-1c78-404e-a97e-4717e90aa14e\"], \"total_duration\": 141.0, \"total_sessions\": 3, \"mean_week_duration\": 1.343}}, {\"58538\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-07 00:44:28.000000+00:00\", \"2023-01-24 18:14:54.000000+00:00\", \"2022-08-31 01:59:17.000000+00:00\"], \"session_ids\": [\"cb05c17e-3298-437f-a9a7-46d69b6567d4\", \"08eced6c-6446-4695-822d-3c4818e381a3\", \"2ee2dab6-5032-4983-bca3-b2887edf8474\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 2.984}}, {\"68893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-22 16:32:53.000000+00:00\", \"2023-06-01 12:59:52.000000+00:00\", \"2023-01-28 08:10:58.000000+00:00\"], \"session_ids\": [\"620aed83-b03f-405c-b40c-8c85c2da852b\", \"798a7be1-8b9d-4367-a371-8de5f63de992\", \"2e507e66-b662-4acc-9da2-bacd15aebb9e\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 2.49}}, {\"41064\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-01 03:45:11.000000+00:00\", \"2022-01-19 23:47:43.000000+00:00\", \"2022-08-19 09:31:00.000000+00:00\"], \"session_ids\": [\"1f3a5072-9a1c-43a5-bfe6-bea3cf04d297\", \"e6f1b27e-076a-47c1-aceb-1e76ce4a90a6\", \"aa159555-efa5-4e40-b148-a1a2417d7299\"], \"total_duration\": 753.0, \"total_sessions\": 3, \"mean_week_duration\": 4.16}}, {\"55146\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-07 03:42:06.000000+00:00\", \"2023-01-12 01:37:34.000000+00:00\", \"2022-11-03 23:16:03.000000+00:00\"], \"session_ids\": [\"548a7d0d-edd2-40c3-87eb-74e137757651\", \"f5b10ace-b471-4bee-9476-fcac43324b50\", \"c940ade4-491f-4eb4-bcc6-9b44af434c1e\"], \"total_duration\": 427.0, \"total_sessions\": 3, \"mean_week_duration\": 42.7}}]\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[{\"52577\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-02-16 06:04:50.000000+00:00\", \"2020-02-13 21:15:52.000000+00:00\", \"2021-11-12 23:59:09.000000+00:00\"], \"session_ids\": [\"b492323c-e008-4fa8-8fde-a49905f38944\", \"575ed19f-611b-4f4e-a68d-ec60db91db54\", \"e0e39de1-1c78-404e-a97e-4717e90aa14e\"], \"total_duration\": 141.0, \"total_sessions\": 3, \"mean_week_duration\": 1.343}}, {\"58538\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-07 00:44:28.000000+00:00\", \"2023-01-24 18:14:54.000000+00:00\", \"2022-08-31 01:59:17.000000+00:00\"], \"session_ids\": [\"cb05c17e-3298-437f-a9a7-46d69b6567d4\", \"08eced6c-6446-4695-822d-3c4818e381a3\", \"2ee2dab6-5032-4983-bca3-b2887edf8474\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 2.984}}, {\"68893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-22 16:32:53.000000+00:00\", \"2023-06-01 12:59:52.000000+00:00\", \"2023-01-28 08:10:58.000000+00:00\"], \"session_ids\": [\"620aed83-b03f-405c-b40c-8c85c2da852b\", \"798a7be1-8b9d-4367-a371-8de5f63de992\", \"2e507e66-b662-4acc-9da2-bacd15aebb9e\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 2.49}}, {\"41064\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-01 03:45:11.000000+00:00\", \"2022-01-19 23:47:43.000000+00:00\", \"2022-08-19 09:31:00.000000+00:00\"], \"session_ids\": [\"1f3a5072-9a1c-43a5-bfe6-bea3cf04d297\", \"e6f1b27e-076a-47c1-aceb-1e76ce4a90a6\", \"aa159555-efa5-4e40-b148-a1a2417d7299\"], \"total_duration\": 753.0, \"total_sessions\": 3, \"mean_week_duration\": 4.16}}, {\"55146\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-07 03:42:06.000000+00:00\", \"2023-01-12 01:37:34.000000+00:00\", \"2022-11-03 23:16:03.000000+00:00\"], \"session_ids\": [\"548a7d0d-edd2-40c3-87eb-74e137757651\", \"f5b10ace-b471-4bee-9476-fcac43324b50\", \"c940ade4-491f-4eb4-bcc6-9b44af434c1e\"], \"total_duration\": 427.0, \"total_sessions\": 3, \"mean_week_duration\": 42.7}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about 2 users who are residing in cities Tegucigalpa, Edinburgh, Belize City, Manila, Istanbul, Sydney, Oslo, San Jose as well as perform sorting by city title in asc , get rid of all records, except 4." } ]
[ { "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{\"99313\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-10-20 19:40:48.000000+00:00\", \"2022-09-22 08:10:23.000000+00:00\", \"2021-07-10 19:02:27.000000+00:00\", \"2019-06-12 21:44:41.000000+00:00\", \"2019-02-26 10:52:48.000000+00:00\", \"2021-11-16 00:57:24.000000+00:00\", \"2022-07-13 00:04:37.000000+00:00\", \"2022-04-24 01:50:19.000000+00:00\", \"2020-03-01 14:06:25.000000+00:00\", \"2022-11-16 23:47:08.000000+00:00\", \"2020-01-05 17:16:11.000000+00:00\"], \"session_ids\": [\"16d854f0-8c15-4d4c-8edb-7c10043597a7\", \"7bb6c37a-d5cc-4741-b873-f9b87c204d91\", \"314bfb2a-3aa9-4888-ba85-a59dddd7b729\", \"f2a0d509-5321-44a8-915c-8af261309b42\", \"911a3044-0cb4-4089-8c9e-e5f811f2a18d\", \"b1c4393c-b830-4ff8-aa55-e6ae62b9e2d6\", \"f1555ed5-b3f5-4c21-a117-4dc2b2b060ea\", \"c766776d-347a-4132-9211-f031d46ef8e3\", \"de56db55-847e-4d58-941e-6cc18fe8a493\", \"67ef3a19-0ae7-481f-b750-0c11753b3e02\", \"a76183fd-b6eb-4efe-b9ba-4b57a863a59e\"], \"total_duration\": 9657.0, \"total_sessions\": 11, \"mean_week_duration\": 49.523}, \"13274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-12-14 22:51:44.000000+00:00\", \"2020-06-18 05:28:12.000000+00:00\"], \"session_ids\": [\"05804883-7066-4b0e-91e7-1a3e1bb7deed\", \"4c641976-1463-4e52-9b43-b04ed92fd312\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 4.628}, \"22896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-04 15:14:10.000000+00:00\", \"2021-03-29 20:24:32.000000+00:00\"], \"session_ids\": [\"ddd5a8a8-4f7f-4998-95a0-eef816e41bde\", \"30bc62ab-91b8-4051-a88d-5c451449efb5\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"14751\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-27 15:31:03.000000+00:00\", \"2020-10-14 03:06:58.000000+00:00\"], \"session_ids\": [\"d52a01b2-cee6-4ce7-ab3e-fccc95edf14b\", \"ad673e32-bff6-48f6-8dee-34e22613dbd4\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 6.457}, \"7725\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-16 15:00:52.000000+00:00\", \"2022-09-27 11:55:19.000000+00:00\", \"2022-12-10 17:08:58.000000+00:00\", \"2020-08-31 17:25:28.000000+00:00\"], \"session_ids\": [\"8961271c-a4eb-42c9-b2e7-d164b623ca29\", \"d12fea12-7f07-42be-8ea1-21dc49b25b23\", \"84dd0c50-a3d9-4756-957e-d025414debb4\", \"68b142b3-0d07-4a0a-af94-5bb8fdd9cd13\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.267}, \"90214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-05-13 03:16:11.000000+00:00\", \"2019-03-06 14:24:41.000000+00:00\", \"2022-05-25 12:33:14.000000+00:00\", \"2020-05-01 22:33:16.000000+00:00\", \"2019-05-02 09:21:40.000000+00:00\", \"2020-01-18 19:22:58.000000+00:00\", \"2020-07-23 13:57:33.000000+00:00\", \"2022-08-04 05:49:48.000000+00:00\", \"2020-10-24 04:20:53.000000+00:00\", \"2020-01-23 23:58:09.000000+00:00\", \"2021-12-21 17:21:48.000000+00:00\"], \"session_ids\": [\"47422032-63c9-497e-8b58-389a225382df\", \"109c62bb-c0bb-4d94-9930-a4faa85d8795\", \"507fbf50-c19c-43ba-86dd-0bd4c68b91c0\", \"e236fa7e-b591-49c9-9b00-45515e911d6d\", \"4afa1a83-540f-41ec-9983-3c758b2bed48\", \"8f18dde8-d087-4747-8b3e-8b91a34742ea\", \"49a4d617-6da7-44f0-8236-5fb408d6b21b\", \"66009f99-0ec2-4e19-8aed-90f8b0ec4ade\", \"1d30490d-6938-4cc1-b500-0ed1d126da66\", \"a39652b6-1357-4bbc-b2cb-50621827e1f7\", \"2a19b21f-ff1d-41af-b690-82f1c34add12\"], \"total_duration\": 9582.0, \"total_sessions\": 11, \"mean_week_duration\": 43.753}, \"83938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-07-16 17:20:03.000000+00:00\", \"2020-01-30 10:52:34.000000+00:00\", \"2019-07-30 06:05:25.000000+00:00\", \"2019-04-11 00:45:41.000000+00:00\", \"2019-04-07 17:24:45.000000+00:00\", \"2021-02-17 02:46:37.000000+00:00\"], \"session_ids\": [\"b8aa1aa0-3dfb-4f6f-a93b-f90b705aa00e\", \"405ee2af-ec9d-41e8-bc64-0401df5cff19\", \"fffd3a84-4090-41ee-97fd-bc30bd1f1e16\", \"6f355011-f6a1-45cd-91ab-f6f6d17ed019\", \"4129b9e8-55f2-4107-940c-e85383157350\", \"fb57429a-b9db-4a64-8fd0-5603a7db5476\"], \"total_duration\": 120.0, \"total_sessions\": 6, \"mean_week_duration\": 1.224}, \"59236\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-12 00:09:41.000000+00:00\", \"2022-11-28 18:31:09.000000+00:00\"], \"session_ids\": [\"3ff0bea1-5f36-48a1-93a0-bf70b6e694c4\", \"18d3c9d4-1229-4a0a-be1a-95178901d435\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 3.857}, \"25363\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-23 16:13:55.000000+00:00\", \"2022-08-14 10:37:40.000000+00:00\"], \"session_ids\": [\"c1243338-6d7c-4970-85e9-71ee93f4a13e\", \"654789a7-da89-4901-b620-aec5cfbabcf0\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}, \"66381\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-30 20:17:38.000000+00:00\", \"2019-06-15 12:58:05.000000+00:00\", \"2019-03-19 17:25:12.000000+00:00\"], \"session_ids\": [\"e3a1f3f7-f2ba-48a7-a4cf-72297dbadeed\", \"2fa3d29c-1b75-45ee-8de5-94442378c6ed\", \"f682b222-7c53-44a0-8136-1f2f27c327a6\"], \"total_duration\": 1057.0, \"total_sessions\": 3, \"mean_week_duration\": 4.719}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Tegucigalpa, Edinburgh, Belize City, Manila, Istanbul, Sydney, Oslo, San Jose" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Tegucigalpa\", \"Edinburgh\", \"Belize City\", \"Manila\", \"Istanbul\", \"Sydney\", \"Oslo\", \"San Jose\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about user who has sessions total smaller than 3 and bigger than 8 , moreover execute sorting by total duration from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"1864\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-13 13:39:40.000000+00:00\", \"2019-12-17 11:54:18.000000+00:00\"], \"session_ids\": [\"dba22a30-8bc3-43bc-8bb7-4523007e2b83\", \"4145081e-789e-4767-824c-f9b654b3ac18\"], \"total_duration\": 469.0, \"total_sessions\": 2, \"mean_week_duration\": 12.026}, \"42138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-04-29 17:41:58.000000+00:00\", \"2021-04-29 04:31:54.000000+00:00\", \"2022-10-18 01:05:46.000000+00:00\", \"2020-12-06 06:50:45.000000+00:00\", \"2020-02-08 16:12:26.000000+00:00\", \"2019-03-05 11:33:54.000000+00:00\", \"2022-06-26 08:19:40.000000+00:00\"], \"session_ids\": [\"4c9cca8c-8ae9-4aa3-a905-94f51afc5c3b\", \"9056e6c3-e30e-4de2-be1a-464002aa8111\", \"e5542c08-fb2d-4c23-8e30-152423a9f717\", \"4c0b80fe-a296-44cf-bfc1-59c6e796b5f1\", \"b927b102-271f-4a53-a78f-7789b2df2034\", \"94956831-eb95-4893-8953-3bcd3c3ce709\", \"b0c408e3-793b-49d8-85a9-997ae1765a21\"], \"total_duration\": 871.0, \"total_sessions\": 7, \"mean_week_duration\": 4.608}, \"39399\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-27 10:25:57.000000+00:00\", \"2020-09-26 18:57:31.000000+00:00\"], \"session_ids\": [\"5abe6e0e-70ef-4e7c-a1eb-b1f4b1851125\", \"f2a84a58-b9e4-44d5-a04d-961402147612\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 7.091}, \"14403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-07 06:25:24.000000+00:00\", \"2020-02-01 23:57:59.000000+00:00\"], \"session_ids\": [\"c0ab4569-24aa-4095-b052-86f61642fc03\", \"6c0bf9fc-8283-42cf-a4d7-97d758c11b5d\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 16.8}, \"33530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-15 06:15:02.000000+00:00\", \"2020-04-09 20:13:26.000000+00:00\", \"2021-12-30 18:29:01.000000+00:00\"], \"session_ids\": [\"4456be01-6a32-42e4-b73c-2095c5083255\", \"c8c79dcc-6cfe-407c-a117-ea3f6b1e6812\", \"b276dfe2-7505-47c6-ad76-dec5ff88a89c\"], \"total_duration\": 815.0, \"total_sessions\": 3, \"mean_week_duration\": 8.316}, \"95755\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-01-03 15:07:24.000000+00:00\", \"2021-10-09 22:51:23.000000+00:00\"], \"session_ids\": [\"4a01d53f-e759-451d-a878-31adbc466ce3\", \"78141f68-541b-4a6c-ba55-ae504056456b\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.154}, \"54671\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-31 20:45:31.000000+00:00\", \"2020-10-01 22:56:16.000000+00:00\", \"2020-02-28 04:27:30.000000+00:00\", \"2022-05-07 10:40:13.000000+00:00\", \"2023-02-25 04:27:13.000000+00:00\", \"2023-04-21 00:59:57.000000+00:00\"], \"session_ids\": [\"443ba2dd-2f1b-4a05-8278-0ae03722930a\", \"cf946a3b-a284-4a06-8cd1-22e30d184d31\", \"c933edf1-c17d-4a68-93d6-b2a0f6d655e2\", \"9bead552-ad27-440b-971a-b9eec793f8e3\", \"9150cc18-6589-406f-ac2c-ddec32c91957\", \"d6a5b949-394e-4e6e-b3d7-5abd3a4a3468\"], \"total_duration\": 967.0, \"total_sessions\": 6, \"mean_week_duration\": 5.896}, \"81000\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-29 11:37:43.000000+00:00\", \"2022-09-24 05:22:19.000000+00:00\"], \"session_ids\": [\"49562ddb-7e95-472b-8e89-b2c78cc2ad40\", \"35819fac-ffd0-452d-a62a-db748f4b44a9\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 