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": "Could you tell me about 7 users whose aver of time using the app per week is 7 and sort by overall total duration in desc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"99266\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-22 13:50:49.000000+00:00\", \"2023-03-08 23:20:31.000000+00:00\", \"2019-05-21 16:10:21.000000+00:00\", \"2020-06-04 11:41:19.000000+00:00\", \"2023-02-01 20:51:16.000000+00:00\", \"2021-02-24 21:58:10.000000+00:00\", \"2019-01-30 18:01:31.000000+00:00\", \"2020-08-24 12:44:13.000000+00:00\", \"2021-12-16 16:50:41.000000+00:00\", \"2020-09-17 12:21:08.000000+00:00\"], \"session_ids\": [\"8a3607c5-ffcb-4d63-b567-00214f7a94b5\", \"31296f97-29bc-4a4c-b2ba-8e02d5c6ebdc\", \"5efc3b31-5ed1-43b3-a3e3-28b073aaff3c\", \"b7c29619-7f30-4572-ba3d-7f79139f4d09\", \"4f6cab92-4291-4b77-92ec-37526be742da\", \"d72ebefd-3f45-4fb4-b54f-4f31cce89347\", \"696fc169-fdae-41aa-8031-5c292d40679b\", \"1edd5771-07d4-4f6b-b524-a82e0a7a4a86\", \"98c5ccbf-53fd-4451-b801-7293d4310a0b\", \"13f565e5-427f-41fb-81f0-8050a14c252c\"], \"total_duration\": 6382.0, \"total_sessions\": 10, \"mean_week_duration\": 29.822}, \"9063\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-25 22:54:12.000000+00:00\", \"2023-05-16 22:13:21.000000+00:00\"], \"session_ids\": [\"e6b7abad-58d3-42e7-942e-b54136475768\", \"c8ca2e5c-704c-4569-975e-501a43948062\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.097}, \"35662\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-12-07 09:12:48.000000+00:00\", \"2021-10-23 03:45:28.000000+00:00\"], \"session_ids\": [\"213216a8-a544-427d-8f32-d74913e4904e\", \"2cf9b57d-55d7-47dd-960b-bd163b03a8a7\"], \"total_duration\": 439.0, \"total_sessions\": 2, \"mean_week_duration\": 9.543}, \"52117\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-03 22:22:21.000000+00:00\", \"2022-11-16 05:26:38.000000+00:00\", \"2022-12-09 03:41:47.000000+00:00\", \"2019-04-28 03:24:26.000000+00:00\", \"2020-01-18 15:57:49.000000+00:00\", \"2020-11-22 18:42:08.000000+00:00\", \"2020-03-23 22:12:51.000000+00:00\", \"2022-12-27 08:12:57.000000+00:00\", \"2023-03-07 19:39:37.000000+00:00\", \"2019-06-21 15:13:35.000000+00:00\", \"2023-04-13 14:55:08.000000+00:00\"], \"session_ids\": [\"3b299592-c586-4aa7-a002-743713ce6e5d\", \"5de646ca-53ae-4854-95ab-8ce40dbe5d83\", \"ad35254e-039f-44bf-ac33-4cc81e1c0ef7\", \"05854736-d70f-49a2-9b61-e91db9b3552d\", \"d1014d69-3b73-4cbf-843b-4c0d5dc96eb3\", \"1021830c-7f63-4e17-8fd7-15b3a70d30dd\", \"fc6f377f-4d8c-4feb-8f81-91235c1f29d3\", \"3d1e687a-86ce-43d4-8ab5-ce10901bbdac\", \"def6c253-1581-4b2c-912f-5a6ea769d857\", \"332db1f2-8d0e-44cf-8161-6baa7e358ea9\", \"3b09ae67-a9ae-48f1-8109-ff261d589988\"], \"total_duration\": 14852.0, \"total_sessions\": 11, \"mean_week_duration\": 71.749}, \"24944\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-30 11:59:57.000000+00:00\", \"2023-01-05 06:37:22.000000+00:00\", \"2021-11-06 23:28:56.000000+00:00\", \"2023-05-28 07:15:56.000000+00:00\"], \"session_ids\": [\"9f46a3a6-ba69-4f39-ab1a-653a83692d7a\", \"bcef1798-f061-4791-95a2-80f97344bb6c\", \"0cc0013d-6476-40ae-9459-89682f83f106\", \"a730004d-7a92-4942-9bce-6eb12ef675c9\"], \"total_duration\": 103.0, \"total_sessions\": 4, \"mean_week_duration\": 0.566}, \"30226\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-27 23:29:31.000000+00:00\", \"2020-10-01 04:53:26.000000+00:00\"], \"session_ids\": [\"86d0bf2c-c65b-49c8-9367-f9cc5e52cdc5\", \"569be1c0-80fd-45aa-b0dc-b0446f053812\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 7.116}, \"36747\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-19 11:44:05.000000+00:00\", \"2020-01-16 07:35:55.000000+00:00\"], \"session_ids\": [\"496693eb-1ca7-445a-b38e-064097198f5a\", \"db95d223-07cd-4e60-9c27-2e3d12c4b643\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 6.296}, \"96632\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-27 02:24:51.000000+00:00\", \"2021-06-18 13:52:08.000000+00:00\"], \"session_ids\": [\"8da7924b-4507-4eae-a6d0-1ab1f218ca69\", \"cef2120a-fcb0-44c6-abbc-8fe90117e41b\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"75677\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2023-06-11 05:24:42.000000+00:00\", \"2022-03-26 17:05:05.000000+00:00\", \"2020-02-28 06:23:05.000000+00:00\"], \"session_ids\": [\"ad4c0690-19c6-4f89-ab70-4a5a73940753\", \"34186111-5618-4482-a8bf-5d3d9a1144a8\", \"c205e0d2-216a-4b46-9a58-d1c6403d5ac1\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.279}, \"55321\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-11-29 23:51:34.000000+00:00\", \"2021-03-06 18:42:13.000000+00:00\"], \"session_ids\": [\"6dc5ec4f-8cca-4932-8231-43c8c12b6e0f\", \"c3420ee7-ae8e-46f5-a2a3-ffd8c5faf805\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 6.348}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[7, 29]]}}}\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": "Could you enlighten me about 6 users who don't belong to city New Delhi + execute sorting by town center name form the highest value to the lowest 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{\"29171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-14 22:43:15.000000+00:00\", \"2022-10-12 08:13:58.000000+00:00\"], \"session_ids\": [\"22d59d1f-983a-4355-b496-63a21140dc6f\", \"89969e25-8a06-45fe-9a1d-5824f7237318\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 2.231}, \"59102\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-10 08:45:47.000000+00:00\", \"2020-06-06 18:53:29.000000+00:00\", \"2020-11-06 07:30:06.000000+00:00\", \"2019-02-08 13:15:23.000000+00:00\", \"2021-11-03 01:34:46.000000+00:00\"], \"session_ids\": [\"6311f18f-3e41-40d1-a95c-67e5af0c3e04\", \"728ee286-1ad6-4c9c-b8a1-6cfb9ed627a2\", \"03d9ff6f-6577-46a7-b57f-7198cbcc7797\", \"a325eaba-54ce-41a4-97ae-86ab9ffdca4e\", \"b45740d4-9a4d-432f-8d94-a6e71a62e91d\"], \"total_duration\": 2244.0, \"total_sessions\": 5, \"mean_week_duration\": 15.692}, \"88054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-11-23 00:58:45.000000+00:00\", \"2020-09-17 09:40:20.000000+00:00\", \"2020-11-23 13:35:07.000000+00:00\"], \"session_ids\": [\"7fe856df-c446-40a8-8aee-7b1807eb0e36\", \"576d7be3-0a7f-4e67-ab23-d627561efb70\", \"7120a7df-7101-4116-b7bb-7b70d4ffe9fc\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 4.2}, \"43618\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-16 19:28:20.000000+00:00\", \"2020-04-22 22:43:32.000000+00:00\", \"2022-04-23 22:55:38.000000+00:00\"], \"session_ids\": [\"b2ac5154-7e0a-4189-adc1-64cacf8efe04\", \"9d63724c-b3eb-4eb4-83f2-7c5ddac2a3f8\", \"0edf1206-c0a4-45e7-87db-c0e487bd210d\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 3.169}, \"61145\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-02-12 00:08:23.000000+00:00\", \"2019-08-02 04:52:29.000000+00:00\"], \"session_ids\": [\"ebfce295-6bd1-404d-84eb-6212ab8c85f2\", \"793deeed-2bce-4bce-9202-0e0db01e7515\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.738}, \"86085\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-09-29 11:19:25.000000+00:00\", \"2020-04-18 03:23:56.000000+00:00\", \"2019-01-22 10:19:27.000000+00:00\", \"2019-03-03 11:25:41.000000+00:00\", \"2021-01-25 04:57:00.000000+00:00\"], \"session_ids\": [\"cb1053e4-8055-4e3d-9225-9a328bc4253a\", \"b731b260-1d85-4ac7-8d67-f04c46649dbb\", \"9b442662-6481-4ca8-a8e8-8a3526a69649\", \"02376563-b742-406e-9f40-6fb5a77b86a0\", \"048f2a78-f7a8-4bfc-a351-6263b3ae4752\"], \"total_duration\": 275.0, \"total_sessions\": 5, \"mean_week_duration\": 2.619}, \"80040\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-25 00:43:17.000000+00:00\", \"2020-06-13 21:04:23.000000+00:00\", \"2023-03-07 17:05:38.000000+00:00\", \"2021-01-03 16:16:13.000000+00:00\", \"2021-05-30 22:12:19.000000+00:00\", \"2022-07-09 19:26:02.000000+00:00\"], \"session_ids\": [\"d2525250-5bec-45c6-bd83-1b8ce19a5528\", \"07f48a54-25aa-4bef-9b4f-3ba02ddc6fc1\", \"391045de-cf21-49ca-903e-8a09276d2c11\", \"276ef62b-d84e-4d08-85b7-3b3f0bf5dcd9\", \"350e3b4e-47da-40ec-adc6-313345354638\", \"0b7c3d4f-94a4-41b2-9eae-fba8dbad3609\"], \"total_duration\": 970.0, \"total_sessions\": 6, \"mean_week_duration\": 6.644}, \"70882\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-01-09 09:38:26.000000+00:00\", \"2020-12-22 20:12:37.000000+00:00\", \"2021-10-14 06:56:57.000000+00:00\", \"2022-11-09 03:45:35.000000+00:00\", \"2020-03-05 15:52:22.000000+00:00\"], \"session_ids\": [\"34f19fd6-ceb7-48c1-89d6-7b2803f3e3fe\", \"200cf3af-940d-49e7-85dd-641b34d9ed83\", \"8fca19b4-604d-4914-af26-dcf301b2605f\", \"a6814a9c-2153-4566-9452-4a086a33a624\", \"f323dcea-8401-4961-9e67-52e2694c5819\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.365}, \"99391\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-09-26 21:09:11.000000+00:00\", \"2023-06-07 15:31:55.000000+00:00\"], \"session_ids\": [\"5d925b52-92e5-4788-ad0c-3ddeb14182af\", \"61d9f692-c5e8-4fe2-8100-b404701b5a31\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 5.568}, \"80399\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-16 18:14:31.000000+00:00\", \"2021-12-05 21:36:10.000000+00:00\", \"2019-02-03 14:29:28.000000+00:00\"], \"session_ids\": [\"7971ddca-fb8f-4a56-9f54-0ffffd67b60d\", \"d5e72f75-6f01-4969-93d6-83b963f88b4b\", \"2ffa14b7-92a1-4347-87b8-02cfae598ebe\"], \"total_duration\": 883.0, \"total_sessions\": 3, \"mean_week_duration\": 5.966}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not New Delhi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"New Delhi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-14 22:43:15.000000+00:00\", \"2022-10-12 08:13:58.000000+00:00\"], \"session_ids\": [\"22d59d1f-983a-4355-b496-63a21140dc6f\", \"89969e25-8a06-45fe-9a1d-5824f7237318\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 2.231}, \"59102\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-10 08:45:47.000000+00:00\", \"2020-06-06 18:53:29.000000+00:00\", \"2020-11-06 07:30:06.000000+00:00\", \"2019-02-08 13:15:23.000000+00:00\", \"2021-11-03 01:34:46.000000+00:00\"], \"session_ids\": [\"6311f18f-3e41-40d1-a95c-67e5af0c3e04\", \"728ee286-1ad6-4c9c-b8a1-6cfb9ed627a2\", \"03d9ff6f-6577-46a7-b57f-7198cbcc7797\", \"a325eaba-54ce-41a4-97ae-86ab9ffdca4e\", \"b45740d4-9a4d-432f-8d94-a6e71a62e91d\"], \"total_duration\": 2244.0, \"total_sessions\": 5, \"mean_week_duration\": 15.692}, \"88054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-11-23 00:58:45.000000+00:00\", \"2020-09-17 09:40:20.000000+00:00\", \"2020-11-23 13:35:07.000000+00:00\"], \"session_ids\": [\"7fe856df-c446-40a8-8aee-7b1807eb0e36\", \"576d7be3-0a7f-4e67-ab23-d627561efb70\", \"7120a7df-7101-4116-b7bb-7b70d4ffe9fc\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 4.2}, \"43618\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-16 19:28:20.000000+00:00\", \"2020-04-22 22:43:32.000000+00:00\", \"2022-04-23 22:55:38.000000+00:00\"], \"session_ids\": [\"b2ac5154-7e0a-4189-adc1-64cacf8efe04\", \"9d63724c-b3eb-4eb4-83f2-7c5ddac2a3f8\", \"0edf1206-c0a4-45e7-87db-c0e487bd210d\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 3.169}, \"61145\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-02-12 00:08:23.000000+00:00\", \"2019-08-02 04:52:29.000000+00:00\"], \"session_ids\": [\"ebfce295-6bd1-404d-84eb-6212ab8c85f2\", \"793deeed-2bce-4bce-9202-0e0db01e7515\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.738}, \"86085\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-09-29 11:19:25.000000+00:00\", \"2020-04-18 03:23:56.000000+00:00\", \"2019-01-22 10:19:27.000000+00:00\", \"2019-03-03 11:25:41.000000+00:00\", \"2021-01-25 04:57:00.000000+00:00\"], \"session_ids\": [\"cb1053e4-8055-4e3d-9225-9a328bc4253a\", \"b731b260-1d85-4ac7-8d67-f04c46649dbb\", \"9b442662-6481-4ca8-a8e8-8a3526a69649\", \"02376563-b742-406e-9f40-6fb5a77b86a0\", \"048f2a78-f7a8-4bfc-a351-6263b3ae4752\"], \"total_duration\": 275.0, \"total_sessions\": 5, \"mean_week_duration\": 2.619}, \"80040\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-25 00:43:17.000000+00:00\", \"2020-06-13 21:04:23.000000+00:00\", \"2023-03-07 17:05:38.000000+00:00\", \"2021-01-03 16:16:13.000000+00:00\", \"2021-05-30 22:12:19.000000+00:00\", \"2022-07-09 19:26:02.000000+00:00\"], \"session_ids\": [\"d2525250-5bec-45c6-bd83-1b8ce19a5528\", \"07f48a54-25aa-4bef-9b4f-3ba02ddc6fc1\", \"391045de-cf21-49ca-903e-8a09276d2c11\", \"276ef62b-d84e-4d08-85b7-3b3f0bf5dcd9\", \"350e3b4e-47da-40ec-adc6-313345354638\", \"0b7c3d4f-94a4-41b2-9eae-fba8dbad3609\"], \"total_duration\": 970.0, \"total_sessions\": 6, \"mean_week_duration\": 6.644}, \"70882\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-01-09 09:38:26.000000+00:00\", \"2020-12-22 20:12:37.000000+00:00\", \"2021-10-14 06:56:57.000000+00:00\", \"2022-11-09 03:45:35.000000+00:00\", \"2020-03-05 15:52:22.000000+00:00\"], \"session_ids\": [\"34f19fd6-ceb7-48c1-89d6-7b2803f3e3fe\", \"200cf3af-940d-49e7-85dd-641b34d9ed83\", \"8fca19b4-604d-4914-af26-dcf301b2605f\", \"a6814a9c-2153-4566-9452-4a086a33a624\", \"f323dcea-8401-4961-9e67-52e2694c5819\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.365}, \"99391\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-09-26 21:09:11.000000+00:00\", \"2023-06-07 15:31:55.000000+00:00\"], \"session_ids\": [\"5d925b52-92e5-4788-ad0c-3ddeb14182af\", \"61d9f692-c5e8-4fe2-8100-b404701b5a31\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 5.568}, \"80399\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-16 18:14:31.000000+00:00\", \"2021-12-05 21:36:10.000000+00:00\", \"2019-02-03 14:29:28.000000+00:00\"], \"session_ids\": [\"7971ddca-fb8f-4a56-9f54-0ffffd67b60d\", \"d5e72f75-6f01-4969-93d6-83b963f88b4b\", \"2ffa14b7-92a1-4347-87b8-02cfae598ebe\"], \"total_duration\": 883.0, \"total_sessions\": 3, \"mean_week_duration\": 5.966}}\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[{\"59102\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-10 08:45:47.000000+00:00\", \"2020-06-06 18:53:29.000000+00:00\", \"2020-11-06 07:30:06.000000+00:00\", \"2019-02-08 13:15:23.000000+00:00\", \"2021-11-03 01:34:46.000000+00:00\"], \"session_ids\": [\"6311f18f-3e41-40d1-a95c-67e5af0c3e04\", \"728ee286-1ad6-4c9c-b8a1-6cfb9ed627a2\", \"03d9ff6f-6577-46a7-b57f-7198cbcc7797\", \"a325eaba-54ce-41a4-97ae-86ab9ffdca4e\", \"b45740d4-9a4d-432f-8d94-a6e71a62e91d\"], \"total_duration\": 2244.0, \"total_sessions\": 5, \"mean_week_duration\": 15.692}}, {\"88054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-11-23 00:58:45.000000+00:00\", \"2020-09-17 09:40:20.000000+00:00\", \"2020-11-23 13:35:07.000000+00:00\"], \"session_ids\": [\"7fe856df-c446-40a8-8aee-7b1807eb0e36\", \"576d7be3-0a7f-4e67-ab23-d627561efb70\", \"7120a7df-7101-4116-b7bb-7b70d4ffe9fc\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 4.2}}, {\"80040\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-25 00:43:17.000000+00:00\", \"2020-06-13 21:04:23.000000+00:00\", \"2023-03-07 17:05:38.000000+00:00\", \"2021-01-03 16:16:13.000000+00:00\", \"2021-05-30 22:12:19.000000+00:00\", \"2022-07-09 19:26:02.000000+00:00\"], \"session_ids\": [\"d2525250-5bec-45c6-bd83-1b8ce19a5528\", \"07f48a54-25aa-4bef-9b4f-3ba02ddc6fc1\", \"391045de-cf21-49ca-903e-8a09276d2c11\", \"276ef62b-d84e-4d08-85b7-3b3f0bf5dcd9\", \"350e3b4e-47da-40ec-adc6-313345354638\", \"0b7c3d4f-94a4-41b2-9eae-fba8dbad3609\"], \"total_duration\": 970.0, \"total_sessions\": 6, \"mean_week_duration\": 6.644}}, {\"70882\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-01-09 09:38:26.000000+00:00\", \"2020-12-22 20:12:37.000000+00:00\", \"2021-10-14 06:56:57.000000+00:00\", \"2022-11-09 03:45:35.000000+00:00\", \"2020-03-05 15:52:22.000000+00:00\"], \"session_ids\": [\"34f19fd6-ceb7-48c1-89d6-7b2803f3e3fe\", \"200cf3af-940d-49e7-85dd-641b34d9ed83\", \"8fca19b4-604d-4914-af26-dcf301b2605f\", \"a6814a9c-2153-4566-9452-4a086a33a624\", \"f323dcea-8401-4961-9e67-52e2694c5819\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.365}}, {\"43618\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-16 19:28:20.000000+00:00\", \"2020-04-22 22:43:32.000000+00:00\", \"2022-04-23 22:55:38.000000+00:00\"], \"session_ids\": [\"b2ac5154-7e0a-4189-adc1-64cacf8efe04\", \"9d63724c-b3eb-4eb4-83f2-7c5ddac2a3f8\", \"0edf1206-c0a4-45e7-87db-c0e487bd210d\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 3.169}}, {\"80399\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-16 18:14:31.000000+00:00\", \"2021-12-05 21:36:10.000000+00:00\", \"2019-02-03 14:29:28.000000+00:00\"], \"session_ids\": [\"7971ddca-fb8f-4a56-9f54-0ffffd67b60d\", \"d5e72f75-6f01-4969-93d6-83b963f88b4b\", \"2ffa14b7-92a1-4347-87b8-02cfae598ebe\"], \"total_duration\": 883.0, \"total_sessions\": 3, \"mean_week_duration\": 5.966}}, {\"61145\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-02-12 00:08:23.000000+00:00\", \"2019-08-02 04:52:29.000000+00:00\"], \"session_ids\": [\"ebfce295-6bd1-404d-84eb-6212ab8c85f2\", \"793deeed-2bce-4bce-9202-0e0db01e7515\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.738}}, {\"99391\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-09-26 21:09:11.000000+00:00\", \"2023-06-07 15:31:55.000000+00:00\"], \"session_ids\": [\"5d925b52-92e5-4788-ad0c-3ddeb14182af\", \"61d9f692-c5e8-4fe2-8100-b404701b5a31\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 5.568}}, {\"86085\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-09-29 11:19:25.000000+00:00\", \"2020-04-18 03:23:56.000000+00:00\", \"2019-01-22 10:19:27.000000+00:00\", \"2019-03-03 11:25:41.000000+00:00\", \"2021-01-25 04:57:00.000000+00:00\"], \"session_ids\": [\"cb1053e4-8055-4e3d-9225-9a328bc4253a\", \"b731b260-1d85-4ac7-8d67-f04c46649dbb\", \"9b442662-6481-4ca8-a8e8-8a3526a69649\", \"02376563-b742-406e-9f40-6fb5a77b86a0\", \"048f2a78-f7a8-4bfc-a351-6263b3ae4752\"], \"total_duration\": 275.0, \"total_sessions\": 5, \"mean_week_duration\": 2.619}}, {\"29171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-14 22:43:15.000000+00:00\", \"2022-10-12 08:13:58.000000+00:00\"], \"session_ids\": [\"22d59d1f-983a-4355-b496-63a21140dc6f\", \"89969e25-8a06-45fe-9a1d-5824f7237318\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 2.231}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"59102\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-10 08:45:47.000000+00:00\", \"2020-06-06 18:53:29.000000+00:00\", \"2020-11-06 07:30:06.000000+00:00\", \"2019-02-08 13:15:23.000000+00:00\", \"2021-11-03 01:34:46.000000+00:00\"], \"session_ids\": [\"6311f18f-3e41-40d1-a95c-67e5af0c3e04\", \"728ee286-1ad6-4c9c-b8a1-6cfb9ed627a2\", \"03d9ff6f-6577-46a7-b57f-7198cbcc7797\", \"a325eaba-54ce-41a4-97ae-86ab9ffdca4e\", \"b45740d4-9a4d-432f-8d94-a6e71a62e91d\"], \"total_duration\": 2244.0, \"total_sessions\": 5, \"mean_week_duration\": 15.692}}, {\"88054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-11-23 00:58:45.000000+00:00\", \"2020-09-17 09:40:20.000000+00:00\", \"2020-11-23 13:35:07.000000+00:00\"], \"session_ids\": [\"7fe856df-c446-40a8-8aee-7b1807eb0e36\", \"576d7be3-0a7f-4e67-ab23-d627561efb70\", \"7120a7df-7101-4116-b7bb-7b70d4ffe9fc\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 4.2}}, {\"80040\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-25 00:43:17.000000+00:00\", \"2020-06-13 21:04:23.000000+00:00\", \"2023-03-07 17:05:38.000000+00:00\", \"2021-01-03 16:16:13.000000+00:00\", \"2021-05-30 22:12:19.000000+00:00\", \"2022-07-09 