conversations
list
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about users with a total amount of duration that is higher than 1911 and lower than 3845 , do sorting by time in app asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15500\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-27 20:10:45.000000+00:00\", \"2022-02-10 05:51:40.000000+00:00\", \"2023-04-20 23:16:29.000000+00:00\", \"2023-03-17 18:17:01.000000+00:00\", \"2022-01-26 21:26:58.000000+00:00\", \"2019-10-13 18:32:07.000000+00:00\"], \"session_ids\": [\"53baff0d-e458-4677-956e-6d414dc65316\", \"09255f4d-6225-4003-815a-11da756c51f6\", \"f1e9fa9c-9205-4349-ab4a-96d0f2006481\", \"3ae11fb3-7a3e-4dcf-a142-a0e7c5b22b82\", \"619ed187-32b0-46e4-a6cd-18a923aa56b8\", \"fe39d135-5b1f-4dd5-84b4-573ad72d233d\"], \"total_duration\": 5454.0, \"total_sessions\": 6, \"mean_week_duration\": 29.641}, \"75654\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-02-12 19:47:02.000000+00:00\", \"2022-03-04 21:59:47.000000+00:00\", \"2020-04-28 13:21:01.000000+00:00\"], \"session_ids\": [\"69992eeb-d3e3-40af-a6a4-9e90b9f8434a\", \"aef3637e-35d8-4e05-86f5-3020897a956d\", \"617e4f2b-549d-4aa2-bfd7-802804b700d8\"], \"total_duration\": 961.0, \"total_sessions\": 3, \"mean_week_duration\": 6.582}, \"74845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-15 22:59:21.000000+00:00\", \"2021-06-21 00:56:48.000000+00:00\"], \"session_ids\": [\"f5d0ee1e-e2bf-4741-b5a4-3d05c1a860b0\", \"1de48bc4-f30b-42bf-814e-2a5e6a539cb5\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 3.176}, \"29554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-09 23:04:05.000000+00:00\", \"2020-09-25 11:54:13.000000+00:00\", \"2020-06-03 13:11:58.000000+00:00\", \"2020-11-10 17:36:41.000000+00:00\", \"2021-12-17 01:23:44.000000+00:00\"], \"session_ids\": [\"d3c1a7a3-2507-4790-b6c0-41146603e778\", \"b9484399-187d-412d-8c47-4aafceebd309\", \"907274bf-6dfe-4b73-80d6-c2872e67e219\", \"e8965bb3-b8e6-49cc-8acf-88f62a6f3ebf\", \"c4d87e42-4f74-44e7-a977-6a468b607557\"], \"total_duration\": 3200.0, \"total_sessions\": 5, \"mean_week_duration\": 30.189}, \"39536\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-04-13 15:54:02.000000+00:00\", \"2020-11-08 09:24:29.000000+00:00\"], \"session_ids\": [\"c078c00f-89d3-4d07-bedc-5a9082c98ae3\", \"8c2ca7b0-afc9-4fe3-8b3b-5b2676dbe31c\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.61}, \"41368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-16 03:07:43.000000+00:00\", \"2022-05-15 09:26:55.000000+00:00\"], \"session_ids\": [\"dbd0f87a-8287-4352-9194-b697f0312e4f\", \"c277d171-2d38-4254-81e3-f7127d084261\"], \"total_duration\": 376.0, \"total_sessions\": 2, \"mean_week_duration\": 2.212}, \"66835\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-03 06:26:42.000000+00:00\", \"2022-04-12 16:58:40.000000+00:00\", \"2019-07-08 21:23:53.000000+00:00\"], \"session_ids\": [\"bc2e2f9b-e22f-41aa-9947-d76b6285f78e\", \"594203d7-158f-44f8-b46d-6567fa52fb91\", \"770d8e34-3a95-430b-9f0f-e146c25e8590\"], \"total_duration\": 973.0, \"total_sessions\": 3, \"mean_week_duration\": 6.71}, \"92948\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-09 05:07:42.000000+00:00\", \"2020-12-21 09:07:13.000000+00:00\"], \"session_ids\": [\"f154ce8e-c42a-4dbc-a4b7-0b6babee597e\", \"33f69662-fbf7-41c7-8061-9a152c762fc1\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 2.16}, \"74067\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-21 02:38:57.000000+00:00\", \"2020-01-03 16:55:34.000000+00:00\"], \"session_ids\": [\"4346b0f8-e753-4b01-95b3-f8e944f6ec71\", \"5404b485-baad-4f95-a861-4cc0b15b79f5\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}, \"27245\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-24 07:38:42.000000+00:00\", \"2020-06-20 06:06:44.000000+00:00\"], \"session_ids\": [\"7086fc46-50d9-4b98-a44c-d7a8a0f288f4\", \"4c560168-cbee-46d8-be11-6c5773da98a0\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 3.746}}\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 1911 and are equal or less than 3845" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1911, 3845]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-09 23:04:05.000000+00:00\", \"2020-09-25 11:54:13.000000+00:00\", \"2020-06-03 13:11:58.000000+00:00\", \"2020-11-10 17:36:41.000000+00:00\", \"2021-12-17 01:23:44.000000+00:00\"], \"session_ids\": [\"d3c1a7a3-2507-4790-b6c0-41146603e778\", \"b9484399-187d-412d-8c47-4aafceebd309\", \"907274bf-6dfe-4b73-80d6-c2872e67e219\", \"e8965bb3-b8e6-49cc-8acf-88f62a6f3ebf\", \"c4d87e42-4f74-44e7-a977-6a468b607557\"], \"total_duration\": 3200.0, \"total_sessions\": 5, \"mean_week_duration\": 30.189}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"29554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-09 23:04:05.000000+00:00\", \"2020-09-25 11:54:13.000000+00:00\", \"2020-06-03 13:11:58.000000+00:00\", \"2020-11-10 17:36:41.000000+00:00\", \"2021-12-17 01:23:44.000000+00:00\"], \"session_ids\": [\"d3c1a7a3-2507-4790-b6c0-41146603e778\", \"b9484399-187d-412d-8c47-4aafceebd309\", \"907274bf-6dfe-4b73-80d6-c2872e67e219\", \"e8965bb3-b8e6-49cc-8acf-88f62a6f3ebf\", \"c4d87e42-4f74-44e7-a977-6a468b607557\"], \"total_duration\": 3200.0, \"total_sessions\": 5, \"mean_week_duration\": 30.189}}]\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[{\"29554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-09 23:04:05.000000+00:00\", \"2020-09-25 11:54:13.000000+00:00\", \"2020-06-03 13:11:58.000000+00:00\", \"2020-11-10 17:36:41.000000+00:00\", \"2021-12-17 01:23:44.000000+00:00\"], \"session_ids\": [\"d3c1a7a3-2507-4790-b6c0-41146603e778\", \"b9484399-187d-412d-8c47-4aafceebd309\", \"907274bf-6dfe-4b73-80d6-c2872e67e219\", \"e8965bb3-b8e6-49cc-8acf-88f62a6f3ebf\", \"c4d87e42-4f74-44e7-a977-6a468b607557\"], \"total_duration\": 3200.0, \"total_sessions\": 5, \"mean_week_duration\": 30.189}}]\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 4 users whose time in app is same as 1952 + execute sorting by town title form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59384\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-25 07:58:56.000000+00:00\", \"2020-12-23 07:50:55.000000+00:00\"], \"session_ids\": [\"b52765e9-d6de-4602-a9d8-5a72752e0e96\", \"be532278-a373-451d-87fa-85fa364625c2\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 3.038}, \"13096\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-03 09:26:14.000000+00:00\", \"2021-05-17 01:04:48.000000+00:00\"], \"session_ids\": [\"c18b38b1-1958-4290-9b92-e5e98a1909ef\", \"446a9220-1594-4b86-8f14-a5cc7e5826e1\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}, \"34147\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-04-20 09:18:41.000000+00:00\", \"2022-01-15 03:04:17.000000+00:00\", \"2023-02-04 10:03:22.000000+00:00\", \"2020-06-23 10:59:33.000000+00:00\", \"2023-03-03 14:55:22.000000+00:00\", \"2019-04-20 17:06:14.000000+00:00\", \"2021-10-10 07:33:04.000000+00:00\"], \"session_ids\": [\"bf458b52-e30d-4da1-b601-9f114e4c14b1\", \"d4dbbb41-ec98-4972-b26b-4bf4d4d3d82d\", \"2c9ffc0f-7431-44e4-b812-c9631ee7e97d\", \"c27fad02-da96-4780-8f36-45d6207f23c2\", \"b880191c-8474-49d8-bc4c-befb8c53ee0a\", \"7fe44fe6-193d-4a5c-8982-a8ad59da97bd\", \"1873501d-2f4f-4827-b7ef-d51f8b179657\"], \"total_duration\": 356.0, \"total_sessions\": 7, \"mean_week_duration\": 1.703}, \"53359\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-12 18:37:37.000000+00:00\", \"2023-04-18 12:44:21.000000+00:00\"], \"session_ids\": [\"d0e0da73-be46-44a3-996e-8e448bb72cf6\", \"0e175c79-f262-4361-b551-305d4a71718b\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}, \"63167\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-03-08 20:17:53.000000+00:00\", \"2020-01-25 01:27:56.000000+00:00\", \"2021-03-29 16:31:35.000000+00:00\", \"2021-09-12 15:23:57.000000+00:00\"], \"session_ids\": [\"a7115a9b-d76d-4978-94ad-763377ef6264\", \"1d53325e-9c2f-48b4-906f-2c5c3d76368e\", \"1f09f84d-e9f0-469e-bc54-b5608f5cd430\", \"6cc4862b-37dd-4ebe-bc47-c74f30b0c36c\"], \"total_duration\": 201.0, \"total_sessions\": 4, \"mean_week_duration\": 1.523}, \"46911\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-04 05:08:45.000000+00:00\", \"2019-02-08 01:19:30.000000+00:00\", \"2019-10-12 19:33:30.000000+00:00\", \"2022-02-04 16:20:40.000000+00:00\", \"2019-12-30 03:16:44.000000+00:00\", \"2020-06-28 21:20:13.000000+00:00\", \"2020-07-17 06:04:07.000000+00:00\"], \"session_ids\": [\"ca211663-a001-41f5-8751-6b7a404d9903\", \"792f753c-2c6c-4cbe-bf86-3ac26634b9b0\", \"0d3d0e8a-ef11-43f7-8ac5-60f6d3b22f18\", \"98960e48-6b49-43ce-96b6-b725d4f4ee7c\", \"5aa3bcba-0abd-47de-ac60-69044abc796a\", \"68e8c4f3-6d78-4afe-9e56-bc4e1b6ef461\", \"949c38c5-c65e-481f-8f3a-4d67e5e94fff\"], \"total_duration\": 8822.0, \"total_sessions\": 7, \"mean_week_duration\": 46.188}, \"34146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-12-21 19:46:53.000000+00:00\", \"2019-11-03 01:56:19.000000+00:00\"], \"session_ids\": [\"74383f3e-763a-4a22-88ee-aadedc94fe8f\", \"b092f3b4-91e2-4159-a7b6-2aa6b30ea76f\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.518}, \"20250\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-20 15:34:21.000000+00:00\", \"2019-01-03 22:36:49.000000+00:00\", \"2022-08-12 02:54:49.000000+00:00\"], \"session_ids\": [\"ad7452b2-c2dd-4d21-a587-0061c17829ed\", \"3af8e55a-2357-40a0-961b-4bf340789f1a\", \"1aab3654-0c9c-4193-818d-5a29203554f0\"], \"total_duration\": 857.0, \"total_sessions\": 3, \"mean_week_duration\": 4.559}, \"78481\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-02 15:25:00.000000+00:00\", \"2021-05-31 19:00:37.000000+00:00\", \"2020-01-19 07:56:44.000000+00:00\"], \"session_ids\": [\"0bad14f0-0076-4974-9276-ad5282f73812\", \"24140036-453b-4120-b314-6ca87b63c341\", \"cd0f77d4-bd9e-489c-a235-b0cc68bff11a\"], \"total_duration\": 720.0, \"total_sessions\": 3, \"mean_week_duration\": 8.675}, \"35522\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-09-20 15:21:58.000000+00:00\", \"2021-06-08 04:46:25.000000+00:00\"], \"session_ids\": [\"cf4d0e05-d7e9-4e86-a274-043d6ca476a5\", \"984f5e3b-8cd3-4b26-a3b6-110b59d3e6ca\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 8.368}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are 1952" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[1952, 3543]]}}}\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 user whose total_duration is bigger than 982 (not including) and smaller than 4034 , moreover apply sorting by duration total risingly plus keep only 3 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{\"92718\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-11-09 13:34:11.000000+00:00\", \"2019-07-07 08:44:04.000000+00:00\", \"2023-01-13 08:17:40.000000+00:00\", \"2023-05-17 15:42:01.000000+00:00\"], \"session_ids\": [\"b1a8c252-1eaf-471b-a97a-bf0ea774a599\", \"b0619d4f-b91a-4332-a38a-fd0a8a930b5e\", \"b042d0b2-2ada-4034-af05-3134adad7fb5\", \"484ba783-dfe8-4d70-ad4a-70fb95561edb\"], \"total_duration\": 164.0, \"total_sessions\": 4, \"mean_week_duration\": 0.812}, \"9048\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-04-20 01:06:01.000000+00:00\", \"2020-06-13 14:39:48.000000+00:00\"], \"session_ids\": [\"be8cb8e3-dc2f-4894-8b8d-9b4080f2c7fe\", \"0b65421a-573b-4237-9428-f94a7abed5b2\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"81663\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-14 09:10:57.000000+00:00\", \"2020-12-26 21:51:54.000000+00:00\"], \"session_ids\": [\"84024178-ee6f-4e25-b03d-0ddfc19656d3\", \"2d1f08a0-ce53-4c1f-9007-09b8285270a5\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 3.558}, \"89957\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-03 23:56:49.000000+00:00\", \"2019-01-26 21:38:52.000000+00:00\", \"2022-09-11 12:34:30.000000+00:00\"], \"session_ids\": [\"47147cb9-afb8-46ac-bf39-6b959ef6d87a\", \"dda0b8b2-718f-497b-a3dd-1927ca77d6a1\", \"75984cdf-9980-440e-b925-2e5e6435c9ad\"], \"total_duration\": 306.0, \"total_sessions\": 3, \"mean_week_duration\": 1.619}, \"14899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-10-13 02:31:52.000000+00:00\", \"2022-02-06 00:48:32.000000+00:00\"], \"session_ids\": [\"c578b99d-970d-454a-9ec0-5b7606203921\", \"58af561f-3f06-4fe5-a151-1dcba154b0cd\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.099}, \"70240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-12-12 15:55:13.000000+00:00\", \"2019-09-12 12:24:47.000000+00:00\"], \"session_ids\": [\"4a0f1c8e-d01f-4677-9924-5776088fa12a\", \"8982eb06-b46b-42ce-b9e0-b940c881fbda\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.688}, \"8156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-10 18:30:30.000000+00:00\", \"2019-02-03 17:44:24.000000+00:00\"], \"session_ids\": [\"17bbf5ff-b82a-4d62-99ca-46b940594d90\", \"67005209-eef0-4785-850e-14cb3072eeda\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 2.481}, \"85103\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-13 02:22:14.000000+00:00\", \"2019-03-11 11:59:03.000000+00:00\"], \"session_ids\": [\"8ac990fb-1bcf-4106-b08d-260ac8e9d540\", \"508de119-7681-4b99-806f-e9b0a2bc49f6\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 0.922}, \"52179\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-10 23:40:02.000000+00:00\", \"2022-07-20 03:50:39.000000+00:00\"], \"session_ids\": [\"40132332-8820-4a5f-a2fe-570e8bcd3cb1\", \"10784cc0-ed20-4b10-ac7b-322b56a73d7c\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.775}, \"57694\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-05-11 05:39:43.000000+00:00\", \"2020-08-27 11:57:40.000000+00:00\", \"2020-01-04 07:42:37.000000+00:00\", \"2019-09-20 05:23:14.000000+00:00\", \"2019-11-04 20:32:12.000000+00:00\"], \"session_ids\": [\"6ff8ee70-487d-4612-9bd2-df315e1ecb6c\", \"69a7f8b9-118f-4865-a966-e30220ca5841\", \"1ee119ca-df19-4e15-a576-1532ba7334cd\", \"fd4696f8-6bc6-45e0-8e19-4c857258764d\", \"e5f34f64-f3ae-4dd5-8432-b62f6a4856d0\"], \"total_duration\": 105.0, \"total_sessions\": 5, \"mean_week_duration\": 2.143}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 982 and are equal or less than 4034" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[982, 4034]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 8 users who aren't currently living in cities Hanoi, Moscow, Manila, Lisbon , execute sorting by mean week duration 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{\"60280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-10 16:53:19.000000+00:00\", \"2021-08-21 16:28:31.000000+00:00\"], \"session_ids\": [\"2d1e183f-f2b8-4c52-baa7-ec02b22928ee\", \"5cf05136-32d7-442d-b281-5a15804631d9\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}, \"31018\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-13 18:38:14.000000+00:00\", \"2022-02-28 22:20:28.000000+00:00\"], \"session_ids\": [\"2ec7b92f-ac38-4c31-8074-41c43a5d0a6b\", \"9320d09a-22c1-4afe-8986-570358fdd160\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 3.082}, \"47138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-23 07:58:21.000000+00:00\", \"2022-05-01 13:42:04.000000+00:00\"], \"session_ids\": [\"f7cd98c4-81bc-4a83-98dc-1e6de219129b\", \"1f7bd936-766e-4279-af4c-e5df7655bb3a\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 2.191}, \"65271\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-14 18:33:19.000000+00:00\", \"2020-01-01 06:06:05.000000+00:00\", \"2022-12-02 07:33:35.000000+00:00\", \"2020-04-25 06:04:00.000000+00:00\", \"2020-10-15 15:14:01.000000+00:00\"], \"session_ids\": [\"6b71a685-ace0-49c5-86bc-d69ce8743e5f\", \"08c22c0d-0374-41ee-a820-aaad1ba7e494\", \"ab460ddd-e42d-42f3-9aea-88e7c6b6ab6f\", \"81e79520-5bb6-4df6-95d7-c298e79d71e1\", \"918c8cf7-1227-498a-b666-d5e260845e2b\"], \"total_duration\": 256.0, \"total_sessions\": 5, \"mean_week_duration\": 1.261}, \"82630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-25 08:12:40.000000+00:00\", \"2019-06-17 16:21:57.000000+00:00\"], \"session_ids\": [\"2d377699-069d-4bbe-ac8f-cf4d2663652c\", \"1786ee33-b6aa-4ede-a77f-5b8ebc477ad8\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.905}, \"60692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-13 23:36:59.000000+00:00\", \"2021-04-30 07:54:53.000000+00:00\"], \"session_ids\": [\"acf074f5-4c1d-4ac6-9488-5981a6239905\", \"bc67851b-7aef-4ffb-b5e4-f725756ab8a8\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}, \"36863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-14 02:33:09.000000+00:00\", \"2019-06-09 17:22:52.000000+00:00\"], \"session_ids\": [\"98df8a0a-4ee8-4de8-ac4d-0b89214481d1\", \"118cc706-7d65-4cab-8bdc-f23b7da9ab07\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}, \"53462\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2023-03-27 10:42:55.000000+00:00\", \"2022-09-23 05:25:24.000000+00:00\"], \"session_ids\": [\"9b39ccf1-8ac8-48a1-9ebe-38607fcb9c31\", \"32c039ec-20ee-4190-b3fb-4be5d2df877b\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 2.37}, \"79038\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-01-14 12:04:55.000000+00:00\", \"2021-02-14 00:26:16.000000+00:00\", \"2019-04-24 19:09:44.000000+00:00\", \"2022-03-11 14:30:35.000000+00:00\", \"2020-04-01 20:17:26.000000+00:00\", \"2022-04-03 17:14:05.000000+00:00\", \"2022-01-12 10:20:15.000000+00:00\"], \"session_ids\": [\"c18891b7-9886-441a-b4ab-2cacc9185aeb\", \"a7d36b27-107f-49f4-bc42-5a7400bcb963\", \"afa3ef87-a53a-44c5-960d-4f1b4a0d68f5\", \"9dc563a8-12ee-46cd-8e8f-44d462e90e30\", \"445e1e1d-a9e7-47b7-863d-39288847af7a\", \"bf8e5f80-a6e2-4e5e-b401-43829e803998\", \"726f9e2a-2018-4483-8b63-3858d68807e4\"], \"total_duration\": 8971.0, \"total_sessions\": 7, \"mean_week_duration\": 53.399}, \"20541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-12 22:07:01.000000+00:00\", \"2021-04-07 04:49:32.000000+00:00\"], \"session_ids\": [\"39f3262b-ed63-4270-917e-ffe7b1159ac4\", \"80692652-9b68-4b83-b3ab-3d3b06107007\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 4.197}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Hanoi, Moscow, Manila, Larebon" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Hanoi\", \"Moscow\", \"Manila\", \"Lisbon\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"60280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-10 16:53:19.000000+00:00\", \"2021-08-21 16:28:31.000000+00:00\"], \"session_ids\": [\"2d1e183f-f2b8-4c52-baa7-ec02b22928ee\", \"5cf05136-32d7-442d-b281-5a15804631d9\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}, \"31018\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-13 18:38:14.000000+00:00\", \"2022-02-28 22:20:28.000000+00:00\"], \"session_ids\": [\"2ec7b92f-ac38-4c31-8074-41c43a5d0a6b\", \"9320d09a-22c1-4afe-8986-570358fdd160\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 3.082}, \"47138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-23 07:58:21.000000+00:00\", \"2022-05-01 13:42:04.000000+00:00\"], \"session_ids\": [\"f7cd98c4-81bc-4a83-98dc-1e6de219129b\", \"1f7bd936-766e-4279-af4c-e5df7655bb3a\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 2.191}, \"65271\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-14 18:33:19.000000+00:00\", \"2020-01-01 06:06:05.000000+00:00\", \"2022-12-02 07:33:35.000000+00:00\", \"2020-04-25 06:04:00.000000+00:00\", \"2020-10-15 15:14:01.000000+00:00\"], \"session_ids\": [\"6b71a685-ace0-49c5-86bc-d69ce8743e5f\", \"08c22c0d-0374-41ee-a820-aaad1ba7e494\", \"ab460ddd-e42d-42f3-9aea-88e7c6b6ab6f\", \"81e79520-5bb6-4df6-95d7-c298e79d71e1\", \"918c8cf7-1227-498a-b666-d5e260845e2b\"], \"total_duration\": 256.0, \"total_sessions\": 5, \"mean_week_duration\": 1.261}, \"82630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-25 08:12:40.000000+00:00\", \"2019-06-17 16:21:57.000000+00:00\"], \"session_ids\": [\"2d377699-069d-4bbe-ac8f-cf4d2663652c\", \"1786ee33-b6aa-4ede-a77f-5b8ebc477ad8\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.905}, \"60692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-13 23:36:59.000000+00:00\", \"2021-04-30 07:54:53.000000+00:00\"], \"session_ids\": [\"acf074f5-4c1d-4ac6-9488-5981a6239905\", \"bc67851b-7aef-4ffb-b5e4-f725756ab8a8\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}, \"36863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-14 02:33:09.000000+00:00\", \"2019-06-09 17:22:52.000000+00:00\"], \"session_ids\": [\"98df8a0a-4ee8-4de8-ac4d-0b89214481d1\", \"118cc706-7d65-4cab-8bdc-f23b7da9ab07\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}, \"53462\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2023-03-27 10:42:55.000000+00:00\", \"2022-09-23 05:25:24.000000+00:00\"], \"session_ids\": [\"9b39ccf1-8ac8-48a1-9ebe-38607fcb9c31\", \"32c039ec-20ee-4190-b3fb-4be5d2df877b\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 2.37}, \"79038\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-01-14 12:04:55.000000+00:00\", \"2021-02-14 