44.0}, \"95606\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-27 14:49:43.000000+00:00\", \"2023-05-21 12:39:35.000000+00:00\"], \"session_ids\": [\"83ed4dc3-f1ed-4709-b707-eb746f05ebdd\", \"0891e6ab-6f0e-40b6-a075-b428fb1fe9be\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 1.558}, \"23098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-05 07:04:25.000000+00:00\", \"2023-06-27 18:30:44.000000+00:00\", \"2022-09-07 19:31:44.000000+00:00\"], \"session_ids\": [\"472fd196-35cd-4062-862f-e47177833d63\", \"69949c87-de55-44bf-9a5b-23ae9c541da8\", \"08a340cf-7b37-40c8-a023-e9fdd9765baf\"], \"total_duration\": 584.0, \"total_sessions\": 3, \"mean_week_duration\": 13.905}}\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 3 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\": [[3, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"1864\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-13 13:39:40.000000+00:00\", \"2019-12-17 11:54:18.000000+00:00\"], \"session_ids\": [\"dba22a30-8bc3-43bc-8bb7-4523007e2b83\", \"4145081e-789e-4767-824c-f9b654b3ac18\"], \"total_duration\": 469.0, \"total_sessions\": 2, \"mean_week_duration\": 12.026}, \"39399\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-27 10:25:57.000000+00:00\", \"2020-09-26 18:57:31.000000+00:00\"], \"session_ids\": [\"5abe6e0e-70ef-4e7c-a1eb-b1f4b1851125\", \"f2a84a58-b9e4-44d5-a04d-961402147612\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 7.091}, \"14403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-07 06:25:24.000000+00:00\", \"2020-02-01 23:57:59.000000+00:00\"], \"session_ids\": [\"c0ab4569-24aa-4095-b052-86f61642fc03\", \"6c0bf9fc-8283-42cf-a4d7-97d758c11b5d\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 16.8}, \"33530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-15 06:15:02.000000+00:00\", \"2020-04-09 20:13:26.000000+00:00\", \"2021-12-30 18:29:01.000000+00:00\"], \"session_ids\": [\"4456be01-6a32-42e4-b73c-2095c5083255\", \"c8c79dcc-6cfe-407c-a117-ea3f6b1e6812\", \"b276dfe2-7505-47c6-ad76-dec5ff88a89c\"], \"total_duration\": 815.0, \"total_sessions\": 3, \"mean_week_duration\": 8.316}, \"95755\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-01-03 15:07:24.000000+00:00\", \"2021-10-09 22:51:23.000000+00:00\"], \"session_ids\": [\"4a01d53f-e759-451d-a878-31adbc466ce3\", \"78141f68-541b-4a6c-ba55-ae504056456b\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.154}, \"81000\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-29 11:37:43.000000+00:00\", \"2022-09-24 05:22:19.000000+00:00\"], \"session_ids\": [\"49562ddb-7e95-472b-8e89-b2c78cc2ad40\", \"35819fac-ffd0-452d-a62a-db748f4b44a9\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 44.0}, \"95606\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-27 14:49:43.000000+00:00\", \"2023-05-21 12:39:35.000000+00:00\"], \"session_ids\": [\"83ed4dc3-f1ed-4709-b707-eb746f05ebdd\", \"0891e6ab-6f0e-40b6-a075-b428fb1fe9be\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 1.558}, \"23098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-05 07:04:25.000000+00:00\", \"2023-06-27 18:30:44.000000+00:00\", \"2022-09-07 19:31:44.000000+00:00\"], \"session_ids\": [\"472fd196-35cd-4062-862f-e47177833d63\", \"69949c87-de55-44bf-9a5b-23ae9c541da8\", \"08a340cf-7b37-40c8-a023-e9fdd9765baf\"], \"total_duration\": 584.0, \"total_sessions\": 3, \"mean_week_duration\": 13.905}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"81000\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-29 11:37:43.000000+00:00\", \"2022-09-24 05:22:19.000000+00:00\"], \"session_ids\": [\"49562ddb-7e95-472b-8e89-b2c78cc2ad40\", \"35819fac-ffd0-452d-a62a-db748f4b44a9\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 44.0}}, {\"95755\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-01-03 15:07:24.000000+00:00\", \"2021-10-09 22:51:23.000000+00:00\"], \"session_ids\": [\"4a01d53f-e759-451d-a878-31adbc466ce3\", \"78141f68-541b-4a6c-ba55-ae504056456b\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.154}}, {\"95606\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-27 14:49:43.000000+00:00\", \"2023-05-21 12:39:35.000000+00:00\"], \"session_ids\": [\"83ed4dc3-f1ed-4709-b707-eb746f05ebdd\", \"0891e6ab-6f0e-40b6-a075-b428fb1fe9be\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 1.558}}, {\"14403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-07 06:25:24.000000+00:00\", \"2020-02-01 23:57:59.000000+00:00\"], \"session_ids\": [\"c0ab4569-24aa-4095-b052-86f61642fc03\", \"6c0bf9fc-8283-42cf-a4d7-97d758c11b5d\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 16.8}}, {\"39399\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-27 10:25:57.000000+00:00\", \"2020-09-26 18:57:31.000000+00:00\"], \"session_ids\": [\"5abe6e0e-70ef-4e7c-a1eb-b1f4b1851125\", \"f2a84a58-b9e4-44d5-a04d-961402147612\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 7.091}}, {\"1864\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-13 13:39:40.000000+00:00\", \"2019-12-17 11:54:18.000000+00:00\"], \"session_ids\": [\"dba22a30-8bc3-43bc-8bb7-4523007e2b83\", \"4145081e-789e-4767-824c-f9b654b3ac18\"], \"total_duration\": 469.0, \"total_sessions\": 2, \"mean_week_duration\": 12.026}}, {\"23098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-05 07:04:25.000000+00:00\", \"2023-06-27 18:30:44.000000+00:00\", \"2022-09-07 19:31:44.000000+00:00\"], \"session_ids\": [\"472fd196-35cd-4062-862f-e47177833d63\", \"69949c87-de55-44bf-9a5b-23ae9c541da8\", \"08a340cf-7b37-40c8-a023-e9fdd9765baf\"], \"total_duration\": 584.0, \"total_sessions\": 3, \"mean_week_duration\": 13.905}}, {\"33530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-15 06:15:02.000000+00:00\", \"2020-04-09 20:13:26.000000+00:00\", \"2021-12-30 18:29:01.000000+00:00\"], \"session_ids\": [\"4456be01-6a32-42e4-b73c-2095c5083255\", \"c8c79dcc-6cfe-407c-a117-ea3f6b1e6812\", \"b276dfe2-7505-47c6-ad76-dec5ff88a89c\"], \"total_duration\": 815.0, \"total_sessions\": 3, \"mean_week_duration\": 8.316}}]\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[{\"81000\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-29 11:37:43.000000+00:00\", \"2022-09-24 05:22:19.000000+00:00\"], \"session_ids\": [\"49562ddb-7e95-472b-8e89-b2c78cc2ad40\", \"35819fac-ffd0-452d-a62a-db748f4b44a9\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 44.0}}]\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[{\"81000\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-29 11:37:43.000000+00:00\", \"2022-09-24 05:22:19.000000+00:00\"], \"session_ids\": [\"49562ddb-7e95-472b-8e89-b2c78cc2ad40\", \"35819fac-ffd0-452d-a62a-db748f4b44a9\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 44.0}}]\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": "Tell me about 5 users whose cities are not Toronto, Lima, Tokyo, Quito in addition apply sorting by overall quantity of sessions form the lowest to the highest." } ]
[ { "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{\"2670\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-18 21:12:49.000000+00:00\", \"2021-08-02 04:04:05.000000+00:00\"], \"session_ids\": [\"638848b5-e16e-40d4-b4d7-30695d4e897b\", \"28922665-ac74-4e18-9dc3-e54d8038b429\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 4.593}, \"30241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-08 00:50:43.000000+00:00\", \"2021-10-01 23:02:39.000000+00:00\", \"2020-04-05 14:07:25.000000+00:00\"], \"session_ids\": [\"f7c55161-3d0f-4944-8b47-5d487931ea77\", \"4b065b78-844d-4125-b0d2-3af3642e2b2e\", \"58477a79-cfce-43bf-b730-8fa39cd3356e\"], \"total_duration\": 141.0, \"total_sessions\": 3, \"mean_week_duration\": 1.343}, \"59158\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-08-12 23:11:46.000000+00:00\", \"2019-12-11 05:00:29.000000+00:00\", \"2021-07-27 21:46:57.000000+00:00\"], \"session_ids\": [\"550bf6c2-aac5-45ff-9711-7f843a234540\", \"adf25c5f-c08a-4ab6-995c-432f28da87f5\", \"82f21bbe-0329-408c-bfa5-2613e19fe1d4\"], \"total_duration\": 99.0, \"total_sessions\": 3, \"mean_week_duration\": 0.971}, \"99254\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-21 18:04:08.000000+00:00\", \"2022-03-13 08:58:33.000000+00:00\"], \"session_ids\": [\"e592861f-6568-49e2-a1ad-26257f65827e\", \"9c1411aa-f127-4302-ac12-e31ad131242f\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.281}, \"45853\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-10 21:53:56.000000+00:00\", \"2021-08-06 07:44:56.000000+00:00\", \"2020-03-06 10:14:03.000000+00:00\"], \"session_ids\": [\"86043d44-1040-414a-b58e-54a3767a96ed\", \"c7dea49c-92f5-497e-8f12-de547fcc19b0\", \"2e3d776f-d2d2-4728-82ec-697d806339b7\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 3.78}, \"63946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-08-16 15:51:11.000000+00:00\", \"2020-10-18 08:20:08.000000+00:00\"], \"session_ids\": [\"03b60ff4-2e50-461a-b002-7fba056ec5c8\", \"932dedaf-b3fe-4c52-8f31-df65fa8343dd\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"32910\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-01 13:12:35.000000+00:00\", \"2019-06-28 13:42:42.000000+00:00\"], \"session_ids\": [\"e30b6818-1a7b-4f03-8f35-8e07db6fcc9e\", \"f96c395f-432d-475c-ac7f-1d5adede3eca\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 28.2}, \"1482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-05 13:50:00.000000+00:00\", \"2023-06-25 12:50:38.000000+00:00\"], \"session_ids\": [\"5f12ebe1-c3f2-4cd3-8b61-1c38ff3c8d4e\", \"1532d907-b013-4934-82cf-6aef7b7e855b\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"7237\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-29 22:05:15.000000+00:00\", \"2020-02-03 02:51:22.000000+00:00\"], \"session_ids\": [\"ee1c69ab-485a-47ba-a75b-1ff525e486d2\", \"e8c5cdbb-8e2f-4e15-86c5-a6f9a97854ee\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.231}, \"53129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-19 13:26:25.000000+00:00\", \"2020-07-25 19:41:49.000000+00:00\"], \"session_ids\": [\"22086eea-d71c-465d-9353-414367cb1bdb\", \"e2cc32a1-e7fd-4e0d-8e77-c27eb4ab0a58\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.186}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Toronto, Lima, Tokyo, Quito" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Toronto\", \"Lima\", \"Tokyo\", \"Quito\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"2670\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-18 21:12:49.000000+00:00\", \"2021-08-02 04:04:05.000000+00:00\"], \"session_ids\": [\"638848b5-e16e-40d4-b4d7-30695d4e897b\", \"28922665-ac74-4e18-9dc3-e54d8038b429\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 4.593}, \"30241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-08 00:50:43.000000+00:00\", \"2021-10-01 23:02:39.000000+00:00\", \"2020-04-05 14:07:25.000000+00:00\"], \"session_ids\": [\"f7c55161-3d0f-4944-8b47-5d487931ea77\", \"4b065b78-844d-4125-b0d2-3af3642e2b2e\", \"58477a79-cfce-43bf-b730-8fa39cd3356e\"], \"total_duration\": 141.0, \"total_sessions\": 3, \"mean_week_duration\": 1.343}, \"59158\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-08-12 23:11:46.000000+00:00\", \"2019-12-11 05:00:29.000000+00:00\", \"2021-07-27 21:46:57.000000+00:00\"], \"session_ids\": [\"550bf6c2-aac5-45ff-9711-7f843a234540\", \"adf25c5f-c08a-4ab6-995c-432f28da87f5\", \"82f21bbe-0329-408c-bfa5-2613e19fe1d4\"], \"total_duration\": 99.0, \"total_sessions\": 3, \"mean_week_duration\": 0.971}, \"45853\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-10 21:53:56.000000+00:00\", \"2021-08-06 07:44:56.000000+00:00\", \"2020-03-06 10:14:03.000000+00:00\"], \"session_ids\": [\"86043d44-1040-414a-b58e-54a3767a96ed\", \"c7dea49c-92f5-497e-8f12-de547fcc19b0\", \"2e3d776f-d2d2-4728-82ec-697d806339b7\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 3.78}, \"63946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-08-16 15:51:11.000000+00:00\", \"2020-10-18 08:20:08.000000+00:00\"], \"session_ids\": [\"03b60ff4-2e50-461a-b002-7fba056ec5c8\", \"932dedaf-b3fe-4c52-8f31-df65fa8343dd\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"32910\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-01 13:12:35.000000+00:00\", \"2019-06-28 13:42:42.000000+00:00\"], \"session_ids\": [\"e30b6818-1a7b-4f03-8f35-8e07db6fcc9e\", \"f96c395f-432d-475c-ac7f-1d5adede3eca\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 28.2}, \"1482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-05 13:50:00.000000+00:00\", \"2023-06-25 