19:26:02.000000+00:00\"], \"session_ids\": [\"d2525250-5bec-45c6-bd83-1b8ce19a5528\", \"07f48a54-25aa-4bef-9b4f-3ba02ddc6fc1\", \"391045de-cf21-49ca-903e-8a09276d2c11\", \"276ef62b-d84e-4d08-85b7-3b3f0bf5dcd9\", \"350e3b4e-47da-40ec-adc6-313345354638\", \"0b7c3d4f-94a4-41b2-9eae-fba8dbad3609\"], \"total_duration\": 970.0, \"total_sessions\": 6, \"mean_week_duration\": 6.644}}, {\"70882\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-01-09 09:38:26.000000+00:00\", \"2020-12-22 20:12:37.000000+00:00\", \"2021-10-14 06:56:57.000000+00:00\", \"2022-11-09 03:45:35.000000+00:00\", \"2020-03-05 15:52:22.000000+00:00\"], \"session_ids\": [\"34f19fd6-ceb7-48c1-89d6-7b2803f3e3fe\", \"200cf3af-940d-49e7-85dd-641b34d9ed83\", \"8fca19b4-604d-4914-af26-dcf301b2605f\", \"a6814a9c-2153-4566-9452-4a086a33a624\", \"f323dcea-8401-4961-9e67-52e2694c5819\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.365}}, {\"43618\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-16 19:28:20.000000+00:00\", \"2020-04-22 22:43:32.000000+00:00\", \"2022-04-23 22:55:38.000000+00:00\"], \"session_ids\": [\"b2ac5154-7e0a-4189-adc1-64cacf8efe04\", \"9d63724c-b3eb-4eb4-83f2-7c5ddac2a3f8\", \"0edf1206-c0a4-45e7-87db-c0e487bd210d\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 3.169}}, {\"80399\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-16 18:14:31.000000+00:00\", \"2021-12-05 21:36:10.000000+00:00\", \"2019-02-03 14:29:28.000000+00:00\"], \"session_ids\": [\"7971ddca-fb8f-4a56-9f54-0ffffd67b60d\", \"d5e72f75-6f01-4969-93d6-83b963f88b4b\", \"2ffa14b7-92a1-4347-87b8-02cfae598ebe\"], \"total_duration\": 883.0, \"total_sessions\": 3, \"mean_week_duration\": 5.966}}]\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[{\"59102\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-06-10 08:45:47.000000+00:00\", \"2020-06-06 18:53:29.000000+00:00\", \"2020-11-06 07:30:06.000000+00:00\", \"2019-02-08 13:15:23.000000+00:00\", \"2021-11-03 01:34:46.000000+00:00\"], \"session_ids\": [\"6311f18f-3e41-40d1-a95c-67e5af0c3e04\", \"728ee286-1ad6-4c9c-b8a1-6cfb9ed627a2\", \"03d9ff6f-6577-46a7-b57f-7198cbcc7797\", \"a325eaba-54ce-41a4-97ae-86ab9ffdca4e\", \"b45740d4-9a4d-432f-8d94-a6e71a62e91d\"], \"total_duration\": 2244.0, \"total_sessions\": 5, \"mean_week_duration\": 15.692}}, {\"88054\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-11-23 00:58:45.000000+00:00\", \"2020-09-17 09:40:20.000000+00:00\", \"2020-11-23 13:35:07.000000+00:00\"], \"session_ids\": [\"7fe856df-c446-40a8-8aee-7b1807eb0e36\", \"576d7be3-0a7f-4e67-ab23-d627561efb70\", \"7120a7df-7101-4116-b7bb-7b70d4ffe9fc\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 4.2}}, {\"80040\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-25 00:43:17.000000+00:00\", \"2020-06-13 21:04:23.000000+00:00\", \"2023-03-07 17:05:38.000000+00:00\", \"2021-01-03 16:16:13.000000+00:00\", \"2021-05-30 22:12:19.000000+00:00\", \"2022-07-09 19:26:02.000000+00:00\"], \"session_ids\": [\"d2525250-5bec-45c6-bd83-1b8ce19a5528\", \"07f48a54-25aa-4bef-9b4f-3ba02ddc6fc1\", \"391045de-cf21-49ca-903e-8a09276d2c11\", \"276ef62b-d84e-4d08-85b7-3b3f0bf5dcd9\", \"350e3b4e-47da-40ec-adc6-313345354638\", \"0b7c3d4f-94a4-41b2-9eae-fba8dbad3609\"], \"total_duration\": 970.0, \"total_sessions\": 6, \"mean_week_duration\": 6.644}}, {\"70882\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-01-09 09:38:26.000000+00:00\", \"2020-12-22 20:12:37.000000+00:00\", \"2021-10-14 06:56:57.000000+00:00\", \"2022-11-09 03:45:35.000000+00:00\", \"2020-03-05 15:52:22.000000+00:00\"], \"session_ids\": [\"34f19fd6-ceb7-48c1-89d6-7b2803f3e3fe\", \"200cf3af-940d-49e7-85dd-641b34d9ed83\", \"8fca19b4-604d-4914-af26-dcf301b2605f\", \"a6814a9c-2153-4566-9452-4a086a33a624\", \"f323dcea-8401-4961-9e67-52e2694c5819\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.365}}, {\"43618\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-16 19:28:20.000000+00:00\", \"2020-04-22 22:43:32.000000+00:00\", \"2022-04-23 22:55:38.000000+00:00\"], \"session_ids\": [\"b2ac5154-7e0a-4189-adc1-64cacf8efe04\", \"9d63724c-b3eb-4eb4-83f2-7c5ddac2a3f8\", \"0edf1206-c0a4-45e7-87db-c0e487bd210d\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 3.169}}, {\"80399\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-16 18:14:31.000000+00:00\", \"2021-12-05 21:36:10.000000+00:00\", \"2019-02-03 14:29:28.000000+00:00\"], \"session_ids\": [\"7971ddca-fb8f-4a56-9f54-0ffffd67b60d\", \"d5e72f75-6f01-4969-93d6-83b963f88b4b\", \"2ffa14b7-92a1-4347-87b8-02cfae598ebe\"], \"total_duration\": 883.0, \"total_sessions\": 3, \"mean_week_duration\": 5.966}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about users whose sum of sessions is bigger than 3 and smaller than 7 and implement sorting by sessions summation 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{\"25525\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-25 06:31:50.000000+00:00\", \"2019-04-04 02:54:13.000000+00:00\", \"2020-12-27 08:33:57.000000+00:00\"], \"session_ids\": [\"4085d9d9-19c2-4ae1-9206-0af172dc61fd\", \"cd8f17f2-6545-4499-a9f5-ce669b98ed6e\", \"38f2526f-5db0-4b05-90dc-df1462b50d0e\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.022}, \"86632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-04 00:11:51.000000+00:00\", \"2020-07-31 10:31:53.000000+00:00\", \"2022-09-10 00:40:22.000000+00:00\", \"2019-02-09 23:55:27.000000+00:00\", \"2023-02-08 05:16:56.000000+00:00\", \"2019-02-26 23:33:13.000000+00:00\", \"2020-12-20 00:37:37.000000+00:00\", \"2021-01-23 03:09:35.000000+00:00\", \"2020-05-12 07:45:21.000000+00:00\"], \"session_ids\": [\"038f444c-d1b1-498e-843b-e3553b43f74c\", \"e16ac600-d130-4082-b22a-1d9667cc896a\", \"7e9f0d67-3110-468a-8941-606c91fd3273\", \"7c18dd4c-0afe-4e66-b1ff-8a9129f40587\", \"4067bf35-8305-46ec-8f40-702ded8a3f6d\", \"1425642c-8bc6-42e9-8162-c257dd9b495a\", \"b07ec7da-3302-4a3d-bbf3-80c3be902dbd\", \"ebf24ce5-3c04-43f9-a383-c2d238a01f4d\", \"3ebcf6f6-a5f7-4c4d-a1b1-7ffec2fde619\"], \"total_duration\": 188.0, \"total_sessions\": 9, \"mean_week_duration\": 0.887}, \"59122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-20 12:03:05.000000+00:00\", \"2022-07-18 17:13:41.000000+00:00\", \"2020-11-09 02:27:41.000000+00:00\", \"2023-05-27 06:40:04.000000+00:00\", \"2019-11-12 00:12:58.000000+00:00\", \"2022-10-17 00:19:28.000000+00:00\", \"2023-03-11 08:33:22.000000+00:00\", \"2022-01-27 03:53:12.000000+00:00\", \"2022-05-10 09:56:50.000000+00:00\", \"2022-11-04 09:28:07.000000+00:00\", \"2019-06-14 00:07:16.000000+00:00\"], \"session_ids\": [\"adb762fd-25fb-4e9d-b840-40a8e2d77dac\", \"12ef4c5e-83f1-4e07-ab13-4277f74389fe\", \"43c35c05-84a9-49d1-8cb2-9de46a0c4c43\", \"b573bbf4-8101-4c3c-9501-41408220dde6\", \"ad954adb-4152-4bf5-b6f0-620e7ea4af15\", \"302f7b7b-56a1-4b70-8530-79dc25c22493\", \"bdd38b87-0d2f-478a-a74d-a11b87f9623c\", \"75c794a7-3890-4055-a462-cae2411ff0e3\", \"8dcd3972-b9e7-4b5b-979d-2e39af912032\", \"0d4be3e0-d594-4e83-841f-8de8e06bf2f5\", \"3823d232-6bbe-426b-9c82-c12f282c4bc5\"], \"total_duration\": 522.0, \"total_sessions\": 11, \"mean_week_duration\": 2.522}, \"5323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-23 08:00:02.000000+00:00\", \"2021-12-31 10:59:37.000000+00:00\", \"2022-05-04 18:32:06.000000+00:00\", \"2022-03-06 10:55:22.000000+00:00\", \"2021-12-23 06:50:11.000000+00:00\", \"2023-03-26 20:21:49.000000+00:00\"], \"session_ids\": [\"bacf65c0-a617-40e6-a03d-33ef4fdf3527\", \"ee75fdf9-a8f0-4ac5-a9ba-bcba27b67e3e\", \"e8ab955c-28d8-4c3c-b66d-f1c6f7c1c449\", \"a76e2554-5d59-4267-9422-781be8d91bb5\", \"2366b403-54cd-46e6-bc8c-cb2ac5b4dc8a\", \"b786c38b-fe71-4546-96ac-e81add5004d1\"], \"total_duration\": 834.0, \"total_sessions\": 6, \"mean_week_duration\": 11.27}, \"19799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-03 22:57:34.000000+00:00\", \"2021-01-28 09:55:49.000000+00:00\"], \"session_ids\": [\"8d7a85ca-50b8-4492-92f3-28ebb23041ad\", \"a1dac729-1f7f-49e0-8d74-70d4a0cc2c52\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 11.235}, \"90620\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-10 05:43:50.000000+00:00\", \"2023-01-18 03:25:11.000000+00:00\"], \"session_ids\": [\"0cab69b2-8a52-40d0-82a2-68ff12eb5c3f\", \"44c8e2a2-ef5d-432a-bbe5-8ac75d03fced\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 17.812}, \"38789\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-02-03 02:13:00.000000+00:00\", \"2020-12-06 22:32:36.000000+00:00\"], \"session_ids\": [\"c174f8f6-1c5a-4e6e-b536-52b6a32be4fa\", \"245cbd8e-e915-4f55-b717-62c26c90d70f\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 8.444}, \"96452\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-02 02:48:40.000000+00:00\", \"2020-07-08 09:36:49.000000+00:00\"], \"session_ids\": [\"7c658b79-a6be-495f-ac46-3ee1193b9b5a\", \"a97ecbd1-4730-4e03-8de7-95e088184391\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 2.791}, \"9146\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-03-06 07:48:11.000000+00:00\", \"2021-09-23 14:35:08.000000+00:00\", \"2020-04-15 05:25:48.000000+00:00\", \"2020-04-11 15:40:38.000000+00:00\", \"2020-02-02 17:01:41.000000+00:00\", \"2022-07-28 14:26:51.000000+00:00\", \"2021-03-24 08:43:40.000000+00:00\", \"2023-01-27 00:04:26.000000+00:00\"], \"session_ids\": [\"0f6f032b-8f17-4f7c-87ce-fe8c20e62fba\", \"1fbb52c4-57bc-4566-8c15-afd0afb027b6\", \"7853b51b-0c04-409a-8f2c-9ac7d99b2451\", \"78b0a48f-c54f-4dd6-9c74-90c39abe1b19\", \"05fb198a-7f35-4f58-89ae-507f0f5c5c04\", \"9db775c7-0016-4b58-bbb1-1b22958b9d19\", \"75e0ad24-dc03-4e6f-87d3-b8a1ec46b072\", \"1e9a0532-93f0-401d-a779-262f8a71fa62\"], \"total_duration\": 9539.0, \"total_sessions\": 8, \"mean_week_duration\": 59.248}, \"6159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-01-26 03:39:59.000000+00:00\", \"2022-11-14 12:34:54.000000+00:00\"], \"session_ids\": [\"1af5c334-2268-4f1e-ac35-9cf398ca20d5\", \"894a1ffe-aeb2-49a3-aea4-a6100f94150a\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 1.265}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 3 and are equal or less than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25525\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-25 06:31:50.000000+00:00\", \"2019-04-04 02:54:13.000000+00:00\", \"2020-12-27 08:33:57.000000+00:00\"], \"session_ids\": [\"4085d9d9-19c2-4ae1-9206-0af172dc61fd\", \"cd8f17f2-6545-4499-a9f5-ce669b98ed6e\", \"38f2526f-5db0-4b05-90dc-df1462b50d0e\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.022}, \"5323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-23 08:00:02.000000+00:00\", \"2021-12-31 10:59:37.000000+00:00\", \"2022-05-04 18:32:06.000000+00:00\", \"2022-03-06 10:55:22.000000+00:00\", \"2021-12-23 06:50:11.000000+00:00\", \"2023-03-26 20:21:49.000000+00:00\"], \"session_ids\": [\"bacf65c0-a617-40e6-a03d-33ef4fdf3527\", \"ee75fdf9-a8f0-4ac5-a9ba-bcba27b67e3e\", \"e8ab955c-28d8-4c3c-b66d-f1c6f7c1c449\", \"a76e2554-5d59-4267-9422-781be8d91bb5\", \"2366b403-54cd-46e6-bc8c-cb2ac5b4dc8a\", \"b786c38b-fe71-4546-96ac-e81add5004d1\"], \"total_duration\": 834.0, \"total_sessions\": 6, \"mean_week_duration\": 11.27}}\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[{\"25525\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-25 06:31:50.000000+00:00\", \"2019-04-04 02:54:13.000000+00:00\", \"2020-12-27 08:33:57.000000+00:00\"], \"session_ids\": [\"4085d9d9-19c2-4ae1-9206-0af172dc61fd\", \"cd8f17f2-6545-4499-a9f5-ce669b98ed6e\", \"38f2526f-5db0-4b05-90dc-df1462b50d0e\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.022}}, {\"5323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-23 08:00:02.000000+00:00\", \"2021-12-31 10:59:37.000000+00:00\", \"2022-05-04 18:32:06.000000+00:00\", \"2022-03-06 10:55:22.000000+00:00\", \"2021-12-23 06:50:11.000000+00:00\", \"2023-03-26 20:21:49.000000+00:00\"], \"session_ids\": [\"bacf65c0-a617-40e6-a03d-33ef4fdf3527\", \"ee75fdf9-a8f0-4ac5-a9ba-bcba27b67e3e\", \"e8ab955c-28d8-4c3c-b66d-f1c6f7c1c449\", \"a76e2554-5d59-4267-9422-781be8d91bb5\", \"2366b403-54cd-46e6-bc8c-cb2ac5b4dc8a\", \"b786c38b-fe71-4546-96ac-e81add5004d1\"], \"total_duration\": 834.0, \"total_sessions\": 6, \"mean_week_duration\": 11.27}}]\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[{\"25525\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-25 06:31:50.000000+00:00\", \"2019-04-04 02:54:13.000000+00:00\", \"2020-12-27 08:33:57.000000+00:00\"], \"session_ids\": [\"4085d9d9-19c2-4ae1-9206-0af172dc61fd\", \"cd8f17f2-6545-4499-a9f5-ce669b98ed6e\", \"38f2526f-5db0-4b05-90dc-df1462b50d0e\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.022}}, {\"5323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-23 08:00:02.000000+00:00\", \"2021-12-31 10:59:37.000000+00:00\", \"2022-05-04 18:32:06.000000+00:00\", \"2022-03-06 10:55:22.000000+00:00\", \"2021-12-23 06:50:11.000000+00:00\", \"2023-03-26 20:21:49.000000+00:00\"], \"session_ids\": [\"bacf65c0-a617-40e6-a03d-33ef4fdf3527\", \"ee75fdf9-a8f0-4ac5-a9ba-bcba27b67e3e\", \"e8ab955c-28d8-4c3c-b66d-f1c6f7c1c449\", \"a76e2554-5d59-4267-9422-781be8d91bb5\", \"2366b403-54cd-46e6-bc8c-cb2ac5b4dc8a\", \"b786c38b-fe71-4546-96ac-e81add5004d1\"], \"total_duration\": 834.0, \"total_sessions\": 6, \"mean_week_duration\": 11.27}}]\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 5 users with a total duration that is higher than 3143 and lower than 1061 , moreover do sorting by time in app per week 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{\"27759\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-02 22:32:15.000000+00:00\", \"2020-12-31 02:28:39.000000+00:00\"], \"session_ids\": [\"82d1864d-4115-4796-8c92-037ffaf8b565\", \"2c7eb74c-d93c-44b1-b5d7-d02a950d8f52\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 3.906}, \"66811\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-07 20:29:40.000000+00:00\", \"2019-06-14 22:56:36.000000+00:00\"], \"session_ids\": [\"c615a627-53cf-4632-92da-263c8f5af7c5\", \"78d2f41e-cfdd-4712-a2fb-edf323534ddf\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 2.231}, \"51868\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-19 23:18:59.000000+00:00\", \"2021-06-18 13:20:14.000000+00:00\", \"2021-08-14 14:04:02.000000+00:00\", \"2023-04-25 03:04:47.000000+00:00\", \"2023-01-04 22:18:54.000000+00:00\", \"2020-08-15 08:22:30.000000+00:00\"], \"session_ids\": [\"8ea59a71-00c0-40cb-ad2a-aa984943d326\", \"5b44e3d1-4ba6-4cd1-b485-a2e39f8efd12\", \"e38225ba-ab9e-4aee-9f89-17edd9a067ac\", \"d7b7098e-910d-41d3-8481-de9de9a631b2\", \"4f49f192-3153-44e3-a130-aad684137e41\", \"ee1790a5-046d-454a-9deb-d54467f71753\"], \"total_duration\": 3519.0, \"total_sessions\": 6, \"mean_week_duration\": 24.957}, \"54137\": {\"keyflows\": {\"Sign In Flow\": 13, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-03 02:02:37.000000+00:00\", \"2019-02-10 13:03:03.000000+00:00\", \"2022-06-27 18:15:24.000000+00:00\", \"2021-03-27 04:05:48.000000+00:00\", \"2021-11-23 11:38:22.000000+00:00\", \"2022-08-21 23:14:23.000000+00:00\"], \"session_ids\": [\"93d8b9d0-5620-41f1-9ba8-c30374308b0c\", \"ca59fce1-9dc7-4a78-a022-55f184b56cc9\", \"36a25de0-8862-4761-a30a-4f7a8e9cc0dc\", \"48270b82-6ff3-4eb1-9fc6-2c9fd9268602\", \"f6d04077-1bc4-4f76-be0c-2e56dc893240\", \"1da6049a-3c1a-41b6-be50-c25d9942796b\"], \"total_duration\": 78.0, \"total_sessions\": 6, \"mean_week_duration\": 0.424}, \"23170\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 9, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-09 00:58:47.000000+00:00\", \"2021-03-15 00:22:09.000000+00:00\", \"2020-04-30 12:58:21.000000+00:00\", \"2021-04-02 09:26:47.000000+00:00\", \"2022-06-15 02:17:30.000000+00:00\"], \"session_ids\": [\"36439c7a-b924-42d4-a522-be95fbf6446b\", \"95090d79-2831-4414-9c52-bce7f13fe6d0\", \"e400d114-e6ee-46ab-a376-bc5b0b009dbb\", \"7f5e8d52-de59-42f6-a7f0-45059794484c\", \"bb1c84f1-268d-42ef-abd0-f813dad94888\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.255}, \"50311\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-22 23:21:15.000000+00:00\", \"2021-07-02 17:15:29.000000+00:00\"], \"session_ids\": [\"60534c16-6fe3-4262-a0af-1b16a555ee82\", \"9c021ea0-060c-4a52-b254-d3693d44ecac\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}, \"96658\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-06-03 03:47:19.000000+00:00\", \"2022-04-14 16:27:11.000000+00:00\", \"2020-03-07 06:20:57.000000+00:00\", \"2020-03-23 18:26:54.000000+00:00\", \"2021-07-26 04:57:41.000000+00:00\", \"2021-10-19 13:51:09.000000+00:00\", \"2020-01-20 02:18:13.000000+00:00\", \"2020-05-24 04:40:16.000000+00:00\", \"2019-03-09 19:23:33.000000+00:00\"], \"session_ids\": [\"129146c9-97cb-45ff-8067-79c9686bae63\", \"aaaf42c7-eff9-4ebe-b670-bee23fe52a04\", \"3de32cce-a441-44d8-8ebd-732cc74c5dc5\", \"f7ca8628-24c3-47d2-8b02-5e2a741dcf8f\", \"a1514b1a-29b8-48a7-b689-2a8245378f18\", \"af2c9990-5f80-45f1-bd27-cc51fffc353d\", \"0c08c85e-1b93-4bd3-a218-6f3d9bb8459b\", \"0bd0b78d-c0b0-4f5a-8418-26a9bc189be2\", \"f898ef25-c282-4018-929f-eb4e31c0eacd\"], \"total_duration\": 2635.0, \"total_sessions\": 9, \"mean_week_duration\": 16.265}, \"83009\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-24 06:46:50.000000+00:00\", \"2023-05-09 23:17:14.000000+00:00\", \"2019-05-23 02:01:44.000000+00:00\", \"2019-11-14 19:13:36.000000+00:00\", \"2022-09-09 22:50:32.000000+00:00\", \"2023-05-28 05:52:06.000000+00:00\", \"2021-09-29 20:43:44.000000+00:00\", \"2022-09-27 10:37:53.000000+00:00\"], \"session_ids\": [\"e4a59602-58c7-4901-9314-cbe7fbbce09e\", \"6d897e74-5bf9-460a-bddb-5c94abc26dc3\", \"3571bbca-7788-46b7-b29b-f9ac4e127b04\", \"cb29d804-eed2-46ca-a4bb-811f8cfc7af9\", \"3d5a610b-fe4e-446b-ba1f-6b076aa2ee9e\", \"69673c7e-2c0a-439e-be9e-6e13235ddd3c\", \"cc0e2ae9-f16e-4b0d-95f2-bc60ccb1c9f7\", \"5bbaaea6-1552-4542-a27b-05131a6737d7\"], \"total_duration\": 1914.0, \"total_sessions\": 8, \"mean_week_duration\": 9.114}, \"11347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-27 17:27:23.000000+00:00\", \"2020-03-08 05:26:55.000000+00:00\"], \"session_ids\": [\"12ff1b86-62e2-4dde-8dc0-1484d5cdf533\", \"d93fe31c-651a-492d-ac1d-13488a0608d3\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 3.109}, \"12743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-01-23 08:19:37.000000+00:00\", \"2022-11-25 22:30:09.000000+00:00\", \"2020-04-30 09:52:59.000000+00:00\", \"2019-05-23 04:00:23.000000+00:00\", \"2019-09-10 21:07:02.000000+00:00\", \"2019-07-02 20:19:26.000000+00:00\", \"2020-08-15 22:57:55.000000+00:00\", \"2021-01-06 22:40:50.000000+00:00\", \"2021-05-27 08:06:22.000000+00:00\", \"2022-12-07 12:34:56.000000+00:00\"], \"session_ids\": [\"f8fc11b2-a7ae-4c46-807f-b27d0a526c8d\", \"533f8049-6529-4ab8-95ae-f9a32f54cbe4\", \"e4588e5b-554c-4a11-af3d-a4f76782ba72\", \"618f2592-47f5-4153-9187-1cd380655941\", \"02c38f0a-1d3d-4aed-b603-3afc4b162114\", \"64b39298-7b1c-4e2c-aad3-bd1aaaf5b9ad\", \"2b02707b-ce53-4395-aa18-6a8ecb880256\", \"e19a8f1b-433a-4060-be0c-78d6bee9aa44\", \"9c0b6632-a6a5-4df2-821b-a1b5e1f58cc1\", \"c1f98cba-137d-45a1-a16d-505012c436c6\"], \"total_duration\": 11074.0, \"total_sessions\": 10, \"mean_week_duration\": 59.859}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 1061 and are equal or greater than 3143" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1061, 3143]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27759\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-02 22:32:15.000000+00:00\", \"2020-12-31 