00:26:16.000000+00:00\", \"2019-04-24 19:09:44.000000+00:00\", \"2022-03-11 14:30:35.000000+00:00\", \"2020-04-01 20:17:26.000000+00:00\", \"2022-04-03 17:14:05.000000+00:00\", \"2022-01-12 10:20:15.000000+00:00\"], \"session_ids\": [\"c18891b7-9886-441a-b4ab-2cacc9185aeb\", \"a7d36b27-107f-49f4-bc42-5a7400bcb963\", \"afa3ef87-a53a-44c5-960d-4f1b4a0d68f5\", \"9dc563a8-12ee-46cd-8e8f-44d462e90e30\", \"445e1e1d-a9e7-47b7-863d-39288847af7a\", \"bf8e5f80-a6e2-4e5e-b401-43829e803998\", \"726f9e2a-2018-4483-8b63-3858d68807e4\"], \"total_duration\": 8971.0, \"total_sessions\": 7, \"mean_week_duration\": 53.399}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65271\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-14 18:33:19.000000+00:00\", \"2020-01-01 06:06:05.000000+00:00\", \"2022-12-02 07:33:35.000000+00:00\", \"2020-04-25 06:04:00.000000+00:00\", \"2020-10-15 15:14:01.000000+00:00\"], \"session_ids\": [\"6b71a685-ace0-49c5-86bc-d69ce8743e5f\", \"08c22c0d-0374-41ee-a820-aaad1ba7e494\", \"ab460ddd-e42d-42f3-9aea-88e7c6b6ab6f\", \"81e79520-5bb6-4df6-95d7-c298e79d71e1\", \"918c8cf7-1227-498a-b666-d5e260845e2b\"], \"total_duration\": 256.0, \"total_sessions\": 5, \"mean_week_duration\": 1.261}}, {\"36863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-14 02:33:09.000000+00:00\", \"2019-06-09 17:22:52.000000+00:00\"], \"session_ids\": [\"98df8a0a-4ee8-4de8-ac4d-0b89214481d1\", \"118cc706-7d65-4cab-8bdc-f23b7da9ab07\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}, {\"47138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-23 07:58:21.000000+00:00\", \"2022-05-01 13:42:04.000000+00:00\"], \"session_ids\": [\"f7cd98c4-81bc-4a83-98dc-1e6de219129b\", \"1f7bd936-766e-4279-af4c-e5df7655bb3a\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 2.191}}, {\"53462\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2023-03-27 10:42:55.000000+00:00\", \"2022-09-23 05:25:24.000000+00:00\"], \"session_ids\": [\"9b39ccf1-8ac8-48a1-9ebe-38607fcb9c31\", \"32c039ec-20ee-4190-b3fb-4be5d2df877b\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 2.37}}, {\"31018\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-13 18:38:14.000000+00:00\", \"2022-02-28 22:20:28.000000+00:00\"], \"session_ids\": [\"2ec7b92f-ac38-4c31-8074-41c43a5d0a6b\", \"9320d09a-22c1-4afe-8986-570358fdd160\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 3.082}}, {\"82630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-25 08:12:40.000000+00:00\", \"2019-06-17 16:21:57.000000+00:00\"], \"session_ids\": [\"2d377699-069d-4bbe-ac8f-cf4d2663652c\", \"1786ee33-b6aa-4ede-a77f-5b8ebc477ad8\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.905}}, {\"60280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-10 16:53:19.000000+00:00\", \"2021-08-21 16:28:31.000000+00:00\"], \"session_ids\": [\"2d1e183f-f2b8-4c52-baa7-ec02b22928ee\", \"5cf05136-32d7-442d-b281-5a15804631d9\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}}, {\"60692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-13 23:36:59.000000+00:00\", \"2021-04-30 07:54:53.000000+00:00\"], \"session_ids\": [\"acf074f5-4c1d-4ac6-9488-5981a6239905\", \"bc67851b-7aef-4ffb-b5e4-f725756ab8a8\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}}, {\"79038\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-01-14 12:04:55.000000+00:00\", \"2021-02-14 00:26:16.000000+00:00\", \"2019-04-24 19:09:44.000000+00:00\", \"2022-03-11 14:30:35.000000+00:00\", \"2020-04-01 20:17:26.000000+00:00\", \"2022-04-03 17:14:05.000000+00:00\", \"2022-01-12 10:20:15.000000+00:00\"], \"session_ids\": [\"c18891b7-9886-441a-b4ab-2cacc9185aeb\", \"a7d36b27-107f-49f4-bc42-5a7400bcb963\", \"afa3ef87-a53a-44c5-960d-4f1b4a0d68f5\", \"9dc563a8-12ee-46cd-8e8f-44d462e90e30\", \"445e1e1d-a9e7-47b7-863d-39288847af7a\", \"bf8e5f80-a6e2-4e5e-b401-43829e803998\", \"726f9e2a-2018-4483-8b63-3858d68807e4\"], \"total_duration\": 8971.0, \"total_sessions\": 7, \"mean_week_duration\": 53.399}}]\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[{\"65271\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-14 18:33:19.000000+00:00\", \"2020-01-01 06:06:05.000000+00:00\", \"2022-12-02 07:33:35.000000+00:00\", \"2020-04-25 06:04:00.000000+00:00\", \"2020-10-15 15:14:01.000000+00:00\"], \"session_ids\": [\"6b71a685-ace0-49c5-86bc-d69ce8743e5f\", \"08c22c0d-0374-41ee-a820-aaad1ba7e494\", \"ab460ddd-e42d-42f3-9aea-88e7c6b6ab6f\", \"81e79520-5bb6-4df6-95d7-c298e79d71e1\", \"918c8cf7-1227-498a-b666-d5e260845e2b\"], \"total_duration\": 256.0, \"total_sessions\": 5, \"mean_week_duration\": 1.261}}, {\"36863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-14 02:33:09.000000+00:00\", \"2019-06-09 17:22:52.000000+00:00\"], \"session_ids\": [\"98df8a0a-4ee8-4de8-ac4d-0b89214481d1\", \"118cc706-7d65-4cab-8bdc-f23b7da9ab07\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}, {\"47138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-23 07:58:21.000000+00:00\", \"2022-05-01 13:42:04.000000+00:00\"], \"session_ids\": [\"f7cd98c4-81bc-4a83-98dc-1e6de219129b\", \"1f7bd936-766e-4279-af4c-e5df7655bb3a\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 2.191}}, {\"53462\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2023-03-27 10:42:55.000000+00:00\", \"2022-09-23 05:25:24.000000+00:00\"], \"session_ids\": [\"9b39ccf1-8ac8-48a1-9ebe-38607fcb9c31\", \"32c039ec-20ee-4190-b3fb-4be5d2df877b\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 2.37}}, {\"31018\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-13 18:38:14.000000+00:00\", \"2022-02-28 22:20:28.000000+00:00\"], \"session_ids\": [\"2ec7b92f-ac38-4c31-8074-41c43a5d0a6b\", \"9320d09a-22c1-4afe-8986-570358fdd160\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 3.082}}, {\"82630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-25 08:12:40.000000+00:00\", \"2019-06-17 16:21:57.000000+00:00\"], \"session_ids\": [\"2d377699-069d-4bbe-ac8f-cf4d2663652c\", \"1786ee33-b6aa-4ede-a77f-5b8ebc477ad8\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.905}}, {\"60280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-10 16:53:19.000000+00:00\", \"2021-08-21 16:28:31.000000+00:00\"], \"session_ids\": [\"2d1e183f-f2b8-4c52-baa7-ec02b22928ee\", \"5cf05136-32d7-442d-b281-5a15804631d9\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}}, {\"60692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-13 23:36:59.000000+00:00\", \"2021-04-30 07:54:53.000000+00:00\"], \"session_ids\": [\"acf074f5-4c1d-4ac6-9488-5981a6239905\", \"bc67851b-7aef-4ffb-b5e4-f725756ab8a8\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65271\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-14 18:33:19.000000+00:00\", \"2020-01-01 06:06:05.000000+00:00\", \"2022-12-02 07:33:35.000000+00:00\", \"2020-04-25 06:04:00.000000+00:00\", \"2020-10-15 15:14:01.000000+00:00\"], \"session_ids\": [\"6b71a685-ace0-49c5-86bc-d69ce8743e5f\", \"08c22c0d-0374-41ee-a820-aaad1ba7e494\", \"ab460ddd-e42d-42f3-9aea-88e7c6b6ab6f\", \"81e79520-5bb6-4df6-95d7-c298e79d71e1\", \"918c8cf7-1227-498a-b666-d5e260845e2b\"], \"total_duration\": 256.0, \"total_sessions\": 5, \"mean_week_duration\": 1.261}}, {\"36863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-14 02:33:09.000000+00:00\", \"2019-06-09 17:22:52.000000+00:00\"], \"session_ids\": [\"98df8a0a-4ee8-4de8-ac4d-0b89214481d1\", \"118cc706-7d65-4cab-8bdc-f23b7da9ab07\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.308}}, {\"47138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-23 07:58:21.000000+00:00\", \"2022-05-01 13:42:04.000000+00:00\"], \"session_ids\": [\"f7cd98c4-81bc-4a83-98dc-1e6de219129b\", \"1f7bd936-766e-4279-af4c-e5df7655bb3a\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 2.191}}, {\"53462\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2023-03-27 10:42:55.000000+00:00\", \"2022-09-23 05:25:24.000000+00:00\"], \"session_ids\": [\"9b39ccf1-8ac8-48a1-9ebe-38607fcb9c31\", \"32c039ec-20ee-4190-b3fb-4be5d2df877b\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 2.37}}, {\"31018\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-13 18:38:14.000000+00:00\", \"2022-02-28 22:20:28.000000+00:00\"], \"session_ids\": [\"2ec7b92f-ac38-4c31-8074-41c43a5d0a6b\", \"9320d09a-22c1-4afe-8986-570358fdd160\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 3.082}}, {\"82630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-25 08:12:40.000000+00:00\", \"2019-06-17 16:21:57.000000+00:00\"], \"session_ids\": [\"2d377699-069d-4bbe-ac8f-cf4d2663652c\", \"1786ee33-b6aa-4ede-a77f-5b8ebc477ad8\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.905}}, {\"60280\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-10 16:53:19.000000+00:00\", \"2021-08-21 16:28:31.000000+00:00\"], \"session_ids\": [\"2d1e183f-f2b8-4c52-baa7-ec02b22928ee\", \"5cf05136-32d7-442d-b281-5a15804631d9\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}}, {\"60692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-13 23:36:59.000000+00:00\", \"2021-04-30 07:54:53.000000+00:00\"], \"session_ids\": [\"acf074f5-4c1d-4ac6-9488-5981a6239905\", \"bc67851b-7aef-4ffb-b5e4-f725756ab8a8\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 7 users who have time spent on the site greater than 2117 and less than 4839 and carry out sorting by urban title 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{\"96341\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-02-09 04:31:12.000000+00:00\", \"2022-01-12 19:17:24.000000+00:00\", \"2019-09-15 00:54:17.000000+00:00\", \"2022-01-22 22:27:32.000000+00:00\", \"2021-11-10 21:43:15.000000+00:00\", \"2022-08-07 13:47:46.000000+00:00\", \"2020-02-03 07:12:06.000000+00:00\", \"2021-09-23 06:51:53.000000+00:00\"], \"session_ids\": [\"27cbfd1c-f007-4e16-85b9-f27185d89943\", \"25c4cbab-e944-4cc0-9128-1abb12fa8282\", \"609b8b81-38c9-4a90-b313-3ea96dfa530c\", \"4aebdabe-0166-4a5b-83bc-49aa5616384e\", \"428b2dff-b0d0-436b-ad8d-875115c65307\", \"2ecf1d29-aceb-445b-8c43-b03d32258e23\", \"81def449-6002-41f0-add0-885bcc764d4e\", \"9b41b794-1167-4058-8ca5-a9cc32be08a8\"], \"total_duration\": 17118.0, \"total_sessions\": 8, \"mean_week_duration\": 113.364}, \"89103\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-18 00:46:46.000000+00:00\", \"2021-07-17 00:05:06.000000+00:00\", \"2022-09-27 21:51:10.000000+00:00\", \"2019-09-05 04:51:03.000000+00:00\"], \"session_ids\": [\"d97a2ace-01e2-4b28-b0a0-2483bc83ae1c\", \"76cf306d-3e56-4eed-aac3-cbfa47a188e5\", \"1f0a7f59-996e-4de1-9a0d-7082f1cd34e8\", \"7123634b-dcc8-4a62-9b09-7b279a148ab9\"], \"total_duration\": 30.0, \"total_sessions\": 4, \"mean_week_duration\": 0.188}, \"65340\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-28 12:13:06.000000+00:00\", \"2022-11-23 11:02:29.000000+00:00\"], \"session_ids\": [\"898cbb22-3da9-41f1-8f77-1c83138386ea\", \"93b57c1a-c3d5-45b0-86ff-df9049fa0671\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 9.143}, \"63034\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-01 18:05:52.000000+00:00\", \"2021-06-14 10:07:18.000000+00:00\"], \"session_ids\": [\"f50a149d-b111-4654-abbb-6964b76a9df5\", \"9cd99223-124b-4b98-9ce4-ace57d88ce64\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 54.333}, \"45717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-28 18:51:43.000000+00:00\", \"2021-03-03 07:01:29.000000+00:00\", \"2020-09-17 23:33:26.000000+00:00\", \"2022-10-15 07:21:53.000000+00:00\", \"2023-01-01 07:00:07.000000+00:00\", \"2021-05-06 04:03:25.000000+00:00\"], \"session_ids\": [\"b3d725c6-6ec0-46e2-85bc-608dc57ef4d2\", \"ea9123bd-0cb9-4d1e-9a79-2a6e8b45098a\", \"7f2acc2c-fff9-4a85-9f6a-f001af2eff71\", \"0b9b014e-66b5-4743-9678-1cbe1cf9629a\", \"5a354008-58af-4160-b982-cfa4552498c3\", \"159cc3b4-3bee-4494-8d8f-cc4f0c5c27ed\"], \"total_duration\": 51.0, \"total_sessions\": 6, \"mean_week_duration\": 0.3}, \"17326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-05-22 23:52:11.000000+00:00\", \"2020-05-22 22:47:31.000000+00:00\"], \"session_ids\": [\"3baeabcf-efac-428a-83ec-a2c261e3cb8d\", \"059c5863-84f5-47dc-be0f-504fce3fa91e\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.166}, \"62201\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-02 19:59:02.000000+00:00\", \"2021-05-31 19:03:48.000000+00:00\"], \"session_ids\": [\"11a038a4-e652-4415-be6a-6194cea2f282\", \"83c95f4b-a415-4939-af14-1936505fbff1\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 4.093}, \"31294\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-09 14:20:25.000000+00:00\", \"2023-02-15 22:22:08.000000+00:00\", \"2021-12-20 01:51:07.000000+00:00\"], \"session_ids\": [\"13a0a0f7-166d-480e-9980-43651035ea81\", \"12dc9dbd-2c95-4af0-a243-1442542baa37\", \"b8ff7794-68d3-4cca-a9cf-ae1fbea7f8fe\"], \"total_duration\": 67.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}, \"13947\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-10 15:00:07.000000+00:00\", \"2019-09-05 05:34:30.000000+00:00\", \"2020-02-03 17:34:49.000000+00:00\", \"2022-09-01 20:38:25.000000+00:00\", \"2023-06-30 00:42:26.000000+00:00\", \"2021-12-04 05:39:23.000000+00:00\", \"2023-01-06 23:24:55.000000+00:00\", \"2022-09-21 01:51:28.000000+00:00\", \"2022-05-28 23:53:06.000000+00:00\"], \"session_ids\": [\"6a23728a-11d3-4282-bfc7-b3f12eb53b0c\", \"b33a7742-4ae3-4a55-8121-151004d27634\", \"a4a7f29d-50aa-41d2-862d-3e2b4d40a117\", \"297ecb9f-3149-48b6-8815-e8d65dc8d699\", \"c7765d6e-0ca8-4957-8ff8-7b4d54c314ce\", \"015346fb-3c5d-4fc1-8651-0c5272f0b193\", \"81ed881e-33b9-4beb-9a33-406729592659\", \"cc8e3719-2450-412c-928b-da622749e44a\", \"512f719a-72cc-4b30-9d0a-026049cfecdf\"], \"total_duration\": 14793.0, \"total_sessions\": 9, \"mean_week_duration\": 74.337}, \"43708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-02-16 03:10:18.000000+00:00\", \"2020-01-05 23:36:53.000000+00:00\", \"2021-12-15 17:31:02.000000+00:00\", \"2022-07-31 06:09:51.000000+00:00\", \"2019-12-05 13:02:43.000000+00:00\", \"2021-11-09 16:58:13.000000+00:00\"], \"session_ids\": [\"29326888-8351-4cb9-bad0-9786d912dd77\", \"daab1e3f-1207-4e99-b380-65692262984b\", \"f6d4b62f-4520-445f-8ee8-3724ce569cdc\", \"9a6a80c6-991d-4c3f-be58-e57ef5133673\", \"6663d07c-571b-4150-8186-845d5dc0a47b\", \"680a77f2-47c4-4732-aad6-7d7a9bb6d2e4\"], \"total_duration\": 234.0, \"total_sessions\": 6, \"mean_week_duration\": 1.293}}\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 2117 and are equal or less than 4839" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2117, 4839]]}}}\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 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": "Tell me what you know about 2 users with a average of total time spent in the app per week that is above 40 and below 20, exclusively 20 additionaly implement sorting by sum of sessions 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{\"98491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-06 18:41:36.000000+00:00\", \"2019-01-26 03:40:20.000000+00:00\"], \"session_ids\": [\"1927197b-ca19-4f22-bbb3-cf496acda6cb\", \"92e949c4-205d-48b2-ba59-88fc73883ef4\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 2.836}, \"35676\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-01-17 10:01:59.000000+00:00\", \"2022-05-14 19:14:21.000000+00:00\"], \"session_ids\": [\"7b38454b-784f-4308-93f1-6b4ebed11848\", \"b77cb8c3-a973-4297-b2aa-043a7ee8029f\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 9.694}, \"37015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-03-01 13:10:11.000000+00:00\", \"2023-05-27 05:36:12.000000+00:00\", \"2019-01-10 06:11:42.000000+00:00\"], \"session_ids\": [\"92e915c3-34e4-4471-8b24-9296fbc110cd\", \"5678712a-60df-412a-a79a-15bbb711f69c\", \"60aab366-cd0f-40cd-b383-497bc4307a19\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 0.524}, \"26084\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-30 11:37:24.000000+00:00\", \"2022-12-27 16:05:45.000000+00:00\", \"2022-10-22 15:39:35.000000+00:00\", \"2023-05-13 18:50:26.000000+00:00\"], \"session_ids\": [\"66861ce9-2896-41e3-9cfa-799792c0866c\", \"30e5c46b-7444-44ba-a759-ac8d317ba840\", \"34010034-6084-473b-90a6-5e0b3ce62d03\", \"d3e1a569-ec90-4b7a-92e2-6c7ff7809832\"], \"total_duration\": 61.0, \"total_sessions\": 4, \"mean_week_duration\": 1.034}, \"5905\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-15 17:45:19.000000+00:00\", \"2023-04-07 19:50:50.000000+00:00\", \"2023-04-18 22:49:25.000000+00:00\", \"2022-12-03 08:45:00.000000+00:00\"], \"session_ids\": [\"afcde656-954a-467c-945e-5421253f70de\", \"fd6181cb-aaaf-47dc-89bd-222c8c891fb2\", \"47b4be19-421e-48da-aac3-39cc0b78aa92\", \"438ec943-53b3-4e21-9a3e-8172eef622cc\"], \"total_duration\": 1135.0, \"total_sessions\": 4, \"mean_week_duration\": 16.214}, \"94693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-07-12 12:44:31.000000+00:00\", \"2020-03-30 12:50:19.000000+00:00\"], \"session_ids\": [\"c1d5153d-e40f-46cc-93da-33b5620530e4\", \"0b7aeee1-c602-47e8-910e-7434811bbea7\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 2.868}, \"21384\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 16:42:49.000000+00:00\", \"2023-06-15 06:00:51.000000+00:00\"], \"session_ids\": [\"0c616c4a-ea24-4bdc-92b9-2ef97a91c67a\", \"b6f4751a-95f6-4d06-a46e-3ec6fc185535\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.355}, \"3555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-15 09:34:42.000000+00:00\", \"2021-05-16 01:11:54.000000+00:00\", \"2019-10-18 19:50:17.000000+00:00\", \"2019-07-24 09:07:00.000000+00:00\"], \"session_ids\": [\"50f39da5-2dbe-4a1b-849f-a3471f70824f\", \"1a043b29-7cfc-4127-9054-948f2850f058\", \"ea2f13d5-ffa6-446c-92c4-c1924654554b\", \"dc3ee0d0-5069-4520-bf2e-f504902f2037\"], \"total_duration\": 217.0, \"total_sessions\": 4, \"mean_week_duration\": 2.284}, \"97003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-05-19 07:48:55.000000+00:00\", \"2021-05-27 19:23:16.000000+00:00\", \"2019-01-16 13:52:31.000000+00:00\", \"2019-02-26 09:07:51.000000+00:00\", \"2021-03-19 17:23:37.000000+00:00\", \"2021-01-27 16:52:11.000000+00:00\", \"2022-09-25 16:06:08.000000+00:00\", \"2021-08-18 17:34:06.000000+00:00\"], \"session_ids\": [\"1a08f7dd-c219-4f07-b805-f65fa21af0ea\", \"92701a7e-10b0-4596-9043-7e5e5a178b8b\", \"8b9c5e86-159b-4792-8f00-6cd18a5086c8\", \"e652d70c-dab0-43b4-adb6-c76d4442d937\", \"7688a40a-6468-477c-b7f8-c83444a55ba3\", \"3cf62c92-8c4a-4955-bc48-dde47e680649\", \"e879ee0c-d5a3-432f-a3db-9ed2e4bec34e\", \"9dd490b9-f7f8-4f66-9e6e-5d2322311fa1\"], \"total_duration\": 393.0, \"total_sessions\": 8, \"mean_week_duration\": 2.036}, \"94982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-20 14:57:53.000000+00:00\", \"2021-01-31 06:14:03.000000+00:00\"], \"session_ids\": [\"b091f958-8f0d-45b9-9dd6-d9fcd3888846\", \"e1a7f097-3de9-4359-b484-3583a7088bc2\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 5.151}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 20 and are equal or greater than 40" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 40]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-06 18:41:36.000000+00:00\", \"2019-01-26 03:40:20.000000+00:00\"], \"session_ids\": [\"1927197b-ca19-4f22-bbb3-cf496acda6cb\", \"92e949c4-205d-48b2-ba59-88fc73883ef4\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 2.836}, \"35676\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-01-17 10:01:59.000000+00:00\", \"2022-05-14 19:14:21.000000+00:00\"], \"session_ids\": [\"7b38454b-784f-4308-93f1-6b4ebed11848\", \"b77cb8c3-a973-4297-b2aa-043a7ee8029f\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 9.694}, \"37015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-03-01 13:10:11.000000+00:00\", \"2023-05-27 05:36:12.000000+00:00\", \"2019-01-10 06:11:42.000000+00:00\"], \"session_ids\": [\"92e915c3-34e4-4471-8b24-9296fbc110cd\", \"5678712a-60df-412a-a79a-15bbb711f69c\", \"60aab366-cd0f-40cd-b383-497bc4307a19\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 0.524}, \"26084\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-30 11:37:24.000000+00:00\", \"2022-12-27 16:05:45.000000+00:00\", \"2022-10-22 15:39:35.000000+00:00\", \"2023-05-13 18:50:26.000000+00:00\"], \"session_ids\": [\"66861ce9-2896-41e3-9cfa-799792c0866c\", \"30e5c46b-7444-44ba-a759-ac8d317ba840\", \"34010034-6084-473b-90a6-5e0b3ce62d03\", \"d3e1a569-ec90-4b7a-92e2-6c7ff7809832\"], \"total_duration\": 61.0, \"total_sessions\": 4, \"mean_week_duration\": 1.034}, \"5905\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-15 17:45:19.000000+00:00\", \"2023-04-07 19:50:50.000000+00:00\", \"2023-04-18 22:49:25.000000+00:00\", \"2022-12-03 08:45:00.000000+00:00\"], \"session_ids\": [\"afcde656-954a-467c-945e-5421253f70de\", \"fd6181cb-aaaf-47dc-89bd-222c8c891fb2\", \"47b4be19-421e-48da-aac3-39cc0b78aa92\", \"438ec943-53b3-4e21-9a3e-8172eef622cc\"], \"total_duration\": 1135.0, \"total_sessions\": 