12:50:38.000000+00:00\"], \"session_ids\": [\"5f12ebe1-c3f2-4cd3-8b61-1c38ff3c8d4e\", \"1532d907-b013-4934-82cf-6aef7b7e855b\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"7237\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-29 22:05:15.000000+00:00\", \"2020-02-03 02:51:22.000000+00:00\"], \"session_ids\": [\"ee1c69ab-485a-47ba-a75b-1ff525e486d2\", \"e8c5cdbb-8e2f-4e15-86c5-a6f9a97854ee\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.231}, \"53129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-19 13:26:25.000000+00:00\", \"2020-07-25 19:41:49.000000+00:00\"], \"session_ids\": [\"22086eea-d71c-465d-9353-414367cb1bdb\", \"e2cc32a1-e7fd-4e0d-8e77-c27eb4ab0a58\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.186}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"2670\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-18 21:12:49.000000+00:00\", \"2021-08-02 04:04:05.000000+00:00\"], \"session_ids\": [\"638848b5-e16e-40d4-b4d7-30695d4e897b\", \"28922665-ac74-4e18-9dc3-e54d8038b429\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 4.593}}, {\"63946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-08-16 15:51:11.000000+00:00\", \"2020-10-18 08:20:08.000000+00:00\"], \"session_ids\": [\"03b60ff4-2e50-461a-b002-7fba056ec5c8\", \"932dedaf-b3fe-4c52-8f31-df65fa8343dd\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}, {\"32910\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-01 13:12:35.000000+00:00\", \"2019-06-28 13:42:42.000000+00:00\"], \"session_ids\": [\"e30b6818-1a7b-4f03-8f35-8e07db6fcc9e\", \"f96c395f-432d-475c-ac7f-1d5adede3eca\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 28.2}}, {\"1482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-05 13:50:00.000000+00:00\", \"2023-06-25 12:50:38.000000+00:00\"], \"session_ids\": [\"5f12ebe1-c3f2-4cd3-8b61-1c38ff3c8d4e\", \"1532d907-b013-4934-82cf-6aef7b7e855b\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"7237\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-29 22:05:15.000000+00:00\", \"2020-02-03 02:51:22.000000+00:00\"], \"session_ids\": [\"ee1c69ab-485a-47ba-a75b-1ff525e486d2\", \"e8c5cdbb-8e2f-4e15-86c5-a6f9a97854ee\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.231}}, {\"53129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-19 13:26:25.000000+00:00\", \"2020-07-25 19:41:49.000000+00:00\"], \"session_ids\": [\"22086eea-d71c-465d-9353-414367cb1bdb\", \"e2cc32a1-e7fd-4e0d-8e77-c27eb4ab0a58\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.186}}, {\"30241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-08 00:50:43.000000+00:00\", \"2021-10-01 23:02:39.000000+00:00\", \"2020-04-05 14:07:25.000000+00:00\"], \"session_ids\": [\"f7c55161-3d0f-4944-8b47-5d487931ea77\", \"4b065b78-844d-4125-b0d2-3af3642e2b2e\", \"58477a79-cfce-43bf-b730-8fa39cd3356e\"], \"total_duration\": 141.0, \"total_sessions\": 3, \"mean_week_duration\": 1.343}}, {\"59158\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-08-12 23:11:46.000000+00:00\", \"2019-12-11 05:00:29.000000+00:00\", \"2021-07-27 21:46:57.000000+00:00\"], \"session_ids\": [\"550bf6c2-aac5-45ff-9711-7f843a234540\", \"adf25c5f-c08a-4ab6-995c-432f28da87f5\", \"82f21bbe-0329-408c-bfa5-2613e19fe1d4\"], \"total_duration\": 99.0, \"total_sessions\": 3, \"mean_week_duration\": 0.971}}, {\"45853\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-10 21:53:56.000000+00:00\", \"2021-08-06 07:44:56.000000+00:00\", \"2020-03-06 10:14:03.000000+00:00\"], \"session_ids\": [\"86043d44-1040-414a-b58e-54a3767a96ed\", \"c7dea49c-92f5-497e-8f12-de547fcc19b0\", \"2e3d776f-d2d2-4728-82ec-697d806339b7\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 3.78}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 5 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"2670\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-18 21:12:49.000000+00:00\", \"2021-08-02 04:04:05.000000+00:00\"], \"session_ids\": [\"638848b5-e16e-40d4-b4d7-30695d4e897b\", \"28922665-ac74-4e18-9dc3-e54d8038b429\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 4.593}}, {\"63946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-08-16 15:51:11.000000+00:00\", \"2020-10-18 08:20:08.000000+00:00\"], \"session_ids\": [\"03b60ff4-2e50-461a-b002-7fba056ec5c8\", \"932dedaf-b3fe-4c52-8f31-df65fa8343dd\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}, {\"32910\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-01 13:12:35.000000+00:00\", \"2019-06-28 13:42:42.000000+00:00\"], \"session_ids\": [\"e30b6818-1a7b-4f03-8f35-8e07db6fcc9e\", \"f96c395f-432d-475c-ac7f-1d5adede3eca\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 28.2}}, {\"1482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-05 13:50:00.000000+00:00\", \"2023-06-25 12:50:38.000000+00:00\"], \"session_ids\": [\"5f12ebe1-c3f2-4cd3-8b61-1c38ff3c8d4e\", \"1532d907-b013-4934-82cf-6aef7b7e855b\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"7237\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-29 22:05:15.000000+00:00\", \"2020-02-03 02:51:22.000000+00:00\"], \"session_ids\": [\"ee1c69ab-485a-47ba-a75b-1ff525e486d2\", \"e8c5cdbb-8e2f-4e15-86c5-a6f9a97854ee\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.231}}]\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[{\"2670\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-18 21:12:49.000000+00:00\", \"2021-08-02 04:04:05.000000+00:00\"], \"session_ids\": [\"638848b5-e16e-40d4-b4d7-30695d4e897b\", \"28922665-ac74-4e18-9dc3-e54d8038b429\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 4.593}}, {\"63946\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-08-16 15:51:11.000000+00:00\", \"2020-10-18 08:20:08.000000+00:00\"], \"session_ids\": [\"03b60ff4-2e50-461a-b002-7fba056ec5c8\", \"932dedaf-b3fe-4c52-8f31-df65fa8343dd\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}, {\"32910\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-01 13:12:35.000000+00:00\", \"2019-06-28 13:42:42.000000+00:00\"], \"session_ids\": [\"e30b6818-1a7b-4f03-8f35-8e07db6fcc9e\", \"f96c395f-432d-475c-ac7f-1d5adede3eca\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 28.2}}, {\"1482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-05 13:50:00.000000+00:00\", \"2023-06-25 12:50:38.000000+00:00\"], \"session_ids\": [\"5f12ebe1-c3f2-4cd3-8b61-1c38ff3c8d4e\", \"1532d907-b013-4934-82cf-6aef7b7e855b\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"7237\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-29 22:05:15.000000+00:00\", \"2020-02-03 02:51:22.000000+00:00\"], \"session_ids\": [\"ee1c69ab-485a-47ba-a75b-1ff525e486d2\", \"e8c5cdbb-8e2f-4e15-86c5-a6f9a97854ee\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.231}}]\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 5 users who have mean week duration smaller than 7 and bigger than 46 and carry out sorting by total sessoins count descendingly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"54267\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-03 01:31:03.000000+00:00\", \"2020-05-02 13:02:29.000000+00:00\"], \"session_ids\": [\"24baabc7-d037-46ba-95f5-bf989bf4d69d\", \"92fd00db-6f6a-4634-ae46-d49c2346c808\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.286}, \"65675\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-02-22 00:55:36.000000+00:00\", \"2020-06-18 19:26:09.000000+00:00\", \"2021-04-28 00:07:16.000000+00:00\", \"2020-09-09 09:45:39.000000+00:00\", \"2020-05-04 20:02:34.000000+00:00\", \"2019-04-14 01:32:45.000000+00:00\", \"2019-06-11 08:20:40.000000+00:00\", \"2022-05-09 00:08:00.000000+00:00\", \"2021-12-16 20:03:40.000000+00:00\"], \"session_ids\": [\"e71eeaf6-37f4-496f-b6cf-eaa92285bd9c\", \"482a778a-160a-4ecd-a92f-69b00b681433\", \"f5379692-3d00-4369-aead-510f53be7c45\", \"3f691905-0626-4638-8a0f-0bf3fa93fc0d\", \"041c2632-0cec-4b63-b654-50291242cecc\", \"b303664b-4062-4902-a6d2-9fa87b729d7f\", \"e457cd9e-354c-4b6d-9ba1-2d2292f00814\", \"bf0eab0b-72c5-4dcb-8006-03726eb88ca7\", \"549b2473-c0a1-4493-8ff2-638a26ea886a\"], \"total_duration\": 2419.0, \"total_sessions\": 9, \"mean_week_duration\": 11.975}, \"17960\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-10 18:32:28.000000+00:00\", \"2020-01-18 20:07:48.000000+00:00\"], \"session_ids\": [\"fd7559ed-1189-4d59-8377-fe89b5e56ae4\", \"eae50f6f-560a-4942-a999-dade60e588e9\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}, \"7244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-12 02:01:04.000000+00:00\", \"2021-04-28 23:26:11.000000+00:00\", \"2020-09-22 20:00:20.000000+00:00\", \"2021-03-05 13:31:04.000000+00:00\", \"2022-09-18 05:17:45.000000+00:00\", \"2023-05-05 19:14:31.000000+00:00\", \"2023-01-28 17:47:20.000000+00:00\", \"2019-08-01 01:30:22.000000+00:00\", \"2022-10-30 03:14:41.000000+00:00\"], \"session_ids\": [\"ee5ffd01-5a4a-4b4d-a8ea-cead4f329eb8\", \"87a55bb4-8749-4414-bc36-34acd571c333\", \"19a54c17-d31c-4fab-926a-ae0d6f70fbd7\", \"4910a9f5-4749-44cb-a297-07b0dcaed967\", \"a473bca8-f343-4755-a346-21ffc4b68bd4\", \"7e117513-32da-4f8a-b94c-3a61e9d456f4\", \"7719f32b-6657-4e22-a5e7-c1b8eb2c5e5e\", \"4a4aac8a-5ea8-47d1-9607-95278515a942\", \"9f9fdea0-1719-4869-a10a-431e98e31650\"], \"total_duration\": 701.0, \"total_sessions\": 9, \"mean_week_duration\": 3.558}, \"80039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-29 04:58:00.000000+00:00\", \"2019-02-01 03:56:02.000000+00:00\"], \"session_ids\": [\"067a8141-6cb2-4821-9d2d-70e72f02b2bc\", \"8700339a-eb1e-4e79-9b04-58602105a5ba\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"13439\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-13 19:11:48.000000+00:00\", \"2020-04-12 15:13:37.000000+00:00\"], \"session_ids\": [\"16040f53-21fb-4b2f-9957-fa31bbf3e838\", \"0bef2256-a1c5-499f-9bdc-c8b9754c126d\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}, \"81627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-25 16:09:18.000000+00:00\", \"2023-06-13 03:13:27.000000+00:00\"], \"session_ids\": [\"bed78973-2527-437a-80ad-9bc68ec1fd9a\", \"cdeb9bc4-8936-44e1-9c9a-4b2b0cb26309\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}, \"47310\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-10 15:24:24.000000+00:00\", \"2023-05-23 17:27:07.000000+00:00\"], \"session_ids\": [\"af7384ca-cbc0-49c0-a5f8-9d8e0b9546be\", \"247f2652-cea0-4abc-b282-d57465e09092\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}, \"37693\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-14 01:53:08.000000+00:00\", \"2022-02-20 20:51:14.000000+00:00\", \"2021-06-25 13:52:36.000000+00:00\"], \"session_ids\": [\"b1806bf5-f6c3-4c0c-abdd-a479bf9242e7\", \"516d27c7-a2b0-479c-bf14-3d35c09ec916\", \"40ae87d8-b850-4b53-a843-d2d1cf091174\"], \"total_duration\": 494.0, \"total_sessions\": 3, \"mean_week_duration\": 10.978}, \"18863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-03-09 17:03:20.000000+00:00\", \"2022-07-03 06:44:23.000000+00:00\"], \"session_ids\": [\"0e5ffe91-3b25-41e6-a1a1-0d36039c77d3\", \"c1e765da-e331-456a-8e82-e290163e9af2\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 7.778}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 7 and are equal or greater than 46" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[7, 46]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"54267\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-03 01:31:03.000000+00:00\", \"2020-05-02 13:02:29.000000+00:00\"], \"session_ids\": [\"24baabc7-d037-46ba-95f5-bf989bf4d69d\", \"92fd00db-6f6a-4634-ae46-d49c2346c808\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.286}, \"17960\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-10 18:32:28.000000+00:00\", \"2020-01-18 20:07:48.000000+00:00\"], \"session_ids\": [\"fd7559ed-1189-4d59-8377-fe89b5e56ae4\", \"eae50f6f-560a-4942-a999-dade60e588e9\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}, \"7244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-12 02:01:04.000000+00:00\", \"2021-04-28 23:26:11.000000+00:00\", \"2020-09-22 20:00:20.000000+00:00\", \"2021-03-05 13:31:04.000000+00:00\", \"2022-09-18 05:17:45.000000+00:00\", \"2023-05-05 19:14:31.000000+00:00\", \"2023-01-28 17:47:20.000000+00:00\", \"2019-08-01 01:30:22.000000+00:00\", \"2022-10-30 03:14:41.000000+00:00\"], \"session_ids\": [\"ee5ffd01-5a4a-4b4d-a8ea-cead4f329eb8\", \"87a55bb4-8749-4414-bc36-34acd571c333\", \"19a54c17-d31c-4fab-926a-ae0d6f70fbd7\", \"4910a9f5-4749-44cb-a297-07b0dcaed967\", \"a473bca8-f343-4755-a346-21ffc4b68bd4\", \"7e117513-32da-4f8a-b94c-3a61e9d456f4\", \"7719f32b-6657-4e22-a5e7-c1b8eb2c5e5e\", \"4a4aac8a-5ea8-47d1-9607-95278515a942\", \"9f9fdea0-1719-4869-a10a-431e98e31650\"], \"total_duration\": 