02:28:39.000000+00:00\"], \"session_ids\": [\"82d1864d-4115-4796-8c92-037ffaf8b565\", \"2c7eb74c-d93c-44b1-b5d7-d02a950d8f52\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 3.906}, \"66811\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-07 20:29:40.000000+00:00\", \"2019-06-14 22:56:36.000000+00:00\"], \"session_ids\": [\"c615a627-53cf-4632-92da-263c8f5af7c5\", \"78d2f41e-cfdd-4712-a2fb-edf323534ddf\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 2.231}, \"54137\": {\"keyflows\": {\"Sign In Flow\": 13, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-03 02:02:37.000000+00:00\", \"2019-02-10 13:03:03.000000+00:00\", \"2022-06-27 18:15:24.000000+00:00\", \"2021-03-27 04:05:48.000000+00:00\", \"2021-11-23 11:38:22.000000+00:00\", \"2022-08-21 23:14:23.000000+00:00\"], \"session_ids\": [\"93d8b9d0-5620-41f1-9ba8-c30374308b0c\", \"ca59fce1-9dc7-4a78-a022-55f184b56cc9\", \"36a25de0-8862-4761-a30a-4f7a8e9cc0dc\", \"48270b82-6ff3-4eb1-9fc6-2c9fd9268602\", \"f6d04077-1bc4-4f76-be0c-2e56dc893240\", \"1da6049a-3c1a-41b6-be50-c25d9942796b\"], \"total_duration\": 78.0, \"total_sessions\": 6, \"mean_week_duration\": 0.424}, \"23170\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 9, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-09 00:58:47.000000+00:00\", \"2021-03-15 00:22:09.000000+00:00\", \"2020-04-30 12:58:21.000000+00:00\", \"2021-04-02 09:26:47.000000+00:00\", \"2022-06-15 02:17:30.000000+00:00\"], \"session_ids\": [\"36439c7a-b924-42d4-a522-be95fbf6446b\", \"95090d79-2831-4414-9c52-bce7f13fe6d0\", \"e400d114-e6ee-46ab-a376-bc5b0b009dbb\", \"7f5e8d52-de59-42f6-a7f0-45059794484c\", \"bb1c84f1-268d-42ef-abd0-f813dad94888\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.255}, \"50311\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-22 23:21:15.000000+00:00\", \"2021-07-02 17:15:29.000000+00:00\"], \"session_ids\": [\"60534c16-6fe3-4262-a0af-1b16a555ee82\", \"9c021ea0-060c-4a52-b254-d3693d44ecac\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}, \"11347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-27 17:27:23.000000+00:00\", \"2020-03-08 05:26:55.000000+00:00\"], \"session_ids\": [\"12ff1b86-62e2-4dde-8dc0-1484d5cdf533\", \"d93fe31c-651a-492d-ac1d-13488a0608d3\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 3.109}, \"51868\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-19 23:18:59.000000+00:00\", \"2021-06-18 13:20:14.000000+00:00\", \"2021-08-14 14:04:02.000000+00:00\", \"2023-04-25 03:04:47.000000+00:00\", \"2023-01-04 22:18:54.000000+00:00\", \"2020-08-15 08:22:30.000000+00:00\"], \"session_ids\": [\"8ea59a71-00c0-40cb-ad2a-aa984943d326\", \"5b44e3d1-4ba6-4cd1-b485-a2e39f8efd12\", \"e38225ba-ab9e-4aee-9f89-17edd9a067ac\", \"d7b7098e-910d-41d3-8481-de9de9a631b2\", \"4f49f192-3153-44e3-a130-aad684137e41\", \"ee1790a5-046d-454a-9deb-d54467f71753\"], \"total_duration\": 3519.0, \"total_sessions\": 6, \"mean_week_duration\": 24.957}, \"12743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-01-23 08:19:37.000000+00:00\", \"2022-11-25 22:30:09.000000+00:00\", \"2020-04-30 09:52:59.000000+00:00\", \"2019-05-23 04:00:23.000000+00:00\", \"2019-09-10 21:07:02.000000+00:00\", \"2019-07-02 20:19:26.000000+00:00\", \"2020-08-15 22:57:55.000000+00:00\", \"2021-01-06 22:40:50.000000+00:00\", \"2021-05-27 08:06:22.000000+00:00\", \"2022-12-07 12:34:56.000000+00:00\"], \"session_ids\": [\"f8fc11b2-a7ae-4c46-807f-b27d0a526c8d\", \"533f8049-6529-4ab8-95ae-f9a32f54cbe4\", \"e4588e5b-554c-4a11-af3d-a4f76782ba72\", \"618f2592-47f5-4153-9187-1cd380655941\", \"02c38f0a-1d3d-4aed-b603-3afc4b162114\", \"64b39298-7b1c-4e2c-aad3-bd1aaaf5b9ad\", \"2b02707b-ce53-4395-aa18-6a8ecb880256\", \"e19a8f1b-433a-4060-be0c-78d6bee9aa44\", \"9c0b6632-a6a5-4df2-821b-a1b5e1f58cc1\", \"c1f98cba-137d-45a1-a16d-505012c436c6\"], \"total_duration\": 11074.0, \"total_sessions\": 10, \"mean_week_duration\": 59.859}}\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[{\"23170\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 9, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-09 00:58:47.000000+00:00\", \"2021-03-15 00:22:09.000000+00:00\", \"2020-04-30 12:58:21.000000+00:00\", \"2021-04-02 09:26:47.000000+00:00\", \"2022-06-15 02:17:30.000000+00:00\"], \"session_ids\": [\"36439c7a-b924-42d4-a522-be95fbf6446b\", \"95090d79-2831-4414-9c52-bce7f13fe6d0\", \"e400d114-e6ee-46ab-a376-bc5b0b009dbb\", \"7f5e8d52-de59-42f6-a7f0-45059794484c\", \"bb1c84f1-268d-42ef-abd0-f813dad94888\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.255}}, {\"54137\": {\"keyflows\": {\"Sign In Flow\": 13, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-03 02:02:37.000000+00:00\", \"2019-02-10 13:03:03.000000+00:00\", \"2022-06-27 18:15:24.000000+00:00\", \"2021-03-27 04:05:48.000000+00:00\", \"2021-11-23 11:38:22.000000+00:00\", \"2022-08-21 23:14:23.000000+00:00\"], \"session_ids\": [\"93d8b9d0-5620-41f1-9ba8-c30374308b0c\", \"ca59fce1-9dc7-4a78-a022-55f184b56cc9\", \"36a25de0-8862-4761-a30a-4f7a8e9cc0dc\", \"48270b82-6ff3-4eb1-9fc6-2c9fd9268602\", \"f6d04077-1bc4-4f76-be0c-2e56dc893240\", \"1da6049a-3c1a-41b6-be50-c25d9942796b\"], \"total_duration\": 78.0, \"total_sessions\": 6, \"mean_week_duration\": 0.424}}, {\"50311\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-22 23:21:15.000000+00:00\", \"2021-07-02 17:15:29.000000+00:00\"], \"session_ids\": [\"60534c16-6fe3-4262-a0af-1b16a555ee82\", \"9c021ea0-060c-4a52-b254-d3693d44ecac\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}}, {\"66811\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-07 20:29:40.000000+00:00\", \"2019-06-14 22:56:36.000000+00:00\"], \"session_ids\": [\"c615a627-53cf-4632-92da-263c8f5af7c5\", \"78d2f41e-cfdd-4712-a2fb-edf323534ddf\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 2.231}}, {\"11347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-27 17:27:23.000000+00:00\", \"2020-03-08 05:26:55.000000+00:00\"], \"session_ids\": [\"12ff1b86-62e2-4dde-8dc0-1484d5cdf533\", \"d93fe31c-651a-492d-ac1d-13488a0608d3\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 3.109}}, {\"27759\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-02 22:32:15.000000+00:00\", \"2020-12-31 02:28:39.000000+00:00\"], \"session_ids\": [\"82d1864d-4115-4796-8c92-037ffaf8b565\", \"2c7eb74c-d93c-44b1-b5d7-d02a950d8f52\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 3.906}}, {\"51868\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-19 23:18:59.000000+00:00\", \"2021-06-18 13:20:14.000000+00:00\", \"2021-08-14 14:04:02.000000+00:00\", \"2023-04-25 03:04:47.000000+00:00\", \"2023-01-04 22:18:54.000000+00:00\", \"2020-08-15 08:22:30.000000+00:00\"], \"session_ids\": [\"8ea59a71-00c0-40cb-ad2a-aa984943d326\", \"5b44e3d1-4ba6-4cd1-b485-a2e39f8efd12\", \"e38225ba-ab9e-4aee-9f89-17edd9a067ac\", \"d7b7098e-910d-41d3-8481-de9de9a631b2\", \"4f49f192-3153-44e3-a130-aad684137e41\", \"ee1790a5-046d-454a-9deb-d54467f71753\"], \"total_duration\": 3519.0, \"total_sessions\": 6, \"mean_week_duration\": 24.957}}, {\"12743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-01-23 08:19:37.000000+00:00\", \"2022-11-25 22:30:09.000000+00:00\", \"2020-04-30 09:52:59.000000+00:00\", \"2019-05-23 04:00:23.000000+00:00\", \"2019-09-10 21:07:02.000000+00:00\", \"2019-07-02 20:19:26.000000+00:00\", \"2020-08-15 22:57:55.000000+00:00\", \"2021-01-06 22:40:50.000000+00:00\", \"2021-05-27 08:06:22.000000+00:00\", \"2022-12-07 12:34:56.000000+00:00\"], \"session_ids\": [\"f8fc11b2-a7ae-4c46-807f-b27d0a526c8d\", \"533f8049-6529-4ab8-95ae-f9a32f54cbe4\", \"e4588e5b-554c-4a11-af3d-a4f76782ba72\", \"618f2592-47f5-4153-9187-1cd380655941\", \"02c38f0a-1d3d-4aed-b603-3afc4b162114\", \"64b39298-7b1c-4e2c-aad3-bd1aaaf5b9ad\", \"2b02707b-ce53-4395-aa18-6a8ecb880256\", \"e19a8f1b-433a-4060-be0c-78d6bee9aa44\", \"9c0b6632-a6a5-4df2-821b-a1b5e1f58cc1\", \"c1f98cba-137d-45a1-a16d-505012c436c6\"], \"total_duration\": 11074.0, \"total_sessions\": 10, \"mean_week_duration\": 59.859}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 5 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"23170\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 9, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-09 00:58:47.000000+00:00\", \"2021-03-15 00:22:09.000000+00:00\", \"2020-04-30 12:58:21.000000+00:00\", \"2021-04-02 09:26:47.000000+00:00\", \"2022-06-15 02:17:30.000000+00:00\"], \"session_ids\": [\"36439c7a-b924-42d4-a522-be95fbf6446b\", \"95090d79-2831-4414-9c52-bce7f13fe6d0\", \"e400d114-e6ee-46ab-a376-bc5b0b009dbb\", \"7f5e8d52-de59-42f6-a7f0-45059794484c\", \"bb1c84f1-268d-42ef-abd0-f813dad94888\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.255}}, {\"54137\": {\"keyflows\": {\"Sign In Flow\": 13, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-03 02:02:37.000000+00:00\", \"2019-02-10 13:03:03.000000+00:00\", \"2022-06-27 18:15:24.000000+00:00\", \"2021-03-27 04:05:48.000000+00:00\", \"2021-11-23 11:38:22.000000+00:00\", \"2022-08-21 23:14:23.000000+00:00\"], \"session_ids\": [\"93d8b9d0-5620-41f1-9ba8-c30374308b0c\", \"ca59fce1-9dc7-4a78-a022-55f184b56cc9\", \"36a25de0-8862-4761-a30a-4f7a8e9cc0dc\", \"48270b82-6ff3-4eb1-9fc6-2c9fd9268602\", \"f6d04077-1bc4-4f76-be0c-2e56dc893240\", \"1da6049a-3c1a-41b6-be50-c25d9942796b\"], \"total_duration\": 78.0, \"total_sessions\": 6, \"mean_week_duration\": 0.424}}, {\"50311\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-22 23:21:15.000000+00:00\", \"2021-07-02 17:15:29.000000+00:00\"], \"session_ids\": [\"60534c16-6fe3-4262-a0af-1b16a555ee82\", \"9c021ea0-060c-4a52-b254-d3693d44ecac\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}}, {\"66811\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-07 20:29:40.000000+00:00\", \"2019-06-14 22:56:36.000000+00:00\"], \"session_ids\": [\"c615a627-53cf-4632-92da-263c8f5af7c5\", \"78d2f41e-cfdd-4712-a2fb-edf323534ddf\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 2.231}}, {\"11347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-27 17:27:23.000000+00:00\", \"2020-03-08 05:26:55.000000+00:00\"], \"session_ids\": [\"12ff1b86-62e2-4dde-8dc0-1484d5cdf533\", \"d93fe31c-651a-492d-ac1d-13488a0608d3\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 3.109}}]\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[{\"23170\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 9, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-09 00:58:47.000000+00:00\", \"2021-03-15 00:22:09.000000+00:00\", \"2020-04-30 12:58:21.000000+00:00\", \"2021-04-02 09:26:47.000000+00:00\", \"2022-06-15 02:17:30.000000+00:00\"], \"session_ids\": [\"36439c7a-b924-42d4-a522-be95fbf6446b\", \"95090d79-2831-4414-9c52-bce7f13fe6d0\", \"e400d114-e6ee-46ab-a376-bc5b0b009dbb\", \"7f5e8d52-de59-42f6-a7f0-45059794484c\", \"bb1c84f1-268d-42ef-abd0-f813dad94888\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.255}}, {\"54137\": {\"keyflows\": {\"Sign In Flow\": 13, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-03 02:02:37.000000+00:00\", \"2019-02-10 13:03:03.000000+00:00\", \"2022-06-27 18:15:24.000000+00:00\", \"2021-03-27 04:05:48.000000+00:00\", \"2021-11-23 11:38:22.000000+00:00\", \"2022-08-21 23:14:23.000000+00:00\"], \"session_ids\": [\"93d8b9d0-5620-41f1-9ba8-c30374308b0c\", \"ca59fce1-9dc7-4a78-a022-55f184b56cc9\", \"36a25de0-8862-4761-a30a-4f7a8e9cc0dc\", \"48270b82-6ff3-4eb1-9fc6-2c9fd9268602\", \"f6d04077-1bc4-4f76-be0c-2e56dc893240\", \"1da6049a-3c1a-41b6-be50-c25d9942796b\"], \"total_duration\": 78.0, \"total_sessions\": 6, \"mean_week_duration\": 0.424}}, {\"50311\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-22 23:21:15.000000+00:00\", \"2021-07-02 17:15:29.000000+00:00\"], \"session_ids\": [\"60534c16-6fe3-4262-a0af-1b16a555ee82\", \"9c021ea0-060c-4a52-b254-d3693d44ecac\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.463}}, {\"66811\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-07 20:29:40.000000+00:00\", \"2019-06-14 22:56:36.000000+00:00\"], \"session_ids\": [\"c615a627-53cf-4632-92da-263c8f5af7c5\", \"78d2f41e-cfdd-4712-a2fb-edf323534ddf\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 2.231}}, {\"11347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-27 17:27:23.000000+00:00\", \"2020-03-08 05:26:55.000000+00:00\"], \"session_ids\": [\"12ff1b86-62e2-4dde-8dc0-1484d5cdf533\", \"d93fe31c-651a-492d-ac1d-13488a0608d3\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 3.109}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 7 users whose total sessoins count exceeds 5 while staying below 2, exclusive 5 + apply sorting by overall quantity of sessions 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{\"76581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-22 05:41:11.000000+00:00\", \"2022-08-04 18:44:37.000000+00:00\", \"2020-09-03 19:05:15.000000+00:00\", \"2022-12-20 19:10:47.000000+00:00\", \"2021-07-05 10:19:39.000000+00:00\", \"2022-05-17 01:09:35.000000+00:00\"], \"session_ids\": [\"46805737-7b43-4cff-951b-ef3243f11424\", \"1cc49c31-dd7b-41cd-b938-f2c4511d7a70\", \"439a3285-a8db-4309-9037-9778bfeb79a5\", \"4cb5767b-3914-4787-8b7e-478efc74c446\", \"53343f79-2230-4526-9cbd-fed87cf95908\", \"0c129d17-a718-4b5c-9ff3-7769d3751124\"], \"total_duration\": 228.0, \"total_sessions\": 6, \"mean_week_duration\": 1.606}, \"24281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-08 13:35:29.000000+00:00\", \"2021-02-14 11:35:06.000000+00:00\"], \"session_ids\": [\"265aaa78-1f8a-4357-8fcd-8f41942a7f0f\", \"1024a5fb-7f7f-4c2c-8425-e03b67593839\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}, \"11545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 19:38:42.000000+00:00\", \"2021-12-12 11:43:15.000000+00:00\"], \"session_ids\": [\"7c3a3cd9-b6d8-4b6a-8da9-679011d36d25\", \"0dce0c79-ef61-4873-8d59-fe21f15f7058\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 9.121}, \"12841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-30 06:24:40.000000+00:00\", \"2023-05-19 14:03:09.000000+00:00\"], \"session_ids\": [\"efe8d3ac-12d8-4a02-a377-264dcd619e7a\", \"bcc65718-012a-4867-b71d-97922137f9ce\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.535}, \"90462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-06 12:37:10.000000+00:00\", \"2020-06-19 09:26:17.000000+00:00\", \"2019-05-01 10:41:46.000000+00:00\", \"2023-02-01 19:45:47.000000+00:00\", \"2019-08-24 05:35:22.000000+00:00\", \"2022-03-23 05:56:47.000000+00:00\", \"2019-04-26 13:51:58.000000+00:00\", \"2019-06-06 06:00:37.000000+00:00\", \"2019-11-11 19:47:10.000000+00:00\", \"2020-07-23 23:22:57.000000+00:00\"], \"session_ids\": [\"8dca0224-32d1-406f-89e4-fdb79bf9cddc\", \"e4e70761-6c24-4773-9dcf-8eb5cf33dd6d\", \"1a1897e7-f019-4301-97ca-ecc341c68e05\", \"c229f416-01bf-4918-8cab-59197160751b\", \"37771a32-6f50-4ffe-90ca-67dccefbf537\", \"fd51c92e-90ee-49d3-8943-9c4a56d3036c\", \"785c25aa-9c2a-4331-a76c-3c5b73f31445\", \"0477a24d-f971-4362-9648-ba41b85cee9e\", \"d644b08f-27ce-4938-a628-5ce3c9db1252\", \"073ae2e5-be97-4b30-bd46-52058505b052\"], \"total_duration\": 2109.0, \"total_sessions\": 10, \"mean_week_duration\": 10.706}, \"40426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-18 16:50:35.000000+00:00\", \"2023-04-03 04:29:41.000000+00:00\", \"2022-11-17 16:58:00.000000+00:00\"], \"session_ids\": [\"6a25a3d7-2956-4e37-b47e-22f87ea30eec\", \"6347d88c-4a8e-4ae2-9eff-fc3ddcdc410f\", \"68c8cfc2-9f6b-4d9f-8b44-c02ea3de2c50\"], \"total_duration\": 100.0, \"total_sessions\": 3, \"mean_week_duration\": 0.781}, \"91935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-10-25 23:15:53.000000+00:00\", \"2019-07-30 13:54:41.000000+00:00\", \"2023-03-11 20:40:19.000000+00:00\", \"2019-01-09 22:31:24.000000+00:00\"], \"session_ids\": [\"3922c8d1-090b-4f5d-8eee-3014339bd4f3\", \"e0951ca9-c2e0-485d-939d-2b34d14a577a\", \"738f0f70-b187-405d-b815-c0dc7b7701b4\", \"e8ddeea2-9e31-446e-aff2-80dc7341bbf4\"], \"total_duration\": 1096.0, \"total_sessions\": 4, \"mean_week_duration\": 5.028}, \"73526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-03 07:03:18.000000+00:00\", \"2021-03-07 09:50:37.000000+00:00\", \"2021-08-27 21:18:07.000000+00:00\", \"2021-12-20 22:57:11.000000+00:00\"], \"session_ids\": [\"3f9cdbe2-75d9-4f4e-8c77-0d6acba639bc\", \"250f0a5e-256e-4b47-9047-8c800e43a8dc\", \"2fbfb66f-830f-457e-8ef3-f7c0eaa187ed\", \"347245d4-87d5-41e3-a09a-2bab274a3e79\"], \"total_duration\": 1493.0, \"total_sessions\": 4, \"mean_week_duration\": 17.161}, \"98119\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-08 17:23:47.000000+00:00\", \"2019-01-20 21:10:14.000000+00:00\", \"2020-07-04 07:03:18.000000+00:00\"], \"session_ids\": [\"c49bc2ce-ee19-4dbd-853c-dbc4f6da1652\", \"a9705991-6bdb-439c-b7be-0b1bf65a3d23\", \"0e2bcaa7-8bc6-4877-b4cb-e6a7439ea584\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.632}, \"16724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-24 10:04:05.000000+00:00\", \"2022-06-26 01:41:18.000000+00:00\", \"2020-06-13 00:19:02.000000+00:00\", \"2022-09-12 02:39:55.000000+00:00\", \"2022-03-20 20:11:46.000000+00:00\", \"2019-10-18 04:29:59.000000+00:00\", \"2023-03-18 08:12:55.000000+00:00\", \"2020-12-23 15:18:27.000000+00:00\", \"2020-04-10 20:28:24.000000+00:00\"], \"session_ids\": [\"5303aaf7-291c-4edb-bd5e-b2898dabe4c3\", \"d9085505-47e9-4a90-a0b3-37d82764167f\", \"ba0b63a6-e2ac-4b50-883d-92b0156bc9d8\", \"4cd514e7-7d22-453e-a701-59283b987765\", \"c56cbe8b-fc7f-44c2-a0dc-283780d3b60c\", \"9c762b7e-f9d9-4ae7-bbcd-3ed2361bbca6\", \"aecab85e-a8f6-40be-a4a9-91c0dd6107c1\", \"9ab5a897-a0ac-4a73-9dd2-d7b50b0e839b\", \"a6fe0bd4-e3ae-4207-9381-839563388b9a\"], \"total_duration\": 481.0, \"total_sessions\": 9, \"mean_week_duration\": 2.687}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 2 and are greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"24281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-08 13:35:29.000000+00:00\", \"2021-02-14 11:35:06.000000+00:00\"], \"session_ids\": [\"265aaa78-1f8a-4357-8fcd-8f41942a7f0f\", \"1024a5fb-7f7f-4c2c-8425-e03b67593839\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}, \"11545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 19:38:42.000000+00:00\", \"2021-12-12 11:43:15.000000+00:00\"], \"session_ids\": [\"7c3a3cd9-b6d8-4b6a-8da9-679011d36d25\", \"0dce0c79-ef61-4873-8d59-fe21f15f7058\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 9.121}, \"12841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-30 06:24:40.000000+00:00\", \"2023-05-19 14:03:09.000000+00:00\"], \"session_ids\": [\"efe8d3ac-12d8-4a02-a377-264dcd619e7a\", \"bcc65718-012a-4867-b71d-97922137f9ce\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.535}, \"76581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-22 05:41:11.000000+00:00\", \"2022-08-04 18:44:37.000000+00:00\", \"2020-09-03 19:05:15.000000+00:00\", \"2022-12-20 19:10:47.000000+00:00\", \"2021-07-05 10:19:39.000000+00:00\", \"2022-05-17 01:09:35.000000+00:00\"], \"session_ids\": [\"46805737-7b43-4cff-951b-ef3243f11424\", \"1cc49c31-dd7b-41cd-b938-f2c4511d7a70\", \"439a3285-a8db-4309-9037-9778bfeb79a5\", \"4cb5767b-3914-4787-8b7e-478efc74c446\", \"53343f79-2230-4526-9cbd-fed87cf95908\", \"0c129d17-a718-4b5c-9ff3-7769d3751124\"], \"total_duration\": 228.0, \"total_sessions\": 6, \"mean_week_duration\": 1.606}, \"90462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-06 12:37:10.000000+00:00\", \"2020-06-19 09:26:17.000000+00:00\", \"2019-05-01 10:41:46.000000+00:00\", \"2023-02-01 19:45:47.000000+00:00\", \"2019-08-24 