4, \"mean_week_duration\": 16.214}, \"94693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-07-12 12:44:31.000000+00:00\", \"2020-03-30 12:50:19.000000+00:00\"], \"session_ids\": [\"c1d5153d-e40f-46cc-93da-33b5620530e4\", \"0b7aeee1-c602-47e8-910e-7434811bbea7\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 2.868}, \"21384\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 16:42:49.000000+00:00\", \"2023-06-15 06:00:51.000000+00:00\"], \"session_ids\": [\"0c616c4a-ea24-4bdc-92b9-2ef97a91c67a\", \"b6f4751a-95f6-4d06-a46e-3ec6fc185535\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.355}, \"3555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-15 09:34:42.000000+00:00\", \"2021-05-16 01:11:54.000000+00:00\", \"2019-10-18 19:50:17.000000+00:00\", \"2019-07-24 09:07:00.000000+00:00\"], \"session_ids\": [\"50f39da5-2dbe-4a1b-849f-a3471f70824f\", \"1a043b29-7cfc-4127-9054-948f2850f058\", \"ea2f13d5-ffa6-446c-92c4-c1924654554b\", \"dc3ee0d0-5069-4520-bf2e-f504902f2037\"], \"total_duration\": 217.0, \"total_sessions\": 4, \"mean_week_duration\": 2.284}, \"97003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-05-19 07:48:55.000000+00:00\", \"2021-05-27 19:23:16.000000+00:00\", \"2019-01-16 13:52:31.000000+00:00\", \"2019-02-26 09:07:51.000000+00:00\", \"2021-03-19 17:23:37.000000+00:00\", \"2021-01-27 16:52:11.000000+00:00\", \"2022-09-25 16:06:08.000000+00:00\", \"2021-08-18 17:34:06.000000+00:00\"], \"session_ids\": [\"1a08f7dd-c219-4f07-b805-f65fa21af0ea\", \"92701a7e-10b0-4596-9043-7e5e5a178b8b\", \"8b9c5e86-159b-4792-8f00-6cd18a5086c8\", \"e652d70c-dab0-43b4-adb6-c76d4442d937\", \"7688a40a-6468-477c-b7f8-c83444a55ba3\", \"3cf62c92-8c4a-4955-bc48-dde47e680649\", \"e879ee0c-d5a3-432f-a3db-9ed2e4bec34e\", \"9dd490b9-f7f8-4f66-9e6e-5d2322311fa1\"], \"total_duration\": 393.0, \"total_sessions\": 8, \"mean_week_duration\": 2.036}, \"94982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-20 14:57:53.000000+00:00\", \"2021-01-31 06:14:03.000000+00:00\"], \"session_ids\": [\"b091f958-8f0d-45b9-9dd6-d9fcd3888846\", \"e1a7f097-3de9-4359-b484-3583a7088bc2\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 5.151}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"98491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-06 18:41:36.000000+00:00\", \"2019-01-26 03:40:20.000000+00:00\"], \"session_ids\": [\"1927197b-ca19-4f22-bbb3-cf496acda6cb\", \"92e949c4-205d-48b2-ba59-88fc73883ef4\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 2.836}}, {\"35676\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-01-17 10:01:59.000000+00:00\", \"2022-05-14 19:14:21.000000+00:00\"], \"session_ids\": [\"7b38454b-784f-4308-93f1-6b4ebed11848\", \"b77cb8c3-a973-4297-b2aa-043a7ee8029f\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 9.694}}, {\"94693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-07-12 12:44:31.000000+00:00\", \"2020-03-30 12:50:19.000000+00:00\"], \"session_ids\": [\"c1d5153d-e40f-46cc-93da-33b5620530e4\", \"0b7aeee1-c602-47e8-910e-7434811bbea7\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 2.868}}, {\"21384\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 16:42:49.000000+00:00\", \"2023-06-15 06:00:51.000000+00:00\"], \"session_ids\": [\"0c616c4a-ea24-4bdc-92b9-2ef97a91c67a\", \"b6f4751a-95f6-4d06-a46e-3ec6fc185535\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.355}}, {\"94982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-04-20 14:57:53.000000+00:00\", \"2021-01-31 06:14:03.000000+00:00\"], \"session_ids\": [\"b091f958-8f0d-45b9-9dd6-d9fcd3888846\", \"e1a7f097-3de9-4359-b484-3583a7088bc2\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 5.151}}, {\"37015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-03-01 13:10:11.000000+00:00\", \"2023-05-27 05:36:12.000000+00:00\", \"2019-01-10 06:11:42.000000+00:00\"], \"session_ids\": [\"92e915c3-34e4-4471-8b24-9296fbc110cd\", \"5678712a-60df-412a-a79a-15bbb711f69c\", \"60aab366-cd0f-40cd-b383-497bc4307a19\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 0.524}}, {\"26084\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-30 11:37:24.000000+00:00\", \"2022-12-27 16:05:45.000000+00:00\", \"2022-10-22 15:39:35.000000+00:00\", \"2023-05-13 18:50:26.000000+00:00\"], \"session_ids\": [\"66861ce9-2896-41e3-9cfa-799792c0866c\", \"30e5c46b-7444-44ba-a759-ac8d317ba840\", \"34010034-6084-473b-90a6-5e0b3ce62d03\", \"d3e1a569-ec90-4b7a-92e2-6c7ff7809832\"], \"total_duration\": 61.0, \"total_sessions\": 4, \"mean_week_duration\": 1.034}}, {\"5905\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-15 17:45:19.000000+00:00\", \"2023-04-07 19:50:50.000000+00:00\", \"2023-04-18 22:49:25.000000+00:00\", \"2022-12-03 08:45:00.000000+00:00\"], \"session_ids\": [\"afcde656-954a-467c-945e-5421253f70de\", \"fd6181cb-aaaf-47dc-89bd-222c8c891fb2\", \"47b4be19-421e-48da-aac3-39cc0b78aa92\", \"438ec943-53b3-4e21-9a3e-8172eef622cc\"], \"total_duration\": 1135.0, \"total_sessions\": 4, \"mean_week_duration\": 16.214}}, {\"3555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-15 09:34:42.000000+00:00\", \"2021-05-16 01:11:54.000000+00:00\", \"2019-10-18 19:50:17.000000+00:00\", \"2019-07-24 09:07:00.000000+00:00\"], \"session_ids\": [\"50f39da5-2dbe-4a1b-849f-a3471f70824f\", \"1a043b29-7cfc-4127-9054-948f2850f058\", \"ea2f13d5-ffa6-446c-92c4-c1924654554b\", \"dc3ee0d0-5069-4520-bf2e-f504902f2037\"], \"total_duration\": 217.0, \"total_sessions\": 4, \"mean_week_duration\": 2.284}}, {\"97003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-05-19 07:48:55.000000+00:00\", \"2021-05-27 19:23:16.000000+00:00\", \"2019-01-16 13:52:31.000000+00:00\", \"2019-02-26 09:07:51.000000+00:00\", \"2021-03-19 17:23:37.000000+00:00\", \"2021-01-27 16:52:11.000000+00:00\", \"2022-09-25 16:06:08.000000+00:00\", \"2021-08-18 17:34:06.000000+00:00\"], \"session_ids\": [\"1a08f7dd-c219-4f07-b805-f65fa21af0ea\", \"92701a7e-10b0-4596-9043-7e5e5a178b8b\", \"8b9c5e86-159b-4792-8f00-6cd18a5086c8\", \"e652d70c-dab0-43b4-adb6-c76d4442d937\", \"7688a40a-6468-477c-b7f8-c83444a55ba3\", \"3cf62c92-8c4a-4955-bc48-dde47e680649\", \"e879ee0c-d5a3-432f-a3db-9ed2e4bec34e\", \"9dd490b9-f7f8-4f66-9e6e-5d2322311fa1\"], \"total_duration\": 393.0, \"total_sessions\": 8, \"mean_week_duration\": 2.036}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"98491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-06 18:41:36.000000+00:00\", \"2019-01-26 03:40:20.000000+00:00\"], \"session_ids\": [\"1927197b-ca19-4f22-bbb3-cf496acda6cb\", \"92e949c4-205d-48b2-ba59-88fc73883ef4\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 2.836}}, {\"35676\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-01-17 10:01:59.000000+00:00\", \"2022-05-14 19:14:21.000000+00:00\"], \"session_ids\": [\"7b38454b-784f-4308-93f1-6b4ebed11848\", \"b77cb8c3-a973-4297-b2aa-043a7ee8029f\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 9.694}}]\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[{\"98491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-06 18:41:36.000000+00:00\", \"2019-01-26 03:40:20.000000+00:00\"], \"session_ids\": [\"1927197b-ca19-4f22-bbb3-cf496acda6cb\", \"92e949c4-205d-48b2-ba59-88fc73883ef4\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 2.836}}, {\"35676\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-01-17 10:01:59.000000+00:00\", \"2022-05-14 19:14:21.000000+00:00\"], \"session_ids\": [\"7b38454b-784f-4308-93f1-6b4ebed11848\", \"b77cb8c3-a973-4297-b2aa-043a7ee8029f\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 9.694}}]\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 who have duration of sessions per week greater than 45 and less than 8 as well as carry out sorting by city name descending , save only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"17376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-28 19:08:22.000000+00:00\", \"2021-05-10 09:56:38.000000+00:00\", \"2019-12-25 05:11:00.000000+00:00\", \"2020-07-02 05:23:32.000000+00:00\", \"2019-03-26 18:29:47.000000+00:00\", \"2019-04-07 13:04:50.000000+00:00\"], \"session_ids\": [\"ea212591-46c3-48f4-b00e-3c40d37c88f4\", \"0273ddb2-6dac-493e-b5c3-897c083cc780\", \"f6f30c30-9bde-4645-96c3-999f45abae47\", \"776521ad-ebb5-4e8e-95d9-01d062174e1b\", \"a8283e19-a998-4599-a5c2-da26902ee792\", \"6932f14b-0f77-487c-aeb0-d81ca944c33e\"], \"total_duration\": 448.0, \"total_sessions\": 6, \"mean_week_duration\": 4.036}, \"79847\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-27 00:50:59.000000+00:00\", \"2019-10-20 05:05:53.000000+00:00\"], \"session_ids\": [\"191b86e1-b2df-49bc-9af4-14c6e3522de0\", \"7d752097-fc0f-4821-9766-71740b044e5a\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 10.714}, \"30838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-06 09:35:44.000000+00:00\", \"2022-03-28 16:36:49.000000+00:00\"], \"session_ids\": [\"6f8f2155-52c1-47ff-8d0e-8bfcb114aa55\", \"e17112fc-823d-493d-8470-75ce31569c50\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 4.938}, \"71902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-29 10:56:45.000000+00:00\", \"2019-11-24 07:16:13.000000+00:00\"], \"session_ids\": [\"aa46dfe9-8ac3-4ad4-911e-c19eed2e83c1\", \"174f23b9-35a7-4ed2-8c93-27524783e60e\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 356.0}, \"92002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-06 01:52:54.000000+00:00\", \"2023-02-26 21:28:05.000000+00:00\"], \"session_ids\": [\"17e91fb8-4250-4765-baa7-4d912752d573\", \"64033c05-bd62-46e7-9a63-5df9a054acfd\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.702}, \"14014\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-01-26 19:57:54.000000+00:00\", \"2019-06-30 05:31:10.000000+00:00\", \"2019-09-18 14:42:22.000000+00:00\", \"2022-02-23 20:20:38.000000+00:00\"], \"session_ids\": [\"a32a034d-2a3e-4fd1-9fbe-c0873689b767\", \"c200bcc2-9137-45e4-8950-19da95be15aa\", \"9eb56909-5f9c-48bd-88db-e66c524ce2cf\", \"507d2c76-3f1d-4d14-8e8d-1ee453fd8fac\"], \"total_duration\": 666.0, \"total_sessions\": 4, \"mean_week_duration\": 3.561}, \"63039\": {\"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\": \"Belize City\", \"datetimes\": [\"2020-07-23 01:33:58.000000+00:00\", \"2021-10-22 19:07:29.000000+00:00\", \"2019-11-01 00:54:08.000000+00:00\", \"2022-03-06 13:04:30.000000+00:00\", \"2020-11-07 02:52:37.000000+00:00\", \"2019-07-28 19:33:45.000000+00:00\", \"2020-08-27 10:31:20.000000+00:00\", \"2019-09-12 23:04:25.000000+00:00\", \"2020-07-09 04:08:56.000000+00:00\"], \"session_ids\": [\"028cf68d-7fd8-4514-8c90-1088e516affc\", \"b9ad8140-6f5f-4c27-9e4c-5bb83f472142\", \"3b337f7f-51ef-441e-a242-6fa4dd2f80a2\", \"823081e2-6f08-4da8-999e-9b7fa6850136\", \"63b40e85-84e4-4dac-8dac-073d164daafc\", \"3e6f5524-a1f0-4bb1-81f8-d4f46de7a3f6\", \"b784547a-3a8f-4cd5-ba5c-9fe797b1aab5\", \"800d76c8-243f-432e-99d9-ad7692d756c0\", \"01adc7ff-2441-4d26-a100-7e1241fb8d4b\"], \"total_duration\": 10903.0, \"total_sessions\": 9, \"mean_week_duration\": 80.169}, \"6624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-27 18:28:18.000000+00:00\", \"2022-08-27 00:32:47.000000+00:00\"], \"session_ids\": [\"385d2651-b8f5-4abd-a3d1-b673e7c5d755\", \"cf084005-51f0-40b9-8a52-de19387d3534\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"85217\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-09-23 15:26:55.000000+00:00\", \"2019-05-25 14:37:52.000000+00:00\", \"2021-05-17 13:37:06.000000+00:00\", \"2021-02-26 21:50:50.000000+00:00\", \"2022-12-08 04:28:41.000000+00:00\"], \"session_ids\": [\"edd2ebad-691b-4166-8098-b72117c70ece\", \"36e51ba6-34d3-4d27-b9ed-7c92f3bb948f\", \"d54b5519-de28-4520-8fe7-b855f9bcee73\", \"f8fa079e-1fd2-46cb-860f-efc60f0e777c\", \"689731e6-5501-4ba4-9d26-c68dd0922be1\"], \"total_duration\": 433.0, \"total_sessions\": 5, \"mean_week_duration\": 2.341}, \"73033\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-17 01:03:42.000000+00:00\", \"2019-05-10 21:12:31.000000+00:00\", \"2021-02-09 11:16:11.000000+00:00\"], \"session_ids\": [\"2de60db5-4dec-4dbc-b6d2-6a551b091f7e\", \"b1fca491-c994-4155-8efa-d0851682e393\", \"5128afb4-3c08-4052-b774-ba39c269b9ff\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 1.328}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 8 and are equal or greater than 45" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[8, 45]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"17376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-28 19:08:22.000000+00:00\", \"2021-05-10 09:56:38.000000+00:00\", \"2019-12-25 05:11:00.000000+00:00\", \"2020-07-02 05:23:32.000000+00:00\", \"2019-03-26 18:29:47.000000+00:00\", \"2019-04-07 13:04:50.000000+00:00\"], \"session_ids\": [\"ea212591-46c3-48f4-b00e-3c40d37c88f4\", \"0273ddb2-6dac-493e-b5c3-897c083cc780\", \"f6f30c30-9bde-4645-96c3-999f45abae47\", \"776521ad-ebb5-4e8e-95d9-01d062174e1b\", \"a8283e19-a998-4599-a5c2-da26902ee792\", \"6932f14b-0f77-487c-aeb0-d81ca944c33e\"], \"total_duration\": 448.0, \"total_sessions\": 6, \"mean_week_duration\": 4.036}, \"30838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-06 09:35:44.000000+00:00\", \"2022-03-28 16:36:49.000000+00:00\"], \"session_ids\": [\"6f8f2155-52c1-47ff-8d0e-8bfcb114aa55\", \"e17112fc-823d-493d-8470-75ce31569c50\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 4.938}, \"92002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-06 01:52:54.000000+00:00\", \"2023-02-26 21:28:05.000000+00:00\"], \"session_ids\": [\"17e91fb8-4250-4765-baa7-4d912752d573\", \"64033c05-bd62-46e7-9a63-5df9a054acfd\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.702}, \"14014\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-01-26 19:57:54.000000+00:00\", \"2019-06-30 05:31:10.000000+00:00\", \"2019-09-18 14:42:22.000000+00:00\", \"2022-02-23 20:20:38.000000+00:00\"], \"session_ids\": [\"a32a034d-2a3e-4fd1-9fbe-c0873689b767\", \"c200bcc2-9137-45e4-8950-19da95be15aa\", \"9eb56909-5f9c-48bd-88db-e66c524ce2cf\", \"507d2c76-3f1d-4d14-8e8d-1ee453fd8fac\"], \"total_duration\": 666.0, \"total_sessions\": 4, \"mean_week_duration\": 3.561}, \"6624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-27 18:28:18.000000+00:00\", \"2022-08-27 00:32:47.000000+00:00\"], \"session_ids\": [\"385d2651-b8f5-4abd-a3d1-b673e7c5d755\", \"cf084005-51f0-40b9-8a52-de19387d3534\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"85217\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-09-23 15:26:55.000000+00:00\", \"2019-05-25 14:37:52.000000+00:00\", \"2021-05-17 13:37:06.000000+00:00\", \"2021-02-26 21:50:50.000000+00:00\", \"2022-12-08 04:28:41.000000+00:00\"], \"session_ids\": [\"edd2ebad-691b-4166-8098-b72117c70ece\", \"36e51ba6-34d3-4d27-b9ed-7c92f3bb948f\", \"d54b5519-de28-4520-8fe7-b855f9bcee73\", \"f8fa079e-1fd2-46cb-860f-efc60f0e777c\", \"689731e6-5501-4ba4-9d26-c68dd0922be1\"], \"total_duration\": 433.0, \"total_sessions\": 5, \"mean_week_duration\": 2.341}, \"73033\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-17 01:03:42.000000+00:00\", \"2019-05-10 21:12:31.000000+00:00\", \"2021-02-09 11:16:11.000000+00:00\"], \"session_ids\": [\"2de60db5-4dec-4dbc-b6d2-6a551b091f7e\", \"b1fca491-c994-4155-8efa-d0851682e393\", \"5128afb4-3c08-4052-b774-ba39c269b9ff\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 1.328}, \"71902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-29 10:56:45.000000+00:00\", \"2019-11-24 07:16:13.000000+00:00\"], \"session_ids\": [\"aa46dfe9-8ac3-4ad4-911e-c19eed2e83c1\", \"174f23b9-35a7-4ed2-8c93-27524783e60e\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 356.0}, \"63039\": {\"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\": \"Belize City\", \"datetimes\": [\"2020-07-23 01:33:58.000000+00:00\", \"2021-10-22 19:07:29.000000+00:00\", \"2019-11-01 00:54:08.000000+00:00\", \"2022-03-06 13:04:30.000000+00:00\", \"2020-11-07 02:52:37.000000+00:00\", \"2019-07-28 19:33:45.000000+00:00\", \"2020-08-27 10:31:20.000000+00:00\", \"2019-09-12 23:04:25.000000+00:00\", \"2020-07-09 04:08:56.000000+00:00\"], \"session_ids\": [\"028cf68d-7fd8-4514-8c90-1088e516affc\", \"b9ad8140-6f5f-4c27-9e4c-5bb83f472142\", \"3b337f7f-51ef-441e-a242-6fa4dd2f80a2\", \"823081e2-6f08-4da8-999e-9b7fa6850136\", \"63b40e85-84e4-4dac-8dac-073d164daafc\", \"3e6f5524-a1f0-4bb1-81f8-d4f46de7a3f6\", \"b784547a-3a8f-4cd5-ba5c-9fe797b1aab5\", \"800d76c8-243f-432e-99d9-ad7692d756c0\", \"01adc7ff-2441-4d26-a100-7e1241fb8d4b\"], \"total_duration\": 10903.0, \"total_sessions\": 9, \"mean_week_duration\": 80.169}}\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[{\"17376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-28 19:08:22.000000+00:00\", \"2021-05-10 09:56:38.000000+00:00\", \"2019-12-25 05:11:00.000000+00:00\", \"2020-07-02 05:23:32.000000+00:00\", \"2019-03-26 18:29:47.000000+00:00\", \"2019-04-07 13:04:50.000000+00:00\"], \"session_ids\": [\"ea212591-46c3-48f4-b00e-3c40d37c88f4\", \"0273ddb2-6dac-493e-b5c3-897c083cc780\", \"f6f30c30-9bde-4645-96c3-999f45abae47\", \"776521ad-ebb5-4e8e-95d9-01d062174e1b\", \"a8283e19-a998-4599-a5c2-da26902ee792\", \"6932f14b-0f77-487c-aeb0-d81ca944c33e\"], \"total_duration\": 448.0, \"total_sessions\": 6, \"mean_week_duration\": 4.036}}, {\"6624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-27 18:28:18.000000+00:00\", \"2022-08-27 00:32:47.000000+00:00\"], \"session_ids\": [\"385d2651-b8f5-4abd-a3d1-b673e7c5d755\", \"cf084005-51f0-40b9-8a52-de19387d3534\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}, {\"73033\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-17 01:03:42.000000+00:00\", \"2019-05-10 21:12:31.000000+00:00\", \"2021-02-09 11:16:11.000000+00:00\"], \"session_ids\": [\"2de60db5-4dec-4dbc-b6d2-6a551b091f7e\", \"b1fca491-c994-4155-8efa-d0851682e393\", \"5128afb4-3c08-4052-b774-ba39c269b9ff\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 1.328}}, {\"92002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-06 01:52:54.000000+00:00\", \"2023-02-26 21:28:05.000000+00:00\"], \"session_ids\": [\"17e91fb8-4250-4765-baa7-4d912752d573\", \"64033c05-bd62-46e7-9a63-5df9a054acfd\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.702}}, {\"71902\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-29 10:56:45.000000+00:00\", \"2019-11-24 07:16:13.000000+00:00\"], \"session_ids\": [\"aa46dfe9-8ac3-4ad4-911e-c19eed2e83c1\", \"174f23b9-35a7-4ed2-8c93-27524783e60e\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 356.0}}, {\"85217\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-09-23 15:26:55.000000+00:00\", \"2019-05-25 14:37:52.000000+00:00\", \"2021-05-17 13:37:06.000000+00:00\", \"2021-02-26 21:50:50.000000+00:00\", \"2022-12-08 04:28:41.000000+00:00\"], \"session_ids\": [\"edd2ebad-691b-4166-8098-b72117c70ece\", \"36e51ba6-34d3-4d27-b9ed-7c92f3bb948f\", \"d54b5519-de28-4520-8fe7-b855f9bcee73\", \"f8fa079e-1fd2-46cb-860f-efc60f0e777c\", \"689731e6-5501-4ba4-9d26-c68dd0922be1\"], \"total_duration\": 433.0, \"total_sessions\": 5, \"mean_week_duration\": 2.341}}, {\"14014\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-01-26 19:57:54.000000+00:00\", \"2019-06-30 05:31:10.000000+00:00\", \"2019-09-18 14:42:22.000000+00:00\", \"2022-02-23 20:20:38.000000+00:00\"], \"session_ids\": [\"a32a034d-2a3e-4fd1-9fbe-c0873689b767\", \"c200bcc2-9137-45e4-8950-19da95be15aa\", \"9eb56909-5f9c-48bd-88db-e66c524ce2cf\", \"507d2c76-3f1d-4d14-8e8d-1ee453fd8fac\"], \"total_duration\": 666.0, \"total_sessions\": 4, \"mean_week_duration\": 3.561}}, {\"30838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-06 09:35:44.000000+00:00\", \"2022-03-28 16:36:49.000000+00:00\"], \"session_ids\": [\"6f8f2155-52c1-47ff-8d0e-8bfcb114aa55\", \"e17112fc-823d-493d-8470-75ce31569c50\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 4.938}}, {\"63039\": {\"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\": \"Belize City\", \"datetimes\": [\"2020-07-23 01:33:58.000000+00:00\", \"2021-10-22 19:07:29.000000+00:00\", \"2019-11-01 00:54:08.000000+00:00\", \"2022-03-06 13:04:30.000000+00:00\", \"2020-11-07 02:52:37.000000+00:00\", \"2019-07-28 19:33:45.000000+00:00\", \"2020-08-27 10:31:20.000000+00:00\", \"2019-09-12 23:04:25.000000+00:00\", \"2020-07-09 04:08:56.000000+00:00\"], \"session_ids\": [\"028cf68d-7fd8-4514-8c90-1088e516affc\", \"b9ad8140-6f5f-4c27-9e4c-5bb83f472142\", \"3b337f7f-51ef-441e-a242-6fa4dd2f80a2\", \"823081e2-6f08-4da8-999e-9b7fa6850136\", \"63b40e85-84e4-4dac-8dac-073d164daafc\", \"3e6f5524-a1f0-4bb1-81f8-d4f46de7a3f6\", \"b784547a-3a8f-4cd5-ba5c-9fe797b1aab5\", \"800d76c8-243f-432e-99d9-ad7692d756c0\", \"01adc7ff-2441-4d26-a100-7e1241fb8d4b\"], \"total_duration\": 10903.0, \"total_sessions\": 9, \"mean_week_duration\": 80.169}}]\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[{\"17376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-28 19:08:22.000000+00:00\", \"2021-05-10 09:56:38.000000+00:00\", \"2019-12-25 