701.0, \"total_sessions\": 9, \"mean_week_duration\": 3.558}, \"80039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-29 04:58:00.000000+00:00\", \"2019-02-01 03:56:02.000000+00:00\"], \"session_ids\": [\"067a8141-6cb2-4821-9d2d-70e72f02b2bc\", \"8700339a-eb1e-4e79-9b04-58602105a5ba\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"13439\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-13 19:11:48.000000+00:00\", \"2020-04-12 15:13:37.000000+00:00\"], \"session_ids\": [\"16040f53-21fb-4b2f-9957-fa31bbf3e838\", \"0bef2256-a1c5-499f-9bdc-c8b9754c126d\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}, \"81627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-25 16:09:18.000000+00:00\", \"2023-06-13 03:13:27.000000+00:00\"], \"session_ids\": [\"bed78973-2527-437a-80ad-9bc68ec1fd9a\", \"cdeb9bc4-8936-44e1-9c9a-4b2b0cb26309\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}, \"47310\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-10 15:24:24.000000+00:00\", \"2023-05-23 17:27:07.000000+00:00\"], \"session_ids\": [\"af7384ca-cbc0-49c0-a5f8-9d8e0b9546be\", \"247f2652-cea0-4abc-b282-d57465e09092\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"7244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-12 02:01:04.000000+00:00\", \"2021-04-28 23:26:11.000000+00:00\", \"2020-09-22 20:00:20.000000+00:00\", \"2021-03-05 13:31:04.000000+00:00\", \"2022-09-18 05:17:45.000000+00:00\", \"2023-05-05 19:14:31.000000+00:00\", \"2023-01-28 17:47:20.000000+00:00\", \"2019-08-01 01:30:22.000000+00:00\", \"2022-10-30 03:14:41.000000+00:00\"], \"session_ids\": [\"ee5ffd01-5a4a-4b4d-a8ea-cead4f329eb8\", \"87a55bb4-8749-4414-bc36-34acd571c333\", \"19a54c17-d31c-4fab-926a-ae0d6f70fbd7\", \"4910a9f5-4749-44cb-a297-07b0dcaed967\", \"a473bca8-f343-4755-a346-21ffc4b68bd4\", \"7e117513-32da-4f8a-b94c-3a61e9d456f4\", \"7719f32b-6657-4e22-a5e7-c1b8eb2c5e5e\", \"4a4aac8a-5ea8-47d1-9607-95278515a942\", \"9f9fdea0-1719-4869-a10a-431e98e31650\"], \"total_duration\": 701.0, \"total_sessions\": 9, \"mean_week_duration\": 3.558}}, {\"54267\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-03 01:31:03.000000+00:00\", \"2020-05-02 13:02:29.000000+00:00\"], \"session_ids\": [\"24baabc7-d037-46ba-95f5-bf989bf4d69d\", \"92fd00db-6f6a-4634-ae46-d49c2346c808\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.286}}, {\"17960\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-10 18:32:28.000000+00:00\", \"2020-01-18 20:07:48.000000+00:00\"], \"session_ids\": [\"fd7559ed-1189-4d59-8377-fe89b5e56ae4\", \"eae50f6f-560a-4942-a999-dade60e588e9\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}}, {\"80039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-29 04:58:00.000000+00:00\", \"2019-02-01 03:56:02.000000+00:00\"], \"session_ids\": [\"067a8141-6cb2-4821-9d2d-70e72f02b2bc\", \"8700339a-eb1e-4e79-9b04-58602105a5ba\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}}, {\"13439\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-13 19:11:48.000000+00:00\", \"2020-04-12 15:13:37.000000+00:00\"], \"session_ids\": [\"16040f53-21fb-4b2f-9957-fa31bbf3e838\", \"0bef2256-a1c5-499f-9bdc-c8b9754c126d\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}}, {\"81627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-25 16:09:18.000000+00:00\", \"2023-06-13 03:13:27.000000+00:00\"], \"session_ids\": [\"bed78973-2527-437a-80ad-9bc68ec1fd9a\", \"cdeb9bc4-8936-44e1-9c9a-4b2b0cb26309\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}}, {\"47310\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-10 15:24:24.000000+00:00\", \"2023-05-23 17:27:07.000000+00:00\"], \"session_ids\": [\"af7384ca-cbc0-49c0-a5f8-9d8e0b9546be\", \"247f2652-cea0-4abc-b282-d57465e09092\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}}]\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[{\"7244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-12 02:01:04.000000+00:00\", \"2021-04-28 23:26:11.000000+00:00\", \"2020-09-22 20:00:20.000000+00:00\", \"2021-03-05 13:31:04.000000+00:00\", \"2022-09-18 05:17:45.000000+00:00\", \"2023-05-05 19:14:31.000000+00:00\", \"2023-01-28 17:47:20.000000+00:00\", \"2019-08-01 01:30:22.000000+00:00\", \"2022-10-30 03:14:41.000000+00:00\"], \"session_ids\": [\"ee5ffd01-5a4a-4b4d-a8ea-cead4f329eb8\", \"87a55bb4-8749-4414-bc36-34acd571c333\", \"19a54c17-d31c-4fab-926a-ae0d6f70fbd7\", \"4910a9f5-4749-44cb-a297-07b0dcaed967\", \"a473bca8-f343-4755-a346-21ffc4b68bd4\", \"7e117513-32da-4f8a-b94c-3a61e9d456f4\", \"7719f32b-6657-4e22-a5e7-c1b8eb2c5e5e\", \"4a4aac8a-5ea8-47d1-9607-95278515a942\", \"9f9fdea0-1719-4869-a10a-431e98e31650\"], \"total_duration\": 701.0, \"total_sessions\": 9, \"mean_week_duration\": 3.558}}, {\"54267\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-03 01:31:03.000000+00:00\", \"2020-05-02 13:02:29.000000+00:00\"], \"session_ids\": [\"24baabc7-d037-46ba-95f5-bf989bf4d69d\", \"92fd00db-6f6a-4634-ae46-d49c2346c808\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.286}}, {\"17960\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-10 18:32:28.000000+00:00\", \"2020-01-18 20:07:48.000000+00:00\"], \"session_ids\": [\"fd7559ed-1189-4d59-8377-fe89b5e56ae4\", \"eae50f6f-560a-4942-a999-dade60e588e9\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}}, {\"80039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-29 04:58:00.000000+00:00\", \"2019-02-01 03:56:02.000000+00:00\"], \"session_ids\": [\"067a8141-6cb2-4821-9d2d-70e72f02b2bc\", \"8700339a-eb1e-4e79-9b04-58602105a5ba\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}}, {\"13439\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-13 19:11:48.000000+00:00\", \"2020-04-12 15:13:37.000000+00:00\"], \"session_ids\": [\"16040f53-21fb-4b2f-9957-fa31bbf3e838\", \"0bef2256-a1c5-499f-9bdc-c8b9754c126d\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}}]\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[{\"7244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-12 02:01:04.000000+00:00\", \"2021-04-28 23:26:11.000000+00:00\", \"2020-09-22 20:00:20.000000+00:00\", \"2021-03-05 13:31:04.000000+00:00\", \"2022-09-18 05:17:45.000000+00:00\", \"2023-05-05 19:14:31.000000+00:00\", \"2023-01-28 17:47:20.000000+00:00\", \"2019-08-01 01:30:22.000000+00:00\", \"2022-10-30 03:14:41.000000+00:00\"], \"session_ids\": [\"ee5ffd01-5a4a-4b4d-a8ea-cead4f329eb8\", \"87a55bb4-8749-4414-bc36-34acd571c333\", \"19a54c17-d31c-4fab-926a-ae0d6f70fbd7\", \"4910a9f5-4749-44cb-a297-07b0dcaed967\", \"a473bca8-f343-4755-a346-21ffc4b68bd4\", \"7e117513-32da-4f8a-b94c-3a61e9d456f4\", \"7719f32b-6657-4e22-a5e7-c1b8eb2c5e5e\", \"4a4aac8a-5ea8-47d1-9607-95278515a942\", \"9f9fdea0-1719-4869-a10a-431e98e31650\"], \"total_duration\": 701.0, \"total_sessions\": 9, \"mean_week_duration\": 3.558}}, {\"54267\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-03 01:31:03.000000+00:00\", \"2020-05-02 13:02:29.000000+00:00\"], \"session_ids\": [\"24baabc7-d037-46ba-95f5-bf989bf4d69d\", \"92fd00db-6f6a-4634-ae46-d49c2346c808\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.286}}, {\"17960\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-10 18:32:28.000000+00:00\", \"2020-01-18 20:07:48.000000+00:00\"], \"session_ids\": [\"fd7559ed-1189-4d59-8377-fe89b5e56ae4\", \"eae50f6f-560a-4942-a999-dade60e588e9\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}}, {\"80039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-29 04:58:00.000000+00:00\", \"2019-02-01 03:56:02.000000+00:00\"], \"session_ids\": [\"067a8141-6cb2-4821-9d2d-70e72f02b2bc\", \"8700339a-eb1e-4e79-9b04-58602105a5ba\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}}, {\"13439\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-13 19:11:48.000000+00:00\", \"2020-04-12 15:13:37.000000+00:00\"], \"session_ids\": [\"16040f53-21fb-4b2f-9957-fa31bbf3e838\", \"0bef2256-a1c5-499f-9bdc-c8b9754c126d\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}}]\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 user to me who isn't an inhabitant of cities Nairobi, Santo Domingo , and implement sorting by town naming ascendingly in addition keep 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{\"16046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-23 13:20:47.000000+00:00\", \"2022-06-22 18:21:07.000000+00:00\"], \"session_ids\": [\"6ef2a482-61df-43bb-91a6-52844be2ea4f\", \"7c90c84e-a630-4f2f-89eb-6a3e12b845ea\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 7.824}, \"16062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-13 19:04:56.000000+00:00\", \"2020-02-22 14:24:21.000000+00:00\", \"2021-08-04 15:49:36.000000+00:00\", \"2020-09-09 07:33:27.000000+00:00\", \"2019-10-26 10:17:14.000000+00:00\"], \"session_ids\": [\"f1bc5840-ad16-4e41-9ce0-2a97d5b22fd4\", \"121a5c5c-8981-441e-a499-9d750d0bb583\", \"b618c169-7875-480a-bf5d-4a94d12c08e2\", \"3196e2b1-bc75-4245-ac43-096ec5794d69\", \"55fdbc72-99a6-481c-b15c-2ddadf951886\"], \"total_duration\": 155.0, \"total_sessions\": 5, \"mean_week_duration\": 1.325}, \"18821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-11 19:51:59.000000+00:00\", \"2022-02-15 00:31:12.000000+00:00\", \"2022-02-23 01:14:15.000000+00:00\", \"2022-06-14 00:04:09.000000+00:00\", \"2019-09-12 07:19:53.000000+00:00\", \"2022-03-27 17:47:26.000000+00:00\"], \"session_ids\": [\"63441adf-4797-470e-9de2-c0f88ace77c9\", \"65c9690a-5d7f-4e54-a23c-28eb984c7670\", \"f4a69480-eb8d-4681-b4b4-0b0885e0f71d\", \"16e9ae7f-7815-431b-88cb-8cbaee10d5e0\", \"55f8d946-6a15-4283-84d6-7453b00582ec\", \"f8254f7c-2a8f-4d1f-9fce-e90390b3e5e7\"], \"total_duration\": 1940.0, \"total_sessions\": 6, \"mean_week_duration\": 11.412}, \"92027\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-11-24 05:29:15.000000+00:00\", \"2022-07-10 09:43:20.000000+00:00\", \"2020-05-13 10:12:23.000000+00:00\"], \"session_ids\": [\"00667bd2-927d-4f44-a963-2f3ab60c227a\", \"984a9636-6ac5-4022-8413-8034bb4356da\", \"bde819a4-12ba-4ec6-ae28-87b7ec218fdb\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.562}, \"50044\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-22 04:22:51.000000+00:00\", \"2023-04-07 12:21:27.000000+00:00\", \"2021-12-10 09:25:17.000000+00:00\"], \"session_ids\": [\"c1fb9e64-8222-4a17-9f20-2cc04f1fb7c4\", \"886e2e90-d4a9-402e-b1f3-b30491bd74db\", \"35937f5f-980f-4a77-8e6a-e528416563e4\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 14.319}, \"16682\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-06 23:52:53.000000+00:00\", \"2020-07-31 04:22:49.000000+00:00\"], \"session_ids\": [\"3f47c7f5-8bf7-490c-94e8-bb35b6505e79\", \"84b8b213-c536-477c-bf3d-1ee77781f69c\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"12791\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-26 21:10:11.000000+00:00\", \"2021-08-28 02:08:20.000000+00:00\", \"2021-01-29 20:54:08.000000+00:00\", \"2022-08-25 11:19:38.000000+00:00\", \"2022-02-26 04:02:52.000000+00:00\", \"2021-11-27 14:34:48.000000+00:00\", \"2020-08-20 18:14:51.000000+00:00\", \"2019-02-22 03:33:10.000000+00:00\"], \"session_ids\": [\"e0fb347f-ef06-4e3d-bf1f-6d4a5e3c62db\", \"ebb301b1-26b9-4c25-b4f5-04775f07b9b9\", \"12a1f4e5-db43-46b3-ae53-c18327187a41\", \"8758acda-37bc-4a41-8fbc-a076f9940493\", \"ab0a1fbd-962c-4656-b072-bd5253203ede\", \"8002bd63-0ebd-4c3f-98ef-01694889ab05\", \"7e789d5f-ee06-4161-9982-013a762e329e\", \"544cde8e-7dbf-435d-ac20-a8f8cd632b91\"], \"total_duration\": 144.0, \"total_sessions\": 8, \"mean_week_duration\": 0.787}, \"54089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-25 08:21:14.000000+00:00\", \"2020-01-01 11:21:13.000000+00:00\"], \"session_ids\": [\"c266ad57-060b-49cb-af95-18227a35805d\", \"a8e436bb-2d98-41be-b5c3-d73e10074c41\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"99423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-17 03:24:20.000000+00:00\", \"2023-06-16 20:50:10.000000+00:00\", \"2019-11-03 16:27:53.000000+00:00\", \"2019-01-08 12:38:55.000000+00:00\", \"2022-04-20 03:58:55.000000+00:00\", \"2019-04-22 01:24:31.000000+00:00\"], \"session_ids\": [\"f7d36065-68fb-477e-8eb7-7be692c91136\", \"4d1bd3f7-fa22-4b1b-b5d8-8af94ea52df9\", \"d29543b1-163a-48c2-9ffe-8658ccd120b7\", \"f0b024bd-c8a1-4c10-acb9-2701f0617316\", \"770171a2-e893-42ae-b212-2af7f0439dd1\", \"aa47c91c-192a-4a2a-9c76-b8a4ccb4c89a\"], \"total_duration\": 50.0, \"total_sessions\": 6, \"mean_week_duration\": 0.216}, \"63384\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-12 21:08:13.000000+00:00\", \"2021-02-11 18:54:51.000000+00:00\", \"2022-08-06 10:18:10.000000+00:00\", \"2020-03-18 