05:35:22.000000+00:00\", \"2022-03-23 05:56:47.000000+00:00\", \"2019-04-26 13:51:58.000000+00:00\", \"2019-06-06 06:00:37.000000+00:00\", \"2019-11-11 19:47:10.000000+00:00\", \"2020-07-23 23:22:57.000000+00:00\"], \"session_ids\": [\"8dca0224-32d1-406f-89e4-fdb79bf9cddc\", \"e4e70761-6c24-4773-9dcf-8eb5cf33dd6d\", \"1a1897e7-f019-4301-97ca-ecc341c68e05\", \"c229f416-01bf-4918-8cab-59197160751b\", \"37771a32-6f50-4ffe-90ca-67dccefbf537\", \"fd51c92e-90ee-49d3-8943-9c4a56d3036c\", \"785c25aa-9c2a-4331-a76c-3c5b73f31445\", \"0477a24d-f971-4362-9648-ba41b85cee9e\", \"d644b08f-27ce-4938-a628-5ce3c9db1252\", \"073ae2e5-be97-4b30-bd46-52058505b052\"], \"total_duration\": 2109.0, \"total_sessions\": 10, \"mean_week_duration\": 10.706}, \"16724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-24 10:04:05.000000+00:00\", \"2022-06-26 01:41:18.000000+00:00\", \"2020-06-13 00:19:02.000000+00:00\", \"2022-09-12 02:39:55.000000+00:00\", \"2022-03-20 20:11:46.000000+00:00\", \"2019-10-18 04:29:59.000000+00:00\", \"2023-03-18 08:12:55.000000+00:00\", \"2020-12-23 15:18:27.000000+00:00\", \"2020-04-10 20:28:24.000000+00:00\"], \"session_ids\": [\"5303aaf7-291c-4edb-bd5e-b2898dabe4c3\", \"d9085505-47e9-4a90-a0b3-37d82764167f\", \"ba0b63a6-e2ac-4b50-883d-92b0156bc9d8\", \"4cd514e7-7d22-453e-a701-59283b987765\", \"c56cbe8b-fc7f-44c2-a0dc-283780d3b60c\", \"9c762b7e-f9d9-4ae7-bbcd-3ed2361bbca6\", \"aecab85e-a8f6-40be-a4a9-91c0dd6107c1\", \"9ab5a897-a0ac-4a73-9dd2-d7b50b0e839b\", \"a6fe0bd4-e3ae-4207-9381-839563388b9a\"], \"total_duration\": 481.0, \"total_sessions\": 9, \"mean_week_duration\": 2.687}}\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[{\"24281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-08 13:35:29.000000+00:00\", \"2021-02-14 11:35:06.000000+00:00\"], \"session_ids\": [\"265aaa78-1f8a-4357-8fcd-8f41942a7f0f\", \"1024a5fb-7f7f-4c2c-8425-e03b67593839\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}}, {\"11545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 19:38:42.000000+00:00\", \"2021-12-12 11:43:15.000000+00:00\"], \"session_ids\": [\"7c3a3cd9-b6d8-4b6a-8da9-679011d36d25\", \"0dce0c79-ef61-4873-8d59-fe21f15f7058\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 9.121}}, {\"12841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-30 06:24:40.000000+00:00\", \"2023-05-19 14:03:09.000000+00:00\"], \"session_ids\": [\"efe8d3ac-12d8-4a02-a377-264dcd619e7a\", \"bcc65718-012a-4867-b71d-97922137f9ce\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.535}}, {\"76581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-22 05:41:11.000000+00:00\", \"2022-08-04 18:44:37.000000+00:00\", \"2020-09-03 19:05:15.000000+00:00\", \"2022-12-20 19:10:47.000000+00:00\", \"2021-07-05 10:19:39.000000+00:00\", \"2022-05-17 01:09:35.000000+00:00\"], \"session_ids\": [\"46805737-7b43-4cff-951b-ef3243f11424\", \"1cc49c31-dd7b-41cd-b938-f2c4511d7a70\", \"439a3285-a8db-4309-9037-9778bfeb79a5\", \"4cb5767b-3914-4787-8b7e-478efc74c446\", \"53343f79-2230-4526-9cbd-fed87cf95908\", \"0c129d17-a718-4b5c-9ff3-7769d3751124\"], \"total_duration\": 228.0, \"total_sessions\": 6, \"mean_week_duration\": 1.606}}, {\"16724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-24 10:04:05.000000+00:00\", \"2022-06-26 01:41:18.000000+00:00\", \"2020-06-13 00:19:02.000000+00:00\", \"2022-09-12 02:39:55.000000+00:00\", \"2022-03-20 20:11:46.000000+00:00\", \"2019-10-18 04:29:59.000000+00:00\", \"2023-03-18 08:12:55.000000+00:00\", \"2020-12-23 15:18:27.000000+00:00\", \"2020-04-10 20:28:24.000000+00:00\"], \"session_ids\": [\"5303aaf7-291c-4edb-bd5e-b2898dabe4c3\", \"d9085505-47e9-4a90-a0b3-37d82764167f\", \"ba0b63a6-e2ac-4b50-883d-92b0156bc9d8\", \"4cd514e7-7d22-453e-a701-59283b987765\", \"c56cbe8b-fc7f-44c2-a0dc-283780d3b60c\", \"9c762b7e-f9d9-4ae7-bbcd-3ed2361bbca6\", \"aecab85e-a8f6-40be-a4a9-91c0dd6107c1\", \"9ab5a897-a0ac-4a73-9dd2-d7b50b0e839b\", \"a6fe0bd4-e3ae-4207-9381-839563388b9a\"], \"total_duration\": 481.0, \"total_sessions\": 9, \"mean_week_duration\": 2.687}}, {\"90462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-06 12:37:10.000000+00:00\", \"2020-06-19 09:26:17.000000+00:00\", \"2019-05-01 10:41:46.000000+00:00\", \"2023-02-01 19:45:47.000000+00:00\", \"2019-08-24 05:35:22.000000+00:00\", \"2022-03-23 05:56:47.000000+00:00\", \"2019-04-26 13:51:58.000000+00:00\", \"2019-06-06 06:00:37.000000+00:00\", \"2019-11-11 19:47:10.000000+00:00\", \"2020-07-23 23:22:57.000000+00:00\"], \"session_ids\": [\"8dca0224-32d1-406f-89e4-fdb79bf9cddc\", \"e4e70761-6c24-4773-9dcf-8eb5cf33dd6d\", \"1a1897e7-f019-4301-97ca-ecc341c68e05\", \"c229f416-01bf-4918-8cab-59197160751b\", \"37771a32-6f50-4ffe-90ca-67dccefbf537\", \"fd51c92e-90ee-49d3-8943-9c4a56d3036c\", \"785c25aa-9c2a-4331-a76c-3c5b73f31445\", \"0477a24d-f971-4362-9648-ba41b85cee9e\", \"d644b08f-27ce-4938-a628-5ce3c9db1252\", \"073ae2e5-be97-4b30-bd46-52058505b052\"], \"total_duration\": 2109.0, \"total_sessions\": 10, \"mean_week_duration\": 10.706}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"24281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-08 13:35:29.000000+00:00\", \"2021-02-14 11:35:06.000000+00:00\"], \"session_ids\": [\"265aaa78-1f8a-4357-8fcd-8f41942a7f0f\", \"1024a5fb-7f7f-4c2c-8425-e03b67593839\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}}, {\"11545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 19:38:42.000000+00:00\", \"2021-12-12 11:43:15.000000+00:00\"], \"session_ids\": [\"7c3a3cd9-b6d8-4b6a-8da9-679011d36d25\", \"0dce0c79-ef61-4873-8d59-fe21f15f7058\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 9.121}}, {\"12841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-30 06:24:40.000000+00:00\", \"2023-05-19 14:03:09.000000+00:00\"], \"session_ids\": [\"efe8d3ac-12d8-4a02-a377-264dcd619e7a\", \"bcc65718-012a-4867-b71d-97922137f9ce\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.535}}, {\"76581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-22 05:41:11.000000+00:00\", \"2022-08-04 18:44:37.000000+00:00\", \"2020-09-03 19:05:15.000000+00:00\", \"2022-12-20 19:10:47.000000+00:00\", \"2021-07-05 10:19:39.000000+00:00\", \"2022-05-17 01:09:35.000000+00:00\"], \"session_ids\": [\"46805737-7b43-4cff-951b-ef3243f11424\", \"1cc49c31-dd7b-41cd-b938-f2c4511d7a70\", \"439a3285-a8db-4309-9037-9778bfeb79a5\", \"4cb5767b-3914-4787-8b7e-478efc74c446\", \"53343f79-2230-4526-9cbd-fed87cf95908\", \"0c129d17-a718-4b5c-9ff3-7769d3751124\"], \"total_duration\": 228.0, \"total_sessions\": 6, \"mean_week_duration\": 1.606}}, {\"16724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-24 10:04:05.000000+00:00\", \"2022-06-26 01:41:18.000000+00:00\", \"2020-06-13 00:19:02.000000+00:00\", \"2022-09-12 02:39:55.000000+00:00\", \"2022-03-20 20:11:46.000000+00:00\", \"2019-10-18 04:29:59.000000+00:00\", \"2023-03-18 08:12:55.000000+00:00\", \"2020-12-23 15:18:27.000000+00:00\", \"2020-04-10 20:28:24.000000+00:00\"], \"session_ids\": [\"5303aaf7-291c-4edb-bd5e-b2898dabe4c3\", \"d9085505-47e9-4a90-a0b3-37d82764167f\", \"ba0b63a6-e2ac-4b50-883d-92b0156bc9d8\", \"4cd514e7-7d22-453e-a701-59283b987765\", \"c56cbe8b-fc7f-44c2-a0dc-283780d3b60c\", \"9c762b7e-f9d9-4ae7-bbcd-3ed2361bbca6\", \"aecab85e-a8f6-40be-a4a9-91c0dd6107c1\", \"9ab5a897-a0ac-4a73-9dd2-d7b50b0e839b\", \"a6fe0bd4-e3ae-4207-9381-839563388b9a\"], \"total_duration\": 481.0, \"total_sessions\": 9, \"mean_week_duration\": 2.687}}, {\"90462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-06 12:37:10.000000+00:00\", \"2020-06-19 09:26:17.000000+00:00\", \"2019-05-01 10:41:46.000000+00:00\", \"2023-02-01 19:45:47.000000+00:00\", \"2019-08-24 05:35:22.000000+00:00\", \"2022-03-23 05:56:47.000000+00:00\", \"2019-04-26 13:51:58.000000+00:00\", \"2019-06-06 06:00:37.000000+00:00\", \"2019-11-11 19:47:10.000000+00:00\", \"2020-07-23 23:22:57.000000+00:00\"], \"session_ids\": [\"8dca0224-32d1-406f-89e4-fdb79bf9cddc\", \"e4e70761-6c24-4773-9dcf-8eb5cf33dd6d\", \"1a1897e7-f019-4301-97ca-ecc341c68e05\", \"c229f416-01bf-4918-8cab-59197160751b\", \"37771a32-6f50-4ffe-90ca-67dccefbf537\", \"fd51c92e-90ee-49d3-8943-9c4a56d3036c\", \"785c25aa-9c2a-4331-a76c-3c5b73f31445\", \"0477a24d-f971-4362-9648-ba41b85cee9e\", \"d644b08f-27ce-4938-a628-5ce3c9db1252\", \"073ae2e5-be97-4b30-bd46-52058505b052\"], \"total_duration\": 2109.0, \"total_sessions\": 10, \"mean_week_duration\": 10.706}}]\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[{\"24281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-08 13:35:29.000000+00:00\", \"2021-02-14 11:35:06.000000+00:00\"], \"session_ids\": [\"265aaa78-1f8a-4357-8fcd-8f41942a7f0f\", \"1024a5fb-7f7f-4c2c-8425-e03b67593839\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}}, {\"11545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 19:38:42.000000+00:00\", \"2021-12-12 11:43:15.000000+00:00\"], \"session_ids\": [\"7c3a3cd9-b6d8-4b6a-8da9-679011d36d25\", \"0dce0c79-ef61-4873-8d59-fe21f15f7058\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 9.121}}, {\"12841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-30 06:24:40.000000+00:00\", \"2023-05-19 14:03:09.000000+00:00\"], \"session_ids\": [\"efe8d3ac-12d8-4a02-a377-264dcd619e7a\", \"bcc65718-012a-4867-b71d-97922137f9ce\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.535}}, {\"76581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-22 05:41:11.000000+00:00\", \"2022-08-04 18:44:37.000000+00:00\", \"2020-09-03 19:05:15.000000+00:00\", \"2022-12-20 19:10:47.000000+00:00\", \"2021-07-05 10:19:39.000000+00:00\", \"2022-05-17 01:09:35.000000+00:00\"], \"session_ids\": [\"46805737-7b43-4cff-951b-ef3243f11424\", \"1cc49c31-dd7b-41cd-b938-f2c4511d7a70\", \"439a3285-a8db-4309-9037-9778bfeb79a5\", \"4cb5767b-3914-4787-8b7e-478efc74c446\", \"53343f79-2230-4526-9cbd-fed87cf95908\", \"0c129d17-a718-4b5c-9ff3-7769d3751124\"], \"total_duration\": 228.0, \"total_sessions\": 6, \"mean_week_duration\": 1.606}}, {\"16724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-24 10:04:05.000000+00:00\", \"2022-06-26 01:41:18.000000+00:00\", \"2020-06-13 00:19:02.000000+00:00\", \"2022-09-12 02:39:55.000000+00:00\", \"2022-03-20 20:11:46.000000+00:00\", \"2019-10-18 04:29:59.000000+00:00\", \"2023-03-18 08:12:55.000000+00:00\", \"2020-12-23 15:18:27.000000+00:00\", \"2020-04-10 20:28:24.000000+00:00\"], \"session_ids\": [\"5303aaf7-291c-4edb-bd5e-b2898dabe4c3\", \"d9085505-47e9-4a90-a0b3-37d82764167f\", \"ba0b63a6-e2ac-4b50-883d-92b0156bc9d8\", \"4cd514e7-7d22-453e-a701-59283b987765\", \"c56cbe8b-fc7f-44c2-a0dc-283780d3b60c\", \"9c762b7e-f9d9-4ae7-bbcd-3ed2361bbca6\", \"aecab85e-a8f6-40be-a4a9-91c0dd6107c1\", \"9ab5a897-a0ac-4a73-9dd2-d7b50b0e839b\", \"a6fe0bd4-e3ae-4207-9381-839563388b9a\"], \"total_duration\": 481.0, \"total_sessions\": 9, \"mean_week_duration\": 2.687}}, {\"90462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-07-06 12:37:10.000000+00:00\", \"2020-06-19 09:26:17.000000+00:00\", \"2019-05-01 10:41:46.000000+00:00\", \"2023-02-01 19:45:47.000000+00:00\", \"2019-08-24 05:35:22.000000+00:00\", \"2022-03-23 05:56:47.000000+00:00\", \"2019-04-26 13:51:58.000000+00:00\", \"2019-06-06 06:00:37.000000+00:00\", \"2019-11-11 19:47:10.000000+00:00\", \"2020-07-23 23:22:57.000000+00:00\"], \"session_ids\": [\"8dca0224-32d1-406f-89e4-fdb79bf9cddc\", \"e4e70761-6c24-4773-9dcf-8eb5cf33dd6d\", \"1a1897e7-f019-4301-97ca-ecc341c68e05\", \"c229f416-01bf-4918-8cab-59197160751b\", \"37771a32-6f50-4ffe-90ca-67dccefbf537\", \"fd51c92e-90ee-49d3-8943-9c4a56d3036c\", \"785c25aa-9c2a-4331-a76c-3c5b73f31445\", \"0477a24d-f971-4362-9648-ba41b85cee9e\", \"d644b08f-27ce-4938-a628-5ce3c9db1252\", \"073ae2e5-be97-4b30-bd46-52058505b052\"], \"total_duration\": 2109.0, \"total_sessions\": 10, \"mean_week_duration\": 10.706}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on users whose cities are Dubai, San Salvador, Caracas , moreover do sorting by total_sessions in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"40791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-25 14:25:13.000000+00:00\", \"2022-08-02 07:50:30.000000+00:00\"], \"session_ids\": [\"d5936bb2-8757-4569-afe1-ded3a5765e8c\", \"9a43a550-b4a5-4ea6-86c7-92c8b36eeea9\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.684}, \"96057\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-07-12 03:02:55.000000+00:00\", \"2020-01-17 19:36:50.000000+00:00\"], \"session_ids\": [\"875393d1-2495-4535-b8a2-be3b0fcd22f2\", \"9ca91131-5496-4ce0-b39f-e9bf779dee93\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.923}, \"19162\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-18 07:36:17.000000+00:00\", \"2019-03-13 14:04:45.000000+00:00\"], \"session_ids\": [\"9b72af3c-dc9a-4c9d-a055-5225b9fd1c6d\", \"dd666ef5-f841-4f8f-8ed6-fc0988e2bfc8\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 1.644}, \"25060\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-14 06:04:59.000000+00:00\", \"2021-09-17 01:23:31.000000+00:00\", \"2022-08-14 22:08:05.000000+00:00\", \"2023-05-05 05:31:13.000000+00:00\"], \"session_ids\": [\"ffd96755-878d-4597-930b-e747790b2dc2\", \"839c89e2-8fad-459e-9b54-964c45441e98\", \"bbb1ef38-4f3a-4f43-91b8-3a694721cbca\", \"e981eb0c-560c-496b-80f2-07b5d0cc1d9c\"], \"total_duration\": 858.0, \"total_sessions\": 4, \"mean_week_duration\": 5.362}, \"23324\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-29 12:11:06.000000+00:00\", \"2021-11-24 18:56:45.000000+00:00\"], \"session_ids\": [\"03ea1856-c953-497b-ba32-d6c330ae8acb\", \"b51c3ccf-2e31-411a-876b-14ea960f74a3\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 46.0}, \"86694\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-18 00:22:18.000000+00:00\", \"2019-11-12 06:47:47.000000+00:00\"], \"session_ids\": [\"4660d63b-84a0-4e15-87c3-ae113bad54fc\", \"611ad65b-55f2-4b8b-9414-1ae1caa7d133\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 4.769}, \"45852\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-05-25 23:26:39.000000+00:00\", \"2021-05-13 19:03:43.000000+00:00\"], \"session_ids\": [\"57d94584-184c-4483-861b-55a9ca6dfade\", \"6d2427fe-eaed-48fa-9b3d-a9301ed55c63\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.179}, \"12301\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-23 08:40:33.000000+00:00\", \"2022-03-31 22:15:48.000000+00:00\", \"2020-05-07 16:25:31.000000+00:00\", \"2020-03-05 14:40:33.000000+00:00\", \"2020-01-20 22:48:58.000000+00:00\", \"2022-11-01 03:40:25.000000+00:00\"], \"session_ids\": [\"2709ff2f-109e-499b-afb7-34cb1d2a5fce\", \"720c3202-eb6f-4715-9b1c-6f12229d1009\", \"036c32c9-5055-42a5-b00f-b79150e02fba\", \"dee5513c-a3e2-48cd-8f38-74b6eb885b9f\", \"8f8b374e-9829-4473-9879-9c5f92f9c86b\", \"9998a229-0193-4d03-a57f-942bb3a5f24d\"], \"total_duration\": 502.0, \"total_sessions\": 6, \"mean_week_duration\": 3.024}, \"85437\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-22 12:35:56.000000+00:00\", \"2023-01-14 03:36:11.000000+00:00\", \"2022-03-13 00:46:29.000000+00:00\"], \"session_ids\": [\"09838322-d17d-41fe-ac65-afe55d48c8ac\", \"ef119bd3-252a-481a-8f4c-a3d0bfdb32a1\", \"25f96bd4-6822-445a-8865-8af1eac2f734\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 0.542}, \"91309\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-08 02:04:24.000000+00:00\", \"2021-10-27 21:32:39.000000+00:00\"], \"session_ids\": [\"daff789c-66ea-4dec-bde7-08ccc8165e1e\", \"f60eb23a-2048-4c1f-ac01-cba92c8cc4d5\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Dubai, San Salvador, Caracas" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Dubai\", \"San Salvador\", \"Caracas\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23324\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-29 12:11:06.000000+00:00\", \"2021-11-24 18:56:45.000000+00:00\"], \"session_ids\": [\"03ea1856-c953-497b-ba32-d6c330ae8acb\", \"b51c3ccf-2e31-411a-876b-14ea960f74a3\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 46.0}}\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[{\"23324\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-29 12:11:06.000000+00:00\", \"2021-11-24 18:56:45.000000+00:00\"], \"session_ids\": [\"03ea1856-c953-497b-ba32-d6c330ae8acb\", \"b51c3ccf-2e31-411a-876b-14ea960f74a3\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 46.0}}]\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[{\"23324\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-29 12:11:06.000000+00:00\", \"2021-11-24 18:56:45.000000+00:00\"], \"session_ids\": [\"03ea1856-c953-497b-ba32-d6c330ae8acb\", \"b51c3ccf-2e31-411a-876b-14ea960f74a3\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 46.0}}]\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": "Please provide insights on 6 users who have total amount of duration smaller than 2269 and in addition sort by overall total duration form the highest value to the lowest 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{\"25597\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-17 01:24:46.000000+00:00\", \"2020-08-17 19:17:29.000000+00:00\", \"2019-09-22 08:14:01.000000+00:00\", \"2021-04-02 01:53:19.000000+00:00\", \"2021-04-18 18:24:42.000000+00:00\", \"2019-02-25 07:01:35.000000+00:00\", \"2022-05-14 19:24:33.000000+00:00\", \"2019-08-26 00:24:31.000000+00:00\", \"2019-01-15 18:39:02.000000+00:00\"], \"session_ids\": [\"8ce7d226-fcbd-4ae0-a9df-39184f0f3009\", \"240c225e-ccc5-48d0-aa93-1d5134995b80\", \"0486d7b7-4b62-4180-9dfa-6de550ce2c7b\", \"52f386c6-6178-4fb8-a0c5-ecf3803f9a86\", \"4fcc8fdb-c341-4d37-bee8-2022d065554e\", \"af29a726-fb05-44be-9b37-9f2363baa344\", \"b5304e6e-c600-4c1c-bac7-f56c05b34ed9\", \"9c26052e-2cdc-49d6-b488-82060685fcbb\", \"6a576331-5075-404c-a135-51e5a8ce4e1a\"], \"total_duration\": 1590.0, \"total_sessions\": 9, \"mean_week_duration\": 9.138}, \"77418\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-02-18 19:59:06.000000+00:00\", \"2022-04-14 15:47:41.000000+00:00\", \"2021-12-12 18:42:31.000000+00:00\"], \"session_ids\": [\"fc2ea5ed-534a-403c-a5c9-50f740ca29d7\", \"ebeb8c5f-0285-4a8a-9600-ac4391e52da0\", \"63ce2767-1185-4ee2-8b55-2e2412288be7\"], \"total_duration\": 543.0, \"total_sessions\": 3, \"mean_week_duration\": 9.05}, \"55145\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-29 17:01:17.000000+00:00\", \"2021-06-16 13:17:52.000000+00:00\"], \"session_ids\": [\"3d2eab12-df42-4012-82cf-d98d5bad0536\", \"c1fac1b1-489d-4a7e-bb45-a43be59386ba\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 6.857}, \"33509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-20 09:20:44.000000+00:00\", \"2021-05-20 00:00:44.000000+00:00\"], \"session_ids\": [\"3cfce767-4d76-4bd5-b989-1c23effe0f77\", \"49af6756-029c-4a33-aff9-81f4e0fb1453\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"6427\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-03 04:20:37.000000+00:00\", \"2022-07-29 06:23:07.000000+00:00\", \"2020-02-29 07:57:44.000000+00:00\"], \"session_ids\": [\"dd1af922-749c-4b37-9334-993a76308ac8\", \"980a4f02-b26b-4f7c-ad65-11bcee7847ca\", \"9a141168-67ac-41d0-b92b-d892bf31aacd\"], \"total_duration\": 757.0, \"total_sessions\": 3, \"mean_week_duration\": 5.649}, \"22376\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-20 01:39:00.000000+00:00\", \"2020-10-31 03:56:31.000000+00:00\"], \"session_ids\": [\"c6c008bc-be4f-4168-b8a4-113e07aa923f\", \"ee9416b9-82a6-4b34-bd79-67f4f3e40929\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 6.448}, \"40090\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-20 