05:11:00.000000+00:00\", \"2020-07-02 05:23:32.000000+00:00\", \"2019-03-26 18:29:47.000000+00:00\", \"2019-04-07 13:04:50.000000+00:00\"], \"session_ids\": [\"ea212591-46c3-48f4-b00e-3c40d37c88f4\", \"0273ddb2-6dac-493e-b5c3-897c083cc780\", \"f6f30c30-9bde-4645-96c3-999f45abae47\", \"776521ad-ebb5-4e8e-95d9-01d062174e1b\", \"a8283e19-a998-4599-a5c2-da26902ee792\", \"6932f14b-0f77-487c-aeb0-d81ca944c33e\"], \"total_duration\": 448.0, \"total_sessions\": 6, \"mean_week_duration\": 4.036}}, {\"6624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-27 18:28:18.000000+00:00\", \"2022-08-27 00:32:47.000000+00:00\"], \"session_ids\": [\"385d2651-b8f5-4abd-a3d1-b673e7c5d755\", \"cf084005-51f0-40b9-8a52-de19387d3534\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"17376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-28 19:08:22.000000+00:00\", \"2021-05-10 09:56:38.000000+00:00\", \"2019-12-25 05:11:00.000000+00:00\", \"2020-07-02 05:23:32.000000+00:00\", \"2019-03-26 18:29:47.000000+00:00\", \"2019-04-07 13:04:50.000000+00:00\"], \"session_ids\": [\"ea212591-46c3-48f4-b00e-3c40d37c88f4\", \"0273ddb2-6dac-493e-b5c3-897c083cc780\", \"f6f30c30-9bde-4645-96c3-999f45abae47\", \"776521ad-ebb5-4e8e-95d9-01d062174e1b\", \"a8283e19-a998-4599-a5c2-da26902ee792\", \"6932f14b-0f77-487c-aeb0-d81ca944c33e\"], \"total_duration\": 448.0, \"total_sessions\": 6, \"mean_week_duration\": 4.036}}, {\"6624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-27 18:28:18.000000+00:00\", \"2022-08-27 00:32:47.000000+00:00\"], \"session_ids\": [\"385d2651-b8f5-4abd-a3d1-b673e7c5d755\", \"cf084005-51f0-40b9-8a52-de19387d3534\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}]\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": "Provide me an information about 5 users who aren't folks of cities Beijing, Sydney also implement sorting by time spent on the site in descending order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-06-02 10:44:03.000000+00:00\", \"2020-05-31 11:46:53.000000+00:00\", \"2020-10-22 00:02:25.000000+00:00\", \"2021-12-23 22:58:14.000000+00:00\", \"2020-11-25 11:19:01.000000+00:00\"], \"session_ids\": [\"7ded861c-5635-400e-a6bc-cb30ef2bd343\", \"757841d1-8351-4630-bdf4-f4a678e1b031\", \"3116023d-20b7-4468-b602-60b4102a204a\", \"a121f2b7-905a-4579-9e17-8db4fc3df7bd\", \"8e378b32-a6b0-46d3-ae33-e9b52cdc7250\"], \"total_duration\": 1955.0, \"total_sessions\": 5, \"mean_week_duration\": 23.841}, \"99386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-17 07:56:09.000000+00:00\", \"2021-08-01 13:08:18.000000+00:00\"], \"session_ids\": [\"3f88c6fa-45c6-4862-bddf-e71983bd1631\", \"08cb6193-118a-4530-95da-cd518da12f5b\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 17.417}, \"68509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-13 02:32:19.000000+00:00\", \"2020-07-21 11:26:00.000000+00:00\", \"2022-09-04 00:06:38.000000+00:00\"], \"session_ids\": [\"2498c9f6-58c5-4a4d-b2ec-6c60fa7b8717\", \"77b95cd2-a271-48f3-8354-04485ae98571\", \"546dd928-a817-4270-82ad-5aaa6b9f32f3\"], \"total_duration\": 392.0, \"total_sessions\": 3, \"mean_week_duration\": 2.596}, \"65710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-11-06 07:05:50.000000+00:00\", \"2022-04-15 17:21:48.000000+00:00\"], \"session_ids\": [\"f7c61c1e-7a19-4e34-95c7-108e11ab821b\", \"be78cd95-3ae2-4a9a-aecb-db8c0ab1c678\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 5.7}, \"3051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-13 05:05:09.000000+00:00\", \"2019-09-12 14:01:57.000000+00:00\"], \"session_ids\": [\"a3393bb1-fc49-49e1-afaf-7ba3e519bd92\", \"4aee9f0b-35fa-4662-bb0f-21c566abd686\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 21.182}, \"29768\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-29 20:10:01.000000+00:00\", \"2019-06-27 07:13:02.000000+00:00\", \"2019-01-16 23:51:18.000000+00:00\", \"2023-01-17 23:22:06.000000+00:00\", \"2021-06-21 02:28:06.000000+00:00\", \"2020-10-16 11:56:48.000000+00:00\"], \"session_ids\": [\"3e61f5d0-b776-4d50-9e04-a14919cf4838\", \"6260fd8c-d82d-4968-9dd6-6c95e3669a73\", \"70974d79-4c02-4f93-8760-2e409936a169\", \"712b0c53-dcfb-45d3-be0c-3bb1dfed9a77\", \"459be5cc-3e7e-4958-830a-2c7bd0147851\", \"1aa7131a-def2-473b-b217-a13ac7dccd54\"], \"total_duration\": 235.0, \"total_sessions\": 6, \"mean_week_duration\": 1.124}, \"11887\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-29 21:09:21.000000+00:00\", \"2020-09-01 17:29:38.000000+00:00\"], \"session_ids\": [\"ef2009b8-8d90-4938-b2be-b2cea4724954\", \"a55e13b7-3e45-447c-ba48-f3644c12432c\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.392}, \"98200\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-12-12 15:19:45.000000+00:00\", \"2022-10-01 17:04:06.000000+00:00\"], \"session_ids\": [\"12a6e886-7dc5-4914-a206-02c396a8e21b\", \"6bbf5aaf-d577-46c2-adac-868bc29595b3\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.306}, \"80121\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-05 14:55:13.000000+00:00\", \"2021-08-16 14:01:27.000000+00:00\"], \"session_ids\": [\"f77ae5ef-fd0b-4bef-bdf0-d376ff737074\", \"38ca594b-ae2e-4fde-b8f0-8e9a3e97c2b3\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}, \"39612\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-28 10:20:35.000000+00:00\", \"2019-08-07 18:22:41.000000+00:00\"], \"session_ids\": [\"f0054fd8-7d45-46f4-af31-c4f81f68c7fa\", \"98e25be7-bf90-496a-98d5-243f0199406d\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 6.157}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Beijing, Sydney" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Beijing\", \"Sydney\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-06-02 10:44:03.000000+00:00\", \"2020-05-31 11:46:53.000000+00:00\", \"2020-10-22 00:02:25.000000+00:00\", \"2021-12-23 22:58:14.000000+00:00\", \"2020-11-25 11:19:01.000000+00:00\"], \"session_ids\": [\"7ded861c-5635-400e-a6bc-cb30ef2bd343\", \"757841d1-8351-4630-bdf4-f4a678e1b031\", \"3116023d-20b7-4468-b602-60b4102a204a\", \"a121f2b7-905a-4579-9e17-8db4fc3df7bd\", \"8e378b32-a6b0-46d3-ae33-e9b52cdc7250\"], \"total_duration\": 1955.0, \"total_sessions\": 5, \"mean_week_duration\": 23.841}, \"99386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-17 07:56:09.000000+00:00\", \"2021-08-01 13:08:18.000000+00:00\"], \"session_ids\": [\"3f88c6fa-45c6-4862-bddf-e71983bd1631\", \"08cb6193-118a-4530-95da-cd518da12f5b\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 17.417}, \"68509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-13 02:32:19.000000+00:00\", \"2020-07-21 11:26:00.000000+00:00\", \"2022-09-04 00:06:38.000000+00:00\"], \"session_ids\": [\"2498c9f6-58c5-4a4d-b2ec-6c60fa7b8717\", \"77b95cd2-a271-48f3-8354-04485ae98571\", \"546dd928-a817-4270-82ad-5aaa6b9f32f3\"], \"total_duration\": 392.0, \"total_sessions\": 3, \"mean_week_duration\": 2.596}, \"65710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-11-06 07:05:50.000000+00:00\", \"2022-04-15 17:21:48.000000+00:00\"], \"session_ids\": [\"f7c61c1e-7a19-4e34-95c7-108e11ab821b\", \"be78cd95-3ae2-4a9a-aecb-db8c0ab1c678\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 5.7}, \"3051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-13 05:05:09.000000+00:00\", \"2019-09-12 14:01:57.000000+00:00\"], \"session_ids\": [\"a3393bb1-fc49-49e1-afaf-7ba3e519bd92\", \"4aee9f0b-35fa-4662-bb0f-21c566abd686\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 21.182}, \"29768\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-29 20:10:01.000000+00:00\", \"2019-06-27 07:13:02.000000+00:00\", \"2019-01-16 23:51:18.000000+00:00\", \"2023-01-17 23:22:06.000000+00:00\", \"2021-06-21 02:28:06.000000+00:00\", \"2020-10-16 11:56:48.000000+00:00\"], \"session_ids\": [\"3e61f5d0-b776-4d50-9e04-a14919cf4838\", \"6260fd8c-d82d-4968-9dd6-6c95e3669a73\", \"70974d79-4c02-4f93-8760-2e409936a169\", \"712b0c53-dcfb-45d3-be0c-3bb1dfed9a77\", \"459be5cc-3e7e-4958-830a-2c7bd0147851\", \"1aa7131a-def2-473b-b217-a13ac7dccd54\"], \"total_duration\": 235.0, \"total_sessions\": 6, \"mean_week_duration\": 1.124}, \"11887\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-29 21:09:21.000000+00:00\", \"2020-09-01 17:29:38.000000+00:00\"], \"session_ids\": [\"ef2009b8-8d90-4938-b2be-b2cea4724954\", \"a55e13b7-3e45-447c-ba48-f3644c12432c\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.392}, \"98200\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-12-12 15:19:45.000000+00:00\", \"2022-10-01 17:04:06.000000+00:00\"], \"session_ids\": [\"12a6e886-7dc5-4914-a206-02c396a8e21b\", \"6bbf5aaf-d577-46c2-adac-868bc29595b3\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.306}, \"80121\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-05 14:55:13.000000+00:00\", \"2021-08-16 14:01:27.000000+00:00\"], \"session_ids\": [\"f77ae5ef-fd0b-4bef-bdf0-d376ff737074\", \"38ca594b-ae2e-4fde-b8f0-8e9a3e97c2b3\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}, \"39612\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-28 10:20:35.000000+00:00\", \"2019-08-07 18:22:41.000000+00:00\"], \"session_ids\": [\"f0054fd8-7d45-46f4-af31-c4f81f68c7fa\", \"98e25be7-bf90-496a-98d5-243f0199406d\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 6.157}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-06-02 10:44:03.000000+00:00\", \"2020-05-31 11:46:53.000000+00:00\", \"2020-10-22 00:02:25.000000+00:00\", \"2021-12-23 22:58:14.000000+00:00\", \"2020-11-25 11:19:01.000000+00:00\"], \"session_ids\": [\"7ded861c-5635-400e-a6bc-cb30ef2bd343\", \"757841d1-8351-4630-bdf4-f4a678e1b031\", \"3116023d-20b7-4468-b602-60b4102a204a\", \"a121f2b7-905a-4579-9e17-8db4fc3df7bd\", \"8e378b32-a6b0-46d3-ae33-e9b52cdc7250\"], \"total_duration\": 1955.0, \"total_sessions\": 5, \"mean_week_duration\": 23.841}}, {\"3051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-13 05:05:09.000000+00:00\", \"2019-09-12 14:01:57.000000+00:00\"], \"session_ids\": [\"a3393bb1-fc49-49e1-afaf-7ba3e519bd92\", \"4aee9f0b-35fa-4662-bb0f-21c566abd686\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 21.182}}, {\"99386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-17 07:56:09.000000+00:00\", \"2021-08-01 13:08:18.000000+00:00\"], \"session_ids\": [\"3f88c6fa-45c6-4862-bddf-e71983bd1631\", \"08cb6193-118a-4530-95da-cd518da12f5b\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 17.417}}, {\"68509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-13 02:32:19.000000+00:00\", \"2020-07-21 11:26:00.000000+00:00\", \"2022-09-04 00:06:38.000000+00:00\"], \"session_ids\": [\"2498c9f6-58c5-4a4d-b2ec-6c60fa7b8717\", \"77b95cd2-a271-48f3-8354-04485ae98571\", \"546dd928-a817-4270-82ad-5aaa6b9f32f3\"], \"total_duration\": 392.0, \"total_sessions\": 3, \"mean_week_duration\": 2.596}}, {\"39612\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-28 10:20:35.000000+00:00\", \"2019-08-07 18:22:41.000000+00:00\"], \"session_ids\": [\"f0054fd8-7d45-46f4-af31-c4f81f68c7fa\", \"98e25be7-bf90-496a-98d5-243f0199406d\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 6.157}}, {\"29768\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-29 20:10:01.000000+00:00\", \"2019-06-27 07:13:02.000000+00:00\", \"2019-01-16 23:51:18.000000+00:00\", \"2023-01-17 23:22:06.000000+00:00\", \"2021-06-21 02:28:06.000000+00:00\", \"2020-10-16 11:56:48.000000+00:00\"], \"session_ids\": [\"3e61f5d0-b776-4d50-9e04-a14919cf4838\", \"6260fd8c-d82d-4968-9dd6-6c95e3669a73\", \"70974d79-4c02-4f93-8760-2e409936a169\", \"712b0c53-dcfb-45d3-be0c-3bb1dfed9a77\", \"459be5cc-3e7e-4958-830a-2c7bd0147851\", \"1aa7131a-def2-473b-b217-a13ac7dccd54\"], \"total_duration\": 235.0, \"total_sessions\": 6, \"mean_week_duration\": 1.124}}, {\"65710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-11-06 07:05:50.000000+00:00\", \"2022-04-15 17:21:48.000000+00:00\"], \"session_ids\": [\"f7c61c1e-7a19-4e34-95c7-108e11ab821b\", \"be78cd95-3ae2-4a9a-aecb-db8c0ab1c678\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 5.7}}, {\"80121\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-05 14:55:13.000000+00:00\", \"2021-08-16 14:01:27.000000+00:00\"], \"session_ids\": [\"f77ae5ef-fd0b-4bef-bdf0-d376ff737074\", \"38ca594b-ae2e-4fde-b8f0-8e9a3e97c2b3\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}}, {\"11887\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-29 21:09:21.000000+00:00\", \"2020-09-01 17:29:38.000000+00:00\"], \"session_ids\": [\"ef2009b8-8d90-4938-b2be-b2cea4724954\", \"a55e13b7-3e45-447c-ba48-f3644c12432c\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.392}}, {\"98200\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-12-12 15:19:45.000000+00:00\", \"2022-10-01 17:04:06.000000+00:00\"], \"session_ids\": [\"12a6e886-7dc5-4914-a206-02c396a8e21b\", \"6bbf5aaf-d577-46c2-adac-868bc29595b3\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.306}}]\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[{\"47183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-06-02 10:44:03.000000+00:00\", \"2020-05-31 11:46:53.000000+00:00\", \"2020-10-22 00:02:25.000000+00:00\", \"2021-12-23 22:58:14.000000+00:00\", \"2020-11-25 11:19:01.000000+00:00\"], \"session_ids\": [\"7ded861c-5635-400e-a6bc-cb30ef2bd343\", \"757841d1-8351-4630-bdf4-f4a678e1b031\", \"3116023d-20b7-4468-b602-60b4102a204a\", \"a121f2b7-905a-4579-9e17-8db4fc3df7bd\", \"8e378b32-a6b0-46d3-ae33-e9b52cdc7250\"], \"total_duration\": 1955.0, \"total_sessions\": 5, \"mean_week_duration\": 23.841}}, {\"3051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-13 05:05:09.000000+00:00\", \"2019-09-12 14:01:57.000000+00:00\"], \"session_ids\": [\"a3393bb1-fc49-49e1-afaf-7ba3e519bd92\", \"4aee9f0b-35fa-4662-bb0f-21c566abd686\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 21.182}}, {\"99386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-17 07:56:09.000000+00:00\", \"2021-08-01 13:08:18.000000+00:00\"], \"session_ids\": [\"3f88c6fa-45c6-4862-bddf-e71983bd1631\", \"08cb6193-118a-4530-95da-cd518da12f5b\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 17.417}}, {\"68509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-13 02:32:19.000000+00:00\", \"2020-07-21 11:26:00.000000+00:00\", \"2022-09-04 00:06:38.000000+00:00\"], \"session_ids\": [\"2498c9f6-58c5-4a4d-b2ec-6c60fa7b8717\", \"77b95cd2-a271-48f3-8354-04485ae98571\", \"546dd928-a817-4270-82ad-5aaa6b9f32f3\"], \"total_duration\": 392.0, \"total_sessions\": 3, \"mean_week_duration\": 2.596}}, {\"39612\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-28 10:20:35.000000+00:00\", \"2019-08-07 18:22:41.000000+00:00\"], \"session_ids\": [\"f0054fd8-7d45-46f4-af31-c4f81f68c7fa\", \"98e25be7-bf90-496a-98d5-243f0199406d\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 6.157}}]\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[{\"47183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-06-02 10:44:03.000000+00:00\", \"2020-05-31 11:46:53.000000+00:00\", \"2020-10-22 00:02:25.000000+00:00\", \"2021-12-23 22:58:14.000000+00:00\", \"2020-11-25 11:19:01.000000+00:00\"], \"session_ids\": [\"7ded861c-5635-400e-a6bc-cb30ef2bd343\", \"757841d1-8351-4630-bdf4-f4a678e1b031\", \"3116023d-20b7-4468-b602-60b4102a204a\", \"a121f2b7-905a-4579-9e17-8db4fc3df7bd\", \"8e378b32-a6b0-46d3-ae33-e9b52cdc7250\"], \"total_duration\": 1955.0, \"total_sessions\": 5, \"mean_week_duration\": 23.841}}, {\"3051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-13 05:05:09.000000+00:00\", \"2019-09-12 14:01:57.000000+00:00\"], \"session_ids\": [\"a3393bb1-fc49-49e1-afaf-7ba3e519bd92\", \"4aee9f0b-35fa-4662-bb0f-21c566abd686\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 21.182}}, {\"99386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-17 07:56:09.000000+00:00\", \"2021-08-01 13:08:18.000000+00:00\"], \"session_ids\": [\"3f88c6fa-45c6-4862-bddf-e71983bd1631\", \"08cb6193-118a-4530-95da-cd518da12f5b\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 17.417}}, {\"68509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-13 02:32:19.000000+00:00\", \"2020-07-21 11:26:00.000000+00:00\", \"2022-09-04 00:06:38.000000+00:00\"], \"session_ids\": [\"2498c9f6-58c5-4a4d-b2ec-6c60fa7b8717\", \"77b95cd2-a271-48f3-8354-04485ae98571\", \"546dd928-a817-4270-82ad-5aaa6b9f32f3\"], \"total_duration\": 392.0, \"total_sessions\": 3, \"mean_week_duration\": 2.596}}, {\"39612\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-28 10:20:35.000000+00:00\", \"2019-08-07 18:22:41.000000+00:00\"], \"session_ids\": [\"f0054fd8-7d45-46f4-af31-c4f81f68c7fa\", \"98e25be7-bf90-496a-98d5-243f0199406d\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 6.157}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about user who has quantity of sessions less than 8 and (not including) greater than 5 and apply sorting by mean_week_duration 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{\"8612\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-02 14:01:46.000000+00:00\", \"2020-08-27 19:18:24.000000+00:00\"], \"session_ids\": [\"09eb4ded-bde3-4ee5-a9e5-d984c0ce14f5\", \"264f1011-2a83-4820-ba26-fa453d027cc2\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.653}, \"50274\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-03-06 22:34:54.000000+00:00\", \"2021-08-30 10:57:05.000000+00:00\"], \"session_ids\": [\"5363ff16-4d6f-41c5-afed-5cd739fa117a\", \"f84350c0-35f2-47f6-859b-70d7d953180d\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 2.436}, \"5922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-05-11 00:57:03.000000+00:00\", \"2022-04-09 03:09:16.000000+00:00\"], \"session_ids\": [\"c8df6a2f-6289-4c5f-bc99-5fa66ec51e22\", \"1d9ce7a6-eb39-4788-b89f-19b59a4cee10\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 4.979}, \"5089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-26 16:37:16.000000+00:00\", \"2023-06-06 02:52:23.000000+00:00\", \"2022-07-31 21:16:09.000000+00:00\", \"2019-10-13 07:43:28.000000+00:00\", \"2022-06-09 08:39:39.000000+00:00\", \"2021-04-27 09:27:07.000000+00:00\", \"2019-01-19 20:30:14.000000+00:00\"], \"session_ids\": [\"bde9495c-8725-40fc-aaa4-2c7859c6ef9f\", \"a7fd6910-7e3c-406d-a16e-69e80704bd29\", \"4a224e08-974a-4be5-b138-40bd09f2fc3a\", \"05ddeeeb-ea72-456b-8aec-624e5c5bcfda\", \"51a781ef-284f-48e9-a9d8-4004169af59e\", \"af2a6870-de85-4bb1-a3a7-d6d415b0a25c\", \"86d7011e-e555-401f-aeb3-2ec02c240abc\"], \"total_duration\": 7809.0, \"total_sessions\": 7, \"mean_week_duration\": 34.1}, \"41320\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-01-15 12:19:03.000000+00:00\", \"2019-09-16 18:38:17.000000+00:00\"], \"session_ids\": [\"d2c2e7db-e400-48c2-a28a-be4b06ffab0b\", \"dcd9041f-5314-41c6-8dc7-d45956862f64\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 2.143}, \"3687\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-09-11 17:15:55.000000+00:00\", \"2019-08-29 09:51:47.000000+00:00\"], \"session_ids\": [\"b5805c71-f7f5-464d-8c79-fc2722d73a76\", \"a3112339-159f-45a9-a175-d3bdffa47d6e\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 2.15}, \"19779\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-25 06:38:07.000000+00:00\", \"2019-12-09 07:32:13.000000+00:00\"], \"session_ids\": [\"661b1d6a-202a-4cf6-b337-be0b0346f785\", \"c3bf42a6-7a23-4351-a11f-791bb9decab3\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.349}, \"65973\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-15 12:59:15.000000+00:00\", \"2020-04-02 16:59:37.000000+00:00\", \"2021-11-21 08:16:40.000000+00:00\", \"2021-08-22 01:52:36.000000+00:00\", \"2020-08-09 21:18:22.000000+00:00\"], \"session_ids\": [\"2d741ae1-9cb1-4177-ab85-71cb9c515c0c\", \"9f4bc5b3-73cf-4fd3-8c97-26ecf1e58126\", \"50b2e1a9-d0c9-488f-8f6e-d3723d4cbba2\", \"8ae85f2d-396f-4a4b-9086-e03ba41725c5\", \"de6e9786-8f2f-4d9d-ad04-0ffd811e9b56\"], \"total_duration\": 498.0, \"total_sessions\": 5, \"mean_week_duration\": 3.342}, \"50114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-13 20:50:57.000000+00:00\", \"2020-06-28 18:41:15.000000+00:00\", \"2022-04-26 02:50:01.000000+00:00\", \"2021-07-18 20:14:24.000000+00:00\", \"2021-05-11 06:11:58.000000+00:00\", \"2021-01-29 12:37:00.000000+00:00\", \"2020-05-28 03:15:02.000000+00:00\"], \"session_ids\": [\"47fa7c94-3675-4aac-aa56-b490703d9683\", \"62e54b4e-2585-464d-9479-45568526179f\", \"7c724ca7-314a-4c87-bf69-6de531f2891d\", \"7e96542c-4037-48b3-bd3c-5914be3361a5\", \"d4de03d7-e1e3-4900-a28d-d0fe8c51dac0\", \"5da0d952-50f9-4e80-8fd1-0940e0df4800\", \"7798710f-de69-4484-917c-6541f8e1463c\"], \"total_duration\": 210.0, \"total_sessions\": 7, \"mean_week_duration\": 2.1}, \"76158\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-28 00:10:49.000000+00:00\", \"2022-07-17 08:52:37.000000+00:00\"], \"session_ids\": [\"8626880f-582d-430b-9bfb-a3d9c771c33a\", \"185b587c-3868-42d3-bf4c-88d83563f50a\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.277}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 