06:26:10.000000+00:00\"], \"session_ids\": [\"51a65933-09be-4c80-a0dd-b71978540281\", \"3ffd2adf-f2f1-492e-ac03-0cd3cc14ce59\", \"af89a21d-bcd2-49d0-a941-0b5fe84b667c\", \"0d6b0e37-8f08-4a88-8daf-5e3c48a78dad\"], \"total_duration\": 162.0, \"total_sessions\": 4, \"mean_week_duration\": 0.91}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Nairobi, Santo Domingo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Nairobi\", \"Santo Domingo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-23 13:20:47.000000+00:00\", \"2022-06-22 18:21:07.000000+00:00\"], \"session_ids\": [\"6ef2a482-61df-43bb-91a6-52844be2ea4f\", \"7c90c84e-a630-4f2f-89eb-6a3e12b845ea\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 7.824}, \"16062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-13 19:04:56.000000+00:00\", \"2020-02-22 14:24:21.000000+00:00\", \"2021-08-04 15:49:36.000000+00:00\", \"2020-09-09 07:33:27.000000+00:00\", \"2019-10-26 10:17:14.000000+00:00\"], \"session_ids\": [\"f1bc5840-ad16-4e41-9ce0-2a97d5b22fd4\", \"121a5c5c-8981-441e-a499-9d750d0bb583\", \"b618c169-7875-480a-bf5d-4a94d12c08e2\", \"3196e2b1-bc75-4245-ac43-096ec5794d69\", \"55fdbc72-99a6-481c-b15c-2ddadf951886\"], \"total_duration\": 155.0, \"total_sessions\": 5, \"mean_week_duration\": 1.325}, \"18821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-11 19:51:59.000000+00:00\", \"2022-02-15 00:31:12.000000+00:00\", \"2022-02-23 01:14:15.000000+00:00\", \"2022-06-14 00:04:09.000000+00:00\", \"2019-09-12 07:19:53.000000+00:00\", \"2022-03-27 17:47:26.000000+00:00\"], \"session_ids\": [\"63441adf-4797-470e-9de2-c0f88ace77c9\", \"65c9690a-5d7f-4e54-a23c-28eb984c7670\", \"f4a69480-eb8d-4681-b4b4-0b0885e0f71d\", \"16e9ae7f-7815-431b-88cb-8cbaee10d5e0\", \"55f8d946-6a15-4283-84d6-7453b00582ec\", \"f8254f7c-2a8f-4d1f-9fce-e90390b3e5e7\"], \"total_duration\": 1940.0, \"total_sessions\": 6, \"mean_week_duration\": 11.412}, \"92027\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-11-24 05:29:15.000000+00:00\", \"2022-07-10 09:43:20.000000+00:00\", \"2020-05-13 10:12:23.000000+00:00\"], \"session_ids\": [\"00667bd2-927d-4f44-a963-2f3ab60c227a\", \"984a9636-6ac5-4022-8413-8034bb4356da\", \"bde819a4-12ba-4ec6-ae28-87b7ec218fdb\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.562}, \"50044\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-22 04:22:51.000000+00:00\", \"2023-04-07 12:21:27.000000+00:00\", \"2021-12-10 09:25:17.000000+00:00\"], \"session_ids\": [\"c1fb9e64-8222-4a17-9f20-2cc04f1fb7c4\", \"886e2e90-d4a9-402e-b1f3-b30491bd74db\", \"35937f5f-980f-4a77-8e6a-e528416563e4\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 14.319}, \"16682\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-06 23:52:53.000000+00:00\", \"2020-07-31 04:22:49.000000+00:00\"], \"session_ids\": [\"3f47c7f5-8bf7-490c-94e8-bb35b6505e79\", \"84b8b213-c536-477c-bf3d-1ee77781f69c\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"12791\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-26 21:10:11.000000+00:00\", \"2021-08-28 02:08:20.000000+00:00\", \"2021-01-29 20:54:08.000000+00:00\", \"2022-08-25 11:19:38.000000+00:00\", \"2022-02-26 04:02:52.000000+00:00\", \"2021-11-27 14:34:48.000000+00:00\", \"2020-08-20 18:14:51.000000+00:00\", \"2019-02-22 03:33:10.000000+00:00\"], \"session_ids\": [\"e0fb347f-ef06-4e3d-bf1f-6d4a5e3c62db\", \"ebb301b1-26b9-4c25-b4f5-04775f07b9b9\", \"12a1f4e5-db43-46b3-ae53-c18327187a41\", \"8758acda-37bc-4a41-8fbc-a076f9940493\", \"ab0a1fbd-962c-4656-b072-bd5253203ede\", \"8002bd63-0ebd-4c3f-98ef-01694889ab05\", \"7e789d5f-ee06-4161-9982-013a762e329e\", \"544cde8e-7dbf-435d-ac20-a8f8cd632b91\"], \"total_duration\": 144.0, \"total_sessions\": 8, \"mean_week_duration\": 0.787}, \"54089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-25 08:21:14.000000+00:00\", \"2020-01-01 11:21:13.000000+00:00\"], \"session_ids\": [\"c266ad57-060b-49cb-af95-18227a35805d\", \"a8e436bb-2d98-41be-b5c3-d73e10074c41\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"99423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-17 03:24:20.000000+00:00\", \"2023-06-16 20:50:10.000000+00:00\", \"2019-11-03 16:27:53.000000+00:00\", \"2019-01-08 12:38:55.000000+00:00\", \"2022-04-20 03:58:55.000000+00:00\", \"2019-04-22 01:24:31.000000+00:00\"], \"session_ids\": [\"f7d36065-68fb-477e-8eb7-7be692c91136\", \"4d1bd3f7-fa22-4b1b-b5d8-8af94ea52df9\", \"d29543b1-163a-48c2-9ffe-8658ccd120b7\", \"f0b024bd-c8a1-4c10-acb9-2701f0617316\", \"770171a2-e893-42ae-b212-2af7f0439dd1\", \"aa47c91c-192a-4a2a-9c76-b8a4ccb4c89a\"], \"total_duration\": 50.0, \"total_sessions\": 6, \"mean_week_duration\": 0.216}}\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[{\"99423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-17 03:24:20.000000+00:00\", \"2023-06-16 20:50:10.000000+00:00\", \"2019-11-03 16:27:53.000000+00:00\", \"2019-01-08 12:38:55.000000+00:00\", \"2022-04-20 03:58:55.000000+00:00\", \"2019-04-22 01:24:31.000000+00:00\"], \"session_ids\": [\"f7d36065-68fb-477e-8eb7-7be692c91136\", \"4d1bd3f7-fa22-4b1b-b5d8-8af94ea52df9\", \"d29543b1-163a-48c2-9ffe-8658ccd120b7\", \"f0b024bd-c8a1-4c10-acb9-2701f0617316\", \"770171a2-e893-42ae-b212-2af7f0439dd1\", \"aa47c91c-192a-4a2a-9c76-b8a4ccb4c89a\"], \"total_duration\": 50.0, \"total_sessions\": 6, \"mean_week_duration\": 0.216}}, {\"18821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-11 19:51:59.000000+00:00\", \"2022-02-15 00:31:12.000000+00:00\", \"2022-02-23 01:14:15.000000+00:00\", \"2022-06-14 00:04:09.000000+00:00\", \"2019-09-12 07:19:53.000000+00:00\", \"2022-03-27 17:47:26.000000+00:00\"], \"session_ids\": [\"63441adf-4797-470e-9de2-c0f88ace77c9\", \"65c9690a-5d7f-4e54-a23c-28eb984c7670\", \"f4a69480-eb8d-4681-b4b4-0b0885e0f71d\", \"16e9ae7f-7815-431b-88cb-8cbaee10d5e0\", \"55f8d946-6a15-4283-84d6-7453b00582ec\", \"f8254f7c-2a8f-4d1f-9fce-e90390b3e5e7\"], \"total_duration\": 1940.0, \"total_sessions\": 6, \"mean_week_duration\": 11.412}}, {\"92027\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-11-24 05:29:15.000000+00:00\", \"2022-07-10 09:43:20.000000+00:00\", \"2020-05-13 10:12:23.000000+00:00\"], \"session_ids\": [\"00667bd2-927d-4f44-a963-2f3ab60c227a\", \"984a9636-6ac5-4022-8413-8034bb4356da\", \"bde819a4-12ba-4ec6-ae28-87b7ec218fdb\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.562}}, {\"50044\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-22 04:22:51.000000+00:00\", \"2023-04-07 12:21:27.000000+00:00\", \"2021-12-10 09:25:17.000000+00:00\"], \"session_ids\": [\"c1fb9e64-8222-4a17-9f20-2cc04f1fb7c4\", \"886e2e90-d4a9-402e-b1f3-b30491bd74db\", \"35937f5f-980f-4a77-8e6a-e528416563e4\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 14.319}}, {\"12791\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-26 21:10:11.000000+00:00\", \"2021-08-28 02:08:20.000000+00:00\", \"2021-01-29 20:54:08.000000+00:00\", \"2022-08-25 11:19:38.000000+00:00\", \"2022-02-26 04:02:52.000000+00:00\", \"2021-11-27 14:34:48.000000+00:00\", \"2020-08-20 18:14:51.000000+00:00\", \"2019-02-22 03:33:10.000000+00:00\"], \"session_ids\": [\"e0fb347f-ef06-4e3d-bf1f-6d4a5e3c62db\", \"ebb301b1-26b9-4c25-b4f5-04775f07b9b9\", \"12a1f4e5-db43-46b3-ae53-c18327187a41\", \"8758acda-37bc-4a41-8fbc-a076f9940493\", \"ab0a1fbd-962c-4656-b072-bd5253203ede\", \"8002bd63-0ebd-4c3f-98ef-01694889ab05\", \"7e789d5f-ee06-4161-9982-013a762e329e\", \"544cde8e-7dbf-435d-ac20-a8f8cd632b91\"], \"total_duration\": 144.0, \"total_sessions\": 8, \"mean_week_duration\": 0.787}}, {\"54089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-25 08:21:14.000000+00:00\", \"2020-01-01 11:21:13.000000+00:00\"], \"session_ids\": [\"c266ad57-060b-49cb-af95-18227a35805d\", \"a8e436bb-2d98-41be-b5c3-d73e10074c41\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"16046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-23 13:20:47.000000+00:00\", \"2022-06-22 18:21:07.000000+00:00\"], \"session_ids\": [\"6ef2a482-61df-43bb-91a6-52844be2ea4f\", \"7c90c84e-a630-4f2f-89eb-6a3e12b845ea\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 7.824}}, {\"16062\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-13 19:04:56.000000+00:00\", \"2020-02-22 14:24:21.000000+00:00\", \"2021-08-04 15:49:36.000000+00:00\", \"2020-09-09 07:33:27.000000+00:00\", \"2019-10-26 10:17:14.000000+00:00\"], \"session_ids\": [\"f1bc5840-ad16-4e41-9ce0-2a97d5b22fd4\", \"121a5c5c-8981-441e-a499-9d750d0bb583\", \"b618c169-7875-480a-bf5d-4a94d12c08e2\", \"3196e2b1-bc75-4245-ac43-096ec5794d69\", \"55fdbc72-99a6-481c-b15c-2ddadf951886\"], \"total_duration\": 155.0, \"total_sessions\": 5, \"mean_week_duration\": 1.325}}, {\"16682\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-06 23:52:53.000000+00:00\", \"2020-07-31 04:22:49.000000+00:00\"], \"session_ids\": [\"3f47c7f5-8bf7-490c-94e8-bb35b6505e79\", \"84b8b213-c536-477c-bf3d-1ee77781f69c\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}]\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[{\"99423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-17 03:24:20.000000+00:00\", \"2023-06-16 20:50:10.000000+00:00\", \"2019-11-03 16:27:53.000000+00:00\", \"2019-01-08 12:38:55.000000+00:00\", \"2022-04-20 03:58:55.000000+00:00\", \"2019-04-22 01:24:31.000000+00:00\"], \"session_ids\": [\"f7d36065-68fb-477e-8eb7-7be692c91136\", \"4d1bd3f7-fa22-4b1b-b5d8-8af94ea52df9\", \"d29543b1-163a-48c2-9ffe-8658ccd120b7\", \"f0b024bd-c8a1-4c10-acb9-2701f0617316\", \"770171a2-e893-42ae-b212-2af7f0439dd1\", \"aa47c91c-192a-4a2a-9c76-b8a4ccb4c89a\"], \"total_duration\": 50.0, \"total_sessions\": 6, \"mean_week_duration\": 0.216}}, {\"18821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-11 19:51:59.000000+00:00\", \"2022-02-15 00:31:12.000000+00:00\", \"2022-02-23 01:14:15.000000+00:00\", \"2022-06-14 00:04:09.000000+00:00\", \"2019-09-12 07:19:53.000000+00:00\", \"2022-03-27 17:47:26.000000+00:00\"], \"session_ids\": [\"63441adf-4797-470e-9de2-c0f88ace77c9\", \"65c9690a-5d7f-4e54-a23c-28eb984c7670\", \"f4a69480-eb8d-4681-b4b4-0b0885e0f71d\", \"16e9ae7f-7815-431b-88cb-8cbaee10d5e0\", \"55f8d946-6a15-4283-84d6-7453b00582ec\", \"f8254f7c-2a8f-4d1f-9fce-e90390b3e5e7\"], \"total_duration\": 1940.0, \"total_sessions\": 6, \"mean_week_duration\": 11.412}}]\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[{\"99423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-17 03:24:20.000000+00:00\", \"2023-06-16 20:50:10.000000+00:00\", \"2019-11-03 16:27:53.000000+00:00\", \"2019-01-08 12:38:55.000000+00:00\", \"2022-04-20 03:58:55.000000+00:00\", \"2019-04-22 01:24:31.000000+00:00\"], \"session_ids\": [\"f7d36065-68fb-477e-8eb7-7be692c91136\", \"4d1bd3f7-fa22-4b1b-b5d8-8af94ea52df9\", \"d29543b1-163a-48c2-9ffe-8658ccd120b7\", \"f0b024bd-c8a1-4c10-acb9-2701f0617316\", \"770171a2-e893-42ae-b212-2af7f0439dd1\", \"aa47c91c-192a-4a2a-9c76-b8a4ccb4c89a\"], \"total_duration\": 50.0, \"total_sessions\": 6, \"mean_week_duration\": 0.216}}, {\"18821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-11 19:51:59.000000+00:00\", \"2022-02-15 00:31:12.000000+00:00\", \"2022-02-23 01:14:15.000000+00:00\", \"2022-06-14 00:04:09.000000+00:00\", \"2019-09-12 07:19:53.000000+00:00\", \"2022-03-27 17:47:26.000000+00:00\"], \"session_ids\": [\"63441adf-4797-470e-9de2-c0f88ace77c9\", \"65c9690a-5d7f-4e54-a23c-28eb984c7670\", \"f4a69480-eb8d-4681-b4b4-0b0885e0f71d\", \"16e9ae7f-7815-431b-88cb-8cbaee10d5e0\", \"55f8d946-6a15-4283-84d6-7453b00582ec\", \"f8254f7c-2a8f-4d1f-9fce-e90390b3e5e7\"], \"total_duration\": 1940.0, \"total_sessions\": 6, \"mean_week_duration\": 11.412}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 5 users who have time spent on the site smaller than 544 plus do sorting by city_name in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13510\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-31 18:09:52.000000+00:00\", \"2019-06-18 21:40:09.000000+00:00\", \"2021-02-05 21:30:51.000000+00:00\"], \"session_ids\": [\"77fe7ed4-249c-4771-bf02-394e3bfccf9e\", \"f39896b5-99cd-4640-b477-5e9bec5ceb46\", \"b4ebd126-5a65-4012-b22d-d412d3a71867\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.43}, \"52883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-31 16:41:11.000000+00:00\", \"2023-01-24 18:23:57.000000+00:00\"], \"session_ids\": [\"d27e10a0-1521-4453-ab81-6f16c5be847f\", \"c594554a-d7f6-412c-9fd7-bce7a6284b3e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.094}, \"60576\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-27 16:43:39.000000+00:00\", \"2020-01-17 23:12:12.000000+00:00\"], \"session_ids\": [\"099abbf3-215a-4d55-b90c-69219a04c984\", \"e5241d28-65d8-4848-9ff3-c71b089e99b4\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 