05:25:23.000000+00:00\", \"2021-07-20 01:59:08.000000+00:00\"], \"session_ids\": [\"4e0a6590-6638-4a7e-bea5-3eda0163e8fd\", \"eee7d259-b180-4402-bba6-c1d2a690c740\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 2.847}, \"71157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-24 21:21:52.000000+00:00\", \"2019-11-09 01:39:56.000000+00:00\", \"2021-08-27 11:39:39.000000+00:00\", \"2022-10-22 13:28:12.000000+00:00\", \"2019-09-26 11:45:26.000000+00:00\"], \"session_ids\": [\"dbb358b6-79b5-42e6-be76-650680396325\", \"7656bc8b-fa6f-4c3f-9f2f-f28fecb10bd2\", \"79389013-b5c9-4d7d-a3bb-77c6bb4f5f56\", \"c6865a81-8ef7-4669-ae2b-414426c66b2c\", \"0e42da64-1007-40aa-b3d9-d38c9e547011\"], \"total_duration\": 335.0, \"total_sessions\": 5, \"mean_week_duration\": 2.081}, \"42579\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-11 08:32:38.000000+00:00\", \"2019-11-02 00:09:16.000000+00:00\"], \"session_ids\": [\"f4b8711e-4062-49f7-901e-f562173fd77e\", \"aee83b23-9177-4278-9fe1-0fce173fb1e1\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 4.227}, \"88657\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-05-12 08:30:07.000000+00:00\", \"2019-11-05 06:29:27.000000+00:00\"], \"session_ids\": [\"2b61608b-78ca-4aa2-94ee-1c2eefbd7563\", \"4b33a284-d332-4788-8274-2270e4b93d75\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 2.75}}\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 2269" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[2269, 4950]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25597\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-17 01:24:46.000000+00:00\", \"2020-08-17 19:17:29.000000+00:00\", \"2019-09-22 08:14:01.000000+00:00\", \"2021-04-02 01:53:19.000000+00:00\", \"2021-04-18 18:24:42.000000+00:00\", \"2019-02-25 07:01:35.000000+00:00\", \"2022-05-14 19:24:33.000000+00:00\", \"2019-08-26 00:24:31.000000+00:00\", \"2019-01-15 18:39:02.000000+00:00\"], \"session_ids\": [\"8ce7d226-fcbd-4ae0-a9df-39184f0f3009\", \"240c225e-ccc5-48d0-aa93-1d5134995b80\", \"0486d7b7-4b62-4180-9dfa-6de550ce2c7b\", \"52f386c6-6178-4fb8-a0c5-ecf3803f9a86\", \"4fcc8fdb-c341-4d37-bee8-2022d065554e\", \"af29a726-fb05-44be-9b37-9f2363baa344\", \"b5304e6e-c600-4c1c-bac7-f56c05b34ed9\", \"9c26052e-2cdc-49d6-b488-82060685fcbb\", \"6a576331-5075-404c-a135-51e5a8ce4e1a\"], \"total_duration\": 1590.0, \"total_sessions\": 9, \"mean_week_duration\": 9.138}, \"77418\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-02-18 19:59:06.000000+00:00\", \"2022-04-14 15:47:41.000000+00:00\", \"2021-12-12 18:42:31.000000+00:00\"], \"session_ids\": [\"fc2ea5ed-534a-403c-a5c9-50f740ca29d7\", \"ebeb8c5f-0285-4a8a-9600-ac4391e52da0\", \"63ce2767-1185-4ee2-8b55-2e2412288be7\"], \"total_duration\": 543.0, \"total_sessions\": 3, \"mean_week_duration\": 9.05}, \"55145\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-29 17:01:17.000000+00:00\", \"2021-06-16 13:17:52.000000+00:00\"], \"session_ids\": [\"3d2eab12-df42-4012-82cf-d98d5bad0536\", \"c1fac1b1-489d-4a7e-bb45-a43be59386ba\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 6.857}, \"33509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-20 09:20:44.000000+00:00\", \"2021-05-20 00:00:44.000000+00:00\"], \"session_ids\": [\"3cfce767-4d76-4bd5-b989-1c23effe0f77\", \"49af6756-029c-4a33-aff9-81f4e0fb1453\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"6427\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-03 04:20:37.000000+00:00\", \"2022-07-29 06:23:07.000000+00:00\", \"2020-02-29 07:57:44.000000+00:00\"], \"session_ids\": [\"dd1af922-749c-4b37-9334-993a76308ac8\", \"980a4f02-b26b-4f7c-ad65-11bcee7847ca\", \"9a141168-67ac-41d0-b92b-d892bf31aacd\"], \"total_duration\": 757.0, \"total_sessions\": 3, \"mean_week_duration\": 5.649}, \"22376\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-20 01:39:00.000000+00:00\", \"2020-10-31 03:56:31.000000+00:00\"], \"session_ids\": [\"c6c008bc-be4f-4168-b8a4-113e07aa923f\", \"ee9416b9-82a6-4b34-bd79-67f4f3e40929\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 6.448}, \"40090\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-20 05:25:23.000000+00:00\", \"2021-07-20 01:59:08.000000+00:00\"], \"session_ids\": [\"4e0a6590-6638-4a7e-bea5-3eda0163e8fd\", \"eee7d259-b180-4402-bba6-c1d2a690c740\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 2.847}, \"71157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-24 21:21:52.000000+00:00\", \"2019-11-09 01:39:56.000000+00:00\", \"2021-08-27 11:39:39.000000+00:00\", \"2022-10-22 13:28:12.000000+00:00\", \"2019-09-26 11:45:26.000000+00:00\"], \"session_ids\": [\"dbb358b6-79b5-42e6-be76-650680396325\", \"7656bc8b-fa6f-4c3f-9f2f-f28fecb10bd2\", \"79389013-b5c9-4d7d-a3bb-77c6bb4f5f56\", \"c6865a81-8ef7-4669-ae2b-414426c66b2c\", \"0e42da64-1007-40aa-b3d9-d38c9e547011\"], \"total_duration\": 335.0, \"total_sessions\": 5, \"mean_week_duration\": 2.081}, \"42579\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-11 08:32:38.000000+00:00\", \"2019-11-02 00:09:16.000000+00:00\"], \"session_ids\": [\"f4b8711e-4062-49f7-901e-f562173fd77e\", \"aee83b23-9177-4278-9fe1-0fce173fb1e1\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 4.227}, \"88657\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-05-12 08:30:07.000000+00:00\", \"2019-11-05 06:29:27.000000+00:00\"], \"session_ids\": [\"2b61608b-78ca-4aa2-94ee-1c2eefbd7563\", \"4b33a284-d332-4788-8274-2270e4b93d75\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 2.75}}\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[{\"25597\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-17 01:24:46.000000+00:00\", \"2020-08-17 19:17:29.000000+00:00\", \"2019-09-22 08:14:01.000000+00:00\", \"2021-04-02 01:53:19.000000+00:00\", \"2021-04-18 18:24:42.000000+00:00\", \"2019-02-25 07:01:35.000000+00:00\", \"2022-05-14 19:24:33.000000+00:00\", \"2019-08-26 00:24:31.000000+00:00\", \"2019-01-15 18:39:02.000000+00:00\"], \"session_ids\": [\"8ce7d226-fcbd-4ae0-a9df-39184f0f3009\", \"240c225e-ccc5-48d0-aa93-1d5134995b80\", \"0486d7b7-4b62-4180-9dfa-6de550ce2c7b\", \"52f386c6-6178-4fb8-a0c5-ecf3803f9a86\", \"4fcc8fdb-c341-4d37-bee8-2022d065554e\", \"af29a726-fb05-44be-9b37-9f2363baa344\", \"b5304e6e-c600-4c1c-bac7-f56c05b34ed9\", \"9c26052e-2cdc-49d6-b488-82060685fcbb\", \"6a576331-5075-404c-a135-51e5a8ce4e1a\"], \"total_duration\": 1590.0, \"total_sessions\": 9, \"mean_week_duration\": 9.138}}, {\"6427\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-03 04:20:37.000000+00:00\", \"2022-07-29 06:23:07.000000+00:00\", \"2020-02-29 07:57:44.000000+00:00\"], \"session_ids\": [\"dd1af922-749c-4b37-9334-993a76308ac8\", \"980a4f02-b26b-4f7c-ad65-11bcee7847ca\", \"9a141168-67ac-41d0-b92b-d892bf31aacd\"], \"total_duration\": 757.0, \"total_sessions\": 3, \"mean_week_duration\": 5.649}}, {\"77418\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-02-18 19:59:06.000000+00:00\", \"2022-04-14 15:47:41.000000+00:00\", \"2021-12-12 18:42:31.000000+00:00\"], \"session_ids\": [\"fc2ea5ed-534a-403c-a5c9-50f740ca29d7\", \"ebeb8c5f-0285-4a8a-9600-ac4391e52da0\", \"63ce2767-1185-4ee2-8b55-2e2412288be7\"], \"total_duration\": 543.0, \"total_sessions\": 3, \"mean_week_duration\": 9.05}}, {\"22376\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-20 01:39:00.000000+00:00\", \"2020-10-31 03:56:31.000000+00:00\"], \"session_ids\": [\"c6c008bc-be4f-4168-b8a4-113e07aa923f\", \"ee9416b9-82a6-4b34-bd79-67f4f3e40929\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 6.448}}, {\"42579\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-11 08:32:38.000000+00:00\", \"2019-11-02 00:09:16.000000+00:00\"], \"session_ids\": [\"f4b8711e-4062-49f7-901e-f562173fd77e\", \"aee83b23-9177-4278-9fe1-0fce173fb1e1\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 4.227}}, {\"40090\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-20 05:25:23.000000+00:00\", \"2021-07-20 01:59:08.000000+00:00\"], \"session_ids\": [\"4e0a6590-6638-4a7e-bea5-3eda0163e8fd\", \"eee7d259-b180-4402-bba6-c1d2a690c740\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 2.847}}, {\"88657\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-05-12 08:30:07.000000+00:00\", \"2019-11-05 06:29:27.000000+00:00\"], \"session_ids\": [\"2b61608b-78ca-4aa2-94ee-1c2eefbd7563\", \"4b33a284-d332-4788-8274-2270e4b93d75\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 2.75}}, {\"71157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-24 21:21:52.000000+00:00\", \"2019-11-09 01:39:56.000000+00:00\", \"2021-08-27 11:39:39.000000+00:00\", \"2022-10-22 13:28:12.000000+00:00\", \"2019-09-26 11:45:26.000000+00:00\"], \"session_ids\": [\"dbb358b6-79b5-42e6-be76-650680396325\", \"7656bc8b-fa6f-4c3f-9f2f-f28fecb10bd2\", \"79389013-b5c9-4d7d-a3bb-77c6bb4f5f56\", \"c6865a81-8ef7-4669-ae2b-414426c66b2c\", \"0e42da64-1007-40aa-b3d9-d38c9e547011\"], \"total_duration\": 335.0, \"total_sessions\": 5, \"mean_week_duration\": 2.081}}, {\"33509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-20 09:20:44.000000+00:00\", \"2021-05-20 00:00:44.000000+00:00\"], \"session_ids\": [\"3cfce767-4d76-4bd5-b989-1c23effe0f77\", \"49af6756-029c-4a33-aff9-81f4e0fb1453\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}}, {\"55145\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-29 17:01:17.000000+00:00\", \"2021-06-16 13:17:52.000000+00:00\"], \"session_ids\": [\"3d2eab12-df42-4012-82cf-d98d5bad0536\", \"c1fac1b1-489d-4a7e-bb45-a43be59386ba\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 6.857}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"25597\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-17 01:24:46.000000+00:00\", \"2020-08-17 19:17:29.000000+00:00\", \"2019-09-22 08:14:01.000000+00:00\", \"2021-04-02 01:53:19.000000+00:00\", \"2021-04-18 18:24:42.000000+00:00\", \"2019-02-25 07:01:35.000000+00:00\", \"2022-05-14 19:24:33.000000+00:00\", \"2019-08-26 00:24:31.000000+00:00\", \"2019-01-15 18:39:02.000000+00:00\"], \"session_ids\": [\"8ce7d226-fcbd-4ae0-a9df-39184f0f3009\", \"240c225e-ccc5-48d0-aa93-1d5134995b80\", \"0486d7b7-4b62-4180-9dfa-6de550ce2c7b\", \"52f386c6-6178-4fb8-a0c5-ecf3803f9a86\", \"4fcc8fdb-c341-4d37-bee8-2022d065554e\", \"af29a726-fb05-44be-9b37-9f2363baa344\", \"b5304e6e-c600-4c1c-bac7-f56c05b34ed9\", \"9c26052e-2cdc-49d6-b488-82060685fcbb\", \"6a576331-5075-404c-a135-51e5a8ce4e1a\"], \"total_duration\": 1590.0, \"total_sessions\": 9, \"mean_week_duration\": 9.138}}, {\"6427\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-03 04:20:37.000000+00:00\", \"2022-07-29 06:23:07.000000+00:00\", \"2020-02-29 07:57:44.000000+00:00\"], \"session_ids\": [\"dd1af922-749c-4b37-9334-993a76308ac8\", \"980a4f02-b26b-4f7c-ad65-11bcee7847ca\", \"9a141168-67ac-41d0-b92b-d892bf31aacd\"], \"total_duration\": 757.0, \"total_sessions\": 3, \"mean_week_duration\": 5.649}}, {\"77418\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-02-18 19:59:06.000000+00:00\", \"2022-04-14 15:47:41.000000+00:00\", \"2021-12-12 18:42:31.000000+00:00\"], \"session_ids\": [\"fc2ea5ed-534a-403c-a5c9-50f740ca29d7\", \"ebeb8c5f-0285-4a8a-9600-ac4391e52da0\", \"63ce2767-1185-4ee2-8b55-2e2412288be7\"], \"total_duration\": 543.0, \"total_sessions\": 3, \"mean_week_duration\": 9.05}}, {\"22376\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-20 01:39:00.000000+00:00\", \"2020-10-31 03:56:31.000000+00:00\"], \"session_ids\": [\"c6c008bc-be4f-4168-b8a4-113e07aa923f\", \"ee9416b9-82a6-4b34-bd79-67f4f3e40929\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 6.448}}, {\"42579\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-11 08:32:38.000000+00:00\", \"2019-11-02 00:09:16.000000+00:00\"], \"session_ids\": [\"f4b8711e-4062-49f7-901e-f562173fd77e\", \"aee83b23-9177-4278-9fe1-0fce173fb1e1\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 4.227}}, {\"40090\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-20 05:25:23.000000+00:00\", \"2021-07-20 01:59:08.000000+00:00\"], \"session_ids\": [\"4e0a6590-6638-4a7e-bea5-3eda0163e8fd\", \"eee7d259-b180-4402-bba6-c1d2a690c740\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 2.847}}]\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[{\"25597\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-17 01:24:46.000000+00:00\", \"2020-08-17 19:17:29.000000+00:00\", \"2019-09-22 08:14:01.000000+00:00\", \"2021-04-02 01:53:19.000000+00:00\", \"2021-04-18 18:24:42.000000+00:00\", \"2019-02-25 07:01:35.000000+00:00\", \"2022-05-14 19:24:33.000000+00:00\", \"2019-08-26 00:24:31.000000+00:00\", \"2019-01-15 18:39:02.000000+00:00\"], \"session_ids\": [\"8ce7d226-fcbd-4ae0-a9df-39184f0f3009\", \"240c225e-ccc5-48d0-aa93-1d5134995b80\", \"0486d7b7-4b62-4180-9dfa-6de550ce2c7b\", \"52f386c6-6178-4fb8-a0c5-ecf3803f9a86\", \"4fcc8fdb-c341-4d37-bee8-2022d065554e\", \"af29a726-fb05-44be-9b37-9f2363baa344\", \"b5304e6e-c600-4c1c-bac7-f56c05b34ed9\", \"9c26052e-2cdc-49d6-b488-82060685fcbb\", \"6a576331-5075-404c-a135-51e5a8ce4e1a\"], \"total_duration\": 1590.0, \"total_sessions\": 9, \"mean_week_duration\": 9.138}}, {\"6427\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-03 04:20:37.000000+00:00\", \"2022-07-29 06:23:07.000000+00:00\", \"2020-02-29 07:57:44.000000+00:00\"], \"session_ids\": [\"dd1af922-749c-4b37-9334-993a76308ac8\", \"980a4f02-b26b-4f7c-ad65-11bcee7847ca\", \"9a141168-67ac-41d0-b92b-d892bf31aacd\"], \"total_duration\": 757.0, \"total_sessions\": 3, \"mean_week_duration\": 5.649}}, {\"77418\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-02-18 19:59:06.000000+00:00\", \"2022-04-14 15:47:41.000000+00:00\", \"2021-12-12 18:42:31.000000+00:00\"], \"session_ids\": [\"fc2ea5ed-534a-403c-a5c9-50f740ca29d7\", \"ebeb8c5f-0285-4a8a-9600-ac4391e52da0\", \"63ce2767-1185-4ee2-8b55-2e2412288be7\"], \"total_duration\": 543.0, \"total_sessions\": 3, \"mean_week_duration\": 9.05}}, {\"22376\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-20 01:39:00.000000+00:00\", \"2020-10-31 03:56:31.000000+00:00\"], \"session_ids\": [\"c6c008bc-be4f-4168-b8a4-113e07aa923f\", \"ee9416b9-82a6-4b34-bd79-67f4f3e40929\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 6.448}}, {\"42579\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-11 08:32:38.000000+00:00\", \"2019-11-02 00:09:16.000000+00:00\"], \"session_ids\": [\"f4b8711e-4062-49f7-901e-f562173fd77e\", \"aee83b23-9177-4278-9fe1-0fce173fb1e1\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 4.227}}, {\"40090\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-20 05:25:23.000000+00:00\", \"2021-07-20 01:59:08.000000+00:00\"], \"session_ids\": [\"4e0a6590-6638-4a7e-bea5-3eda0163e8fd\", \"eee7d259-b180-4402-bba6-c1d2a690c740\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 2.847}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 7 users pieces of information who have total sessoins count strictly bigger than 4 and smaller than 8 and sort by sessions count ascendingly in addition display me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"88381\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-25 18:33:18.000000+00:00\", \"2020-12-19 20:00:38.000000+00:00\"], \"session_ids\": [\"570aec69-521d-440b-9750-04a409f5d025\", \"e0328dcd-17f7-4875-a052-364d1015316f\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"13251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-01 14:50:58.000000+00:00\", \"2021-05-30 19:46:42.000000+00:00\", \"2020-07-06 10:31:52.000000+00:00\", \"2021-03-29 00:55:50.000000+00:00\", \"2021-05-10 05:44:26.000000+00:00\", \"2020-04-03 02:58:18.000000+00:00\", \"2020-07-21 10:24:11.000000+00:00\", \"2022-12-25 19:17:13.000000+00:00\"], \"session_ids\": [\"743f2840-2100-46ef-9702-8e1a53ea283c\", \"95ebd863-581f-4a83-92ee-303b9fdbbf3b\", \"1fb22835-5be7-4762-b124-073957850ffb\", \"6c9cfadf-0a0e-4f13-82d9-a63ba1381d34\", \"d43f534e-c8a3-4557-ad27-bab1ba8216a9\", \"3aa41382-7a94-4c8b-96b1-fbd379d8ec78\", \"b573b29e-77a8-4726-af06-d19e5d4c27b1\", \"a8cd7123-66c6-42c0-9ff8-84fe5917dfb2\"], \"total_duration\": 14957.0, \"total_sessions\": 8, \"mean_week_duration\": 103.868}, \"77986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-02-27 18:23:44.000000+00:00\", \"2022-09-27 06:59:20.000000+00:00\", \"2019-03-04 22:49:44.000000+00:00\", \"2022-08-29 03:15:28.000000+00:00\"], \"session_ids\": [\"46f1773a-f97a-4442-a7d7-0f3c0c5aa1fa\", \"03ce53bf-96b8-4fcb-bcb3-6235bb06e55b\", \"ee29814d-8100-4726-b096-581aaf604ddb\", \"1c57fec1-7440-4b87-b419-8b117ef6a539\"], \"total_duration\": 86.0, \"total_sessions\": 4, \"mean_week_duration\": 0.462}, \"29714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-28 14:40:26.000000+00:00\", \"2023-05-25 05:24:03.000000+00:00\"], \"session_ids\": [\"8a883862-2c78-4c0c-a23d-30b9402b2876\", \"0ec2d908-1bc0-498c-8218-70d5184b3ecb\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.183}, \"74669\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-27 05:07:26.000000+00:00\", \"2019-08-23 10:47:12.000000+00:00\", \"2021-01-01 04:44:42.000000+00:00\"], \"session_ids\": [\"004afdf5-d323-4da6-a924-297ac8a63896\", \"21a7db44-f1be-4b39-b491-d353bc52bfe6\", \"94e840fc-97c8-4c91-bae3-35fa38b0b2d8\"], \"total_duration\": 300.0, \"total_sessions\": 3, \"mean_week_duration\": 4.225}, \"71349\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-22 23:52:10.000000+00:00\", \"2020-01-31 02:06:19.000000+00:00\"], \"session_ids\": [\"e07cc430-0960-427d-9306-5f08ff83cdf0\", \"402afe84-96ba-4e99-8d37-9608dfd1892a\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.605}, \"78485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-23 01:23:43.000000+00:00\", \"2022-02-14 15:34:54.000000+00:00\"], \"session_ids\": [\"cd0c5efd-341c-4ccd-b0ed-337c87ea55e4\", \"7f45e170-a766-4034-8272-78edb66f7e0b\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.545}, \"43578\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-22 15:11:27.000000+00:00\", \"2022-09-21 16:35:20.000000+00:00\", \"2023-02-02 11:23:00.000000+00:00\"], \"session_ids\": [\"3fe90a02-a382-4fea-9920-a1316d9507be\", \"38a08acd-7d23-4b46-957b-d9a67ff44ea1\", \"b8c7efb3-446e-4bce-b1c1-5f02b8ce996c\"], \"total_duration\": 551.0, \"total_sessions\": 3, \"mean_week_duration\": 29.0}, \"50379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-29 02:46:24.000000+00:00\", \"2022-09-25 10:56:11.000000+00:00\"], \"session_ids\": [\"56b17c8f-0423-4ef7-a4d9-fa7c9e7f1025\", \"dc077bdd-51fb-421b-b5b5-b98ecd133a46\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 1.193}, \"21874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-11-02 23:19:13.000000+00:00\", \"2022-10-02 20:46:17.000000+00:00\"], \"session_ids\": [\"e9e69436-4d0a-4ba7-95c8-6ea810410fab\", \"20a1fda6-b90f-40ae-9cab-3701d17dd6dc\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 1.447}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 4 and are equal or less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-01 14:50:58.000000+00:00\", \"2021-05-30 19:46:42.000000+00:00\", \"2020-07-06 10:31:52.000000+00:00\", \"2021-03-29 00:55:50.000000+00:00\", \"2021-05-10 05:44:26.000000+00:00\", \"2020-04-03 02:58:18.000000+00:00\", \"2020-07-21 10:24:11.000000+00:00\", \"2022-12-25 19:17:13.000000+00:00\"], \"session_ids\": [\"743f2840-2100-46ef-9702-8e1a53ea283c\", \"95ebd863-581f-4a83-92ee-303b9fdbbf3b\", \"1fb22835-5be7-4762-b124-073957850ffb\", \"6c9cfadf-0a0e-4f13-82d9-a63ba1381d34\", \"d43f534e-c8a3-4557-ad27-bab1ba8216a9\", \"3aa41382-7a94-4c8b-96b1-fbd379d8ec78\", \"b573b29e-77a8-4726-af06-d19e5d4c27b1\", \"a8cd7123-66c6-42c0-9ff8-84fe5917dfb2\"], \"total_duration\": 