5 and are equal or less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-26 16:37:16.000000+00:00\", \"2023-06-06 02:52:23.000000+00:00\", \"2022-07-31 21:16:09.000000+00:00\", \"2019-10-13 07:43:28.000000+00:00\", \"2022-06-09 08:39:39.000000+00:00\", \"2021-04-27 09:27:07.000000+00:00\", \"2019-01-19 20:30:14.000000+00:00\"], \"session_ids\": [\"bde9495c-8725-40fc-aaa4-2c7859c6ef9f\", \"a7fd6910-7e3c-406d-a16e-69e80704bd29\", \"4a224e08-974a-4be5-b138-40bd09f2fc3a\", \"05ddeeeb-ea72-456b-8aec-624e5c5bcfda\", \"51a781ef-284f-48e9-a9d8-4004169af59e\", \"af2a6870-de85-4bb1-a3a7-d6d415b0a25c\", \"86d7011e-e555-401f-aeb3-2ec02c240abc\"], \"total_duration\": 7809.0, \"total_sessions\": 7, \"mean_week_duration\": 34.1}, \"50114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-13 20:50:57.000000+00:00\", \"2020-06-28 18:41:15.000000+00:00\", \"2022-04-26 02:50:01.000000+00:00\", \"2021-07-18 20:14:24.000000+00:00\", \"2021-05-11 06:11:58.000000+00:00\", \"2021-01-29 12:37:00.000000+00:00\", \"2020-05-28 03:15:02.000000+00:00\"], \"session_ids\": [\"47fa7c94-3675-4aac-aa56-b490703d9683\", \"62e54b4e-2585-464d-9479-45568526179f\", \"7c724ca7-314a-4c87-bf69-6de531f2891d\", \"7e96542c-4037-48b3-bd3c-5914be3361a5\", \"d4de03d7-e1e3-4900-a28d-d0fe8c51dac0\", \"5da0d952-50f9-4e80-8fd1-0940e0df4800\", \"7798710f-de69-4484-917c-6541f8e1463c\"], \"total_duration\": 210.0, \"total_sessions\": 7, \"mean_week_duration\": 2.1}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"5089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-26 16:37:16.000000+00:00\", \"2023-06-06 02:52:23.000000+00:00\", \"2022-07-31 21:16:09.000000+00:00\", \"2019-10-13 07:43:28.000000+00:00\", \"2022-06-09 08:39:39.000000+00:00\", \"2021-04-27 09:27:07.000000+00:00\", \"2019-01-19 20:30:14.000000+00:00\"], \"session_ids\": [\"bde9495c-8725-40fc-aaa4-2c7859c6ef9f\", \"a7fd6910-7e3c-406d-a16e-69e80704bd29\", \"4a224e08-974a-4be5-b138-40bd09f2fc3a\", \"05ddeeeb-ea72-456b-8aec-624e5c5bcfda\", \"51a781ef-284f-48e9-a9d8-4004169af59e\", \"af2a6870-de85-4bb1-a3a7-d6d415b0a25c\", \"86d7011e-e555-401f-aeb3-2ec02c240abc\"], \"total_duration\": 7809.0, \"total_sessions\": 7, \"mean_week_duration\": 34.1}}, {\"50114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-13 20:50:57.000000+00:00\", \"2020-06-28 18:41:15.000000+00:00\", \"2022-04-26 02:50:01.000000+00:00\", \"2021-07-18 20:14:24.000000+00:00\", \"2021-05-11 06:11:58.000000+00:00\", \"2021-01-29 12:37:00.000000+00:00\", \"2020-05-28 03:15:02.000000+00:00\"], \"session_ids\": [\"47fa7c94-3675-4aac-aa56-b490703d9683\", \"62e54b4e-2585-464d-9479-45568526179f\", \"7c724ca7-314a-4c87-bf69-6de531f2891d\", \"7e96542c-4037-48b3-bd3c-5914be3361a5\", \"d4de03d7-e1e3-4900-a28d-d0fe8c51dac0\", \"5da0d952-50f9-4e80-8fd1-0940e0df4800\", \"7798710f-de69-4484-917c-6541f8e1463c\"], \"total_duration\": 210.0, \"total_sessions\": 7, \"mean_week_duration\": 2.1}}]\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[{\"5089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-26 16:37:16.000000+00:00\", \"2023-06-06 02:52:23.000000+00:00\", \"2022-07-31 21:16:09.000000+00:00\", \"2019-10-13 07:43:28.000000+00:00\", \"2022-06-09 08:39:39.000000+00:00\", \"2021-04-27 09:27:07.000000+00:00\", \"2019-01-19 20:30:14.000000+00:00\"], \"session_ids\": [\"bde9495c-8725-40fc-aaa4-2c7859c6ef9f\", \"a7fd6910-7e3c-406d-a16e-69e80704bd29\", \"4a224e08-974a-4be5-b138-40bd09f2fc3a\", \"05ddeeeb-ea72-456b-8aec-624e5c5bcfda\", \"51a781ef-284f-48e9-a9d8-4004169af59e\", \"af2a6870-de85-4bb1-a3a7-d6d415b0a25c\", \"86d7011e-e555-401f-aeb3-2ec02c240abc\"], \"total_duration\": 7809.0, \"total_sessions\": 7, \"mean_week_duration\": 34.1}}]\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[{\"5089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-26 16:37:16.000000+00:00\", \"2023-06-06 02:52:23.000000+00:00\", \"2022-07-31 21:16:09.000000+00:00\", \"2019-10-13 07:43:28.000000+00:00\", \"2022-06-09 08:39:39.000000+00:00\", \"2021-04-27 09:27:07.000000+00:00\", \"2019-01-19 20:30:14.000000+00:00\"], \"session_ids\": [\"bde9495c-8725-40fc-aaa4-2c7859c6ef9f\", \"a7fd6910-7e3c-406d-a16e-69e80704bd29\", \"4a224e08-974a-4be5-b138-40bd09f2fc3a\", \"05ddeeeb-ea72-456b-8aec-624e5c5bcfda\", \"51a781ef-284f-48e9-a9d8-4004169af59e\", \"af2a6870-de85-4bb1-a3a7-d6d415b0a25c\", \"86d7011e-e555-401f-aeb3-2ec02c240abc\"], \"total_duration\": 7809.0, \"total_sessions\": 7, \"mean_week_duration\": 34.1}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 3 users with a time spent on the site that is above 3645 and below 1637 and implement sorting by site usage time from the largest value to the smallest value , display only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31725\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-25 12:31:44.000000+00:00\", \"2020-06-12 00:01:02.000000+00:00\", \"2023-01-25 09:49:42.000000+00:00\", \"2022-04-17 23:04:19.000000+00:00\", \"2019-10-15 12:09:49.000000+00:00\", \"2020-08-11 02:10:41.000000+00:00\"], \"session_ids\": [\"e236683e-fc41-4aa3-907c-1859f94f1aa1\", \"8ba11cd8-f0d1-45ea-bb82-b5fb2a47d3e7\", \"87bee8e6-1d4d-4199-b839-a7ce7fab27b2\", \"31f46c07-41b8-483e-9e0e-76cace6fc75f\", \"7dd56869-1cef-422d-9cf1-39faa27bb728\", \"abcb9666-376d-4e49-b220-68e49163544e\"], \"total_duration\": 409.0, \"total_sessions\": 6, \"mean_week_duration\": 2.392}, \"22594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-05-04 06:04:48.000000+00:00\", \"2020-05-08 17:53:38.000000+00:00\"], \"session_ids\": [\"72440722-a65b-4be3-9610-40825e29f981\", \"32eb276e-1be2-41ef-959d-c1ae3c4190b3\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.731}, \"24713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-21 06:21:18.000000+00:00\", \"2019-06-19 14:52:54.000000+00:00\"], \"session_ids\": [\"90e7c532-bdfc-4254-b56f-537cb660d1e9\", \"11b56d1c-83ed-4fd7-ac47-4aa662a864da\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.917}, \"30858\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-01 04:54:49.000000+00:00\", \"2023-02-24 01:02:49.000000+00:00\"], \"session_ids\": [\"80e7fa17-5587-4301-8b5c-609f95b82874\", \"91300e0b-532e-4276-84cb-c47a5a5aee2d\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.538}, \"87045\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-12-04 20:36:12.000000+00:00\", \"2021-01-05 04:00:18.000000+00:00\"], \"session_ids\": [\"88841175-87ac-4162-8991-d976c0812f1f\", \"70348b13-c115-461c-afb8-ac1449eab0a1\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 2.083}, \"55429\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-06-20 17:17:15.000000+00:00\", \"2021-05-27 01:24:57.000000+00:00\", \"2019-09-29 01:52:41.000000+00:00\", \"2021-06-13 13:27:04.000000+00:00\"], \"session_ids\": [\"5fe31984-bd94-47b6-886d-3f42343bfb55\", \"54ae82ed-7744-4132-9c7d-9f8fcfa9a288\", \"160f65bc-7a73-4aa6-9c28-b51cd479357f\", \"614256fa-c00f-428d-8723-b42d1dc10ab4\"], \"total_duration\": 1869.0, \"total_sessions\": 4, \"mean_week_duration\": 21.0}, \"81978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-30 14:06:51.000000+00:00\", \"2022-04-17 09:12:47.000000+00:00\"], \"session_ids\": [\"ffa8ea84-b5bf-47da-9677-5cb74d902a3e\", \"8733eaa7-2b08-45a0-a002-254565f814f5\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"41090\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-04-13 16:36:16.000000+00:00\", \"2020-07-11 01:45:12.000000+00:00\", \"2019-02-01 11:37:43.000000+00:00\"], \"session_ids\": [\"3a825b68-4e7f-41bf-ad79-f3201151be8d\", \"8236c601-079e-4311-9a8f-f7a37f4238ae\", \"f0a15b18-ba54-4686-875e-1c80e5e1b135\"], \"total_duration\": 389.0, \"total_sessions\": 3, \"mean_week_duration\": 2.329}, \"20122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-13 07:32:12.000000+00:00\", \"2020-12-21 06:24:34.000000+00:00\"], \"session_ids\": [\"afd6c795-b5bc-42c1-a840-e2e2083fb97d\", \"ae3e69eb-158d-4ae3-a921-2eddf4d42cfc\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 14.7}, \"7231\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-24 09:04:35.000000+00:00\", \"2021-04-01 03:32:11.000000+00:00\"], \"session_ids\": [\"17152569-ba7d-469a-b22c-72dea33c321a\", \"3eb7fa86-4e27-457d-b4d1-5c1a77b001b3\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 8.2}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 1637 and are equal or greater than 3645" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1637, 3645]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31725\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-25 12:31:44.000000+00:00\", \"2020-06-12 00:01:02.000000+00:00\", \"2023-01-25 09:49:42.000000+00:00\", \"2022-04-17 23:04:19.000000+00:00\", \"2019-10-15 12:09:49.000000+00:00\", \"2020-08-11 02:10:41.000000+00:00\"], \"session_ids\": [\"e236683e-fc41-4aa3-907c-1859f94f1aa1\", \"8ba11cd8-f0d1-45ea-bb82-b5fb2a47d3e7\", \"87bee8e6-1d4d-4199-b839-a7ce7fab27b2\", \"31f46c07-41b8-483e-9e0e-76cace6fc75f\", \"7dd56869-1cef-422d-9cf1-39faa27bb728\", \"abcb9666-376d-4e49-b220-68e49163544e\"], \"total_duration\": 409.0, \"total_sessions\": 6, \"mean_week_duration\": 2.392}, \"22594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-05-04 06:04:48.000000+00:00\", \"2020-05-08 17:53:38.000000+00:00\"], \"session_ids\": [\"72440722-a65b-4be3-9610-40825e29f981\", \"32eb276e-1be2-41ef-959d-c1ae3c4190b3\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.731}, \"24713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-21 06:21:18.000000+00:00\", \"2019-06-19 14:52:54.000000+00:00\"], \"session_ids\": [\"90e7c532-bdfc-4254-b56f-537cb660d1e9\", \"11b56d1c-83ed-4fd7-ac47-4aa662a864da\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.917}, \"30858\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-01 04:54:49.000000+00:00\", \"2023-02-24 01:02:49.000000+00:00\"], \"session_ids\": [\"80e7fa17-5587-4301-8b5c-609f95b82874\", \"91300e0b-532e-4276-84cb-c47a5a5aee2d\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.538}, \"87045\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-12-04 20:36:12.000000+00:00\", \"2021-01-05 04:00:18.000000+00:00\"], \"session_ids\": [\"88841175-87ac-4162-8991-d976c0812f1f\", \"70348b13-c115-461c-afb8-ac1449eab0a1\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 2.083}, \"81978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-30 14:06:51.000000+00:00\", \"2022-04-17 09:12:47.000000+00:00\"], \"session_ids\": [\"ffa8ea84-b5bf-47da-9677-5cb74d902a3e\", \"8733eaa7-2b08-45a0-a002-254565f814f5\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"41090\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-04-13 16:36:16.000000+00:00\", \"2020-07-11 01:45:12.000000+00:00\", \"2019-02-01 11:37:43.000000+00:00\"], \"session_ids\": [\"3a825b68-4e7f-41bf-ad79-f3201151be8d\", \"8236c601-079e-4311-9a8f-f7a37f4238ae\", \"f0a15b18-ba54-4686-875e-1c80e5e1b135\"], \"total_duration\": 389.0, \"total_sessions\": 3, \"mean_week_duration\": 2.329}, \"20122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-13 07:32:12.000000+00:00\", \"2020-12-21 06:24:34.000000+00:00\"], \"session_ids\": [\"afd6c795-b5bc-42c1-a840-e2e2083fb97d\", \"ae3e69eb-158d-4ae3-a921-2eddf4d42cfc\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 14.7}, \"7231\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-24 09:04:35.000000+00:00\", \"2021-04-01 03:32:11.000000+00:00\"], \"session_ids\": [\"17152569-ba7d-469a-b22c-72dea33c321a\", \"3eb7fa86-4e27-457d-b4d1-5c1a77b001b3\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 8.2}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"31725\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-25 12:31:44.000000+00:00\", \"2020-06-12 00:01:02.000000+00:00\", \"2023-01-25 09:49:42.000000+00:00\", \"2022-04-17 23:04:19.000000+00:00\", \"2019-10-15 12:09:49.000000+00:00\", \"2020-08-11 02:10:41.000000+00:00\"], \"session_ids\": [\"e236683e-fc41-4aa3-907c-1859f94f1aa1\", \"8ba11cd8-f0d1-45ea-bb82-b5fb2a47d3e7\", \"87bee8e6-1d4d-4199-b839-a7ce7fab27b2\", \"31f46c07-41b8-483e-9e0e-76cace6fc75f\", \"7dd56869-1cef-422d-9cf1-39faa27bb728\", \"abcb9666-376d-4e49-b220-68e49163544e\"], \"total_duration\": 409.0, \"total_sessions\": 6, \"mean_week_duration\": 2.392}}, {\"41090\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-04-13 16:36:16.000000+00:00\", \"2020-07-11 01:45:12.000000+00:00\", \"2019-02-01 11:37:43.000000+00:00\"], \"session_ids\": [\"3a825b68-4e7f-41bf-ad79-f3201151be8d\", \"8236c601-079e-4311-9a8f-f7a37f4238ae\", \"f0a15b18-ba54-4686-875e-1c80e5e1b135\"], \"total_duration\": 389.0, \"total_sessions\": 3, \"mean_week_duration\": 2.329}}, {\"7231\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-24 09:04:35.000000+00:00\", \"2021-04-01 03:32:11.000000+00:00\"], \"session_ids\": [\"17152569-ba7d-469a-b22c-72dea33c321a\", \"3eb7fa86-4e27-457d-b4d1-5c1a77b001b3\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 8.2}}, {\"20122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-13 07:32:12.000000+00:00\", \"2020-12-21 06:24:34.000000+00:00\"], \"session_ids\": [\"afd6c795-b5bc-42c1-a840-e2e2083fb97d\", \"ae3e69eb-158d-4ae3-a921-2eddf4d42cfc\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 14.7}}, {\"24713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-21 06:21:18.000000+00:00\", \"2019-06-19 14:52:54.000000+00:00\"], \"session_ids\": [\"90e7c532-bdfc-4254-b56f-537cb660d1e9\", \"11b56d1c-83ed-4fd7-ac47-4aa662a864da\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.917}}, {\"87045\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-12-04 20:36:12.000000+00:00\", \"2021-01-05 04:00:18.000000+00:00\"], \"session_ids\": [\"88841175-87ac-4162-8991-d976c0812f1f\", \"70348b13-c115-461c-afb8-ac1449eab0a1\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 2.083}}, {\"30858\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-01 04:54:49.000000+00:00\", \"2023-02-24 01:02:49.000000+00:00\"], \"session_ids\": [\"80e7fa17-5587-4301-8b5c-609f95b82874\", \"91300e0b-532e-4276-84cb-c47a5a5aee2d\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.538}}, {\"81978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-30 14:06:51.000000+00:00\", \"2022-04-17 09:12:47.000000+00:00\"], \"session_ids\": [\"ffa8ea84-b5bf-47da-9677-5cb74d902a3e\", \"8733eaa7-2b08-45a0-a002-254565f814f5\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}, {\"22594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-05-04 06:04:48.000000+00:00\", \"2020-05-08 17:53:38.000000+00:00\"], \"session_ids\": [\"72440722-a65b-4be3-9610-40825e29f981\", \"32eb276e-1be2-41ef-959d-c1ae3c4190b3\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.731}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"31725\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-25 12:31:44.000000+00:00\", \"2020-06-12 00:01:02.000000+00:00\", \"2023-01-25 09:49:42.000000+00:00\", \"2022-04-17 23:04:19.000000+00:00\", \"2019-10-15 12:09:49.000000+00:00\", \"2020-08-11 02:10:41.000000+00:00\"], \"session_ids\": [\"e236683e-fc41-4aa3-907c-1859f94f1aa1\", \"8ba11cd8-f0d1-45ea-bb82-b5fb2a47d3e7\", \"87bee8e6-1d4d-4199-b839-a7ce7fab27b2\", \"31f46c07-41b8-483e-9e0e-76cace6fc75f\", \"7dd56869-1cef-422d-9cf1-39faa27bb728\", \"abcb9666-376d-4e49-b220-68e49163544e\"], \"total_duration\": 409.0, \"total_sessions\": 6, \"mean_week_duration\": 2.392}}, {\"41090\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-04-13 16:36:16.000000+00:00\", \"2020-07-11 01:45:12.000000+00:00\", \"2019-02-01 11:37:43.000000+00:00\"], \"session_ids\": [\"3a825b68-4e7f-41bf-ad79-f3201151be8d\", \"8236c601-079e-4311-9a8f-f7a37f4238ae\", \"f0a15b18-ba54-4686-875e-1c80e5e1b135\"], \"total_duration\": 389.0, \"total_sessions\": 3, \"mean_week_duration\": 2.329}}, {\"7231\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-24 09:04:35.000000+00:00\", \"2021-04-01 03:32:11.000000+00:00\"], \"session_ids\": [\"17152569-ba7d-469a-b22c-72dea33c321a\", \"3eb7fa86-4e27-457d-b4d1-5c1a77b001b3\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 8.2}}]\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[{\"31725\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-25 12:31:44.000000+00:00\", \"2020-06-12 00:01:02.000000+00:00\", \"2023-01-25 09:49:42.000000+00:00\", \"2022-04-17 23:04:19.000000+00:00\", \"2019-10-15 12:09:49.000000+00:00\", \"2020-08-11 02:10:41.000000+00:00\"], \"session_ids\": [\"e236683e-fc41-4aa3-907c-1859f94f1aa1\", \"8ba11cd8-f0d1-45ea-bb82-b5fb2a47d3e7\", \"87bee8e6-1d4d-4199-b839-a7ce7fab27b2\", \"31f46c07-41b8-483e-9e0e-76cace6fc75f\", \"7dd56869-1cef-422d-9cf1-39faa27bb728\", \"abcb9666-376d-4e49-b220-68e49163544e\"], \"total_duration\": 409.0, \"total_sessions\": 6, \"mean_week_duration\": 2.392}}, {\"41090\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-04-13 16:36:16.000000+00:00\", \"2020-07-11 01:45:12.000000+00:00\", \"2019-02-01 11:37:43.000000+00:00\"], \"session_ids\": [\"3a825b68-4e7f-41bf-ad79-f3201151be8d\", \"8236c601-079e-4311-9a8f-f7a37f4238ae\", \"f0a15b18-ba54-4686-875e-1c80e5e1b135\"], \"total_duration\": 389.0, \"total_sessions\": 3, \"mean_week_duration\": 2.329}}, {\"7231\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-24 09:04:35.000000+00:00\", \"2021-04-01 03:32:11.000000+00:00\"], \"session_ids\": [\"17152569-ba7d-469a-b22c-72dea33c321a\", \"3eb7fa86-4e27-457d-b4d1-5c1a77b001b3\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 8.2}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 7 users with a app usage time that is higher than 729, inclusive 729 , moreover implement sorting by mean week duration in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28983\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-22 14:32:36.000000+00:00\", \"2020-10-16 00:24:07.000000+00:00\"], \"session_ids\": [\"89e234fb-6615-40bf-8f65-790ec051aa45\", \"2f5d6f53-572f-492e-8ec5-1b43098599af\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 19.0}, \"52886\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-22 02:16:16.000000+00:00\", \"2022-05-31 23:03:57.000000+00:00\"], \"session_ids\": [\"0667d579-182d-4961-8b9b-6374577a04b6\", \"37dee76f-79aa-4388-bf0f-b0e08cde5c32\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 1.402}, \"40987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-09 05:54:40.000000+00:00\", \"2019-10-11 16:23:09.000000+00:00\"], \"session_ids\": [\"be0af7cb-dff9-4a74-beae-6e31f54a8af0\", \"44ab7d5f-3444-4e91-adc2-c2c85d473370\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 1.775}, \"87277\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-18 23:26:29.000000+00:00\", \"2021-07-26 10:34:02.000000+00:00\", \"2020-06-04 03:37:26.000000+00:00\", \"2023-06-20 14:32:03.000000+00:00\"], \"session_ids\": [\"b3244a94-e9b6-4a5d-8a34-e34add58520f\", \"af0272c9-76db-43e6-9ec5-5939faf03931\", \"5162b2d0-7d74-4270-8b0f-515a9b3cbf57\", \"28b79e9f-7a15-475a-911e-47ea9883cbd3\"], \"total_duration\": 220.0, \"total_sessions\": 4, \"mean_week_duration\": 1.122}, \"61129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-20 09:40:40.000000+00:00\", \"2022-01-31 14:02:32.000000+00:00\", \"2019-10-25 07:15:55.000000+00:00\"], \"session_ids\": [\"f8bb7113-7e56-4a11-9ec8-b60ac7998774\", \"9959ccc3-df0d-4e83-8e95-5e0f9b021d80\", \"4bf98421-c911-43a0-b9a8-053d6b2cea42\"], \"total_duration\": 345.0, \"total_sessions\": 3, \"mean_week_duration\": 2.899}, \"53600\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-23 17:57:48.000000+00:00\", \"2022-11-21 15:11:35.000000+00:00\"], \"session_ids\": [\"c10a3c11-ba1e-4379-8e6f-28baa4f52479\", \"7bf54500-cdf1-4034-9929-c6a681c6bb5e\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 1.673}, \"10015\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-03 15:24:20.000000+00:00\", \"2020-03-12 06:42:05.000000+00:00\"], \"session_ids\": [\"6eb87665-225f-43eb-97b0-8435815bcfe7\", \"96663881-a9ca-4a0e-9866-1985e3f33604\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 4.122}, \"83496\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-03-27 02:19:55.000000+00:00\", \"2021-09-06 00:46:16.000000+00:00\", \"2020-09-19 22:22:23.000000+00:00\"], \"session_ids\": [\"c5adae6a-a6e4-4a39-a3f2-5c47cb8ec90d\", \"f5b34067-41a7-4e85-820f-e6177afeda47\", \"1058186e-43da-4023-8058-4bda38afbd4f\"], \"total_duration\": 163.0, \"total_sessions\": 3, \"mean_week_duration\": 2.145}, \"38543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-27 11:38:44.000000+00:00\", \"2020-04-02 06:22:14.000000+00:00\", \"2020-08-21 22:01:42.000000+00:00\", \"2019-02-15 04:58:55.000000+00:00\", \"2019-06-13 17:42:58.000000+00:00\", \"2021-03-18 16:49:53.000000+00:00\", \"2020-07-19 17:29:28.000000+00:00\", \"2020-08-06 03:42:00.000000+00:00\", \"2019-05-10 06:21:28.000000+00:00\", \"2021-07-16 