5.529}, \"85615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-05-13 15:16:24.000000+00:00\", \"2021-12-13 22:04:16.000000+00:00\"], \"session_ids\": [\"4f8c052d-1f0c-4fa4-8623-500e7df064c4\", \"696b5dd6-87d8-42c5-892b-6997dc6d530e\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 2.506}, \"31349\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-17 06:28:48.000000+00:00\", \"2019-04-09 15:53:50.000000+00:00\"], \"session_ids\": [\"bb4fa539-e4f5-49ec-a350-b517a54fe270\", \"b833a1f7-8c4b-4486-87ae-448492472a24\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 3.013}, \"27872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-30 12:57:06.000000+00:00\", \"2019-10-19 05:35:50.000000+00:00\", \"2020-07-22 10:50:52.000000+00:00\", \"2020-01-24 06:05:40.000000+00:00\", \"2022-04-19 08:24:25.000000+00:00\", \"2022-06-13 12:26:15.000000+00:00\"], \"session_ids\": [\"827bd708-197b-4302-af87-6ba1159df4e3\", \"8467c587-b205-4198-a9a6-f00375699bc9\", \"d8124fc5-f670-4b69-8b84-f1f30f66e8ca\", \"2d7a3580-7d49-4f8c-9bbb-20df199bedc2\", \"eaf1cd10-c511-4601-8b7c-c3ceae58497e\", \"946541c0-4ce8-4e09-b8b1-658abecacf37\"], \"total_duration\": 357.0, \"total_sessions\": 6, \"mean_week_duration\": 2.568}, \"24373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-07 21:51:14.000000+00:00\", \"2019-08-24 18:00:50.000000+00:00\"], \"session_ids\": [\"8aae75a5-9671-49ea-9809-0addf001fd85\", \"d1ae95ea-1271-45ce-9eba-91a8117d27a8\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 2.108}, \"24991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-10-30 19:03:39.000000+00:00\", \"2020-08-04 21:33:33.000000+00:00\"], \"session_ids\": [\"ad37b7cf-88d9-4481-aced-4e0f7ce467cb\", \"bcf4e0d5-268e-4f17-bc45-b3919163b2f1\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 28.154}, \"81241\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-02-17 05:54:53.000000+00:00\", \"2021-04-05 11:38:46.000000+00:00\", \"2023-04-23 06:20:40.000000+00:00\", \"2023-06-16 02:41:21.000000+00:00\", \"2022-04-17 21:34:15.000000+00:00\", \"2022-01-23 05:21:39.000000+00:00\", \"2021-02-06 13:55:28.000000+00:00\", \"2019-04-11 10:09:59.000000+00:00\", \"2020-08-20 20:41:25.000000+00:00\"], \"session_ids\": [\"97494d8a-64b7-4e0b-b559-1d28d5d758c9\", \"c3c3ec2e-7ae4-4155-8821-462f3a9702cb\", \"a19d9183-7416-4f1b-93bd-e1dcd43904cd\", \"2baf95f1-0463-4e30-a171-3f69ff9602d5\", \"f3958e1c-93bd-4676-9639-321d393ab54f\", \"0244fc4a-b527-4cf3-a292-fc33c0c820bb\", \"7adb6db1-f250-4ccc-8410-37295f67c6d6\", \"f868b338-6f3d-4ee6-923b-6e5c0808b144\", \"007cd6ef-34f8-4950-99a5-c0bcab9eea6f\"], \"total_duration\": 22050.0, \"total_sessions\": 9, \"mean_week_duration\": 101.147}, \"37548\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Sydney\", \"datetimes\": [\"2019-11-17 16:53:31.000000+00:00\", \"2019-03-23 17:02:06.000000+00:00\", \"2022-02-11 10:17:32.000000+00:00\", \"2019-07-03 00:22:14.000000+00:00\", \"2021-04-25 09:33:57.000000+00:00\"], \"session_ids\": [\"992b9daf-2abf-41b7-9b3e-9c47bc877869\", \"0575a3fe-fc4a-45ae-90c6-234719cb43b9\", \"d6b6f0d5-062a-41a8-be2e-4dce8a346846\", \"d6939d28-9ac2-4ee8-b0d2-25203b28c616\", \"912c6fe8-3a4f-4253-8a9a-89d6b12cd748\"], \"total_duration\": 2802.0, \"total_sessions\": 5, \"mean_week_duration\": 18.556}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 544" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[544, 3242]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13510\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-31 18:09:52.000000+00:00\", \"2019-06-18 21:40:09.000000+00:00\", \"2021-02-05 21:30:51.000000+00:00\"], \"session_ids\": [\"77fe7ed4-249c-4771-bf02-394e3bfccf9e\", \"f39896b5-99cd-4640-b477-5e9bec5ceb46\", \"b4ebd126-5a65-4012-b22d-d412d3a71867\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.43}, \"52883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-31 16:41:11.000000+00:00\", \"2023-01-24 18:23:57.000000+00:00\"], \"session_ids\": [\"d27e10a0-1521-4453-ab81-6f16c5be847f\", \"c594554a-d7f6-412c-9fd7-bce7a6284b3e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.094}, \"60576\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-27 16:43:39.000000+00:00\", \"2020-01-17 23:12:12.000000+00:00\"], \"session_ids\": [\"099abbf3-215a-4d55-b90c-69219a04c984\", \"e5241d28-65d8-4848-9ff3-c71b089e99b4\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 5.529}, \"85615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-05-13 15:16:24.000000+00:00\", \"2021-12-13 22:04:16.000000+00:00\"], \"session_ids\": [\"4f8c052d-1f0c-4fa4-8623-500e7df064c4\", \"696b5dd6-87d8-42c5-892b-6997dc6d530e\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 2.506}, \"31349\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-17 06:28:48.000000+00:00\", \"2019-04-09 15:53:50.000000+00:00\"], \"session_ids\": [\"bb4fa539-e4f5-49ec-a350-b517a54fe270\", \"b833a1f7-8c4b-4486-87ae-448492472a24\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 3.013}, \"27872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-30 12:57:06.000000+00:00\", \"2019-10-19 05:35:50.000000+00:00\", \"2020-07-22 10:50:52.000000+00:00\", \"2020-01-24 06:05:40.000000+00:00\", \"2022-04-19 08:24:25.000000+00:00\", \"2022-06-13 12:26:15.000000+00:00\"], \"session_ids\": [\"827bd708-197b-4302-af87-6ba1159df4e3\", \"8467c587-b205-4198-a9a6-f00375699bc9\", \"d8124fc5-f670-4b69-8b84-f1f30f66e8ca\", \"2d7a3580-7d49-4f8c-9bbb-20df199bedc2\", \"eaf1cd10-c511-4601-8b7c-c3ceae58497e\", \"946541c0-4ce8-4e09-b8b1-658abecacf37\"], \"total_duration\": 357.0, \"total_sessions\": 6, \"mean_week_duration\": 2.568}, \"24373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-07 21:51:14.000000+00:00\", \"2019-08-24 18:00:50.000000+00:00\"], \"session_ids\": [\"8aae75a5-9671-49ea-9809-0addf001fd85\", \"d1ae95ea-1271-45ce-9eba-91a8117d27a8\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 2.108}, \"24991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-10-30 19:03:39.000000+00:00\", \"2020-08-04 21:33:33.000000+00:00\"], \"session_ids\": [\"ad37b7cf-88d9-4481-aced-4e0f7ce467cb\", \"bcf4e0d5-268e-4f17-bc45-b3919163b2f1\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 28.154}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-31 16:41:11.000000+00:00\", \"2023-01-24 18:23:57.000000+00:00\"], \"session_ids\": [\"d27e10a0-1521-4453-ab81-6f16c5be847f\", \"c594554a-d7f6-412c-9fd7-bce7a6284b3e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.094}}, {\"13510\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-31 18:09:52.000000+00:00\", \"2019-06-18 21:40:09.000000+00:00\", \"2021-02-05 21:30:51.000000+00:00\"], \"session_ids\": [\"77fe7ed4-249c-4771-bf02-394e3bfccf9e\", \"f39896b5-99cd-4640-b477-5e9bec5ceb46\", \"b4ebd126-5a65-4012-b22d-d412d3a71867\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.43}}, {\"27872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-30 12:57:06.000000+00:00\", \"2019-10-19 05:35:50.000000+00:00\", \"2020-07-22 10:50:52.000000+00:00\", \"2020-01-24 06:05:40.000000+00:00\", \"2022-04-19 08:24:25.000000+00:00\", \"2022-06-13 12:26:15.000000+00:00\"], \"session_ids\": [\"827bd708-197b-4302-af87-6ba1159df4e3\", \"8467c587-b205-4198-a9a6-f00375699bc9\", \"d8124fc5-f670-4b69-8b84-f1f30f66e8ca\", \"2d7a3580-7d49-4f8c-9bbb-20df199bedc2\", \"eaf1cd10-c511-4601-8b7c-c3ceae58497e\", \"946541c0-4ce8-4e09-b8b1-658abecacf37\"], \"total_duration\": 357.0, \"total_sessions\": 6, \"mean_week_duration\": 2.568}}, {\"85615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-05-13 15:16:24.000000+00:00\", \"2021-12-13 22:04:16.000000+00:00\"], \"session_ids\": [\"4f8c052d-1f0c-4fa4-8623-500e7df064c4\", \"696b5dd6-87d8-42c5-892b-6997dc6d530e\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 2.506}}, {\"60576\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-27 16:43:39.000000+00:00\", \"2020-01-17 23:12:12.000000+00:00\"], \"session_ids\": [\"099abbf3-215a-4d55-b90c-69219a04c984\", \"e5241d28-65d8-4848-9ff3-c71b089e99b4\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 5.529}}, {\"24991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-10-30 19:03:39.000000+00:00\", \"2020-08-04 21:33:33.000000+00:00\"], \"session_ids\": [\"ad37b7cf-88d9-4481-aced-4e0f7ce467cb\", \"bcf4e0d5-268e-4f17-bc45-b3919163b2f1\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 28.154}}, {\"31349\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-17 06:28:48.000000+00:00\", \"2019-04-09 15:53:50.000000+00:00\"], \"session_ids\": [\"bb4fa539-e4f5-49ec-a350-b517a54fe270\", \"b833a1f7-8c4b-4486-87ae-448492472a24\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 3.013}}, {\"24373\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-07 21:51:14.000000+00:00\", \"2019-08-24 18:00:50.000000+00:00\"], \"session_ids\": [\"8aae75a5-9671-49ea-9809-0addf001fd85\", \"d1ae95ea-1271-45ce-9eba-91a8117d27a8\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 2.108}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-31 16:41:11.000000+00:00\", \"2023-01-24 18:23:57.000000+00:00\"], \"session_ids\": [\"d27e10a0-1521-4453-ab81-6f16c5be847f\", \"c594554a-d7f6-412c-9fd7-bce7a6284b3e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.094}}, {\"13510\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-31 18:09:52.000000+00:00\", \"2019-06-18 21:40:09.000000+00:00\", \"2021-02-05 21:30:51.000000+00:00\"], \"session_ids\": [\"77fe7ed4-249c-4771-bf02-394e3bfccf9e\", \"f39896b5-99cd-4640-b477-5e9bec5ceb46\", \"b4ebd126-5a65-4012-b22d-d412d3a71867\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.43}}, {\"27872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-30 12:57:06.000000+00:00\", \"2019-10-19 05:35:50.000000+00:00\", \"2020-07-22 10:50:52.000000+00:00\", \"2020-01-24 06:05:40.000000+00:00\", \"2022-04-19 08:24:25.000000+00:00\", \"2022-06-13 12:26:15.000000+00:00\"], \"session_ids\": [\"827bd708-197b-4302-af87-6ba1159df4e3\", \"8467c587-b205-4198-a9a6-f00375699bc9\", \"d8124fc5-f670-4b69-8b84-f1f30f66e8ca\", \"2d7a3580-7d49-4f8c-9bbb-20df199bedc2\", \"eaf1cd10-c511-4601-8b7c-c3ceae58497e\", \"946541c0-4ce8-4e09-b8b1-658abecacf37\"], \"total_duration\": 357.0, \"total_sessions\": 6, \"mean_week_duration\": 2.568}}, {\"85615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-05-13 15:16:24.000000+00:00\", \"2021-12-13 22:04:16.000000+00:00\"], \"session_ids\": [\"4f8c052d-1f0c-4fa4-8623-500e7df064c4\", \"696b5dd6-87d8-42c5-892b-6997dc6d530e\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 2.506}}, {\"60576\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-27 16:43:39.000000+00:00\", \"2020-01-17 23:12:12.000000+00:00\"], \"session_ids\": [\"099abbf3-215a-4d55-b90c-69219a04c984\", \"e5241d28-65d8-4848-9ff3-c71b089e99b4\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 5.529}}]\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[{\"52883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-31 16:41:11.000000+00:00\", \"2023-01-24 18:23:57.000000+00:00\"], \"session_ids\": [\"d27e10a0-1521-4453-ab81-6f16c5be847f\", \"c594554a-d7f6-412c-9fd7-bce7a6284b3e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.094}}, {\"13510\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-31 18:09:52.000000+00:00\", \"2019-06-18 21:40:09.000000+00:00\", \"2021-02-05 21:30:51.000000+00:00\"], \"session_ids\": [\"77fe7ed4-249c-4771-bf02-394e3bfccf9e\", \"f39896b5-99cd-4640-b477-5e9bec5ceb46\", \"b4ebd126-5a65-4012-b22d-d412d3a71867\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.43}}, {\"27872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-30 12:57:06.000000+00:00\", \"2019-10-19 05:35:50.000000+00:00\", \"2020-07-22 10:50:52.000000+00:00\", \"2020-01-24 06:05:40.000000+00:00\", \"2022-04-19 08:24:25.000000+00:00\", \"2022-06-13 12:26:15.000000+00:00\"], \"session_ids\": [\"827bd708-197b-4302-af87-6ba1159df4e3\", \"8467c587-b205-4198-a9a6-f00375699bc9\", \"d8124fc5-f670-4b69-8b84-f1f30f66e8ca\", \"2d7a3580-7d49-4f8c-9bbb-20df199bedc2\", \"eaf1cd10-c511-4601-8b7c-c3ceae58497e\", \"946541c0-4ce8-4e09-b8b1-658abecacf37\"], \"total_duration\": 357.0, \"total_sessions\": 6, \"mean_week_duration\": 2.568}}, {\"85615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-05-13 15:16:24.000000+00:00\", \"2021-12-13 22:04:16.000000+00:00\"], \"session_ids\": [\"4f8c052d-1f0c-4fa4-8623-500e7df064c4\", \"696b5dd6-87d8-42c5-892b-6997dc6d530e\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 2.506}}, {\"60576\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-27 16:43:39.000000+00:00\", \"2020-01-17 