14957.0, \"total_sessions\": 8, \"mean_week_duration\": 103.868}}\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[{\"13251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-01 14:50:58.000000+00:00\", \"2021-05-30 19:46:42.000000+00:00\", \"2020-07-06 10:31:52.000000+00:00\", \"2021-03-29 00:55:50.000000+00:00\", \"2021-05-10 05:44:26.000000+00:00\", \"2020-04-03 02:58:18.000000+00:00\", \"2020-07-21 10:24:11.000000+00:00\", \"2022-12-25 19:17:13.000000+00:00\"], \"session_ids\": [\"743f2840-2100-46ef-9702-8e1a53ea283c\", \"95ebd863-581f-4a83-92ee-303b9fdbbf3b\", \"1fb22835-5be7-4762-b124-073957850ffb\", \"6c9cfadf-0a0e-4f13-82d9-a63ba1381d34\", \"d43f534e-c8a3-4557-ad27-bab1ba8216a9\", \"3aa41382-7a94-4c8b-96b1-fbd379d8ec78\", \"b573b29e-77a8-4726-af06-d19e5d4c27b1\", \"a8cd7123-66c6-42c0-9ff8-84fe5917dfb2\"], \"total_duration\": 14957.0, \"total_sessions\": 8, \"mean_week_duration\": 103.868}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-01 14:50:58.000000+00:00\", \"2021-05-30 19:46:42.000000+00:00\", \"2020-07-06 10:31:52.000000+00:00\", \"2021-03-29 00:55:50.000000+00:00\", \"2021-05-10 05:44:26.000000+00:00\", \"2020-04-03 02:58:18.000000+00:00\", \"2020-07-21 10:24:11.000000+00:00\", \"2022-12-25 19:17:13.000000+00:00\"], \"session_ids\": [\"743f2840-2100-46ef-9702-8e1a53ea283c\", \"95ebd863-581f-4a83-92ee-303b9fdbbf3b\", \"1fb22835-5be7-4762-b124-073957850ffb\", \"6c9cfadf-0a0e-4f13-82d9-a63ba1381d34\", \"d43f534e-c8a3-4557-ad27-bab1ba8216a9\", \"3aa41382-7a94-4c8b-96b1-fbd379d8ec78\", \"b573b29e-77a8-4726-af06-d19e5d4c27b1\", \"a8cd7123-66c6-42c0-9ff8-84fe5917dfb2\"], \"total_duration\": 14957.0, \"total_sessions\": 8, \"mean_week_duration\": 103.868}}]\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[{\"13251\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-01 14:50:58.000000+00:00\", \"2021-05-30 19:46:42.000000+00:00\", \"2020-07-06 10:31:52.000000+00:00\", \"2021-03-29 00:55:50.000000+00:00\", \"2021-05-10 05:44:26.000000+00:00\", \"2020-04-03 02:58:18.000000+00:00\", \"2020-07-21 10:24:11.000000+00:00\", \"2022-12-25 19:17:13.000000+00:00\"], \"session_ids\": [\"743f2840-2100-46ef-9702-8e1a53ea283c\", \"95ebd863-581f-4a83-92ee-303b9fdbbf3b\", \"1fb22835-5be7-4762-b124-073957850ffb\", \"6c9cfadf-0a0e-4f13-82d9-a63ba1381d34\", \"d43f534e-c8a3-4557-ad27-bab1ba8216a9\", \"3aa41382-7a94-4c8b-96b1-fbd379d8ec78\", \"b573b29e-77a8-4726-af06-d19e5d4c27b1\", \"a8cd7123-66c6-42c0-9ff8-84fe5917dfb2\"], \"total_duration\": 14957.0, \"total_sessions\": 8, \"mean_week_duration\": 103.868}}]\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 4 users who are not folks of city Caracas in addition perform sorting by count of sessions form the lowest to the highest and save only 4 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{\"1692\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-28 10:04:46.000000+00:00\", \"2023-03-24 20:38:42.000000+00:00\", \"2020-03-01 07:31:43.000000+00:00\", \"2019-11-28 02:40:52.000000+00:00\"], \"session_ids\": [\"abd2b5a3-30d3-4d8e-8423-745c4cc00ba3\", \"317d1a3f-3122-4584-b01b-a7e6dea44756\", \"c1ce3aa4-e436-4187-b5cd-3d5f84512687\", \"f2910410-6211-49e2-a107-09b0f00335c6\"], \"total_duration\": 1627.0, \"total_sessions\": 4, \"mean_week_duration\": 8.518}, \"3974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-29 06:34:06.000000+00:00\", \"2021-06-26 20:13:37.000000+00:00\", \"2022-01-24 15:50:16.000000+00:00\"], \"session_ids\": [\"0f87f486-aa29-4836-8201-831826d2671e\", \"2476e093-e9cd-4ef0-bb96-809f316f99b0\", \"8b0a4c9d-d8da-480e-962e-7193f60c2b10\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 10.161}, \"89548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-26 14:09:13.000000+00:00\", \"2022-03-10 08:01:19.000000+00:00\"], \"session_ids\": [\"0c03ed1a-3ec5-46b7-a93b-b87472473755\", \"8b866e2f-5d41-4553-b686-b72b749edb4c\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 7.574}, \"51937\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-01 22:32:16.000000+00:00\", \"2020-05-05 07:28:59.000000+00:00\", \"2019-02-10 21:22:53.000000+00:00\"], \"session_ids\": [\"6a1ded7b-dbaa-4396-b4ca-411329f35564\", \"7ffe00ca-e653-4cc2-a0fa-e32fc0281901\", \"e753eac7-39ed-404e-b20e-3c6aa868a642\"], \"total_duration\": 968.0, \"total_sessions\": 3, \"mean_week_duration\": 11.256}, \"57624\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-10-14 07:49:04.000000+00:00\", \"2022-05-10 22:42:21.000000+00:00\", \"2021-02-05 19:18:18.000000+00:00\"], \"session_ids\": [\"3a0ae8f6-f56c-46d7-bb00-74ee29f0fa85\", \"39748238-d111-455e-b5ac-73238a84b6cd\", \"816ea6c5-82e4-4c7b-8aa7-a2d3315c6866\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.854}, \"35936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-15 00:37:36.000000+00:00\", \"2020-04-25 07:43:13.000000+00:00\"], \"session_ids\": [\"0eb488a2-6eb1-482e-aea5-b48e9208d071\", \"758bf06f-2227-4256-bb8e-453146f18b42\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 1.219}, \"44041\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-23 16:58:08.000000+00:00\", \"2019-06-17 13:28:53.000000+00:00\"], \"session_ids\": [\"9cb9f90b-225a-477a-a256-a0b7595b7330\", \"161c58bb-681c-44cb-a35d-da6089c16567\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 2.038}, \"48176\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-12 04:47:24.000000+00:00\", \"2020-05-06 01:01:03.000000+00:00\", \"2020-06-07 15:34:50.000000+00:00\"], \"session_ids\": [\"b689f900-5f3e-4fe7-8a60-cf28fb6d4edb\", \"7971ff2d-331b-4c09-aa9e-6c5e6d774ef3\", \"7c0eab85-2bfa-499a-ba53-268c90092013\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 1.548}, \"32255\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-11-06 12:37:18.000000+00:00\", \"2022-09-11 10:22:44.000000+00:00\", \"2019-12-08 11:54:34.000000+00:00\", \"2019-01-21 11:44:32.000000+00:00\", \"2019-07-04 15:48:54.000000+00:00\", \"2019-08-25 03:13:19.000000+00:00\", \"2021-07-09 09:14:46.000000+00:00\", \"2022-09-23 07:32:04.000000+00:00\", \"2019-11-10 13:02:20.000000+00:00\"], \"session_ids\": [\"6af2037f-9d8e-4b3d-a5d0-ff929db198f4\", \"3d4a96f0-810a-4b1b-964d-4606f2cd6ae2\", \"ca703984-2e5d-40b4-a945-d0875ede3eb1\", \"d0210704-432d-4e33-9f0e-c6ff4140fac0\", \"32583c36-4cfb-4c67-9e9d-44c91690fe6e\", \"bfe5730e-3348-407b-be06-21b5df3e8838\", \"88bbe4b6-f719-4356-8d25-dcc7504bf7f7\", \"6cf046ce-480a-4b17-917a-371a8dc7ea16\", \"da0c0642-fb64-4b9c-b97c-33f7ce8a3962\"], \"total_duration\": 16957.0, \"total_sessions\": 9, \"mean_week_duration\": 88.318}, \"72101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-11 23:52:30.000000+00:00\", \"2020-10-05 13:10:09.000000+00:00\", \"2021-02-23 17:03:50.000000+00:00\"], \"session_ids\": [\"cb1d03e4-38ed-4b7a-84ef-01c8cb99c883\", \"21563d6b-fd3f-42ae-ae71-fbc4c66394c9\", \"eb1d1c3a-5f0d-4241-a1ca-e2809da4f47b\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 1.048}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Caracas" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Caracas\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"1692\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-28 10:04:46.000000+00:00\", \"2023-03-24 20:38:42.000000+00:00\", \"2020-03-01 07:31:43.000000+00:00\", \"2019-11-28 02:40:52.000000+00:00\"], \"session_ids\": [\"abd2b5a3-30d3-4d8e-8423-745c4cc00ba3\", \"317d1a3f-3122-4584-b01b-a7e6dea44756\", \"c1ce3aa4-e436-4187-b5cd-3d5f84512687\", \"f2910410-6211-49e2-a107-09b0f00335c6\"], \"total_duration\": 1627.0, \"total_sessions\": 4, \"mean_week_duration\": 8.518}, \"3974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-29 06:34:06.000000+00:00\", \"2021-06-26 20:13:37.000000+00:00\", \"2022-01-24 15:50:16.000000+00:00\"], \"session_ids\": [\"0f87f486-aa29-4836-8201-831826d2671e\", \"2476e093-e9cd-4ef0-bb96-809f316f99b0\", \"8b0a4c9d-d8da-480e-962e-7193f60c2b10\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 10.161}, \"89548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-26 14:09:13.000000+00:00\", \"2022-03-10 08:01:19.000000+00:00\"], \"session_ids\": [\"0c03ed1a-3ec5-46b7-a93b-b87472473755\", \"8b866e2f-5d41-4553-b686-b72b749edb4c\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 7.574}, \"51937\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-01 22:32:16.000000+00:00\", \"2020-05-05 07:28:59.000000+00:00\", \"2019-02-10 21:22:53.000000+00:00\"], \"session_ids\": [\"6a1ded7b-dbaa-4396-b4ca-411329f35564\", \"7ffe00ca-e653-4cc2-a0fa-e32fc0281901\", \"e753eac7-39ed-404e-b20e-3c6aa868a642\"], \"total_duration\": 968.0, \"total_sessions\": 3, \"mean_week_duration\": 11.256}, \"57624\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-10-14 07:49:04.000000+00:00\", \"2022-05-10 22:42:21.000000+00:00\", \"2021-02-05 19:18:18.000000+00:00\"], \"session_ids\": [\"3a0ae8f6-f56c-46d7-bb00-74ee29f0fa85\", \"39748238-d111-455e-b5ac-73238a84b6cd\", \"816ea6c5-82e4-4c7b-8aa7-a2d3315c6866\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.854}, \"35936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-15 00:37:36.000000+00:00\", \"2020-04-25 07:43:13.000000+00:00\"], \"session_ids\": [\"0eb488a2-6eb1-482e-aea5-b48e9208d071\", \"758bf06f-2227-4256-bb8e-453146f18b42\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 1.219}, \"44041\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-23 16:58:08.000000+00:00\", \"2019-06-17 13:28:53.000000+00:00\"], \"session_ids\": [\"9cb9f90b-225a-477a-a256-a0b7595b7330\", \"161c58bb-681c-44cb-a35d-da6089c16567\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 2.038}, \"48176\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-12 04:47:24.000000+00:00\", \"2020-05-06 01:01:03.000000+00:00\", \"2020-06-07 15:34:50.000000+00:00\"], \"session_ids\": [\"b689f900-5f3e-4fe7-8a60-cf28fb6d4edb\", \"7971ff2d-331b-4c09-aa9e-6c5e6d774ef3\", \"7c0eab85-2bfa-499a-ba53-268c90092013\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 1.548}, \"32255\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-11-06 12:37:18.000000+00:00\", \"2022-09-11 10:22:44.000000+00:00\", \"2019-12-08 11:54:34.000000+00:00\", \"2019-01-21 11:44:32.000000+00:00\", \"2019-07-04 15:48:54.000000+00:00\", \"2019-08-25 03:13:19.000000+00:00\", \"2021-07-09 09:14:46.000000+00:00\", \"2022-09-23 07:32:04.000000+00:00\", \"2019-11-10 13:02:20.000000+00:00\"], \"session_ids\": [\"6af2037f-9d8e-4b3d-a5d0-ff929db198f4\", \"3d4a96f0-810a-4b1b-964d-4606f2cd6ae2\", \"ca703984-2e5d-40b4-a945-d0875ede3eb1\", \"d0210704-432d-4e33-9f0e-c6ff4140fac0\", \"32583c36-4cfb-4c67-9e9d-44c91690fe6e\", \"bfe5730e-3348-407b-be06-21b5df3e8838\", \"88bbe4b6-f719-4356-8d25-dcc7504bf7f7\", \"6cf046ce-480a-4b17-917a-371a8dc7ea16\", \"da0c0642-fb64-4b9c-b97c-33f7ce8a3962\"], \"total_duration\": 16957.0, \"total_sessions\": 9, \"mean_week_duration\": 88.318}, \"72101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-11 23:52:30.000000+00:00\", \"2020-10-05 13:10:09.000000+00:00\", \"2021-02-23 17:03:50.000000+00:00\"], \"session_ids\": [\"cb1d03e4-38ed-4b7a-84ef-01c8cb99c883\", \"21563d6b-fd3f-42ae-ae71-fbc4c66394c9\", \"eb1d1c3a-5f0d-4241-a1ca-e2809da4f47b\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 1.048}}\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[{\"89548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-26 14:09:13.000000+00:00\", \"2022-03-10 08:01:19.000000+00:00\"], \"session_ids\": [\"0c03ed1a-3ec5-46b7-a93b-b87472473755\", \"8b866e2f-5d41-4553-b686-b72b749edb4c\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 7.574}}, {\"35936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-15 00:37:36.000000+00:00\", \"2020-04-25 07:43:13.000000+00:00\"], \"session_ids\": [\"0eb488a2-6eb1-482e-aea5-b48e9208d071\", \"758bf06f-2227-4256-bb8e-453146f18b42\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 1.219}}, {\"44041\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-23 16:58:08.000000+00:00\", \"2019-06-17 13:28:53.000000+00:00\"], \"session_ids\": [\"9cb9f90b-225a-477a-a256-a0b7595b7330\", \"161c58bb-681c-44cb-a35d-da6089c16567\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 2.038}}, {\"3974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-29 06:34:06.000000+00:00\", \"2021-06-26 20:13:37.000000+00:00\", \"2022-01-24 15:50:16.000000+00:00\"], \"session_ids\": [\"0f87f486-aa29-4836-8201-831826d2671e\", \"2476e093-e9cd-4ef0-bb96-809f316f99b0\", \"8b0a4c9d-d8da-480e-962e-7193f60c2b10\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 10.161}}, {\"51937\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-01 22:32:16.000000+00:00\", \"2020-05-05 07:28:59.000000+00:00\", \"2019-02-10 21:22:53.000000+00:00\"], \"session_ids\": [\"6a1ded7b-dbaa-4396-b4ca-411329f35564\", \"7ffe00ca-e653-4cc2-a0fa-e32fc0281901\", \"e753eac7-39ed-404e-b20e-3c6aa868a642\"], \"total_duration\": 968.0, \"total_sessions\": 3, \"mean_week_duration\": 11.256}}, {\"57624\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-10-14 07:49:04.000000+00:00\", \"2022-05-10 22:42:21.000000+00:00\", \"2021-02-05 19:18:18.000000+00:00\"], \"session_ids\": [\"3a0ae8f6-f56c-46d7-bb00-74ee29f0fa85\", \"39748238-d111-455e-b5ac-73238a84b6cd\", \"816ea6c5-82e4-4c7b-8aa7-a2d3315c6866\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.854}}, {\"48176\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-12 04:47:24.000000+00:00\", \"2020-05-06 01:01:03.000000+00:00\", \"2020-06-07 15:34:50.000000+00:00\"], \"session_ids\": [\"b689f900-5f3e-4fe7-8a60-cf28fb6d4edb\", \"7971ff2d-331b-4c09-aa9e-6c5e6d774ef3\", \"7c0eab85-2bfa-499a-ba53-268c90092013\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 1.548}}, {\"72101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-11 23:52:30.000000+00:00\", \"2020-10-05 13:10:09.000000+00:00\", \"2021-02-23 17:03:50.000000+00:00\"], \"session_ids\": [\"cb1d03e4-38ed-4b7a-84ef-01c8cb99c883\", \"21563d6b-fd3f-42ae-ae71-fbc4c66394c9\", \"eb1d1c3a-5f0d-4241-a1ca-e2809da4f47b\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 1.048}}, {\"1692\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-28 10:04:46.000000+00:00\", \"2023-03-24 20:38:42.000000+00:00\", \"2020-03-01 07:31:43.000000+00:00\", \"2019-11-28 02:40:52.000000+00:00\"], \"session_ids\": [\"abd2b5a3-30d3-4d8e-8423-745c4cc00ba3\", \"317d1a3f-3122-4584-b01b-a7e6dea44756\", \"c1ce3aa4-e436-4187-b5cd-3d5f84512687\", \"f2910410-6211-49e2-a107-09b0f00335c6\"], \"total_duration\": 1627.0, \"total_sessions\": 4, \"mean_week_duration\": 8.518}}, {\"32255\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-11-06 12:37:18.000000+00:00\", \"2022-09-11 10:22:44.000000+00:00\", \"2019-12-08 11:54:34.000000+00:00\", \"2019-01-21 11:44:32.000000+00:00\", \"2019-07-04 15:48:54.000000+00:00\", \"2019-08-25 03:13:19.000000+00:00\", \"2021-07-09 09:14:46.000000+00:00\", \"2022-09-23 07:32:04.000000+00:00\", \"2019-11-10 13:02:20.000000+00:00\"], \"session_ids\": [\"6af2037f-9d8e-4b3d-a5d0-ff929db198f4\", \"3d4a96f0-810a-4b1b-964d-4606f2cd6ae2\", \"ca703984-2e5d-40b4-a945-d0875ede3eb1\", \"d0210704-432d-4e33-9f0e-c6ff4140fac0\", \"32583c36-4cfb-4c67-9e9d-44c91690fe6e\", \"bfe5730e-3348-407b-be06-21b5df3e8838\", \"88bbe4b6-f719-4356-8d25-dcc7504bf7f7\", \"6cf046ce-480a-4b17-917a-371a8dc7ea16\", \"da0c0642-fb64-4b9c-b97c-33f7ce8a3962\"], \"total_duration\": 16957.0, \"total_sessions\": 9, \"mean_week_duration\": 88.318}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-26 14:09:13.000000+00:00\", \"2022-03-10 08:01:19.000000+00:00\"], \"session_ids\": [\"0c03ed1a-3ec5-46b7-a93b-b87472473755\", \"8b866e2f-5d41-4553-b686-b72b749edb4c\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 7.574}}, {\"35936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-15 00:37:36.000000+00:00\", \"2020-04-25 07:43:13.000000+00:00\"], \"session_ids\": [\"0eb488a2-6eb1-482e-aea5-b48e9208d071\", \"758bf06f-2227-4256-bb8e-453146f18b42\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 1.219}}, {\"44041\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-23 16:58:08.000000+00:00\", \"2019-06-17 13:28:53.000000+00:00\"], \"session_ids\": [\"9cb9f90b-225a-477a-a256-a0b7595b7330\", \"161c58bb-681c-44cb-a35d-da6089c16567\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 2.038}}, {\"3974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-29 06:34:06.000000+00:00\", \"2021-06-26 20:13:37.000000+00:00\", \"2022-01-24 15:50:16.000000+00:00\"], \"session_ids\": [\"0f87f486-aa29-4836-8201-831826d2671e\", \"2476e093-e9cd-4ef0-bb96-809f316f99b0\", \"8b0a4c9d-d8da-480e-962e-7193f60c2b10\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 10.161}}]\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[{\"89548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-26 14:09:13.000000+00:00\", \"2022-03-10 08:01:19.000000+00:00\"], \"session_ids\": [\"0c03ed1a-3ec5-46b7-a93b-b87472473755\", \"8b866e2f-5d41-4553-b686-b72b749edb4c\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 7.574}}, {\"35936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-15 00:37:36.000000+00:00\", \"2020-04-25 07:43:13.000000+00:00\"], \"session_ids\": [\"0eb488a2-6eb1-482e-aea5-b48e9208d071\", \"758bf06f-2227-4256-bb8e-453146f18b42\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 1.219}}, {\"44041\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-12-23 16:58:08.000000+00:00\", \"2019-06-17 13:28:53.000000+00:00\"], \"session_ids\": [\"9cb9f90b-225a-477a-a256-a0b7595b7330\", \"161c58bb-681c-44cb-a35d-da6089c16567\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 2.038}}, {\"3974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-29 06:34:06.000000+00:00\", \"2021-06-26 20:13:37.000000+00:00\", \"2022-01-24 15:50:16.000000+00:00\"], \"session_ids\": [\"0f87f486-aa29-4836-8201-831826d2671e\", \"2476e093-e9cd-4ef0-bb96-809f316f99b0\", \"8b0a4c9d-d8da-480e-962e-7193f60c2b10\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 10.161}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 3 users who have site usage time strictly smaller than 2305 plus execute sorting by sessions total ascendingly additionaly keep 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{\"95061\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-16 06:11:41.000000+00:00\", \"2020-03-31 10:03:16.000000+00:00\", \"2019-06-16 11:10:53.000000+00:00\"], \"session_ids\": [\"7381d526-bc61-43a5-b558-b214c38daf15\", \"fb349b89-bf80-4518-a70c-fc835c7ba245\", \"9273b1da-d148-4133-a78c-93288ae85998\"], \"total_duration\": 114.0, \"total_sessions\": 3, \"mean_week_duration\": 2.714}, \"45540\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-09-25 22:50:39.000000+00:00\", \"2022-08-23 22:58:05.000000+00:00\", \"2022-07-29 09:19:56.000000+00:00\"], \"session_ids\": [\"5a27da48-b0fc-4b9d-8185-b3cbb33e59f5\", \"d263dabb-ecba-4d04-9f19-5a7b76c66deb\", \"9e30a492-6eb2-4e7b-a56d-46b821289e01\"], \"total_duration\": 888.0, \"total_sessions\": 3, \"mean_week_duration\": 5.842}, \"64216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-16 08:18:25.000000+00:00\", \"2019-03-18 23:27:15.000000+00:00\", \"2021-10-28 07:44:48.000000+00:00\", \"2021-04-18 17:30:11.000000+00:00\", \"2021-01-16 09:46:21.000000+00:00\", \"2019-11-16 02:06:29.000000+00:00\"], \"session_ids\": [\"8b583bc3-2807-4ed7-8e6c-60ba26db3608\", \"1eac9f6c-21ba-4f92-ad7c-0ea7db58d6b7\", \"3d3425f3-9cbd-462b-b826-2119b1772345\", \"46c23e2b-cb9f-4dc4-aa57-ba72ba3fd38f\", \"ef5855ba-9a80-46b5-b185-870d631b0f8c\", \"34e60d0d-2529-49da-975d-2da58ef5c6a4\"], \"total_duration\": 