12:17:31.000000+00:00\"], \"session_ids\": [\"1ee1a428-d917-44a5-bb2f-a0c10f57e6b3\", \"c7c2fc0c-e61c-44e4-9cef-16f0b8bc6f9c\", \"4dc653a2-d3b9-41f7-8872-91f6972f1d06\", \"6a86830d-660d-463b-aef9-8693814ea6bc\", \"c19089a2-2da0-4e3b-bd0f-3b93e1023241\", \"2275eeef-bd63-4afe-b357-f26a98159111\", \"50faea57-4be6-4c02-adf4-fab0a54fc34f\", \"4ce49a76-67bc-44bf-930a-0088f8970e41\", \"f04e69bb-58dc-40a7-b36c-401abc1fd1a4\", \"c61d597a-224e-4136-a584-98c114730da0\"], \"total_duration\": 5558.0, \"total_sessions\": 10, \"mean_week_duration\": 44.111}, \"34919\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-03-10 07:25:50.000000+00:00\", \"2022-10-04 12:31:28.000000+00:00\"], \"session_ids\": [\"261a822f-5152-4c70-bee5-3610fa4bea01\", \"efbe7115-0b08-4b9b-99c9-2a611ba631da\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 17.826}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 729" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[729, 3792]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"38543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-27 11:38:44.000000+00:00\", \"2020-04-02 06:22:14.000000+00:00\", \"2020-08-21 22:01:42.000000+00:00\", \"2019-02-15 04:58:55.000000+00:00\", \"2019-06-13 17:42:58.000000+00:00\", \"2021-03-18 16:49:53.000000+00:00\", \"2020-07-19 17:29:28.000000+00:00\", \"2020-08-06 03:42:00.000000+00:00\", \"2019-05-10 06:21:28.000000+00:00\", \"2021-07-16 12:17:31.000000+00:00\"], \"session_ids\": [\"1ee1a428-d917-44a5-bb2f-a0c10f57e6b3\", \"c7c2fc0c-e61c-44e4-9cef-16f0b8bc6f9c\", \"4dc653a2-d3b9-41f7-8872-91f6972f1d06\", \"6a86830d-660d-463b-aef9-8693814ea6bc\", \"c19089a2-2da0-4e3b-bd0f-3b93e1023241\", \"2275eeef-bd63-4afe-b357-f26a98159111\", \"50faea57-4be6-4c02-adf4-fab0a54fc34f\", \"4ce49a76-67bc-44bf-930a-0088f8970e41\", \"f04e69bb-58dc-40a7-b36c-401abc1fd1a4\", \"c61d597a-224e-4136-a584-98c114730da0\"], \"total_duration\": 5558.0, \"total_sessions\": 10, \"mean_week_duration\": 44.111}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"38543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-27 11:38:44.000000+00:00\", \"2020-04-02 06:22:14.000000+00:00\", \"2020-08-21 22:01:42.000000+00:00\", \"2019-02-15 04:58:55.000000+00:00\", \"2019-06-13 17:42:58.000000+00:00\", \"2021-03-18 16:49:53.000000+00:00\", \"2020-07-19 17:29:28.000000+00:00\", \"2020-08-06 03:42:00.000000+00:00\", \"2019-05-10 06:21:28.000000+00:00\", \"2021-07-16 12:17:31.000000+00:00\"], \"session_ids\": [\"1ee1a428-d917-44a5-bb2f-a0c10f57e6b3\", \"c7c2fc0c-e61c-44e4-9cef-16f0b8bc6f9c\", \"4dc653a2-d3b9-41f7-8872-91f6972f1d06\", \"6a86830d-660d-463b-aef9-8693814ea6bc\", \"c19089a2-2da0-4e3b-bd0f-3b93e1023241\", \"2275eeef-bd63-4afe-b357-f26a98159111\", \"50faea57-4be6-4c02-adf4-fab0a54fc34f\", \"4ce49a76-67bc-44bf-930a-0088f8970e41\", \"f04e69bb-58dc-40a7-b36c-401abc1fd1a4\", \"c61d597a-224e-4136-a584-98c114730da0\"], \"total_duration\": 5558.0, \"total_sessions\": 10, \"mean_week_duration\": 44.111}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 7 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"38543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-27 11:38:44.000000+00:00\", \"2020-04-02 06:22:14.000000+00:00\", \"2020-08-21 22:01:42.000000+00:00\", \"2019-02-15 04:58:55.000000+00:00\", \"2019-06-13 17:42:58.000000+00:00\", \"2021-03-18 16:49:53.000000+00:00\", \"2020-07-19 17:29:28.000000+00:00\", \"2020-08-06 03:42:00.000000+00:00\", \"2019-05-10 06:21:28.000000+00:00\", \"2021-07-16 12:17:31.000000+00:00\"], \"session_ids\": [\"1ee1a428-d917-44a5-bb2f-a0c10f57e6b3\", \"c7c2fc0c-e61c-44e4-9cef-16f0b8bc6f9c\", \"4dc653a2-d3b9-41f7-8872-91f6972f1d06\", \"6a86830d-660d-463b-aef9-8693814ea6bc\", \"c19089a2-2da0-4e3b-bd0f-3b93e1023241\", \"2275eeef-bd63-4afe-b357-f26a98159111\", \"50faea57-4be6-4c02-adf4-fab0a54fc34f\", \"4ce49a76-67bc-44bf-930a-0088f8970e41\", \"f04e69bb-58dc-40a7-b36c-401abc1fd1a4\", \"c61d597a-224e-4136-a584-98c114730da0\"], \"total_duration\": 5558.0, \"total_sessions\": 10, \"mean_week_duration\": 44.111}}]\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[{\"38543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-27 11:38:44.000000+00:00\", \"2020-04-02 06:22:14.000000+00:00\", \"2020-08-21 22:01:42.000000+00:00\", \"2019-02-15 04:58:55.000000+00:00\", \"2019-06-13 17:42:58.000000+00:00\", \"2021-03-18 16:49:53.000000+00:00\", \"2020-07-19 17:29:28.000000+00:00\", \"2020-08-06 03:42:00.000000+00:00\", \"2019-05-10 06:21:28.000000+00:00\", \"2021-07-16 12:17:31.000000+00:00\"], \"session_ids\": [\"1ee1a428-d917-44a5-bb2f-a0c10f57e6b3\", \"c7c2fc0c-e61c-44e4-9cef-16f0b8bc6f9c\", \"4dc653a2-d3b9-41f7-8872-91f6972f1d06\", \"6a86830d-660d-463b-aef9-8693814ea6bc\", \"c19089a2-2da0-4e3b-bd0f-3b93e1023241\", \"2275eeef-bd63-4afe-b357-f26a98159111\", \"50faea57-4be6-4c02-adf4-fab0a54fc34f\", \"4ce49a76-67bc-44bf-930a-0088f8970e41\", \"f04e69bb-58dc-40a7-b36c-401abc1fd1a4\", \"c61d597a-224e-4136-a584-98c114730da0\"], \"total_duration\": 5558.0, \"total_sessions\": 10, \"mean_week_duration\": 44.111}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about 2 users with a total duration that is higher than 4351 and lower than 225, exclusively 225 in addition perform sorting by site usage time per week form the lowest to the highest , provide me only with 2 pieces of data." } ]
[ { "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{\"84625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-18 11:11:51.000000+00:00\", \"2020-04-30 21:19:17.000000+00:00\"], \"session_ids\": [\"0f003747-8cc3-41ba-8fb1-cd64ec018458\", \"e32f0211-b663-4f4f-bb0b-fc09a5646085\"], \"total_duration\": 469.0, \"total_sessions\": 2, \"mean_week_duration\": 29.312}, \"73649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-03 06:24:16.000000+00:00\", \"2020-03-18 13:09:51.000000+00:00\", \"2019-05-14 20:07:27.000000+00:00\", \"2020-04-11 05:44:58.000000+00:00\"], \"session_ids\": [\"181b4a6c-65a1-4ceb-afd2-f0d1a30a5863\", \"00c526bd-7f3e-44a7-8b2a-b46a9813ba56\", \"88d9cfc8-7728-421f-ba0b-fb8ba4ab37ea\", \"6948c4dc-e5e8-42f3-a270-27841b9b154e\"], \"total_duration\": 759.0, \"total_sessions\": 4, \"mean_week_duration\": 11.328}, \"61649\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-23 22:04:41.000000+00:00\", \"2020-08-27 04:28:52.000000+00:00\", \"2019-01-29 06:18:05.000000+00:00\", \"2022-02-24 19:34:19.000000+00:00\"], \"session_ids\": [\"1bfcc517-6b78-4edb-850b-a54305cb6c77\", \"bf782613-1e9b-4f46-bc20-6497ef9d49c4\", \"753f261d-6112-475f-bb07-a7eed9425ce9\", \"304cc890-126e-4af4-8e87-38548f3445d2\"], \"total_duration\": 390.0, \"total_sessions\": 4, \"mean_week_duration\": 1.733}, \"98017\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-12 04:19:48.000000+00:00\", \"2020-05-14 03:45:29.000000+00:00\", \"2022-10-11 16:59:10.000000+00:00\", \"2020-09-20 18:43:51.000000+00:00\"], \"session_ids\": [\"bf669123-eb28-4541-8670-c154d399edcf\", \"c02332da-fe70-4e57-bc61-76445906b244\", \"130605be-2844-44ee-bd01-08dbc78ed180\", \"2b5a26ea-ab84-4b32-acf2-28c933f22079\"], \"total_duration\": 230.0, \"total_sessions\": 4, \"mean_week_duration\": 1.353}, \"9106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-18 17:42:17.000000+00:00\", \"2023-01-08 07:19:47.000000+00:00\"], \"session_ids\": [\"f6528510-2ae3-4215-acc6-b756ac9f2d63\", \"7e5d5733-27b8-4b32-8825-f09359e6e1df\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 2.369}, \"95742\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-27 01:30:00.000000+00:00\", \"2022-04-06 11:43:15.000000+00:00\", \"2020-10-09 10:55:35.000000+00:00\", \"2021-09-15 00:31:53.000000+00:00\", \"2022-08-07 18:34:59.000000+00:00\", \"2020-11-01 07:15:19.000000+00:00\"], \"session_ids\": [\"01586b7e-ff3b-485b-a2bc-334e8d1a80c0\", \"c17abb6b-12e8-460e-adba-3e9bf55e527d\", \"57ce375a-1e8a-4dc3-bc2a-5f202dbafa41\", \"bd680d47-e98d-4d85-a5a3-3d0bcb7f6399\", \"0faddc5a-9e2f-47c8-a811-e3da11afc520\", \"02e385bf-7d64-420c-a1dd-8310473fb534\"], \"total_duration\": 5567.0, \"total_sessions\": 6, \"mean_week_duration\": 48.409}, \"18139\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-25 21:51:21.000000+00:00\", \"2021-06-14 18:24:47.000000+00:00\"], \"session_ids\": [\"6b1f683e-1557-45f3-926a-911842418031\", \"b9f4ad61-667a-44fb-a89a-78ade1fe72d8\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 1.381}, \"60116\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-15 05:20:09.000000+00:00\", \"2022-06-15 10:23:09.000000+00:00\"], \"session_ids\": [\"fd518462-366a-4924-8bd5-a1e5a84e1845\", \"4acd9589-f8d5-4c2e-97cb-f4fb905d9f88\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}, \"26815\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-24 19:17:18.000000+00:00\", \"2022-07-17 00:47:21.000000+00:00\", \"2020-08-10 14:57:07.000000+00:00\", \"2021-10-20 16:08:22.000000+00:00\", \"2023-06-28 19:59:30.000000+00:00\", \"2019-03-20 12:21:25.000000+00:00\", \"2020-02-29 02:17:24.000000+00:00\", \"2020-06-20 18:56:03.000000+00:00\"], \"session_ids\": [\"665f5c02-09e6-404e-ae07-668661f18796\", \"db36a4dd-476d-454b-bd0a-8e411bd40f4a\", \"9ab5dcd6-69f0-4714-9f2d-c8f82278e851\", \"b7fc9502-268c-4f13-9783-8f77f7c5a2e5\", \"eb417dd7-5b32-4996-92b1-a764c5ce87d8\", \"6bb61bd9-bdda-426e-8c3b-f7ac927703b4\", \"5ea1f8c7-1676-4ccf-96e7-277eb32291f2\", \"7a357ad1-2987-4670-91df-3c5b65d48ce4\"], \"total_duration\": 3193.0, \"total_sessions\": 8, \"mean_week_duration\": 14.318}, \"2114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-27 08:28:32.000000+00:00\", \"2023-02-05 16:53:47.000000+00:00\"], \"session_ids\": [\"bba22177-fa81-4067-b449-a3b824204396\", \"3463b8a8-2426-4ba3-8911-9893d6fcfd22\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 1.276}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 225 and are equal or greater than 4351" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[225, 4351]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18139\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-25 21:51:21.000000+00:00\", \"2021-06-14 18:24:47.000000+00:00\"], \"session_ids\": [\"6b1f683e-1557-45f3-926a-911842418031\", \"b9f4ad61-667a-44fb-a89a-78ade1fe72d8\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 1.381}, \"95742\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-27 01:30:00.000000+00:00\", \"2022-04-06 11:43:15.000000+00:00\", \"2020-10-09 10:55:35.000000+00:00\", \"2021-09-15 00:31:53.000000+00:00\", \"2022-08-07 18:34:59.000000+00:00\", \"2020-11-01 07:15:19.000000+00:00\"], \"session_ids\": [\"01586b7e-ff3b-485b-a2bc-334e8d1a80c0\", \"c17abb6b-12e8-460e-adba-3e9bf55e527d\", \"57ce375a-1e8a-4dc3-bc2a-5f202dbafa41\", \"bd680d47-e98d-4d85-a5a3-3d0bcb7f6399\", \"0faddc5a-9e2f-47c8-a811-e3da11afc520\", \"02e385bf-7d64-420c-a1dd-8310473fb534\"], \"total_duration\": 5567.0, \"total_sessions\": 6, \"mean_week_duration\": 48.409}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"18139\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-25 21:51:21.000000+00:00\", \"2021-06-14 18:24:47.000000+00:00\"], \"session_ids\": [\"6b1f683e-1557-45f3-926a-911842418031\", \"b9f4ad61-667a-44fb-a89a-78ade1fe72d8\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 1.381}}, {\"95742\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-27 01:30:00.000000+00:00\", \"2022-04-06 11:43:15.000000+00:00\", \"2020-10-09 10:55:35.000000+00:00\", \"2021-09-15 00:31:53.000000+00:00\", \"2022-08-07 18:34:59.000000+00:00\", \"2020-11-01 07:15:19.000000+00:00\"], \"session_ids\": [\"01586b7e-ff3b-485b-a2bc-334e8d1a80c0\", \"c17abb6b-12e8-460e-adba-3e9bf55e527d\", \"57ce375a-1e8a-4dc3-bc2a-5f202dbafa41\", \"bd680d47-e98d-4d85-a5a3-3d0bcb7f6399\", \"0faddc5a-9e2f-47c8-a811-e3da11afc520\", \"02e385bf-7d64-420c-a1dd-8310473fb534\"], \"total_duration\": 5567.0, \"total_sessions\": 6, \"mean_week_duration\": 48.409}}]\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[{\"18139\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-25 21:51:21.000000+00:00\", \"2021-06-14 18:24:47.000000+00:00\"], \"session_ids\": [\"6b1f683e-1557-45f3-926a-911842418031\", \"b9f4ad61-667a-44fb-a89a-78ade1fe72d8\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 1.381}}, {\"95742\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-27 01:30:00.000000+00:00\", \"2022-04-06 11:43:15.000000+00:00\", \"2020-10-09 10:55:35.000000+00:00\", \"2021-09-15 00:31:53.000000+00:00\", \"2022-08-07 18:34:59.000000+00:00\", \"2020-11-01 07:15:19.000000+00:00\"], \"session_ids\": [\"01586b7e-ff3b-485b-a2bc-334e8d1a80c0\", \"c17abb6b-12e8-460e-adba-3e9bf55e527d\", \"57ce375a-1e8a-4dc3-bc2a-5f202dbafa41\", \"bd680d47-e98d-4d85-a5a3-3d0bcb7f6399\", \"0faddc5a-9e2f-47c8-a811-e3da11afc520\", \"02e385bf-7d64-420c-a1dd-8310473fb534\"], \"total_duration\": 5567.0, \"total_sessions\": 6, \"mean_week_duration\": 48.409}}]\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[{\"18139\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-25 21:51:21.000000+00:00\", \"2021-06-14 18:24:47.000000+00:00\"], \"session_ids\": [\"6b1f683e-1557-45f3-926a-911842418031\", \"b9f4ad61-667a-44fb-a89a-78ade1fe72d8\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 1.381}}, {\"95742\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-27 01:30:00.000000+00:00\", \"2022-04-06 11:43:15.000000+00:00\", \"2020-10-09 10:55:35.000000+00:00\", \"2021-09-15 00:31:53.000000+00:00\", \"2022-08-07 18:34:59.000000+00:00\", \"2020-11-01 07:15:19.000000+00:00\"], \"session_ids\": [\"01586b7e-ff3b-485b-a2bc-334e8d1a80c0\", \"c17abb6b-12e8-460e-adba-3e9bf55e527d\", \"57ce375a-1e8a-4dc3-bc2a-5f202dbafa41\", \"bd680d47-e98d-4d85-a5a3-3d0bcb7f6399\", \"0faddc5a-9e2f-47c8-a811-e3da11afc520\", \"02e385bf-7d64-420c-a1dd-8310473fb534\"], \"total_duration\": 5567.0, \"total_sessions\": 6, \"mean_week_duration\": 48.409}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on users with a mean_week_duration that is above 10 , sort by total sessions ascendingly." } ]
[ { "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{\"66163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-26 22:58:39.000000+00:00\", \"2019-03-21 17:13:57.000000+00:00\"], \"session_ids\": [\"c2a7a13d-249b-49c4-bae6-db21cd3f6b02\", \"5a607350-f3dd-4a83-93d5-eb71d8c81063\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 3.731}, \"90641\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-02-21 14:54:48.000000+00:00\", \"2020-02-17 02:31:08.000000+00:00\", \"2022-01-06 17:03:48.000000+00:00\", \"2021-03-18 21:47:07.000000+00:00\", \"2020-01-28 13:49:02.000000+00:00\"], \"session_ids\": [\"e6700f7a-d514-4892-a200-3e8b62b4b1f8\", \"ae55d503-2a59-409a-8dbb-7de47fcd83d6\", \"ff7a3606-a951-41c1-abd1-34113cb05848\", \"b6bc9cd1-6ea5-4ee5-bdbc-f7fc6ed80c76\", \"806ba3c7-3e0e-4599-8428-c65c6b367624\"], \"total_duration\": 392.0, \"total_sessions\": 5, \"mean_week_duration\": 2.45}, \"38617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-10-05 20:33:17.000000+00:00\", \"2019-08-12 23:17:31.000000+00:00\"], \"session_ids\": [\"8d631d57-b40e-44f2-b2b2-0ce67575f10b\", \"14b39cc8-f305-43ac-b369-629df951f3c0\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 19.125}, \"58142\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-06 03:51:06.000000+00:00\", \"2023-01-10 15:41:59.000000+00:00\", \"2022-10-25 21:08:42.000000+00:00\", \"2021-05-14 18:20:18.000000+00:00\", \"2020-06-16 06:59:37.000000+00:00\", \"2023-02-04 22:04:46.000000+00:00\", \"2022-04-17 18:21:15.000000+00:00\", \"2021-11-15 10:04:07.000000+00:00\", \"2019-08-20 22:12:15.000000+00:00\", \"2021-01-12 16:32:06.000000+00:00\"], \"session_ids\": [\"835c7d0d-4339-4d14-8723-04e6eac6dbe2\", \"363ccccd-e3a4-45c4-9a05-e59d2fdacadf\", \"c87f7a0a-cd4f-45d7-aa74-4b4a5963c053\", \"311301ac-b97d-4089-ad95-29f156d3c8e8\", \"4999a5c5-b334-47d8-a01e-13dd9b9d868b\", \"1c52d25d-bde7-43ae-a487-1070466b400c\", \"2964f6c7-5e76-445c-9264-c43b0d857863\", \"394e1188-0836-4264-ab8a-9980b74f94a9\", \"b98f95c3-236b-4d26-a728-73c501cb25fc\", \"2a0d72c8-9e74-4bcf-b379-be318c98e338\"], \"total_duration\": 1399.0, \"total_sessions\": 10, \"mean_week_duration\": 7.729}, \"30855\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-15 18:00:47.000000+00:00\", \"2021-07-08 22:14:20.000000+00:00\", \"2019-12-07 16:18:06.000000+00:00\", \"2021-12-12 07:29:42.000000+00:00\", \"2022-12-29 13:01:49.000000+00:00\", \"2019-11-18 01:07:17.000000+00:00\", \"2019-01-07 15:39:24.000000+00:00\", \"2022-11-12 04:55:12.000000+00:00\", \"2019-12-21 17:56:14.000000+00:00\", \"2019-04-04 09:25:04.000000+00:00\"], \"session_ids\": [\"df1ad87a-0ea2-4941-8f0f-2d7028e7a8b1\", \"160202dd-5f88-41ca-9a15-87efd48d0971\", \"24c40850-4c54-4ac0-aae7-faf7f2937ae6\", \"448b32aa-8b8b-4b02-97ef-f46678284aac\", \"703ca759-c220-49c3-8966-2c201eb1c0ac\", \"c5d600fa-92fc-4451-a492-766eea28632a\", \"2a7ae694-811c-46a7-8782-b19fc4a2ccc7\", \"92ef2565-2035-4c5d-91b7-493d964aecc3\", \"9988f9f3-3b2e-4eda-a0d4-3d1ab533b416\", \"2948291d-e88f-409c-9782-830a972e843e\"], \"total_duration\": 404.0, \"total_sessions\": 10, \"mean_week_duration\": 1.845}, \"67148\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2022-07-05 12:06:17.000000+00:00\", \"2020-04-09 02:52:00.000000+00:00\"], \"session_ids\": [\"614a7e23-023b-47e5-a4d8-a62688a5826a\", \"bafed495-adfc-4206-8bb1-77973bbc55a1\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 2.581}, \"61582\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-11 17:05:21.000000+00:00\", \"2022-06-21 16:41:36.000000+00:00\"], \"session_ids\": [\"2f453d3c-ec57-4d4f-b17a-b0489d857fc4\", \"57e09923-5474-44b0-8f77-45ac7e946786\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 6.254}, \"87006\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-23 14:37:15.000000+00:00\", \"2021-02-03 19:07:21.000000+00:00\"], \"session_ids\": [\"c71d891e-6c6a-44c3-871d-46ab8ff1fd49\", \"59555f24-8451-450a-9c8e-0ad0c732ff31\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 32.5}, \"44137\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-12 16:10:36.000000+00:00\", \"2020-02-13 14:08:23.000000+00:00\"], \"session_ids\": [\"fdec7043-a952-40af-a7ce-7ade9459799f\", \"833198c6-40e3-4eaf-9b42-7acce41ade31\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 19.0}, \"8509\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-15 11:06:44.000000+00:00\", \"2019-10-15 04:04:57.000000+00:00\", \"2022-04-03 05:01:43.000000+00:00\", \"2021-10-24 04:16:38.000000+00:00\", \"2022-02-22 06:47:31.000000+00:00\", \"2019-08-04 12:42:07.000000+00:00\", \"2021-06-13 16:18:22.000000+00:00\", \"2020-03-12 21:26:39.000000+00:00\", \"2019-04-03 18:52:05.000000+00:00\", \"2019-07-21 13:46:58.000000+00:00\", \"2022-07-27 16:48:48.000000+00:00\"], \"session_ids\": [\"105527a0-9131-4fd2-bbb4-374a2cfeb780\", \"f9fd3716-4bfb-4ae1-94cd-2394df9155c8\", \"983c6047-f382-4238-a004-6feeb3d155a5\", \"d395bcfb-7cfd-4033-b68a-0b36477c7dd0\", \"0d3308bf-e3e3-4234-a39d-91345cc6090c\", \"6167e6bf-d753-4a6e-af6d-5e08d1ddbb0d\", \"d34bcc8f-b4d8-41b3-a847-5753634f6247\", \"7efa5e3c-55fd-4017-8941-bf4ba8b525a8\", \"a1180d81-e8ee-40ca-8417-9bfa2d13f268\", \"40d57183-b020-4320-b442-d3b6b02a78b6\", \"1c7ee811-28c8-4e82-ba2d-9b05d145e3aa\"], \"total_duration\": 3998.0, \"total_sessions\": 11, \"mean_week_duration\": 23.11}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 40]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"38617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-10-05 20:33:17.000000+00:00\", \"2019-08-12 23:17:31.000000+00:00\"], \"session_ids\": [\"8d631d57-b40e-44f2-b2b2-0ce67575f10b\", \"14b39cc8-f305-43ac-b369-629df951f3c0\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 19.125}, \"87006\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-23 14:37:15.000000+00:00\", \"2021-02-03 19:07:21.000000+00:00\"], \"session_ids\": [\"c71d891e-6c6a-44c3-871d-46ab8ff1fd49\", \"59555f24-8451-450a-9c8e-0ad0c732ff31\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 32.5}, \"44137\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-12 16:10:36.000000+00:00\", \"2020-02-13 14:08:23.000000+00:00\"], \"session_ids\": [\"fdec7043-a952-40af-a7ce-7ade9459799f\", \"833198c6-40e3-4eaf-9b42-7acce41ade31\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 19.0}, \"8509\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-15 11:06:44.000000+00:00\", \"2019-10-15 04:04:57.000000+00:00\", \"2022-04-03 05:01:43.000000+00:00\", \"2021-10-24 04:16:38.000000+00:00\", \"2022-02-22 06:47:31.000000+00:00\", \"2019-08-04 12:42:07.000000+00:00\", \"2021-06-13 16:18:22.000000+00:00\", \"2020-03-12 21:26:39.000000+00:00\", \"2019-04-03 18:52:05.000000+00:00\", \"2019-07-21 13:46:58.000000+00:00\", \"2022-07-27 16:48:48.000000+00:00\"], \"session_ids\": [\"105527a0-9131-4fd2-bbb4-374a2cfeb780\", \"f9fd3716-4bfb-4ae1-94cd-2394df9155c8\", \"983c6047-f382-4238-a004-6feeb3d155a5\", \"d395bcfb-7cfd-4033-b68a-0b36477c7dd0\", \"0d3308bf-e3e3-4234-a39d-91345cc6090c\", \"6167e6bf-d753-4a6e-af6d-5e08d1ddbb0d\", \"d34bcc8f-b4d8-41b3-a847-5753634f6247\", \"7efa5e3c-55fd-4017-8941-bf4ba8b525a8\", \"a1180d81-e8ee-40ca-8417-9bfa2d13f268\", \"40d57183-b020-4320-b442-d3b6b02a78b6\", \"1c7ee811-28c8-4e82-ba2d-9b05d145e3aa\"], \"total_duration\": 