23:12:12.000000+00:00\"], \"session_ids\": [\"099abbf3-215a-4d55-b90c-69219a04c984\", \"e5241d28-65d8-4848-9ff3-c71b089e99b4\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 5.529}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about user whose total duration is smaller than 660 inclusively , and apply sorting by total sessions from the largest value to the smallest value plus keep only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"84491\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-17 01:22:36.000000+00:00\", \"2023-01-20 04:56:34.000000+00:00\", \"2021-02-20 20:02:46.000000+00:00\"], \"session_ids\": [\"b4cad6e7-9137-4f3a-a7cc-09fb1973b52b\", \"463e67a1-e8c9-4f69-9112-742dc37fae39\", \"5d6e96b6-ee00-4316-b900-ac775ae32a9c\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.3}, \"12158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-17 16:26:49.000000+00:00\", \"2021-10-19 01:14:03.000000+00:00\", \"2022-02-18 17:15:46.000000+00:00\"], \"session_ids\": [\"c57ff86f-1d2f-47d7-bc20-fe6be610c505\", \"fa2b03d1-d15d-4e84-a35b-2f8f9b656e41\", \"51c2640a-f75c-4c02-9435-bfa08b76f85a\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 1.076}, \"18781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-10 23:13:46.000000+00:00\", \"2019-06-13 06:17:33.000000+00:00\", \"2022-04-27 12:11:24.000000+00:00\", \"2020-04-28 23:44:41.000000+00:00\", \"2020-11-30 13:09:56.000000+00:00\", \"2022-09-01 02:19:42.000000+00:00\", \"2019-08-17 08:14:54.000000+00:00\", \"2019-07-14 16:58:40.000000+00:00\", \"2021-03-18 07:16:07.000000+00:00\", \"2022-03-25 05:43:18.000000+00:00\"], \"session_ids\": [\"f67d88c3-2bc3-4cda-8bfe-24cb4f6f28bb\", \"d7166ad7-20d1-4eaa-a1a7-0c4f31eb579f\", \"229cd189-5695-431d-9d0c-31beb6c96062\", \"fea44c1c-791a-42d5-986a-1e6338e7ac8a\", \"30888a30-009e-4458-b131-025edc28427b\", \"ed3fa623-866a-40fb-92fe-463e5981e1e5\", \"fc23687e-dc65-496a-8641-360fedeca0f0\", \"0e259c78-1c97-4d14-a6e9-d4ae1c135442\", \"bc1a71d6-24ae-40ba-ae3e-29df7b1c6d91\", \"2c576675-8f53-4411-a1b1-8ea4209134cc\"], \"total_duration\": 220.0, \"total_sessions\": 10, \"mean_week_duration\": 1.272}, \"4251\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-30 05:38:02.000000+00:00\", \"2022-10-23 08:05:04.000000+00:00\"], \"session_ids\": [\"4ddc93c1-3198-41bc-bb96-f7595533558e\", \"9bee05e2-a281-4e0e-ab80-c5d502f13628\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}, \"79328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-12 12:15:13.000000+00:00\", \"2020-04-01 13:42:48.000000+00:00\", \"2019-10-26 16:13:25.000000+00:00\", \"2022-01-28 06:30:48.000000+00:00\", \"2020-12-26 06:24:41.000000+00:00\"], \"session_ids\": [\"b5e8d1e1-e092-4028-8ee2-54934909c2df\", \"bd62f5ba-b561-4861-9b47-adb51596a9a0\", \"20c459f0-ccef-4092-abf0-770d93da4f5b\", \"cdcaeb13-7ff3-4bb3-83aa-6c898f499678\", \"ed025a99-8d25-42b8-9f52-b44267099a1d\"], \"total_duration\": 334.0, \"total_sessions\": 5, \"mean_week_duration\": 2.831}, \"13296\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-26 08:48:27.000000+00:00\", \"2021-12-17 15:09:21.000000+00:00\", \"2022-10-23 19:49:59.000000+00:00\", \"2023-03-02 11:28:48.000000+00:00\"], \"session_ids\": [\"670f5c55-06d9-4e8d-9b17-8cbf54fc11f0\", \"b2d8d29e-8eb5-4d05-ae68-7485e7599bbb\", \"a3c67874-fd71-4ece-9da2-20a46a6be62c\", \"f444074b-bc96-4f9c-80f6-f35e17a07d4c\"], \"total_duration\": 1613.0, \"total_sessions\": 4, \"mean_week_duration\": 24.439}, \"5233\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-21 12:02:52.000000+00:00\", \"2019-08-31 08:55:01.000000+00:00\", \"2019-10-29 00:45:37.000000+00:00\"], \"session_ids\": [\"b421aa0f-b5b1-4d17-b8c5-2e45e2e9ceba\", \"269d6092-45f3-4838-8683-186de975e44d\", \"004f711b-3346-4ebf-ac46-313eccf1acd9\"], \"total_duration\": 163.0, \"total_sessions\": 3, \"mean_week_duration\": 0.896}, \"99389\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-20 09:44:03.000000+00:00\", \"2022-12-03 10:44:39.000000+00:00\"], \"session_ids\": [\"f30ec73b-3c45-4d80-a63b-394d0caec643\", \"178413ac-729b-43b6-b295-64a5219599a2\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 2.2}, \"5718\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-07 19:30:27.000000+00:00\", \"2020-01-30 07:35:16.000000+00:00\", \"2019-05-23 17:07:33.000000+00:00\", \"2022-11-01 04:59:02.000000+00:00\", \"2020-02-06 18:16:48.000000+00:00\"], \"session_ids\": [\"f9b1e6da-03f1-466d-8e4b-33da873b9098\", \"0aa54430-836a-4a5d-b17d-6554ea876139\", \"60f9b28c-f0a8-4059-9cf0-8e230e336da6\", \"49315c69-70b2-411f-90a2-83b561de690a\", \"e8ec2c8e-9369-4978-b120-7aa21a06a55b\"], \"total_duration\": 1021.0, \"total_sessions\": 5, \"mean_week_duration\": 5.672}, \"25223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-04 21:11:03.000000+00:00\", \"2019-12-06 07:44:03.000000+00:00\"], \"session_ids\": [\"6f8f0a63-da2c-4cc2-8e94-b17174a01efe\", \"b82c771b-64c3-43a3-91a4-2755071889ff\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.552}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 660" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[660, 3576]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"84491\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-17 01:22:36.000000+00:00\", \"2023-01-20 04:56:34.000000+00:00\", \"2021-02-20 20:02:46.000000+00:00\"], \"session_ids\": [\"b4cad6e7-9137-4f3a-a7cc-09fb1973b52b\", \"463e67a1-e8c9-4f69-9112-742dc37fae39\", \"5d6e96b6-ee00-4316-b900-ac775ae32a9c\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.3}, \"12158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-17 16:26:49.000000+00:00\", \"2021-10-19 01:14:03.000000+00:00\", \"2022-02-18 17:15:46.000000+00:00\"], \"session_ids\": [\"c57ff86f-1d2f-47d7-bc20-fe6be610c505\", \"fa2b03d1-d15d-4e84-a35b-2f8f9b656e41\", \"51c2640a-f75c-4c02-9435-bfa08b76f85a\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 1.076}, \"18781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-10 23:13:46.000000+00:00\", \"2019-06-13 06:17:33.000000+00:00\", \"2022-04-27 12:11:24.000000+00:00\", \"2020-04-28 23:44:41.000000+00:00\", \"2020-11-30 13:09:56.000000+00:00\", \"2022-09-01 02:19:42.000000+00:00\", \"2019-08-17 08:14:54.000000+00:00\", \"2019-07-14 16:58:40.000000+00:00\", \"2021-03-18 07:16:07.000000+00:00\", \"2022-03-25 05:43:18.000000+00:00\"], \"session_ids\": [\"f67d88c3-2bc3-4cda-8bfe-24cb4f6f28bb\", \"d7166ad7-20d1-4eaa-a1a7-0c4f31eb579f\", \"229cd189-5695-431d-9d0c-31beb6c96062\", \"fea44c1c-791a-42d5-986a-1e6338e7ac8a\", \"30888a30-009e-4458-b131-025edc28427b\", \"ed3fa623-866a-40fb-92fe-463e5981e1e5\", \"fc23687e-dc65-496a-8641-360fedeca0f0\", \"0e259c78-1c97-4d14-a6e9-d4ae1c135442\", \"bc1a71d6-24ae-40ba-ae3e-29df7b1c6d91\", \"2c576675-8f53-4411-a1b1-8ea4209134cc\"], \"total_duration\": 220.0, \"total_sessions\": 10, \"mean_week_duration\": 1.272}, \"4251\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-30 05:38:02.000000+00:00\", \"2022-10-23 08:05:04.000000+00:00\"], \"session_ids\": [\"4ddc93c1-3198-41bc-bb96-f7595533558e\", \"9bee05e2-a281-4e0e-ab80-c5d502f13628\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}, \"79328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-12 12:15:13.000000+00:00\", \"2020-04-01 13:42:48.000000+00:00\", \"2019-10-26 16:13:25.000000+00:00\", \"2022-01-28 06:30:48.000000+00:00\", \"2020-12-26 06:24:41.000000+00:00\"], \"session_ids\": [\"b5e8d1e1-e092-4028-8ee2-54934909c2df\", \"bd62f5ba-b561-4861-9b47-adb51596a9a0\", \"20c459f0-ccef-4092-abf0-770d93da4f5b\", \"cdcaeb13-7ff3-4bb3-83aa-6c898f499678\", \"ed025a99-8d25-42b8-9f52-b44267099a1d\"], \"total_duration\": 334.0, \"total_sessions\": 5, \"mean_week_duration\": 2.831}, \"5233\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-21 12:02:52.000000+00:00\", \"2019-08-31 08:55:01.000000+00:00\", \"2019-10-29 00:45:37.000000+00:00\"], \"session_ids\": [\"b421aa0f-b5b1-4d17-b8c5-2e45e2e9ceba\", \"269d6092-45f3-4838-8683-186de975e44d\", \"004f711b-3346-4ebf-ac46-313eccf1acd9\"], \"total_duration\": 163.0, \"total_sessions\": 3, \"mean_week_duration\": 0.896}, \"99389\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-20 09:44:03.000000+00:00\", \"2022-12-03 10:44:39.000000+00:00\"], \"session_ids\": [\"f30ec73b-3c45-4d80-a63b-394d0caec643\", \"178413ac-729b-43b6-b295-64a5219599a2\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 2.2}, \"25223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-04 21:11:03.000000+00:00\", \"2019-12-06 07:44:03.000000+00:00\"], \"session_ids\": [\"6f8f0a63-da2c-4cc2-8e94-b17174a01efe\", \"b82c771b-64c3-43a3-91a4-2755071889ff\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.552}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"18781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-10 23:13:46.000000+00:00\", \"2019-06-13 06:17:33.000000+00:00\", \"2022-04-27 12:11:24.000000+00:00\", \"2020-04-28 23:44:41.000000+00:00\", \"2020-11-30 13:09:56.000000+00:00\", \"2022-09-01 02:19:42.000000+00:00\", \"2019-08-17 08:14:54.000000+00:00\", \"2019-07-14 16:58:40.000000+00:00\", \"2021-03-18 07:16:07.000000+00:00\", \"2022-03-25 05:43:18.000000+00:00\"], \"session_ids\": [\"f67d88c3-2bc3-4cda-8bfe-24cb4f6f28bb\", \"d7166ad7-20d1-4eaa-a1a7-0c4f31eb579f\", \"229cd189-5695-431d-9d0c-31beb6c96062\", \"fea44c1c-791a-42d5-986a-1e6338e7ac8a\", \"30888a30-009e-4458-b131-025edc28427b\", \"ed3fa623-866a-40fb-92fe-463e5981e1e5\", \"fc23687e-dc65-496a-8641-360fedeca0f0\", \"0e259c78-1c97-4d14-a6e9-d4ae1c135442\", \"bc1a71d6-24ae-40ba-ae3e-29df7b1c6d91\", \"2c576675-8f53-4411-a1b1-8ea4209134cc\"], \"total_duration\": 220.0, \"total_sessions\": 10, \"mean_week_duration\": 1.272}}, {\"79328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-12 12:15:13.000000+00:00\", \"2020-04-01 13:42:48.000000+00:00\", \"2019-10-26 16:13:25.000000+00:00\", \"2022-01-28 06:30:48.000000+00:00\", \"2020-12-26 06:24:41.000000+00:00\"], \"session_ids\": [\"b5e8d1e1-e092-4028-8ee2-54934909c2df\", \"bd62f5ba-b561-4861-9b47-adb51596a9a0\", \"20c459f0-ccef-4092-abf0-770d93da4f5b\", \"cdcaeb13-7ff3-4bb3-83aa-6c898f499678\", \"ed025a99-8d25-42b8-9f52-b44267099a1d\"], \"total_duration\": 334.0, \"total_sessions\": 5, \"mean_week_duration\": 2.831}}, {\"84491\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-17 01:22:36.000000+00:00\", \"2023-01-20 04:56:34.000000+00:00\", \"2021-02-20 20:02:46.000000+00:00\"], \"session_ids\": [\"b4cad6e7-9137-4f3a-a7cc-09fb1973b52b\", \"463e67a1-e8c9-4f69-9112-742dc37fae39\", \"5d6e96b6-ee00-4316-b900-ac775ae32a9c\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.3}}, {\"12158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-17 16:26:49.000000+00:00\", \"2021-10-19 01:14:03.000000+00:00\", \"2022-02-18 17:15:46.000000+00:00\"], \"session_ids\": [\"c57ff86f-1d2f-47d7-bc20-fe6be610c505\", \"fa2b03d1-d15d-4e84-a35b-2f8f9b656e41\", \"51c2640a-f75c-4c02-9435-bfa08b76f85a\"], \"total_duration\": 155.0, \"total_sessions\": 3, \"mean_week_duration\": 1.076}}, {\"5233\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-21 12:02:52.000000+00:00\", \"2019-08-31 08:55:01.000000+00:00\", \"2019-10-29 00:45:37.000000+00:00\"], \"session_ids\": [\"b421aa0f-b5b1-4d17-b8c5-2e45e2e9ceba\", \"269d6092-45f3-4838-8683-186de975e44d\", \"004f711b-3346-4ebf-ac46-313eccf1acd9\"], \"total_duration\": 163.0, \"total_sessions\": 3, \"mean_week_duration\": 0.896}}, {\"4251\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-30 05:38:02.000000+00:00\", \"2022-10-23 08:05:04.000000+00:00\"], \"session_ids\": [\"4ddc93c1-3198-41bc-bb96-f7595533558e\", \"9bee05e2-a281-4e0e-ab80-c5d502f13628\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}}, {\"99389\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-20 09:44:03.000000+00:00\", \"2022-12-03 10:44:39.000000+00:00\"], \"session_ids\": [\"f30ec73b-3c45-4d80-a63b-394d0caec643\", \"178413ac-729b-43b6-b295-64a5219599a2\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 2.2}}, {\"25223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-04 21:11:03.000000+00:00\", \"2019-12-06 07:44:03.000000+00:00\"], \"session_ids\": [\"6f8f0a63-da2c-4cc2-8e94-b17174a01efe\", \"b82c771b-64c3-43a3-91a4-2755071889ff\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.552}}]\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[{\"18781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-10 23:13:46.000000+00:00\", \"2019-06-13 06:17:33.000000+00:00\", \"2022-04-27 12:11:24.000000+00:00\", \"2020-04-28 23:44:41.000000+00:00\", \"2020-11-30 13:09:56.000000+00:00\", \"2022-09-01 02:19:42.000000+00:00\", \"2019-08-17 08:14:54.000000+00:00\", \"2019-07-14 16:58:40.000000+00:00\", \"2021-03-18 