260.0, \"total_sessions\": 6, \"mean_week_duration\": 1.898}, \"51833\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-11-14 13:12:54.000000+00:00\", \"2023-03-15 06:31:06.000000+00:00\"], \"session_ids\": [\"aa083984-db00-46e0-973d-2952cdcfbe68\", \"5aa21821-90b4-4bdf-a24f-bdb142e6bfb2\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.329}, \"50726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-09-04 17:58:59.000000+00:00\", \"2022-10-03 15:49:58.000000+00:00\", \"2019-09-02 01:46:24.000000+00:00\", \"2020-11-11 16:07:34.000000+00:00\"], \"session_ids\": [\"16f307e0-6d5a-46c0-b2bc-df738dafba07\", \"5196b403-6b3d-4138-8a5c-2be0897ee7a3\", \"223d5d4a-43f1-4e68-b248-af7dab6baddc\", \"2f9eee37-a6d2-45f0-85d9-a9eabd295117\"], \"total_duration\": 409.0, \"total_sessions\": 4, \"mean_week_duration\": 2.54}, \"94779\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-24 18:35:01.000000+00:00\", \"2021-11-24 23:19:46.000000+00:00\"], \"session_ids\": [\"c82e4f27-0b4d-4c70-8caa-1519262d1f69\", \"7311a672-71fb-48b0-9971-b7a6e8ba5475\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 5.031}, \"97892\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-26 23:36:57.000000+00:00\", \"2020-09-30 16:12:23.000000+00:00\"], \"session_ids\": [\"56fb2283-8c3b-46c9-987d-f0c0b0340865\", \"ed67f9a5-c68c-42e8-9202-aa251cc8de6a\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.463}, \"24524\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-04-19 20:44:46.000000+00:00\", \"2021-10-28 02:25:17.000000+00:00\", \"2020-09-27 00:13:01.000000+00:00\", \"2019-03-28 21:24:03.000000+00:00\", \"2019-10-23 15:55:45.000000+00:00\", \"2023-02-22 06:09:31.000000+00:00\"], \"session_ids\": [\"5278d610-b255-4f94-8608-d62963bc8f57\", \"3044e4ff-e4b0-4e1b-a7a0-c69547176268\", \"9b823439-4b5b-4578-a186-4a28a9b5474d\", \"09ce8c83-b4ab-4572-8a1a-00de334b53fe\", \"509bf3b2-2a50-415c-ba14-da0577e653dc\", \"9bb5423c-6014-464f-b780-d8a13d46154d\"], \"total_duration\": 4363.0, \"total_sessions\": 6, \"mean_week_duration\": 21.387}, \"21863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-18 14:22:19.000000+00:00\", \"2022-12-01 14:51:03.000000+00:00\", \"2020-02-18 23:08:57.000000+00:00\"], \"session_ids\": [\"ed043b2f-5bd3-43a7-baae-035850707d4d\", \"e353fdcf-6983-4fc6-bc71-a0c2e1f81d49\", \"383817b8-a332-421f-81c1-c5400a03e6a2\"], \"total_duration\": 488.0, \"total_sessions\": 3, \"mean_week_duration\": 3.342}, \"56858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-05 18:36:32.000000+00:00\", \"2019-03-06 07:06:00.000000+00:00\"], \"session_ids\": [\"3c5e8db6-e9bc-47e1-8d75-b6b58cdd9fdd\", \"1e959323-f53c-4c91-a422-4ebe9b43203f\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 4.115}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 2305" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[2305, 2622]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95061\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-16 06:11:41.000000+00:00\", \"2020-03-31 10:03:16.000000+00:00\", \"2019-06-16 11:10:53.000000+00:00\"], \"session_ids\": [\"7381d526-bc61-43a5-b558-b214c38daf15\", \"fb349b89-bf80-4518-a70c-fc835c7ba245\", \"9273b1da-d148-4133-a78c-93288ae85998\"], \"total_duration\": 114.0, \"total_sessions\": 3, \"mean_week_duration\": 2.714}, \"45540\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-09-25 22:50:39.000000+00:00\", \"2022-08-23 22:58:05.000000+00:00\", \"2022-07-29 09:19:56.000000+00:00\"], \"session_ids\": [\"5a27da48-b0fc-4b9d-8185-b3cbb33e59f5\", \"d263dabb-ecba-4d04-9f19-5a7b76c66deb\", \"9e30a492-6eb2-4e7b-a56d-46b821289e01\"], \"total_duration\": 888.0, \"total_sessions\": 3, \"mean_week_duration\": 5.842}, \"64216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-16 08:18:25.000000+00:00\", \"2019-03-18 23:27:15.000000+00:00\", \"2021-10-28 07:44:48.000000+00:00\", \"2021-04-18 17:30:11.000000+00:00\", \"2021-01-16 09:46:21.000000+00:00\", \"2019-11-16 02:06:29.000000+00:00\"], \"session_ids\": [\"8b583bc3-2807-4ed7-8e6c-60ba26db3608\", \"1eac9f6c-21ba-4f92-ad7c-0ea7db58d6b7\", \"3d3425f3-9cbd-462b-b826-2119b1772345\", \"46c23e2b-cb9f-4dc4-aa57-ba72ba3fd38f\", \"ef5855ba-9a80-46b5-b185-870d631b0f8c\", \"34e60d0d-2529-49da-975d-2da58ef5c6a4\"], \"total_duration\": 260.0, \"total_sessions\": 6, \"mean_week_duration\": 1.898}, \"51833\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-11-14 13:12:54.000000+00:00\", \"2023-03-15 06:31:06.000000+00:00\"], \"session_ids\": [\"aa083984-db00-46e0-973d-2952cdcfbe68\", \"5aa21821-90b4-4bdf-a24f-bdb142e6bfb2\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.329}, \"50726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-09-04 17:58:59.000000+00:00\", \"2022-10-03 15:49:58.000000+00:00\", \"2019-09-02 01:46:24.000000+00:00\", \"2020-11-11 16:07:34.000000+00:00\"], \"session_ids\": [\"16f307e0-6d5a-46c0-b2bc-df738dafba07\", \"5196b403-6b3d-4138-8a5c-2be0897ee7a3\", \"223d5d4a-43f1-4e68-b248-af7dab6baddc\", \"2f9eee37-a6d2-45f0-85d9-a9eabd295117\"], \"total_duration\": 409.0, \"total_sessions\": 4, \"mean_week_duration\": 2.54}, \"94779\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-24 18:35:01.000000+00:00\", \"2021-11-24 23:19:46.000000+00:00\"], \"session_ids\": [\"c82e4f27-0b4d-4c70-8caa-1519262d1f69\", \"7311a672-71fb-48b0-9971-b7a6e8ba5475\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 5.031}, \"97892\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-26 23:36:57.000000+00:00\", \"2020-09-30 16:12:23.000000+00:00\"], \"session_ids\": [\"56fb2283-8c3b-46c9-987d-f0c0b0340865\", \"ed67f9a5-c68c-42e8-9202-aa251cc8de6a\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.463}, \"21863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-18 14:22:19.000000+00:00\", \"2022-12-01 14:51:03.000000+00:00\", \"2020-02-18 23:08:57.000000+00:00\"], \"session_ids\": [\"ed043b2f-5bd3-43a7-baae-035850707d4d\", \"e353fdcf-6983-4fc6-bc71-a0c2e1f81d49\", \"383817b8-a332-421f-81c1-c5400a03e6a2\"], \"total_duration\": 488.0, \"total_sessions\": 3, \"mean_week_duration\": 3.342}, \"56858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-05 18:36:32.000000+00:00\", \"2019-03-06 07:06:00.000000+00:00\"], \"session_ids\": [\"3c5e8db6-e9bc-47e1-8d75-b6b58cdd9fdd\", \"1e959323-f53c-4c91-a422-4ebe9b43203f\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 4.115}}\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[{\"51833\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-11-14 13:12:54.000000+00:00\", \"2023-03-15 06:31:06.000000+00:00\"], \"session_ids\": [\"aa083984-db00-46e0-973d-2952cdcfbe68\", \"5aa21821-90b4-4bdf-a24f-bdb142e6bfb2\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.329}}, {\"94779\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-24 18:35:01.000000+00:00\", \"2021-11-24 23:19:46.000000+00:00\"], \"session_ids\": [\"c82e4f27-0b4d-4c70-8caa-1519262d1f69\", \"7311a672-71fb-48b0-9971-b7a6e8ba5475\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 5.031}}, {\"97892\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-26 23:36:57.000000+00:00\", \"2020-09-30 16:12:23.000000+00:00\"], \"session_ids\": [\"56fb2283-8c3b-46c9-987d-f0c0b0340865\", \"ed67f9a5-c68c-42e8-9202-aa251cc8de6a\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.463}}, {\"56858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-05 18:36:32.000000+00:00\", \"2019-03-06 07:06:00.000000+00:00\"], \"session_ids\": [\"3c5e8db6-e9bc-47e1-8d75-b6b58cdd9fdd\", \"1e959323-f53c-4c91-a422-4ebe9b43203f\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 4.115}}, {\"95061\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-16 06:11:41.000000+00:00\", \"2020-03-31 10:03:16.000000+00:00\", \"2019-06-16 11:10:53.000000+00:00\"], \"session_ids\": [\"7381d526-bc61-43a5-b558-b214c38daf15\", \"fb349b89-bf80-4518-a70c-fc835c7ba245\", \"9273b1da-d148-4133-a78c-93288ae85998\"], \"total_duration\": 114.0, \"total_sessions\": 3, \"mean_week_duration\": 2.714}}, {\"45540\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-09-25 22:50:39.000000+00:00\", \"2022-08-23 22:58:05.000000+00:00\", \"2022-07-29 09:19:56.000000+00:00\"], \"session_ids\": [\"5a27da48-b0fc-4b9d-8185-b3cbb33e59f5\", \"d263dabb-ecba-4d04-9f19-5a7b76c66deb\", \"9e30a492-6eb2-4e7b-a56d-46b821289e01\"], \"total_duration\": 888.0, \"total_sessions\": 3, \"mean_week_duration\": 5.842}}, {\"21863\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-18 14:22:19.000000+00:00\", \"2022-12-01 14:51:03.000000+00:00\", \"2020-02-18 23:08:57.000000+00:00\"], \"session_ids\": [\"ed043b2f-5bd3-43a7-baae-035850707d4d\", \"e353fdcf-6983-4fc6-bc71-a0c2e1f81d49\", \"383817b8-a332-421f-81c1-c5400a03e6a2\"], \"total_duration\": 488.0, \"total_sessions\": 3, \"mean_week_duration\": 3.342}}, {\"50726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-09-04 17:58:59.000000+00:00\", \"2022-10-03 15:49:58.000000+00:00\", \"2019-09-02 01:46:24.000000+00:00\", \"2020-11-11 16:07:34.000000+00:00\"], \"session_ids\": [\"16f307e0-6d5a-46c0-b2bc-df738dafba07\", \"5196b403-6b3d-4138-8a5c-2be0897ee7a3\", \"223d5d4a-43f1-4e68-b248-af7dab6baddc\", \"2f9eee37-a6d2-45f0-85d9-a9eabd295117\"], \"total_duration\": 409.0, \"total_sessions\": 4, \"mean_week_duration\": 2.54}}, {\"64216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-16 08:18:25.000000+00:00\", \"2019-03-18 23:27:15.000000+00:00\", \"2021-10-28 07:44:48.000000+00:00\", \"2021-04-18 17:30:11.000000+00:00\", \"2021-01-16 09:46:21.000000+00:00\", \"2019-11-16 02:06:29.000000+00:00\"], \"session_ids\": [\"8b583bc3-2807-4ed7-8e6c-60ba26db3608\", \"1eac9f6c-21ba-4f92-ad7c-0ea7db58d6b7\", \"3d3425f3-9cbd-462b-b826-2119b1772345\", \"46c23e2b-cb9f-4dc4-aa57-ba72ba3fd38f\", \"ef5855ba-9a80-46b5-b185-870d631b0f8c\", \"34e60d0d-2529-49da-975d-2da58ef5c6a4\"], \"total_duration\": 260.0, \"total_sessions\": 6, \"mean_week_duration\": 1.898}}]\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[{\"51833\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-11-14 13:12:54.000000+00:00\", \"2023-03-15 06:31:06.000000+00:00\"], \"session_ids\": [\"aa083984-db00-46e0-973d-2952cdcfbe68\", \"5aa21821-90b4-4bdf-a24f-bdb142e6bfb2\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.329}}, {\"94779\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-24 18:35:01.000000+00:00\", \"2021-11-24 23:19:46.000000+00:00\"], \"session_ids\": [\"c82e4f27-0b4d-4c70-8caa-1519262d1f69\", \"7311a672-71fb-48b0-9971-b7a6e8ba5475\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 5.031}}, {\"97892\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-26 23:36:57.000000+00:00\", \"2020-09-30 16:12:23.000000+00:00\"], \"session_ids\": [\"56fb2283-8c3b-46c9-987d-f0c0b0340865\", \"ed67f9a5-c68c-42e8-9202-aa251cc8de6a\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.463}}]\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[{\"51833\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-11-14 13:12:54.000000+00:00\", \"2023-03-15 06:31:06.000000+00:00\"], \"session_ids\": [\"aa083984-db00-46e0-973d-2952cdcfbe68\", \"5aa21821-90b4-4bdf-a24f-bdb142e6bfb2\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.329}}, {\"94779\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-24 18:35:01.000000+00:00\", \"2021-11-24 23:19:46.000000+00:00\"], \"session_ids\": [\"c82e4f27-0b4d-4c70-8caa-1519262d1f69\", \"7311a672-71fb-48b0-9971-b7a6e8ba5475\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 5.031}}, {\"97892\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-26 23:36:57.000000+00:00\", \"2020-09-30 16:12:23.000000+00:00\"], \"session_ids\": [\"56fb2283-8c3b-46c9-987d-f0c0b0340865\", \"ed67f9a5-c68c-42e8-9202-aa251cc8de6a\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.463}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding 4 users whose duration of sessions per week is 7 , moreover perform sorting by count of sessions form the highest value to the lowest 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{\"32318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-10-03 01:02:29.000000+00:00\", \"2021-01-28 07:32:53.000000+00:00\"], \"session_ids\": [\"ecc4bbd5-106f-48db-8d56-1d187cb0dd10\", \"fdd80488-e744-47ec-8452-bccaeb19a0c4\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}, \"10208\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-27 03:33:58.000000+00:00\", \"2023-03-26 10:55:31.000000+00:00\", \"2020-02-13 04:03:04.000000+00:00\", \"2019-04-21 16:26:37.000000+00:00\", \"2023-06-24 01:22:09.000000+00:00\", \"2019-06-18 10:34:14.000000+00:00\"], \"session_ids\": [\"bf6c5997-288d-4e69-ae70-cf9a60840e8c\", \"3bdc4b96-c697-4f26-abdf-255a86695381\", \"7a035503-742f-4720-a66e-c79838d0a8b6\", \"7b1369dc-b145-4b81-866f-c0c52b3efd3c\", \"4ba62761-6bc0-4f52-99f7-de284db12491\", \"b4598b89-f9a2-4fac-9ef4-ce2739aa5965\"], \"total_duration\": 81.0, \"total_sessions\": 6, \"mean_week_duration\": 0.372}, \"28227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-05-27 13:01:51.000000+00:00\", \"2021-08-08 10:13:46.000000+00:00\", \"2022-07-19 04:01:27.000000+00:00\", \"2021-05-08 19:53:20.000000+00:00\"], \"session_ids\": [\"76c55f61-9101-497a-8f4a-ef9df4ed4bf1\", \"ac02561b-e891-419e-a02f-386804d2a28e\", \"6544610a-ae47-43d7-9e25-f6c1a5991fbe\", \"61e4267f-4fa2-43d2-a165-12941012d66f\"], \"total_duration\": 133.0, \"total_sessions\": 4, \"mean_week_duration\": 1.243}, \"91943\": {\"keyflows\": {\"Sign In Flow\": 2, \"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, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-01-13 13:25:07.000000+00:00\", \"2021-05-08 15:42:17.000000+00:00\", \"2021-08-16 06:09:58.000000+00:00\", \"2019-01-27 00:52:58.000000+00:00\"], \"session_ids\": [\"98f5dc95-30f4-47dd-a514-4961cdc74718\", \"a9ce9a4a-0f39-41b5-b801-851219920ecb\", \"3e9aba13-10ff-4e1f-8067-922739a1aa2d\", \"e7b28bb7-0d38-48b9-aede-e73fd35c2a3d\"], \"total_duration\": 342.0, \"total_sessions\": 4, \"mean_week_duration\": 2.206}, \"53991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-23 11:23:18.000000+00:00\", \"2021-10-11 18:58:31.000000+00:00\"], \"session_ids\": [\"09c43cab-561e-4a94-9fdf-bc60d1df850f\", \"52c14dd6-fff2-49f7-9459-91d96f4e9fe6\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 3.985}, \"30837\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-07-22 04:10:27.000000+00:00\", \"2020-09-15 12:18:37.000000+00:00\", \"2021-07-28 07:38:29.000000+00:00\"], \"session_ids\": [\"2b2a452f-12ad-42ba-b952-542051021263\", \"0d3a484d-40dc-430b-bd1a-b052edd41c9d\", \"6ed91dce-a143-4647-98d7-7714d44b6282\"], \"total_duration\": 460.0, \"total_sessions\": 3, \"mean_week_duration\": 4.742}, \"1219\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-15 11:00:36.000000+00:00\", \"2023-01-26 18:02:43.000000+00:00\", \"2019-12-26 10:42:21.000000+00:00\", \"2021-09-12 04:20:14.000000+00:00\"], \"session_ids\": [\"fd590942-c2ee-42c8-827e-1d0c4567a51b\", \"805a8144-53e7-4922-b074-8f7f41ffcf3b\", \"9ab09fb3-b2e6-4fd9-b953-39a614d3f1d4\", \"1a898b87-39c7-4041-8740-3024651a3566\"], \"total_duration\": 790.0, \"total_sessions\": 4, \"mean_week_duration\": 4.907}, \"75169\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-06 01:54:54.000000+00:00\", \"2022-01-16 09:49:39.000000+00:00\", \"2020-09-18 14:14:10.000000+00:00\", \"2021-02-15 14:31:29.000000+00:00\", \"2019-12-15 15:23:55.000000+00:00\"], \"session_ids\": [\"bc8cad78-26b0-4ca4-b82c-da265963cd0a\", \"3e42995c-7731-47f3-94fa-d4734ea80388\", \"d3d8a2c0-a356-416e-b1f8-807bf2f48e39\", \"296644d3-7463-4105-8f4f-d3fbc53e291d\", \"0d443392-3168-42fc-af90-d2a6ab9b7c45\"], \"total_duration\": 635.0, \"total_sessions\": 5, \"mean_week_duration\": 5.474}, \"49619\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-06-12 12:19:24.000000+00:00\", \"2022-01-06 06:33:01.000000+00:00\"], \"session_ids\": [\"d2f2b3c2-3bb9-4323-9412-1b3739077df4\", \"d1aa8b94-2493-45b0-9338-86d30c6e3a61\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 1.761}, \"77264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-12-20 15:50:15.000000+00:00\", \"2022-12-04 20:18:56.000000+00:00\", \"2020-05-12 19:26:05.000000+00:00\"], \"session_ids\": [\"03759228-ba02-4be6-90eb-3ededb9b302e\", \"2add3517-75b7-4a41-b6a1-fbca0ad0ce78\", \"1077f6fc-7cfd-42af-ac8a-a78ee9f9fa71\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 0.731}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[7, 48]]}}}\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": "Please provide insights on users who have overall duration of sessions per week = 21 in addition apply sorting by total duration amount from the smallest value to the largest value additionaly display only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71174\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-18 10:58:37.000000+00:00\", \"2021-12-22 06:11:38.000000+00:00\"], \"session_ids\": [\"3618de13-cca2-4cc8-a1dc-1ad4c49dd4a2\", \"2f5e685c-c79b-48ee-ae57-7b9055c3214d\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 7.778}, \"61851\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-27 11:55:07.000000+00:00\", \"2022-01-30 16:11:22.000000+00:00\", \"2020-11-11 19:37:26.000000+00:00\", \"2023-06-23 16:47:53.000000+00:00\", \"2019-03-08 00:38:23.000000+00:00\"], \"session_ids\": [\"f1826ea8-5b11-48df-86c2-6206b7785121\", \"a679d0e4-da5e-49b4-91b7-44b318b5423a\", \"928171f3-80ff-4d73-900e-15418063121e\", \"0f84b893-4482-41de-b712-702aadae78b8\", \"a5b11931-2c7d-4f19-ba40-8d96a1613637\"], \"total_duration\": 648.0, \"total_sessions\": 5, \"mean_week_duration\": 2.893}, \"72690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-06-24 00:31:02.000000+00:00\", \"2019-10-01 05:15:33.000000+00:00\"], \"session_ids\": [\"e840a99a-dc6d-44ee-814b-6ad3b008c178\", \"97bd230b-090d-419c-b773-70161ca3d4b8\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.184}, \"90207\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-06-16 12:15:19.000000+00:00\", \"2021-01-20 07:37:53.000000+00:00\"], \"session_ids\": [\"51c96f7e-603e-4960-9e3b-a51b4aa459b2\", \"24966b5f-e915-4fdf-b0eb-ee97d797f291\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 2.548}, \"56123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-02-03 08:55:04.000000+00:00\", \"2023-06-09 21:25:21.000000+00:00\", \"2019-04-01 02:44:41.000000+00:00\"], \"session_ids\": [\"0ff75357-33d5-464a-a2b8-ab453c3ee886\", \"985007ee-41db-463b-be28-1c3b5292b1c7\", \"44503770-0239-4d22-b79a-445d7dbb5633\"], \"total_duration\": 632.0, \"total_sessions\": 3, \"mean_week_duration\": 2.886}, \"35741\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-02-07 02:37:43.000000+00:00\", \"2020-06-02 15:04:09.000000+00:00\"], \"session_ids\": [\"04314a37-7b7e-4548-a593-d3f429238ce6\", \"bc939166-35dc-483a-85c8-c0d41383f763\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.826}, \"82791\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-05-14 16:18:51.000000+00:00\", \"2022-07-11 05:41:34.000000+00:00\", \"2020-12-03 07:14:00.000000+00:00\", \"2019-04-10 04:43:32.000000+00:00\", \"2021-04-19 18:23:08.000000+00:00\"], \"session_ids\": [\"dcc863af-0d90-45ec-9938-3bf0f5151f21\", \"d4dcb114-8c7c-40f3-8643-0c067c2d5476\", \"80b545e6-a2aa-4556-8852-146ebee787d2\", \"3e121758-867d-4cb5-91d1-8196ae89561a\", \"71114a3d-3923-4652-bd4a-b3b073327517\"], \"total_duration\": 129.0, \"total_sessions\": 5, \"mean_week_duration\": 0.759}, \"94337\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-03 12:49:26.000000+00:00\", \"2019-02-26 14:36:55.000000+00:00\", \"2022-09-26 13:36:36.000000+00:00\", \"2020-10-28 23:21:43.000000+00:00\", \"2019-02-19 11:25:33.000000+00:00\"], \"session_ids\": [\"93801f4e-6d6a-4eb8-8d4b-6062e2e3e03c\", \"fc7ba180-d8b0-4492-92a4-c76222d42133\", \"0b7b3a0e-18fc-4390-88ac-de5ee29f0de6\", \"bfbaf7d5-7c4e-48c4-9015-f957631dfec2\", \"5a8ece47-605e-4b4e-adf8-325955768344\"], \"total_duration\": 312.0, \"total_sessions\": 5, \"mean_week_duration\": 1.66}, \"34342\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-12-22 19:31:12.000000+00:00\", \"2020-10-19 17:24:04.000000+00:00\", \"2020-04-29 01:14:33.000000+00:00\"], \"session_ids\": [\"f82187aa-8bbd-4bed-a3a7-358179c5be64\", \"7c4cd8ab-aaa3-43c5-9b09-a3dcdd58bc39\", \"fdac874c-1515-4877-ad70-b25d09401f3c\"], \"total_duration\": 363.0, \"total_sessions\": 3, \"mean_week_duration\": 8.442}, \"73804\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-26 04:35:25.000000+00:00\", \"2021-05-19 05:57:08.000000+00:00\", \"2021-04-22 18:29:47.000000+00:00\", \"2021-08-21 10:26:26.000000+00:00\", \"2020-08-20 20:09:15.000000+00:00\"], \"session_ids\": [\"ecf965f4-aaa1-4327-9387-0d0c2f8ec2bf\", \"11572602-683a-41b1-8c3a-be79cfe7f542\", \"e9b4add2-e427-47dd-ba3e-ea255f8c6ba1\", \"9d10dca9-9967-46be-bfa6-5271b7467837\", \"fb211458-34dd-465e-8e7e-fdeb5bf539e4\"], \"total_duration\": 2172.0, \"total_sessions\": 5, \"mean_week_duration\": 21.72}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are 21" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[21, 33]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 8 users who have total sessions strictly smaller than 4 plus perform sorting by time in app per week descendingly additionaly provide me only with 4 pieces of data." } ]