3998.0, \"total_sessions\": 11, \"mean_week_duration\": 23.11}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"38617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-10-05 20:33:17.000000+00:00\", \"2019-08-12 23:17:31.000000+00:00\"], \"session_ids\": [\"8d631d57-b40e-44f2-b2b2-0ce67575f10b\", \"14b39cc8-f305-43ac-b369-629df951f3c0\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 19.125}}, {\"87006\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-23 14:37:15.000000+00:00\", \"2021-02-03 19:07:21.000000+00:00\"], \"session_ids\": [\"c71d891e-6c6a-44c3-871d-46ab8ff1fd49\", \"59555f24-8451-450a-9c8e-0ad0c732ff31\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 32.5}}, {\"44137\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-12 16:10:36.000000+00:00\", \"2020-02-13 14:08:23.000000+00:00\"], \"session_ids\": [\"fdec7043-a952-40af-a7ce-7ade9459799f\", \"833198c6-40e3-4eaf-9b42-7acce41ade31\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 19.0}}, {\"8509\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-15 11:06:44.000000+00:00\", \"2019-10-15 04:04:57.000000+00:00\", \"2022-04-03 05:01:43.000000+00:00\", \"2021-10-24 04:16:38.000000+00:00\", \"2022-02-22 06:47:31.000000+00:00\", \"2019-08-04 12:42:07.000000+00:00\", \"2021-06-13 16:18:22.000000+00:00\", \"2020-03-12 21:26:39.000000+00:00\", \"2019-04-03 18:52:05.000000+00:00\", \"2019-07-21 13:46:58.000000+00:00\", \"2022-07-27 16:48:48.000000+00:00\"], \"session_ids\": [\"105527a0-9131-4fd2-bbb4-374a2cfeb780\", \"f9fd3716-4bfb-4ae1-94cd-2394df9155c8\", \"983c6047-f382-4238-a004-6feeb3d155a5\", \"d395bcfb-7cfd-4033-b68a-0b36477c7dd0\", \"0d3308bf-e3e3-4234-a39d-91345cc6090c\", \"6167e6bf-d753-4a6e-af6d-5e08d1ddbb0d\", \"d34bcc8f-b4d8-41b3-a847-5753634f6247\", \"7efa5e3c-55fd-4017-8941-bf4ba8b525a8\", \"a1180d81-e8ee-40ca-8417-9bfa2d13f268\", \"40d57183-b020-4320-b442-d3b6b02a78b6\", \"1c7ee811-28c8-4e82-ba2d-9b05d145e3aa\"], \"total_duration\": 3998.0, \"total_sessions\": 11, \"mean_week_duration\": 23.11}}]\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[{\"38617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-10-05 20:33:17.000000+00:00\", \"2019-08-12 23:17:31.000000+00:00\"], \"session_ids\": [\"8d631d57-b40e-44f2-b2b2-0ce67575f10b\", \"14b39cc8-f305-43ac-b369-629df951f3c0\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 19.125}}, {\"87006\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-23 14:37:15.000000+00:00\", \"2021-02-03 19:07:21.000000+00:00\"], \"session_ids\": [\"c71d891e-6c6a-44c3-871d-46ab8ff1fd49\", \"59555f24-8451-450a-9c8e-0ad0c732ff31\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 32.5}}, {\"44137\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-12 16:10:36.000000+00:00\", \"2020-02-13 14:08:23.000000+00:00\"], \"session_ids\": [\"fdec7043-a952-40af-a7ce-7ade9459799f\", \"833198c6-40e3-4eaf-9b42-7acce41ade31\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 19.0}}, {\"8509\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-15 11:06:44.000000+00:00\", \"2019-10-15 04:04:57.000000+00:00\", \"2022-04-03 05:01:43.000000+00:00\", \"2021-10-24 04:16:38.000000+00:00\", \"2022-02-22 06:47:31.000000+00:00\", \"2019-08-04 12:42:07.000000+00:00\", \"2021-06-13 16:18:22.000000+00:00\", \"2020-03-12 21:26:39.000000+00:00\", \"2019-04-03 18:52:05.000000+00:00\", \"2019-07-21 13:46:58.000000+00:00\", \"2022-07-27 16:48:48.000000+00:00\"], \"session_ids\": [\"105527a0-9131-4fd2-bbb4-374a2cfeb780\", \"f9fd3716-4bfb-4ae1-94cd-2394df9155c8\", \"983c6047-f382-4238-a004-6feeb3d155a5\", \"d395bcfb-7cfd-4033-b68a-0b36477c7dd0\", \"0d3308bf-e3e3-4234-a39d-91345cc6090c\", \"6167e6bf-d753-4a6e-af6d-5e08d1ddbb0d\", \"d34bcc8f-b4d8-41b3-a847-5753634f6247\", \"7efa5e3c-55fd-4017-8941-bf4ba8b525a8\", \"a1180d81-e8ee-40ca-8417-9bfa2d13f268\", \"40d57183-b020-4320-b442-d3b6b02a78b6\", \"1c7ee811-28c8-4e82-ba2d-9b05d145e3aa\"], \"total_duration\": 3998.0, \"total_sessions\": 11, \"mean_week_duration\": 23.11}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about users who are residents of cities Dubai, Nairobi, Cairo, Oslo as well as put to use sorting by mean of duration of sessions per week from the smallest value to the largest value , moreover provide me only with 2 pieces of data." } ]
[ { "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{\"55678\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-15 17:06:45.000000+00:00\", \"2022-01-15 17:57:51.000000+00:00\", \"2022-01-10 13:59:26.000000+00:00\", \"2022-02-26 17:38:27.000000+00:00\", \"2019-01-07 03:06:47.000000+00:00\", \"2019-01-14 17:08:36.000000+00:00\", \"2019-12-20 06:28:22.000000+00:00\", \"2023-06-20 19:40:13.000000+00:00\", \"2019-12-01 16:59:56.000000+00:00\"], \"session_ids\": [\"5fb19994-1cbc-49cb-a505-1fe3636aef2b\", \"ff8e52f2-4c24-467a-8fb3-eba1482bd6f4\", \"e04b5fe4-b634-4ea0-8096-0a5ad2567c07\", \"f3561690-1952-461e-83ef-ace652867441\", \"e2c9f993-2087-4d83-b26f-e62705724aaf\", \"a481f9df-95fd-4e2e-9042-c71c6f59a6cd\", \"8ac1ca8b-015a-42d9-912d-fce86976bd6c\", \"16d07dd2-2928-4f57-bcb7-b4008b828265\", \"f7398d80-75e3-49c9-8c08-f8d23a315efe\"], \"total_duration\": 3962.0, \"total_sessions\": 9, \"mean_week_duration\": 17.004}, \"74984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-12 08:05:28.000000+00:00\", \"2021-03-20 08:58:11.000000+00:00\", \"2020-04-15 07:24:43.000000+00:00\", \"2021-06-15 04:27:19.000000+00:00\"], \"session_ids\": [\"0f9f2e17-eb2f-47cb-b797-b3da93552675\", \"9c2c5807-29c7-4bd5-a66e-fd247d0a7a41\", \"14edc84f-534c-4609-9e17-579c20eadd88\", \"8b35509a-92c3-4b74-80e0-9c9cbae24a3b\"], \"total_duration\": 32.0, \"total_sessions\": 4, \"mean_week_duration\": 0.485}, \"76426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-03-04 16:17:34.000000+00:00\", \"2023-01-28 12:59:31.000000+00:00\"], \"session_ids\": [\"f926313a-b9fc-48c1-b465-6e753fffdd71\", \"22b7394e-5a5c-4386-89e8-35ce825ccc25\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 4.617}, \"38718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-27 19:02:10.000000+00:00\", \"2023-05-25 07:33:33.000000+00:00\", \"2022-11-20 09:21:23.000000+00:00\"], \"session_ids\": [\"32bffeb9-312a-45c8-9955-e18f2e4cbd06\", \"81015f38-43a5-4517-8df3-6936a12c05ff\", \"9b9b6997-0ec4-4d01-a20c-c0671a96897d\"], \"total_duration\": 800.0, \"total_sessions\": 3, \"mean_week_duration\": 8.333}, \"11153\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-22 08:26:06.000000+00:00\", \"2022-11-02 05:16:18.000000+00:00\"], \"session_ids\": [\"36668ccf-9692-4e68-9e57-29e2e25ee9aa\", \"429b7040-01f9-4afc-b9b8-1337da553eee\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 16.2}, \"32480\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-30 13:03:06.000000+00:00\", \"2019-09-11 00:01:54.000000+00:00\"], \"session_ids\": [\"355803a1-728f-4991-9c4b-46c270783e08\", \"78ca1cbd-137b-4023-bc27-0e401b087af6\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 1.323}, \"39642\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-11-24 21:27:48.000000+00:00\", \"2021-12-12 13:51:56.000000+00:00\"], \"session_ids\": [\"bb82297a-c8e0-4eb1-95de-19ef394bf928\", \"db5b83ff-f6ff-4d77-b7de-dcf691788983\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 29.667}, \"46196\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-12 00:35:55.000000+00:00\", \"2019-04-14 01:25:54.000000+00:00\", \"2022-07-10 00:50:10.000000+00:00\", \"2019-09-12 21:13:20.000000+00:00\", \"2022-05-30 16:00:00.000000+00:00\", \"2019-08-26 23:21:03.000000+00:00\", \"2022-09-15 09:18:29.000000+00:00\", \"2019-08-10 15:45:44.000000+00:00\", \"2020-08-10 15:59:24.000000+00:00\", \"2020-11-06 08:37:18.000000+00:00\", \"2022-09-29 04:39:29.000000+00:00\"], \"session_ids\": [\"50baa5c0-15d5-4c9e-a2a9-ccc5d471f798\", \"73fbf4ec-3019-4265-aab1-dcff7918a580\", \"4363be1b-db7a-4e72-849d-413ac5ee96c1\", \"11ac4ec6-01d0-4a62-b34b-f204891eb9fd\", \"532eaff4-b68f-4a75-8829-abbcb56655f5\", \"b155763c-0958-4f89-b265-9b235e2949a7\", \"e94e2c9c-aa7b-40de-a075-aacd3f0bdeb2\", \"768575ac-0c1c-4bfc-a682-36a77dd2262d\", \"27b8472b-62d5-43e1-a624-8dfde56b4efa\", \"d97b6f0e-8327-41ca-85a7-94fdbdec268d\", \"f8ff413d-3359-4053-b0cf-acdcf88255cf\"], \"total_duration\": 17755.0, \"total_sessions\": 11, \"mean_week_duration\": 98.094}, \"80392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-31 10:14:01.000000+00:00\", \"2019-10-15 13:18:10.000000+00:00\"], \"session_ids\": [\"408b4e6b-8405-4354-bf49-e2f34d798e5d\", \"3a1837f8-be4f-44ec-8a1f-8d8b4d16a329\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.035}, \"40753\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-30 23:06:25.000000+00:00\", \"2019-01-14 02:23:29.000000+00:00\"], \"session_ids\": [\"0626f60a-8809-4b16-8fa6-332791cdbdc0\", \"f1dcfad3-c328-464b-b9bd-5d5c08eb6e07\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 4.524}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Dubai, Nairobi, Cairo, Oslo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Dubai\", \"Nairobi\", \"Cairo\", \"Oslo\"]]}}}\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": "Provide me with information about user I can find living in cities Sydney, Cape Town , perform sorting by time spent on the site per week descendingly." } ]
[ { "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{\"66307\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-14 01:40:28.000000+00:00\", \"2022-09-20 17:54:56.000000+00:00\", \"2021-02-13 03:32:38.000000+00:00\", \"2022-01-04 20:29:57.000000+00:00\"], \"session_ids\": [\"6ae0ad81-f169-49dc-b53f-1c9950626be8\", \"b3389f68-df8d-47a4-b7cd-b534e7106a3e\", \"8172a025-0c8e-40a3-b334-75b8fa155b53\", \"9379061b-d108-4acd-ad35-308ea47a3bee\"], \"total_duration\": 1911.0, \"total_sessions\": 4, \"mean_week_duration\": 15.047}, \"78977\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-07-09 11:20:36.000000+00:00\", \"2020-10-06 00:59:18.000000+00:00\", \"2023-04-09 15:38:27.000000+00:00\", \"2022-06-13 11:49:11.000000+00:00\", \"2020-11-10 21:34:41.000000+00:00\", \"2020-11-07 05:23:46.000000+00:00\", \"2019-08-30 13:07:05.000000+00:00\"], \"session_ids\": [\"0143c928-33cd-4010-9733-5839577ece90\", \"9570b71b-580d-4180-b5c0-0f1cac59ae0d\", \"715db7f0-263d-4da4-901b-a2ab90462728\", \"cc85652a-7f58-484f-8334-e78d4c9559d1\", \"0091a7fb-e509-45b6-be67-4bff9f238d62\", \"2ccefddd-b5a6-4977-9ca2-7fd6b65ed3bd\", \"03e364c3-92a8-472c-9073-abfc8b4b18ad\"], \"total_duration\": 1402.0, \"total_sessions\": 7, \"mean_week_duration\": 7.418}, \"33699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-06-26 17:26:54.000000+00:00\", \"2019-03-24 13:49:35.000000+00:00\"], \"session_ids\": [\"c8d7fe58-c459-4701-b75f-10058428833b\", \"96b32b78-15fa-4501-befc-3a088f2e340d\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 14.714}, \"49262\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-26 13:52:01.000000+00:00\", \"2022-05-06 20:55:17.000000+00:00\", \"2019-12-19 21:22:52.000000+00:00\"], \"session_ids\": [\"76cc9bab-7544-4970-a1da-301a13c3a7a5\", \"be598e14-d6cf-4a71-b1ea-919d4974013a\", \"2e5f9b0f-6faa-45f6-affd-229916ab5189\"], \"total_duration\": 208.0, \"total_sessions\": 3, \"mean_week_duration\": 1.677}, \"21948\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-03 20:09:34.000000+00:00\", \"2020-12-05 22:09:15.000000+00:00\", \"2022-09-11 20:45:49.000000+00:00\", \"2019-02-10 19:07:10.000000+00:00\", \"2019-09-19 20:01:26.000000+00:00\", \"2022-12-01 21:44:09.000000+00:00\", \"2019-01-06 00:13:53.000000+00:00\", \"2021-10-03 22:26:08.000000+00:00\", \"2019-01-19 23:10:15.000000+00:00\", \"2019-08-12 21:52:18.000000+00:00\"], \"session_ids\": [\"a6ce52df-bafd-4084-aa97-0cfa07a9ba9f\", \"ec2db84a-5ac9-4dc7-84e3-b01dfad08b27\", \"7ebb7f1b-5424-4d5e-bb96-478e7a2d25b7\", \"62b945f6-172a-40d8-91c0-eb710d885e0e\", \"fe86d939-0544-47b7-b733-73dcaa370fee\", \"f7d452ca-517b-42ec-9ef4-a8669122a656\", \"b7fd09fd-4641-4e34-a9d9-fcceda9a4ca1\", \"a3eb330b-e6bb-43ed-b79c-3f5927010b20\", \"2b48cac9-511d-42c0-8b4d-2f6efad78ec9\", \"bb3356ea-f71a-4ba0-a079-b08614046f38\"], \"total_duration\": 2433.0, \"total_sessions\": 10, \"mean_week_duration\": 11.926}, \"28328\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-04-26 09:13:39.000000+00:00\", \"2022-08-19 09:01:59.000000+00:00\", \"2021-01-30 17:49:46.000000+00:00\", \"2022-06-26 21:55:33.000000+00:00\", \"2022-12-01 02:13:34.000000+00:00\"], \"session_ids\": [\"bfc9bb3d-de27-49fc-9ba1-d93c7eec738c\", \"40ffe02a-457a-4756-a097-891e1dc10520\", \"fd29cbfc-bb5d-46ce-9356-3c2af0767261\", \"baeb3dda-a176-45cf-b1a9-940c98bdaf1a\", \"f7a58ec0-5719-44e6-a610-74cc4e0ca865\"], \"total_duration\": 765.0, \"total_sessions\": 5, \"mean_week_duration\": 5.625}, \"79863\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-17 15:11:19.000000+00:00\", \"2022-09-05 17:34:48.000000+00:00\"], \"session_ids\": [\"3df95264-5333-495f-ba29-628b754f98b6\", \"276b5400-1212-46b2-9a4a-a39bcb9b3b39\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 1.421}, \"58489\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 16:07:21.000000+00:00\", \"2019-10-02 21:45:34.000000+00:00\", \"2022-05-01 13:30:21.000000+00:00\", \"2021-12-16 20:15:46.000000+00:00\", \"2021-05-14 03:08:30.000000+00:00\", \"2021-04-27 13:42:23.000000+00:00\", \"2020-04-17 19:22:38.000000+00:00\", \"2021-07-17 14:21:55.000000+00:00\", \"2022-01-27 01:23:50.000000+00:00\"], \"session_ids\": [\"467f7608-435f-43f1-80f1-d0310db4df07\", \"f879f44b-11ba-41ad-a7d7-5f0a514b6b25\", \"0b6be77a-d3dc-4588-8e24-99cce6fe85a4\", \"01b1e63b-d3fa-4a88-91f9-b03685e9dcf6\", \"ebd9cd8f-71d8-4c0e-81d4-e4efaddb003a\", \"5be93c49-e724-4edd-a08d-c3a048e96a43\", \"ebe60bd3-1584-4c78-a516-93e6f8b2e546\", \"5832fe3c-ff21-46eb-9896-1b2fb1cefa9e\", \"8d46f3e6-b723-496b-95c0-818d24981cef\"], \"total_duration\": 4061.0, \"total_sessions\": 9, \"mean_week_duration\": 30.081}, \"23556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-22 20:29:56.000000+00:00\", \"2019-07-20 23:53:34.000000+00:00\", \"2021-07-19 02:50:44.000000+00:00\"], \"session_ids\": [\"816d4ad9-3fe1-4aca-a44a-ccd74f2bd16e\", \"d957c964-6bc4-4127-8f96-6098feb529b6\", \"7aa302ee-0e70-4c6a-8da9-3af7b55971c5\"], \"total_duration\": 1011.0, \"total_sessions\": 3, \"mean_week_duration\": 9.629}, \"8017\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2023-06-17 13:12:57.000000+00:00\", \"2019-02-07 13:35:04.000000+00:00\"], \"session_ids\": [\"53237c69-0e37-4dc1-abb8-d4a021813877\", \"517040cc-8c40-4833-9570-2e2fa56908d0\"], \"total_duration\": 269.0, \"total_sessions\": 2, \"mean_week_duration\": 1.18}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Sydney, Cape Town" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Sydney\", \"Cape Town\"]]}}}\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 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'd like to be informed about users with a duration summation of sessions per week that is = 6 additionaly apply sorting by urban center name in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28950\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-14 17:34:35.000000+00:00\", \"2020-07-12 11:52:07.000000+00:00\"], \"session_ids\": [\"d6bb1eea-e958-4386-b3ed-e808fca23f15\", \"60c8663d-eaf9-43e2-bab9-17db58c3f1e8\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 4.205}, \"95718\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-14 20:52:17.000000+00:00\", \"2019-05-26 01:33:40.000000+00:00\"], \"session_ids\": [\"b1be0eb8-e7ce-47b0-a1aa-a7e025ce9820\", \"2abd91a3-6be0-4f2a-8d6d-23cd3a36f97f\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.266}, \"58452\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-06-18 19:42:04.000000+00:00\", \"2021-09-09 02:10:04.000000+00:00\", \"2019-06-20 14:00:25.000000+00:00\", \"2022-09-01 15:50:16.000000+00:00\", \"2019-09-18 00:51:44.000000+00:00\", \"2020-10-04 04:07:43.000000+00:00\", \"2019-05-20 23:58:18.000000+00:00\", \"2022-04-19 15:02:08.000000+00:00\", \"2019-12-27 03:16:09.000000+00:00\", \"2021-11-13 20:14:56.000000+00:00\"], \"session_ids\": [\"19f5d766-3c09-4a85-a36e-2c2b318667dd\", \"b38ea6ed-ed91-4719-bd61-e4ae1ca3de80\", \"7bd20ec6-61c8-4cdb-b339-1bc26022f5fd\", \"28a1d181-d9df-4ffb-9b38-4dc93b102bd0\", \"0e33560d-a6f5-4d9d-9868-f4d970981db1\", \"8146f4a2-b5d7-4af9-8769-7c49e298e68e\", \"f0e62e8f-b3cf-4f24-bbf8-652d0eae042a\", \"8de90bec-0e68-4075-9bb9-6a35a667bc96\", \"92d354f9-379e-4a7e-9411-e2dc3b83e035\", \"995ffefa-f767-4f46-8ad5-61d78514307c\"], \"total_duration\": 11274.0, \"total_sessions\": 10, \"mean_week_duration\": 65.547}, \"3464\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-31 21:18:36.000000+00:00\", \"2022-10-17 04:33:18.000000+00:00\", \"2020-11-24 04:15:16.000000+00:00\", \"2021-06-22 12:44:12.000000+00:00\", \"2021-02-21 05:42:06.000000+00:00\", \"2021-09-07 03:17:42.000000+00:00\", \"2021-05-09 11:48:16.000000+00:00\", \"2020-05-12 08:25:19.000000+00:00\", \"2019-06-15 03:51:51.000000+00:00\", \"2019-01-01 20:54:09.000000+00:00\", \"2021-03-29 21:46:14.000000+00:00\"], \"session_ids\": [\"a7c213d6-d210-4797-92b5-166772ca4a72\", \"67932fbc-bc17-46d1-9c64-e1a1583b0640\", \"1f20d00f-3cc4-44a5-90f7-413b232e3d5b\", \"4c018d84-8d12-4b17-abda-ec7ad47f22d6\", \"04de7628-0e3d-4539-a3d8-b776732f1155\", \"f412e5af-df5f-472f-a1aa-e43a1e4bea58\", \"f9dcdcc7-71e7-43f4-988f-c88d0ae09d66\", \"63e24115-6fe5-45b1-82da-6a18287ed695\", \"6fbc2fea-85ec-40ad-9e85-8b8f1f1d100f\", \"d17d2bce-335b-4fed-a9b4-787b71ebada1\", \"88d4ae00-416f-4aec-a395-61f8fa52c082\"], \"total_duration\": 49815.0, \"total_sessions\": 11, \"mean_week_duration\": 251.591}, \"70043\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-24 09:27:51.000000+00:00\", \"2019-07-28 03:56:31.000000+00:00\", \"2022-06-16 19:43:10.000000+00:00\", \"2023-06-10 04:45:57.000000+00:00\"], \"session_ids\": [\"10ed4606-742f-4c7d-a664-18aaa128e5af\", \"bcfa41e7-f671-4693-809d-bcff3a3f4896\", \"508ead18-66e9-4232-a03d-576b0ea64dd2\", \"9a08d734-b130-4a84-a66a-c906518e1460\"], \"total_duration\": 806.0, \"total_sessions\": 4, \"mean_week_duration\": 3.99}, \"94898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-13 16:54:43.000000+00:00\", \"2020-05-12 05:13:00.000000+00:00\"], \"session_ids\": [\"8dd7607e-7a73-438d-b1cc-b1d2dbb52d80\", \"faec57bc-55fa-46ab-b0e1-4c0d3ffbdb3c\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.735}, \"38322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-07-28 11:25:18.000000+00:00\", \"2022-10-23 18:08:46.000000+00:00\"], \"session_ids\": [\"e1a3619a-22ce-4864-9ad3-643ce3e5c431\", \"4f69939c-be6c-4998-a2cc-79133f9c3844\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 3.923}, \"9579\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-21 22:51:22.000000+00:00\", \"2021-03-27 05:05:02.000000+00:00\"], \"session_ids\": [\"aeecae5b-7ffd-4227-98b8-e7822f2944a3\", \"0ea57f9a-ceb3-4216-b275-cffb012eca86\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 384.0}, \"76746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-27 22:07:00.000000+00:00\", \"2019-10-28 08:00:06.000000+00:00\"], \"session_ids\": [\"821ce796-0594-4a6c-80e6-6e046df07df2\", \"43fb976e-f0ea-4846-9735-dc6450c11b12\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 2.521}, \"36663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-02-25 10:37:53.000000+00:00\", \"2022-12-04 10:08:41.000000+00:00\"], \"session_ids\": [\"e2345ed7-d9b2-4792-88e1-7944dedfac8a\", \"f2919abe-bc78-4718-b1a9-14ea4524d35b\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 2.699}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 36]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 5 users with a overall duration of sessions per week that is above 16 and below 25, exclusive 16 inclusive 25 plus sort by sum of sessions in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89693\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-15 21:26:42.000000+00:00\", \"2023-05-04 23:08:29.000000+00:00\", \"2021-12-15 20:05:24.000000+00:00\", \"2022-09-06 16:28:43.000000+00:00\", \"2020-05-12 07:24:45.000000+00:00\", \"2019-01-08 22:54:01.000000+00:00\"], \"session_ids\": [\"52455fe1-db27-4ea2-a4d1-e83ca8300bdc\", \"5f210b49-fd60-4b3c-92cc-2ec57c7a78ff\", \"3571d5dc-dc9f-46f3-a7d5-d17fa24c9cf2\", \"027b6a80-5b39-4c9f-a388-378d3c2825a1\", \"d44f9cbd-5d53-499f-a6c5-cec8855a871a\", \"b045a462-bd70-4495-8e5f-8d5eef22b50b\"], \"total_duration\": 1198.0, \"total_sessions\": 6, \"mean_week_duration\": 5.301}, \"63702\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-11 18:42:56.000000+00:00\", \"2020-04-25 08:23:06.000000+00:00\"], \"session_ids\": [\"5cda98a9-2d88-4159-be6d-b00dfd7786d9\", \"70e962fd-2464-448a-bc0b-4f1594022471\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.254}, \"36460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-23 