07:16:07.000000+00:00\", \"2022-03-25 05:43:18.000000+00:00\"], \"session_ids\": [\"f67d88c3-2bc3-4cda-8bfe-24cb4f6f28bb\", \"d7166ad7-20d1-4eaa-a1a7-0c4f31eb579f\", \"229cd189-5695-431d-9d0c-31beb6c96062\", \"fea44c1c-791a-42d5-986a-1e6338e7ac8a\", \"30888a30-009e-4458-b131-025edc28427b\", \"ed3fa623-866a-40fb-92fe-463e5981e1e5\", \"fc23687e-dc65-496a-8641-360fedeca0f0\", \"0e259c78-1c97-4d14-a6e9-d4ae1c135442\", \"bc1a71d6-24ae-40ba-ae3e-29df7b1c6d91\", \"2c576675-8f53-4411-a1b1-8ea4209134cc\"], \"total_duration\": 220.0, \"total_sessions\": 10, \"mean_week_duration\": 1.272}}, {\"79328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-12 12:15:13.000000+00:00\", \"2020-04-01 13:42:48.000000+00:00\", \"2019-10-26 16:13:25.000000+00:00\", \"2022-01-28 06:30:48.000000+00:00\", \"2020-12-26 06:24:41.000000+00:00\"], \"session_ids\": [\"b5e8d1e1-e092-4028-8ee2-54934909c2df\", \"bd62f5ba-b561-4861-9b47-adb51596a9a0\", \"20c459f0-ccef-4092-abf0-770d93da4f5b\", \"cdcaeb13-7ff3-4bb3-83aa-6c898f499678\", \"ed025a99-8d25-42b8-9f52-b44267099a1d\"], \"total_duration\": 334.0, \"total_sessions\": 5, \"mean_week_duration\": 2.831}}]\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[{\"18781\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-10 23:13:46.000000+00:00\", \"2019-06-13 06:17:33.000000+00:00\", \"2022-04-27 12:11:24.000000+00:00\", \"2020-04-28 23:44:41.000000+00:00\", \"2020-11-30 13:09:56.000000+00:00\", \"2022-09-01 02:19:42.000000+00:00\", \"2019-08-17 08:14:54.000000+00:00\", \"2019-07-14 16:58:40.000000+00:00\", \"2021-03-18 07:16:07.000000+00:00\", \"2022-03-25 05:43:18.000000+00:00\"], \"session_ids\": [\"f67d88c3-2bc3-4cda-8bfe-24cb4f6f28bb\", \"d7166ad7-20d1-4eaa-a1a7-0c4f31eb579f\", \"229cd189-5695-431d-9d0c-31beb6c96062\", \"fea44c1c-791a-42d5-986a-1e6338e7ac8a\", \"30888a30-009e-4458-b131-025edc28427b\", \"ed3fa623-866a-40fb-92fe-463e5981e1e5\", \"fc23687e-dc65-496a-8641-360fedeca0f0\", \"0e259c78-1c97-4d14-a6e9-d4ae1c135442\", \"bc1a71d6-24ae-40ba-ae3e-29df7b1c6d91\", \"2c576675-8f53-4411-a1b1-8ea4209134cc\"], \"total_duration\": 220.0, \"total_sessions\": 10, \"mean_week_duration\": 1.272}}, {\"79328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-12 12:15:13.000000+00:00\", \"2020-04-01 13:42:48.000000+00:00\", \"2019-10-26 16:13:25.000000+00:00\", \"2022-01-28 06:30:48.000000+00:00\", \"2020-12-26 06:24:41.000000+00:00\"], \"session_ids\": [\"b5e8d1e1-e092-4028-8ee2-54934909c2df\", \"bd62f5ba-b561-4861-9b47-adb51596a9a0\", \"20c459f0-ccef-4092-abf0-770d93da4f5b\", \"cdcaeb13-7ff3-4bb3-83aa-6c898f499678\", \"ed025a99-8d25-42b8-9f52-b44267099a1d\"], \"total_duration\": 334.0, \"total_sessions\": 5, \"mean_week_duration\": 2.831}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about users with a all sessions quantity that is above 4 and below 6, exclusive both 4 and 6 , moreover apply sorting by duration total in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"49896\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-11 06:12:06.000000+00:00\", \"2020-03-10 14:17:25.000000+00:00\"], \"session_ids\": [\"1f7d7c01-36b3-44e2-adf2-337ed6f80778\", \"e7bfa376-89bc-44e4-8b55-d2ec5abb6519\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 41.667}, \"13163\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-02 19:48:14.000000+00:00\", \"2022-02-21 01:59:15.000000+00:00\", \"2019-02-18 18:39:36.000000+00:00\", \"2022-01-24 18:40:24.000000+00:00\"], \"session_ids\": [\"47853639-8258-4a69-a7fe-1f5267a09c82\", \"3e3311a8-6846-4c14-ad69-07da232647ce\", \"9cd7f349-3909-43aa-a7ef-dcd73cd0eff7\", \"183a7b6b-1b1f-4264-a788-36c606bb91e9\"], \"total_duration\": 64.0, \"total_sessions\": 4, \"mean_week_duration\": 0.408}, \"7788\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-27 03:07:04.000000+00:00\", \"2020-03-21 13:57:27.000000+00:00\", \"2019-03-11 23:42:55.000000+00:00\"], \"session_ids\": [\"857e10b6-7fb4-42df-8a0a-815aeec3710a\", \"57474724-794e-402f-93ce-3a0af2bb6dd8\", \"4097733b-986d-4e66-81bc-b9fc65975899\"], \"total_duration\": 296.0, \"total_sessions\": 3, \"mean_week_duration\": 1.37}, \"4125\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-20 14:20:08.000000+00:00\", \"2022-04-01 16:02:06.000000+00:00\"], \"session_ids\": [\"f6e51bd2-6625-4042-aad1-8c84052d467d\", \"12b4f6d7-5f52-48ac-a87c-a7ed34c15273\"], \"total_duration\": 464.0, \"total_sessions\": 2, \"mean_week_duration\": 4.035}, \"70905\": {\"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\": \"Warsaw\", \"datetimes\": [\"2023-05-25 15:36:17.000000+00:00\", \"2022-08-19 05:43:35.000000+00:00\"], \"session_ids\": [\"59b22969-8257-4388-95fa-3a598d9c7e0b\", \"011a4501-b7ce-4d38-a6f8-0177385285bf\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 1.3}, \"84615\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-24 18:36:51.000000+00:00\", \"2020-09-01 22:28:50.000000+00:00\", \"2019-09-03 05:45:21.000000+00:00\", \"2021-12-21 11:31:31.000000+00:00\", \"2019-01-25 12:16:35.000000+00:00\", \"2019-04-28 00:27:22.000000+00:00\"], \"session_ids\": [\"45c2159f-afda-46cb-be79-b018b547530f\", \"a45a0bb7-e24f-47da-8e68-807da6f611f6\", \"60768690-62d2-449b-9f84-50493fc70961\", \"334f63c8-d08f-493f-b046-ae56fa9206ec\", \"2b85f480-f185-49e3-a958-7609168051e2\", \"bdfe871c-52db-44bb-922c-febafd1ccfd9\"], \"total_duration\": 205.0, \"total_sessions\": 6, \"mean_week_duration\": 0.981}, \"9031\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-17 17:28:11.000000+00:00\", \"2019-11-23 18:15:20.000000+00:00\"], \"session_ids\": [\"c4aa59b8-b85b-4573-9d8c-262313d74c50\", \"528d1749-865c-4b6d-b606-6a37a551d43a\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 13.238}, \"84781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-16 11:36:32.000000+00:00\", \"2020-03-30 19:14:25.000000+00:00\"], \"session_ids\": [\"0bbe5322-b686-4273-b2cf-3339d43b8533\", \"28406cf7-9723-46b6-8b0d-16f2f1f5c691\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 1.923}, \"50916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-16 15:04:10.000000+00:00\", \"2020-05-03 04:46:03.000000+00:00\"], \"session_ids\": [\"14642474-f886-49ea-b6d9-fad4cd0065e5\", \"752ee1cd-7592-4b3e-97fe-f96abc5bab7f\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"68722\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-13 08:13:42.000000+00:00\", \"2020-04-27 20:08:31.000000+00:00\", \"2019-06-22 01:29:00.000000+00:00\", \"2023-01-20 18:39:04.000000+00:00\", \"2021-09-06 03:11:04.000000+00:00\", \"2019-10-29 16:17:28.000000+00:00\"], \"session_ids\": [\"c1e127ef-c18c-463a-a65d-c0c11bd416eb\", \"b100f44c-fbd9-4015-99be-2d3a6d982c2c\", \"46154ce6-4a99-4ad5-b518-a05b9baa077f\", \"342f1230-703a-4b61-a20a-8c7ff2bcbb74\", \"73c8b25e-58c5-4ec4-aeac-6aeac22e278c\", \"f15053d6-4ff0-47f2-9f91-4eea3a0553d4\"], \"total_duration\": 4430.0, \"total_sessions\": 6, \"mean_week_duration\": 23.69}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 4 and are less 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{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 7 users whose time spent on the site is less than 2767 and greater than 1099 and in addition do sorting by quantity of sessions in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89319\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-20 14:22:24.000000+00:00\", \"2019-04-07 17:43:12.000000+00:00\", \"2022-06-27 04:17:38.000000+00:00\", \"2022-02-08 13:24:58.000000+00:00\", \"2019-08-29 20:09:41.000000+00:00\", \"2021-11-05 00:31:34.000000+00:00\", \"2019-11-25 06:27:23.000000+00:00\", \"2020-04-29 23:44:39.000000+00:00\", \"2022-10-14 13:14:10.000000+00:00\"], \"session_ids\": [\"89de0760-704c-49cd-977d-e70c38578fe0\", \"504d8019-f0a3-42db-a482-33b02430f5af\", \"eea4fcf3-aa65-446f-98fe-6200af9c0862\", \"947a3c9d-333a-4454-b010-59cc6d7168da\", \"7650f526-695c-432d-80b4-d8b31857e325\", \"51c13187-5e92-46c9-9ec1-099a8d4b6183\", \"e9aace59-2d87-40d0-818a-43fae80a01f9\", \"02c5178c-5621-4f07-9329-683c52669ba3\", \"a6452d84-275e-46f6-8742-59e8a713554e\"], \"total_duration\": 652.0, \"total_sessions\": 9, \"mean_week_duration\": 3.543}, \"39195\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-08-04 07:38:44.000000+00:00\", \"2019-12-13 19:31:07.000000+00:00\", \"2021-10-09 01:52:41.000000+00:00\", \"2020-10-21 03:24:31.000000+00:00\", \"2019-02-02 02:31:12.000000+00:00\", \"2019-10-01 14:11:41.000000+00:00\", \"2019-07-01 10:12:48.000000+00:00\"], \"session_ids\": [\"5b023eca-290a-45a5-adfb-08d17503daa2\", \"a55bfe58-0350-4d80-9982-ff5313f10646\", \"3bd216a3-bb44-4727-960c-7ea666af3e81\", \"9d4c2387-1cca-46a3-8138-791c52f97987\", \"259ceaea-9271-4193-aefc-7d95faa02d9d\", \"8f53fb91-1f99-4ada-9a18-1011a671a9c3\", \"e6501981-bdd0-426f-a9cd-33ad3efc4231\"], \"total_duration\": 881.0, \"total_sessions\": 7, \"mean_week_duration\": 6.293}, \"79481\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-29 12:07:08.000000+00:00\", \"2019-12-18 12:16:20.000000+00:00\"], \"session_ids\": [\"c9ed7a7e-98bb-4008-a546-11333bd5a5e8\", \"456eaed4-7286-4ec9-80ac-a63b2d2ec973\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.161}, \"29957\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-04 20:38:26.000000+00:00\", \"2022-07-23 04:45:07.000000+00:00\"], \"session_ids\": [\"42e13857-6654-4da2-b3b5-27979060309f\", \"954f50ac-9b68-4c61-a02a-21c5b6415ed8\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}, \"43766\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-11 00:40:21.000000+00:00\", \"2021-05-22 20:01:21.000000+00:00\"], \"session_ids\": [\"63386e46-4169-429e-a134-223298c4de48\", \"8468117b-d692-425a-a212-a8aca6bf38a0\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.515}, \"1071\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-20 10:08:02.000000+00:00\", \"2022-07-29 11:10:02.000000+00:00\", \"2019-03-03 10:36:37.000000+00:00\"], \"session_ids\": [\"2d6a0c64-5952-40da-8903-26a605dd8bdd\", \"9a0cb42b-31bc-4ead-ad47-ecbbd6967708\", \"5fbfa4ae-96d7-49a5-80a4-7e2b96d1c189\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.528}, \"64112\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-10-08 10:46:25.000000+00:00\", \"2020-10-07 12:57:47.000000+00:00\", \"2021-05-22 14:08:05.000000+00:00\"], \"session_ids\": [\"4a53e22f-000b-445f-8dd0-e4d044cb1eb8\", \"73b5db49-eb19-4b97-9289-d94d423f338a\", \"30a0a3b9-99f6-47d4-b8be-35d373e91086\"], \"total_duration\": 440.0, \"total_sessions\": 3, \"mean_week_duration\": 13.333}, \"52644\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-07 22:17:50.000000+00:00\", \"2022-06-19 05:31:20.000000+00:00\", \"2019-03-18 01:10:39.000000+00:00\", \"2022-01-31 16:04:24.000000+00:00\"], \"session_ids\": [\"1dc22243-1668-434c-a8f6-56ea2c8d9903\", \"6cc062ba-c624-45a7-ac3f-c74b26da7ba2\", \"52be11ef-33d0-49dc-a649-1877730ccd48\", \"e74e42e5-dae5-42cf-b88d-1b3c97a73247\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 2.284}, \"16041\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-15 21:35:05.000000+00:00\", \"2021-09-17 21:09:46.000000+00:00\", \"2022-10-18 10:20:04.000000+00:00\", \"2019-01-18 11:38:26.000000+00:00\", \"2020-02-28 07:26:08.000000+00:00\", \"2020-01-14 22:44:57.000000+00:00\", \"2019-10-19 09:08:36.000000+00:00\"], \"session_ids\": [\"c9e3b71a-91b7-418e-ada0-9c1fa6a297fc\", \"e0821e1f-1560-400d-85b7-c13b4b8930cd\", \"f2123f20-630b-46a8-8774-8bdf42e45f77\", \"ba45bcc5-bd82-4503-8be2-a9f15ca8a1a9\", \"dd98789e-dc2a-48db-833e-6ebc8df8aaa0\", \"8b064484-0323-4412-9256-c44493c1818b\", \"25436c03-8e71-4a24-b9f1-3f089b983c3f\"], \"total_duration\": 169.0, \"total_sessions\": 7, \"mean_week_duration\": 0.862}, \"17644\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-06-23 07:16:13.000000+00:00\", \"2021-12-18 17:31:24.000000+00:00\", \"2022-05-07 04:21:44.000000+00:00\", \"2022-10-28 23:09:11.000000+00:00\", \"2021-04-28 07:51:42.000000+00:00\", \"2021-01-16 22:32:33.000000+00:00\"], \"session_ids\": [\"8f234aa8-69f0-448d-964d-b79733d52cbc\", \"68383de9-99aa-4b04-995d-8c8f53844d0d\", \"f14c7008-9e92-47ab-a263-8b873efdd11d\", \"08fff38d-b033-422b-bf5c-7ae803c4664c\", \"a7dc4230-836e-40f2-80de-de16dc2dddd6\", \"b68abd2f-4539-4c71-a25e-f014d632c0c3\"], \"total_duration\": 72.0, \"total_sessions\": 6, \"mean_week_duration\": 0.774}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 1099 and are equal or less than 2767" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1099, 2767]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 3 users whose total sessions is bigger than 8 and smaller than 4 (not including) , and apply sorting by number of sessions form the highest value to the lowest value." } ]