06:49:20.000000+00:00\", \"2020-04-07 09:10:07.000000+00:00\", \"2019-03-20 14:50:00.000000+00:00\"], \"session_ids\": [\"8a6f4013-f1b5-4227-8270-e29d92a633ad\", \"7e18d658-7f2e-43dc-86aa-9283703bc63b\", \"3a29e2b8-a10c-4ba9-82dd-49bc65ce56b3\"], \"total_duration\": 343.0, \"total_sessions\": 3, \"mean_week_duration\": 1.573}, \"73787\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-10 21:05:26.000000+00:00\", \"2020-05-10 16:32:22.000000+00:00\", \"2021-12-28 22:48:04.000000+00:00\", \"2021-12-28 20:52:07.000000+00:00\", \"2023-04-05 04:22:06.000000+00:00\", \"2022-04-16 08:27:09.000000+00:00\", \"2020-04-26 07:01:54.000000+00:00\", \"2019-09-15 22:33:27.000000+00:00\", \"2019-06-03 19:28:41.000000+00:00\", \"2019-06-20 06:05:35.000000+00:00\"], \"session_ids\": [\"81b753f3-d0c3-4e51-8a97-3895f2021dec\", \"4a140858-9c40-49bb-9aee-954332db54b0\", \"53ca616f-a6cd-4eed-b7c6-a056639b6733\", \"1836f9d8-44d2-4dc6-8701-043c464383c9\", \"8823e180-efc5-4c88-a8f2-514909e99687\", \"f43ae336-94cf-4a94-aeab-4330546dbd3d\", \"ed214efc-b4b2-409e-9b06-0b371fe06276\", \"752f9723-976e-4104-88d9-1db3c5aadb87\", \"a0b7a711-a90b-4d59-816c-0942c632934c\", \"6a052bf1-25a9-4fcc-9747-57217670d4ac\"], \"total_duration\": 31581.0, \"total_sessions\": 10, \"mean_week_duration\": 157.119}, \"41693\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-04 12:08:48.000000+00:00\", \"2021-10-23 12:53:51.000000+00:00\"], \"session_ids\": [\"d794a263-40aa-4c71-9182-f396bd7fd373\", \"aef8a2d7-6a7c-4eb4-83aa-f9e9277923f0\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 6.167}, \"92857\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-01-30 05:22:55.000000+00:00\", \"2020-04-02 22:54:28.000000+00:00\"], \"session_ids\": [\"c7041bb1-6d6b-450f-abf6-0478b05bb155\", \"223f16c8-195d-4ded-8f01-e0bc662b98b0\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 2.318}, \"63460\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-03-21 19:21:16.000000+00:00\", \"2022-01-31 12:27:26.000000+00:00\"], \"session_ids\": [\"99a49c0c-0cf1-46f0-a678-e087476a85b9\", \"1a24a4fa-cf61-43a3-82a8-0439c621f94c\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 26.429}, \"46766\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-01-14 19:37:11.000000+00:00\", \"2021-11-21 17:55:15.000000+00:00\"], \"session_ids\": [\"e602c180-225c-40f6-95e8-c13ce8492c81\", \"254e7f6e-c285-45fc-8310-653ef3b3b016\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 3.052}, \"40250\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-05 16:06:27.000000+00:00\", \"2021-07-28 18:45:22.000000+00:00\", \"2022-04-18 11:25:09.000000+00:00\", \"2023-01-03 23:43:49.000000+00:00\", \"2020-06-25 12:21:04.000000+00:00\", \"2020-12-03 00:28:52.000000+00:00\"], \"session_ids\": [\"a5e7da7d-6d9e-4cc0-bf82-cb2572a331f0\", \"3d38d162-e677-4a5b-a3d0-838835c84fd3\", \"201ed728-22aa-4861-ba6c-f07d62ed41f8\", \"126b035e-4869-444e-b722-d6626908a74b\", \"a2362047-d804-4af3-9fc6-f94b05cc2168\", \"46834875-9639-42ed-b507-fe4075cdffc3\"], \"total_duration\": 535.0, \"total_sessions\": 6, \"mean_week_duration\": 4.053}, \"40127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-21 05:05:45.000000+00:00\", \"2020-09-11 02:29:51.000000+00:00\"], \"session_ids\": [\"b1f429d6-9c7c-4423-ba51-88fbf7dde417\", \"9970dca5-1ea9-4e81-a2db-07308c76c732\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 2.708}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 16 and are equal or less than 25" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 25]]}}}\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": "Could you enlighten me about 6 users with a mean of duration of sessions per week that is above 5, exclusive 5 and in addition put to use sorting by total_sessions from the smallest to the largest." } ]
[ { "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{\"65528\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2021-06-05 08:07:20.000000+00:00\", \"2019-06-24 22:30:02.000000+00:00\"], \"session_ids\": [\"fe98f1c6-b53f-47e3-b072-38f16429cefb\", \"1965c39e-59d1-4a8f-9f32-98a2787d64f3\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.961}, \"96550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-05-30 03:38:20.000000+00:00\", \"2021-01-07 17:14:08.000000+00:00\"], \"session_ids\": [\"6c7d9dec-2b83-40a7-af6d-e6a179b4e70f\", \"439f8b55-7492-4493-85a9-5cadabd65e8f\"], \"total_duration\": 260.0, \"total_sessions\": 2, \"mean_week_duration\": 2.08}, \"65043\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-25 20:44:39.000000+00:00\", \"2020-03-10 18:16:25.000000+00:00\"], \"session_ids\": [\"fe00b0af-7295-4cc9-ae74-36fa7616f208\", \"d8fac0a3-efad-49b4-a3d3-e4d97fb9e800\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 2.267}, \"37402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-02 04:58:15.000000+00:00\", \"2020-09-21 00:49:58.000000+00:00\", \"2021-09-19 22:45:13.000000+00:00\"], \"session_ids\": [\"7d75b2cc-35d9-416a-86c2-6b47ce02cb1f\", \"3e35c250-d828-4979-bd51-19bccdcdd556\", \"d4e5e9ea-a294-47d9-9ab0-7d3e606739c0\"], \"total_duration\": 993.0, \"total_sessions\": 3, \"mean_week_duration\": 7.758}, \"79867\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-07 13:46:22.000000+00:00\", \"2019-11-16 17:22:37.000000+00:00\", \"2023-05-19 23:44:02.000000+00:00\", \"2022-08-11 22:31:16.000000+00:00\", \"2022-08-20 18:04:52.000000+00:00\", \"2022-12-15 23:17:17.000000+00:00\", \"2020-01-05 01:00:09.000000+00:00\", \"2019-02-07 05:18:23.000000+00:00\"], \"session_ids\": [\"53ed0539-607e-403e-a330-1f6628591257\", \"188f4f21-3f50-4282-bff5-571c3073e605\", \"edb212b5-9513-4216-9d4a-77cf4f5b73ac\", \"7b7255f8-1f3d-429e-8ce2-63bc403c8324\", \"85f559eb-1ff0-4ba0-9160-216eafd7730a\", \"b0dbf2b3-78e4-4084-a65a-4cf91691b1e2\", \"638c6184-b8cd-4e3d-8a41-b3e2b69c5e70\", \"12f8bf43-722f-4f47-a84b-efa0b15ed72a\"], \"total_duration\": 86.0, \"total_sessions\": 8, \"mean_week_duration\": 0.384}, \"62452\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-14 19:31:57.000000+00:00\", \"2021-05-19 23:14:15.000000+00:00\", \"2020-04-25 08:50:48.000000+00:00\"], \"session_ids\": [\"d1fdb978-5ac9-423f-9567-0b352aa29a19\", \"f8588c60-a693-4a6e-a80d-46ee9941a795\", \"da90419b-0e05-4627-a71f-47c55da0c144\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 0.422}, \"45433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-25 09:09:41.000000+00:00\", \"2021-12-24 20:32:57.000000+00:00\"], \"session_ids\": [\"dce1f3df-bbc3-45e5-9fff-f021ad121569\", \"7df9ccbb-dfdd-4206-94f3-2befbcc3bf08\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.062}, \"95549\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-07-15 21:01:11.000000+00:00\", \"2019-07-14 12:04:25.000000+00:00\", \"2021-07-11 20:06:20.000000+00:00\", \"2020-01-20 08:18:02.000000+00:00\"], \"session_ids\": [\"8b3d8818-6313-4faa-824f-b47602fdf1de\", \"8977714c-0998-4240-8f0a-0e7b1c657891\", \"2709298a-dc10-4abf-a534-fc149f2eafa6\", \"9a584a12-c39d-43e8-a452-df96d548bed9\"], \"total_duration\": 1212.0, \"total_sessions\": 4, \"mean_week_duration\": 7.72}, \"93781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-27 14:23:51.000000+00:00\", \"2019-08-20 05:03:13.000000+00:00\"], \"session_ids\": [\"f68b289c-8a54-49f5-af97-81018e43ba52\", \"e90e923c-86b1-4d5b-bab9-d25336acda14\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 74.25}, \"61418\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-22 00:05:25.000000+00:00\", \"2021-07-04 03:41:12.000000+00:00\"], \"session_ids\": [\"3efe0ee8-ee17-42d3-8af8-8f2b4c139049\", \"8d9966b3-4e51-4a51-a838-e1715bede3cb\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 2.123}}\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 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[5, 26]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-02 04:58:15.000000+00:00\", \"2020-09-21 00:49:58.000000+00:00\", \"2021-09-19 22:45:13.000000+00:00\"], \"session_ids\": [\"7d75b2cc-35d9-416a-86c2-6b47ce02cb1f\", \"3e35c250-d828-4979-bd51-19bccdcdd556\", \"d4e5e9ea-a294-47d9-9ab0-7d3e606739c0\"], \"total_duration\": 993.0, \"total_sessions\": 3, \"mean_week_duration\": 7.758}, \"95549\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-07-15 21:01:11.000000+00:00\", \"2019-07-14 12:04:25.000000+00:00\", \"2021-07-11 20:06:20.000000+00:00\", \"2020-01-20 08:18:02.000000+00:00\"], \"session_ids\": [\"8b3d8818-6313-4faa-824f-b47602fdf1de\", \"8977714c-0998-4240-8f0a-0e7b1c657891\", \"2709298a-dc10-4abf-a534-fc149f2eafa6\", \"9a584a12-c39d-43e8-a452-df96d548bed9\"], \"total_duration\": 1212.0, \"total_sessions\": 4, \"mean_week_duration\": 7.72}, \"93781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-27 14:23:51.000000+00:00\", \"2019-08-20 05:03:13.000000+00:00\"], \"session_ids\": [\"f68b289c-8a54-49f5-af97-81018e43ba52\", \"e90e923c-86b1-4d5b-bab9-d25336acda14\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 74.25}}\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[{\"93781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-27 14:23:51.000000+00:00\", \"2019-08-20 05:03:13.000000+00:00\"], \"session_ids\": [\"f68b289c-8a54-49f5-af97-81018e43ba52\", \"e90e923c-86b1-4d5b-bab9-d25336acda14\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 74.25}}, {\"37402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-02 04:58:15.000000+00:00\", \"2020-09-21 00:49:58.000000+00:00\", \"2021-09-19 22:45:13.000000+00:00\"], \"session_ids\": [\"7d75b2cc-35d9-416a-86c2-6b47ce02cb1f\", \"3e35c250-d828-4979-bd51-19bccdcdd556\", \"d4e5e9ea-a294-47d9-9ab0-7d3e606739c0\"], \"total_duration\": 993.0, \"total_sessions\": 3, \"mean_week_duration\": 7.758}}, {\"95549\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-07-15 21:01:11.000000+00:00\", \"2019-07-14 12:04:25.000000+00:00\", \"2021-07-11 20:06:20.000000+00:00\", \"2020-01-20 08:18:02.000000+00:00\"], \"session_ids\": [\"8b3d8818-6313-4faa-824f-b47602fdf1de\", \"8977714c-0998-4240-8f0a-0e7b1c657891\", \"2709298a-dc10-4abf-a534-fc149f2eafa6\", \"9a584a12-c39d-43e8-a452-df96d548bed9\"], \"total_duration\": 1212.0, \"total_sessions\": 4, \"mean_week_duration\": 7.72}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"93781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-27 14:23:51.000000+00:00\", \"2019-08-20 05:03:13.000000+00:00\"], \"session_ids\": [\"f68b289c-8a54-49f5-af97-81018e43ba52\", \"e90e923c-86b1-4d5b-bab9-d25336acda14\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 74.25}}, {\"37402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-02 04:58:15.000000+00:00\", \"2020-09-21 00:49:58.000000+00:00\", \"2021-09-19 22:45:13.000000+00:00\"], \"session_ids\": [\"7d75b2cc-35d9-416a-86c2-6b47ce02cb1f\", \"3e35c250-d828-4979-bd51-19bccdcdd556\", \"d4e5e9ea-a294-47d9-9ab0-7d3e606739c0\"], \"total_duration\": 993.0, \"total_sessions\": 3, \"mean_week_duration\": 7.758}}, {\"95549\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-07-15 21:01:11.000000+00:00\", \"2019-07-14 12:04:25.000000+00:00\", \"2021-07-11 20:06:20.000000+00:00\", \"2020-01-20 08:18:02.000000+00:00\"], \"session_ids\": [\"8b3d8818-6313-4faa-824f-b47602fdf1de\", \"8977714c-0998-4240-8f0a-0e7b1c657891\", \"2709298a-dc10-4abf-a534-fc149f2eafa6\", \"9a584a12-c39d-43e8-a452-df96d548bed9\"], \"total_duration\": 1212.0, \"total_sessions\": 4, \"mean_week_duration\": 7.72}}]\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[{\"93781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-27 14:23:51.000000+00:00\", \"2019-08-20 05:03:13.000000+00:00\"], \"session_ids\": [\"f68b289c-8a54-49f5-af97-81018e43ba52\", \"e90e923c-86b1-4d5b-bab9-d25336acda14\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 74.25}}, {\"37402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-02 04:58:15.000000+00:00\", \"2020-09-21 00:49:58.000000+00:00\", \"2021-09-19 22:45:13.000000+00:00\"], \"session_ids\": [\"7d75b2cc-35d9-416a-86c2-6b47ce02cb1f\", \"3e35c250-d828-4979-bd51-19bccdcdd556\", \"d4e5e9ea-a294-47d9-9ab0-7d3e606739c0\"], \"total_duration\": 993.0, \"total_sessions\": 3, \"mean_week_duration\": 7.758}}, {\"95549\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-07-15 21:01:11.000000+00:00\", \"2019-07-14 12:04:25.000000+00:00\", \"2021-07-11 20:06:20.000000+00:00\", \"2020-01-20 08:18:02.000000+00:00\"], \"session_ids\": [\"8b3d8818-6313-4faa-824f-b47602fdf1de\", \"8977714c-0998-4240-8f0a-0e7b1c657891\", \"2709298a-dc10-4abf-a534-fc149f2eafa6\", \"9a584a12-c39d-43e8-a452-df96d548bed9\"], \"total_duration\": 1212.0, \"total_sessions\": 4, \"mean_week_duration\": 7.72}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me user who has aver of time using the app per week strictly bigger than 15 , implement sorting by quantity of sessions ascending and get rid of all records, except 4." } ]
[ { "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{\"6161\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-03-27 19:25:11.000000+00:00\", \"2023-03-19 22:32:07.000000+00:00\", \"2019-07-13 12:35:39.000000+00:00\", \"2022-07-03 17:43:25.000000+00:00\", \"2019-07-22 11:03:30.000000+00:00\", \"2020-11-05 07:15:52.000000+00:00\", \"2022-10-16 01:49:40.000000+00:00\", \"2019-09-17 06:17:45.000000+00:00\"], \"session_ids\": [\"601727ac-9578-4dd6-8000-4437bc4f3e4b\", \"91f872d9-887d-4d05-8a69-51fa9758ceb6\", \"a09596f6-d777-47ab-ae00-3ea1f479418f\", \"e07f508f-9289-4df5-9ad0-9718aa902586\", \"468d37bc-188c-45a9-842b-987aae80ed29\", \"1c16bfa9-9811-4923-8720-b7fadb03a2ab\", \"129f3045-3c08-45a6-9331-f2defa8ff13b\", \"fae67cca-8baa-456e-b669-7fad99654ab0\"], \"total_duration\": 162.0, \"total_sessions\": 8, \"mean_week_duration\": 0.779}, \"21272\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-11 14:40:28.000000+00:00\", \"2019-12-09 00:36:34.000000+00:00\"], \"session_ids\": [\"e99b0248-d8b3-45ed-8ec1-fa6ecb9b9938\", \"2e94e0a8-5191-4ed0-b800-147d6e9a16c9\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 20.778}, \"20012\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-19 15:13:35.000000+00:00\", \"2022-07-07 14:47:03.000000+00:00\"], \"session_ids\": [\"f056d51c-670b-4f12-969a-0ab549152d2e\", \"ce1094a8-b89c-4216-9280-d08690161e7a\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.264}, \"62889\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-24 02:44:15.000000+00:00\", \"2021-07-12 17:00:58.000000+00:00\"], \"session_ids\": [\"fdad25a2-54a4-4844-9d37-65b764372f86\", \"093b5612-4514-435a-ac97-b437a8850e88\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 2.414}, \"99884\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-22 13:29:27.000000+00:00\", \"2020-05-03 19:27:53.000000+00:00\"], \"session_ids\": [\"070c0b04-ecc4-4100-974f-f36081df74fc\", \"5b593860-4d0b-4d95-9fe5-e4eb06008a15\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}, \"62928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-19 13:40:24.000000+00:00\", \"2019-04-16 07:30:25.000000+00:00\", \"2021-02-04 10:47:13.000000+00:00\", \"2020-03-20 12:50:39.000000+00:00\"], \"session_ids\": [\"8f5dfe5a-c02e-43d0-bdb9-f702ca784257\", \"436f5221-a472-4242-bf46-3fef1d4af4d7\", \"9e32d1a6-8b1e-49a5-a1fd-a407d49711ea\", \"1b5a5db7-4c84-4b21-bff5-eaf62c50e2eb\"], \"total_duration\": 1678.0, \"total_sessions\": 4, \"mean_week_duration\": 11.986}, \"92691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-04-12 15:32:44.000000+00:00\", \"2020-12-20 08:28:01.000000+00:00\"], \"session_ids\": [\"4db77f31-ed0b-4b90-aab8-604e8b35cbea\", \"d3950a92-099d-485e-9d52-328cc9f91f78\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 8.588}, \"69577\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-30 06:07:00.000000+00:00\", \"2021-10-03 23:25:46.000000+00:00\"], \"session_ids\": [\"c5fd238f-1db2-476d-820b-00bc0aeb1eb5\", \"7988c0ab-b05a-4747-abe6-f6e50b7adba3\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.907}, \"16845\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-22 06:25:47.000000+00:00\", \"2020-03-18 17:39:25.000000+00:00\"], \"session_ids\": [\"4930cf6e-5c75-4e9e-ba33-926d057317f0\", \"74dbcd93-d653-431b-a92e-57e037b734f9\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 2.153}, \"48849\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-31 23:04:22.000000+00:00\", \"2019-09-02 10:56:03.000000+00:00\"], \"session_ids\": [\"1acbf0e0-8f31-47dd-8b13-da5c47c986c0\", \"e1056e93-d4ae-41db-a881-021e3ecf7791\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 0.81}}\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 15" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[15, 43]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21272\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-11 14:40:28.000000+00:00\", \"2019-12-09 00:36:34.000000+00:00\"], \"session_ids\": [\"e99b0248-d8b3-45ed-8ec1-fa6ecb9b9938\", \"2e94e0a8-5191-4ed0-b800-147d6e9a16c9\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 20.778}}\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[{\"21272\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-11 14:40:28.000000+00:00\", \"2019-12-09 00:36:34.000000+00:00\"], \"session_ids\": [\"e99b0248-d8b3-45ed-8ec1-fa6ecb9b9938\", \"2e94e0a8-5191-4ed0-b800-147d6e9a16c9\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 20.778}}]\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[{\"21272\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-11 14:40:28.000000+00:00\", \"2019-12-09 00:36:34.000000+00:00\"], \"session_ids\": [\"e99b0248-d8b3-45ed-8ec1-fa6ecb9b9938\", \"2e94e0a8-5191-4ed0-b800-147d6e9a16c9\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 20.778}}]\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[{\"21272\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-11 14:40:28.000000+00:00\", \"2019-12-09 00:36:34.000000+00:00\"], \"session_ids\": [\"e99b0248-d8b3-45ed-8ec1-fa6ecb9b9938\", \"2e94e0a8-5191-4ed0-b800-147d6e9a16c9\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 20.778}}]\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 5 users with a duration summation of sessions per week that is below 16, exclusive 16 plus execute sorting by time in app from the largest to the smallest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30578\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-20 03:07:00.000000+00:00\", \"2021-10-08 21:31:19.000000+00:00\", \"2020-06-11 21:38:26.000000+00:00\"], \"session_ids\": [\"ba14b618-add0-45da-88bd-a8857329f70c\", \"e547269e-3f3d-47d3-a272-33f88b1498d0\", \"3ec232ee-0eb4-416b-a3ad-9479f84143a3\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 1.014}, \"26461\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-11-07 19:47:38.000000+00:00\", \"2020-09-13 15:22:39.000000+00:00\"], \"session_ids\": [\"6b1dcbb4-64b1-453e-bf0d-36e63aff04ac\", \"582a3e3c-4dad-4092-b2c7-b56b18e99cb7\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 4.317}, \"7411\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 11, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-15 21:23:54.000000+00:00\", \"2022-02-11 23:39:55.000000+00:00\", \"2020-03-24 04:48:09.000000+00:00\", \"2023-03-02 23:05:18.000000+00:00\"], \"session_ids\": [\"a15cb7f6-4961-45be-8e36-f0151698de0d\", \"a505e7c9-8a62-4349-bd7f-5f8968f43081\", \"423c3afb-5430-4f3c-ac7e-d9d2c5fc9644\", \"52aca0b6-d60e-4be4-a26f-e45791a0b415\"], \"total_duration\": 265.0, \"total_sessions\": 4, \"mean_week_duration\": 1.721}, \"72560\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-15 18:04:12.000000+00:00\", \"2021-09-16 16:32:38.000000+00:00\", \"2020-09-01 22:42:00.000000+00:00\"], \"session_ids\": [\"643458e0-fbbb-4a2b-b67f-49331cc7d9d3\", \"d14d2f7d-b313-4c36-9c65-4b46b8e778c8\", \"3f085f72-3132-45b3-a74a-d7e53fa8fa29\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.605}, \"7945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-28 23:25:46.000000+00:00\", \"2019-05-08 15:32:03.000000+00:00\", \"2019-01-14 00:39:43.000000+00:00\"], \"session_ids\": [\"e7d77424-6a80-4017-a09b-459f4c461522\", \"d6bc706b-6dc5-44b9-bdf8-4e46e03fc838\", \"19380575-1827-4ed9-bc7a-2787b5cf4319\"], \"total_duration\": 988.0, \"total_sessions\": 3, \"mean_week_duration\": 5.916}, \"3568\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-28 00:46:27.000000+00:00\", \"2019-11-28 05:00:43.000000+00:00\", \"2019-07-18 02:15:38.000000+00:00\", \"2021-10-14 05:49:47.000000+00:00\"], \"session_ids\": [\"4445006b-76b6-452c-a104-91b629fe64a6\", \"95714cd8-40f2-4a99-9143-af60751ae8d1\", \"5a6f23df-07ea-4f10-b208-eb8a6f7a93e6\", \"12e761c7-ea94-4370-a042-c2dc7c57c58b\"], \"total_duration\": 2120.0, \"total_sessions\": 4, \"mean_week_duration\": 15.474}, \"7413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-24 13:26:42.000000+00:00\", \"2020-07-19 01:37:54.000000+00:00\"], \"session_ids\": 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