[ { "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{\"76041\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-25 21:23:10.000000+00:00\", \"2020-04-11 02:24:14.000000+00:00\", \"2022-12-07 18:22:27.000000+00:00\", \"2019-08-31 14:08:18.000000+00:00\"], \"session_ids\": [\"d616a827-05a9-4a3c-b098-74b756f299a7\", \"4eb62557-d507-40d2-97bb-d47e33997123\", \"318e584b-5990-4e02-9387-13b1a13f6bf9\", \"87ad4270-e784-4028-b1c9-30893745643b\"], \"total_duration\": 232.0, \"total_sessions\": 4, \"mean_week_duration\": 1.215}, \"37030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-20 02:18:21.000000+00:00\", \"2021-07-07 23:44:05.000000+00:00\", \"2020-09-15 03:19:47.000000+00:00\"], \"session_ids\": [\"716e54b3-5684-41b1-b46b-ad5196a1a250\", \"d641d20b-4ac5-4fe1-81e1-846003d29ef9\", \"17fb9427-c127-43a3-9481-0cea30b12c33\"], \"total_duration\": 664.0, \"total_sessions\": 3, \"mean_week_duration\": 5.724}, \"88513\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-10 12:15:09.000000+00:00\", \"2019-02-22 23:20:19.000000+00:00\"], \"session_ids\": [\"168cc2c5-c3a8-4fec-a513-99cb506b2a4f\", \"5a812cfd-826b-4340-879d-f9261f2a17bf\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.197}, \"31739\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-20 18:15:00.000000+00:00\", \"2019-10-09 16:07:54.000000+00:00\"], \"session_ids\": [\"44e54ac7-5ba4-4a74-a650-64568691a539\", \"55a20d2c-5be8-4f37-9c6a-785cce3318e9\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 8.12}, \"13790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-14 00:58:05.000000+00:00\", \"2019-07-18 08:51:53.000000+00:00\"], \"session_ids\": [\"bf72437c-0e23-4c14-8c8c-1b16f5987aa8\", \"3f0b31a4-1016-45cf-98af-2a44019a8e1b\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.256}, \"59309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-03 20:53:11.000000+00:00\", \"2020-03-12 00:05:51.000000+00:00\"], \"session_ids\": [\"41238ae3-d346-4c33-8706-31adf5c82cfb\", \"85ce8ffc-3fec-4a3c-8d33-c5138251db06\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 27.5}, \"81281\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-07-21 07:53:35.000000+00:00\", \"2019-08-02 22:20:01.000000+00:00\"], \"session_ids\": [\"7cddae1e-6f3f-465f-99ab-253711274924\", \"f33542da-67cf-4285-b563-df5a9bb4bc4d\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.935}, \"53728\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-01-18 18:28:53.000000+00:00\", \"2019-10-07 15:19:04.000000+00:00\", \"2019-07-18 00:01:40.000000+00:00\"], \"session_ids\": [\"9e5bd38c-7120-42e0-ad4e-c3f41edcc026\", \"daffd930-63f7-426f-b1ca-2155bd20367c\", \"0fd39b1a-4b43-434b-80ca-753c1a345075\"], \"total_duration\": 949.0, \"total_sessions\": 3, \"mean_week_duration\": 12.013}, \"44361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-05-07 03:33:49.000000+00:00\", \"2019-09-29 01:04:02.000000+00:00\", \"2019-06-18 20:42:34.000000+00:00\"], \"session_ids\": [\"35d628f2-cf58-476d-be7a-128ddd0b0c89\", \"67c70737-c84d-4e50-95b1-139c5398e73d\", \"755b3124-4f92-4acf-b24a-f52c6fe7a1a5\"], \"total_duration\": 251.0, \"total_sessions\": 3, \"mean_week_duration\": 11.952}, \"16094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-01-26 22:41:13.000000+00:00\", \"2019-11-06 21:28:06.000000+00:00\", \"2020-10-31 08:22:44.000000+00:00\"], \"session_ids\": [\"55d8827a-fa93-4f29-96e6-21d07f20b949\", \"0b10c6e3-2524-4ebe-892b-16447cebd4a2\", \"0baa8309-20d1-4335-8e10-d12c90374724\"], \"total_duration\": 289.0, \"total_sessions\": 3, \"mean_week_duration\": 1.71}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-20 02:18:21.000000+00:00\", \"2021-07-07 23:44:05.000000+00:00\", \"2020-09-15 03:19:47.000000+00:00\"], \"session_ids\": [\"716e54b3-5684-41b1-b46b-ad5196a1a250\", \"d641d20b-4ac5-4fe1-81e1-846003d29ef9\", \"17fb9427-c127-43a3-9481-0cea30b12c33\"], \"total_duration\": 664.0, \"total_sessions\": 3, \"mean_week_duration\": 5.724}, \"88513\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-10 12:15:09.000000+00:00\", \"2019-02-22 23:20:19.000000+00:00\"], \"session_ids\": [\"168cc2c5-c3a8-4fec-a513-99cb506b2a4f\", \"5a812cfd-826b-4340-879d-f9261f2a17bf\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.197}, \"31739\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-20 18:15:00.000000+00:00\", \"2019-10-09 16:07:54.000000+00:00\"], \"session_ids\": [\"44e54ac7-5ba4-4a74-a650-64568691a539\", \"55a20d2c-5be8-4f37-9c6a-785cce3318e9\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 8.12}, \"13790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-14 00:58:05.000000+00:00\", \"2019-07-18 08:51:53.000000+00:00\"], \"session_ids\": [\"bf72437c-0e23-4c14-8c8c-1b16f5987aa8\", \"3f0b31a4-1016-45cf-98af-2a44019a8e1b\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.256}, \"59309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-03 20:53:11.000000+00:00\", \"2020-03-12 00:05:51.000000+00:00\"], \"session_ids\": [\"41238ae3-d346-4c33-8706-31adf5c82cfb\", \"85ce8ffc-3fec-4a3c-8d33-c5138251db06\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 27.5}, \"81281\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-07-21 07:53:35.000000+00:00\", \"2019-08-02 22:20:01.000000+00:00\"], \"session_ids\": [\"7cddae1e-6f3f-465f-99ab-253711274924\", \"f33542da-67cf-4285-b563-df5a9bb4bc4d\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.935}, \"53728\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-01-18 18:28:53.000000+00:00\", \"2019-10-07 15:19:04.000000+00:00\", \"2019-07-18 00:01:40.000000+00:00\"], \"session_ids\": [\"9e5bd38c-7120-42e0-ad4e-c3f41edcc026\", \"daffd930-63f7-426f-b1ca-2155bd20367c\", \"0fd39b1a-4b43-434b-80ca-753c1a345075\"], \"total_duration\": 949.0, \"total_sessions\": 3, \"mean_week_duration\": 12.013}, \"44361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-05-07 03:33:49.000000+00:00\", \"2019-09-29 01:04:02.000000+00:00\", \"2019-06-18 20:42:34.000000+00:00\"], \"session_ids\": [\"35d628f2-cf58-476d-be7a-128ddd0b0c89\", \"67c70737-c84d-4e50-95b1-139c5398e73d\", \"755b3124-4f92-4acf-b24a-f52c6fe7a1a5\"], \"total_duration\": 251.0, \"total_sessions\": 3, \"mean_week_duration\": 11.952}, \"16094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-01-26 22:41:13.000000+00:00\", \"2019-11-06 21:28:06.000000+00:00\", \"2020-10-31 08:22:44.000000+00:00\"], \"session_ids\": [\"55d8827a-fa93-4f29-96e6-21d07f20b949\", \"0b10c6e3-2524-4ebe-892b-16447cebd4a2\", \"0baa8309-20d1-4335-8e10-d12c90374724\"], \"total_duration\": 289.0, \"total_sessions\": 3, \"mean_week_duration\": 1.71}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"59309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-03 20:53:11.000000+00:00\", \"2020-03-12 00:05:51.000000+00:00\"], \"session_ids\": [\"41238ae3-d346-4c33-8706-31adf5c82cfb\", \"85ce8ffc-3fec-4a3c-8d33-c5138251db06\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 27.5}}, {\"53728\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-01-18 18:28:53.000000+00:00\", \"2019-10-07 15:19:04.000000+00:00\", \"2019-07-18 00:01:40.000000+00:00\"], \"session_ids\": [\"9e5bd38c-7120-42e0-ad4e-c3f41edcc026\", \"daffd930-63f7-426f-b1ca-2155bd20367c\", \"0fd39b1a-4b43-434b-80ca-753c1a345075\"], \"total_duration\": 949.0, \"total_sessions\": 3, \"mean_week_duration\": 12.013}}, {\"44361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-05-07 03:33:49.000000+00:00\", \"2019-09-29 01:04:02.000000+00:00\", \"2019-06-18 20:42:34.000000+00:00\"], \"session_ids\": [\"35d628f2-cf58-476d-be7a-128ddd0b0c89\", \"67c70737-c84d-4e50-95b1-139c5398e73d\", \"755b3124-4f92-4acf-b24a-f52c6fe7a1a5\"], \"total_duration\": 251.0, \"total_sessions\": 3, \"mean_week_duration\": 11.952}}, {\"31739\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-20 18:15:00.000000+00:00\", \"2019-10-09 16:07:54.000000+00:00\"], \"session_ids\": [\"44e54ac7-5ba4-4a74-a650-64568691a539\", \"55a20d2c-5be8-4f37-9c6a-785cce3318e9\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 8.12}}, {\"37030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-20 02:18:21.000000+00:00\", \"2021-07-07 23:44:05.000000+00:00\", \"2020-09-15 03:19:47.000000+00:00\"], \"session_ids\": [\"716e54b3-5684-41b1-b46b-ad5196a1a250\", \"d641d20b-4ac5-4fe1-81e1-846003d29ef9\", \"17fb9427-c127-43a3-9481-0cea30b12c33\"], \"total_duration\": 664.0, \"total_sessions\": 3, \"mean_week_duration\": 5.724}}, {\"13790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-14 00:58:05.000000+00:00\", \"2019-07-18 08:51:53.000000+00:00\"], \"session_ids\": [\"bf72437c-0e23-4c14-8c8c-1b16f5987aa8\", \"3f0b31a4-1016-45cf-98af-2a44019a8e1b\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.256}}, {\"16094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-01-26 22:41:13.000000+00:00\", \"2019-11-06 21:28:06.000000+00:00\", \"2020-10-31 08:22:44.000000+00:00\"], \"session_ids\": [\"55d8827a-fa93-4f29-96e6-21d07f20b949\", \"0b10c6e3-2524-4ebe-892b-16447cebd4a2\", \"0baa8309-20d1-4335-8e10-d12c90374724\"], \"total_duration\": 289.0, \"total_sessions\": 3, \"mean_week_duration\": 1.71}}, {\"81281\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-07-21 07:53:35.000000+00:00\", \"2019-08-02 22:20:01.000000+00:00\"], \"session_ids\": [\"7cddae1e-6f3f-465f-99ab-253711274924\", \"f33542da-67cf-4285-b563-df5a9bb4bc4d\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.935}}, {\"88513\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-10 12:15:09.000000+00:00\", \"2019-02-22 23:20:19.000000+00:00\"], \"session_ids\": [\"168cc2c5-c3a8-4fec-a513-99cb506b2a4f\", \"5a812cfd-826b-4340-879d-f9261f2a17bf\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.197}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"59309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-03 20:53:11.000000+00:00\", \"2020-03-12 00:05:51.000000+00:00\"], \"session_ids\": [\"41238ae3-d346-4c33-8706-31adf5c82cfb\", \"85ce8ffc-3fec-4a3c-8d33-c5138251db06\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 27.5}}, {\"53728\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-01-18 18:28:53.000000+00:00\", \"2019-10-07 15:19:04.000000+00:00\", \"2019-07-18 00:01:40.000000+00:00\"], \"session_ids\": [\"9e5bd38c-7120-42e0-ad4e-c3f41edcc026\", \"daffd930-63f7-426f-b1ca-2155bd20367c\", \"0fd39b1a-4b43-434b-80ca-753c1a345075\"], \"total_duration\": 949.0, \"total_sessions\": 3, \"mean_week_duration\": 12.013}}, {\"44361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-05-07 03:33:49.000000+00:00\", \"2019-09-29 01:04:02.000000+00:00\", \"2019-06-18 20:42:34.000000+00:00\"], \"session_ids\": [\"35d628f2-cf58-476d-be7a-128ddd0b0c89\", \"67c70737-c84d-4e50-95b1-139c5398e73d\", \"755b3124-4f92-4acf-b24a-f52c6fe7a1a5\"], \"total_duration\": 251.0, \"total_sessions\": 3, \"mean_week_duration\": 11.952}}, {\"31739\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-20 18:15:00.000000+00:00\", \"2019-10-09 16:07:54.000000+00:00\"], \"session_ids\": [\"44e54ac7-5ba4-4a74-a650-64568691a539\", \"55a20d2c-5be8-4f37-9c6a-785cce3318e9\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 8.12}}]\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[{\"59309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-03 20:53:11.000000+00:00\", \"2020-03-12 00:05:51.000000+00:00\"], \"session_ids\": [\"41238ae3-d346-4c33-8706-31adf5c82cfb\", \"85ce8ffc-3fec-4a3c-8d33-c5138251db06\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 27.5}}, {\"53728\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-01-18 18:28:53.000000+00:00\", \"2019-10-07 15:19:04.000000+00:00\", \"2019-07-18 00:01:40.000000+00:00\"], \"session_ids\": [\"9e5bd38c-7120-42e0-ad4e-c3f41edcc026\", \"daffd930-63f7-426f-b1ca-2155bd20367c\", \"0fd39b1a-4b43-434b-80ca-753c1a345075\"], \"total_duration\": 949.0, \"total_sessions\": 3, \"mean_week_duration\": 12.013}}, {\"44361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-05-07 03:33:49.000000+00:00\", \"2019-09-29 01:04:02.000000+00:00\", \"2019-06-18 20:42:34.000000+00:00\"], \"session_ids\": [\"35d628f2-cf58-476d-be7a-128ddd0b0c89\", \"67c70737-c84d-4e50-95b1-139c5398e73d\", \"755b3124-4f92-4acf-b24a-f52c6fe7a1a5\"], \"total_duration\": 251.0, \"total_sessions\": 3, \"mean_week_duration\": 11.952}}, {\"31739\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-04-20 18:15:00.000000+00:00\", \"2019-10-09 16:07:54.000000+00:00\"], \"session_ids\": [\"44e54ac7-5ba4-4a74-a650-64568691a539\", \"55a20d2c-5be8-4f37-9c6a-785cce3318e9\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 8.12}}]\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 3 users to me whose duration summation of sessions per week is under 25 inclusively , and implement sorting by mean of duration of sessions per week form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-28 19:56:11.000000+00:00\", \"2021-11-06 07:24:16.000000+00:00\"], \"session_ids\": [\"ef9caa13-adbd-4d35-b966-4bb1e4b6c048\", \"96582473-d355-41eb-afd6-ba60beb2d9c1\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.547}, \"85866\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-08-13 06:00:30.000000+00:00\", \"2023-01-26 13:55:42.000000+00:00\"], \"session_ids\": [\"d5873dff-6a51-485d-a1fc-9809d914fcb4\", \"7ef998ff-6597-4274-8100-e044c3495390\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 3.026}, \"24247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-07 21:44:00.000000+00:00\", \"2020-12-22 18:31:32.000000+00:00\", \"2020-07-28 02:33:21.000000+00:00\"], \"session_ids\": [\"a37cfdc2-5f61-4ffb-a86a-3d1307ee1093\", \"01bbdc8e-bfde-425d-a76a-23416b81d2ce\", \"75f80a60-ae79-4b2b-b2c7-2a0edd0c1eee\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 15.927}, \"42448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-12-15 14:07:11.000000+00:00\", \"2022-05-05 14:32:20.000000+00:00\"], \"session_ids\": [\"8460d03f-45a8-475b-8ff5-d47d0649b068\", \"de049304-0ed5-4e4f-9d00-5d56a6f0ed30\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 9.333}, \"80570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-04-18 12:22:15.000000+00:00\", \"2020-07-29 20:25:36.000000+00:00\"], \"session_ids\": [\"42edb858-7608-4958-bb00-748978de419f\", \"0514652e-4aaf-487a-b923-3edeb1dca17d\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 3.533}, \"7767\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 4, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-02 23:32:58.000000+00:00\", \"2022-04-18 17:44:31.000000+00:00\"], \"session_ids\": [\"4b1dccfd-9ad5-4a7d-a3dc-8479e3fcd0ed\", \"c7892b62-ba28-480e-bf21-a539c1f1cf3c\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 6.86}, \"39192\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-28 20:50:31.000000+00:00\", \"2022-10-08 03:58:50.000000+00:00\", \"2023-06-20 04:50:26.000000+00:00\"], \"session_ids\": [\"47e14cfa-421f-4801-9e4b-1ddec5905c72\", \"bcd017af-2d03-4e57-a1f8-c53bdc3f2c20\", \"ae243d5a-b2ce-4993-9c22-af1f001db2f2\"], \"total_duration\": 83.0, \"total_sessions\": 3, \"mean_week_duration\": 0.806}, \"2627\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-05 22:06:14.000000+00:00\", \"2023-05-13 14:00:54.000000+00:00\"], \"session_ids\": [\"fe2da78f-9c88-4faf-8e6e-173ffe6adf8a\", \"6a51d0fb-21c6-4ff4-9484-363083b76a33\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.549}, \"12493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-10-25 21:13:49.000000+00:00\", \"2020-07-05 19:33:07.000000+00:00\", \"2022-01-22 19:34:49.000000+00:00\", \"2022-05-09 00:22:03.000000+00:00\", \"2019-03-28 15:22:04.000000+00:00\", \"2023-03-11 16:01:23.000000+00:00\", \"2020-05-08 12:00:11.000000+00:00\", \"2020-11-19 23:30:19.000000+00:00\"], \"session_ids\": [\"92fca02d-0fcb-4f7b-91b5-4390e79d69f2\", \"b9167194-a664-4b57-9f90-e16cb26efc87\", \"9291ea01-b93f-4fef-afae-960952bd73a1\", \"23f8c469-68fb-4220-938b-e8104f8734fd\", \"97bc9cc1-d06a-45fa-9d62-d1087515e6ce\", \"9ef71aac-a9e3-4364-aaec-1ab393f32d70\", \"00d468c1-6205-4402-93ef-d9b6563d5cff\", \"5ee161cc-9ed7-4a7e-9291-9ab938729df4\"], \"total_duration\": 494.0, \"total_sessions\": 8, \"mean_week_duration\": 2.386}, \"50214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-12 10:06:33.000000+00:00\", \"2021-01-26 14:31:26.000000+00:00\"], \"session_ids\": [\"b849e233-0847-4980-b1c7-dcdeacdf534a\", \"ec347e19-3769-4d27-99e8-077be778c7e9\"], \"total_duration\": 376.0, \"total_sessions\": 2, \"mean_week_duration\": 3.27}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 25" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[25, 47]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-28 19:56:11.000000+00:00\", \"2021-11-06 07:24:16.000000+00:00\"], \"session_ids\": [\"ef9caa13-adbd-4d35-b966-4bb1e4b6c048\", \"96582473-d355-41eb-afd6-ba60beb2d9c1\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.547}, \"85866\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-08-13 06:00:30.000000+00:00\", \"2023-01-26 13:55:42.000000+00:00\"], \"session_ids\": [\"d5873dff-6a51-485d-a1fc-9809d914fcb4\", \"7ef998ff-6597-4274-8100-e044c3495390\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 3.026}, \"24247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-07 21:44:00.000000+00:00\", \"2020-12-22 18:31:32.000000+00:00\", \"2020-07-28 02:33:21.000000+00:00\"], \"session_ids\": [\"a37cfdc2-5f61-4ffb-a86a-3d1307ee1093\", \"01bbdc8e-bfde-425d-a76a-23416b81d2ce\", \"75f80a60-ae79-4b2b-b2c7-2a0edd0c1eee\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 15.927}, \"42448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-12-15 14:07:11.000000+00:00\", \"2022-05-05 14:32:20.000000+00:00\"], \"session_ids\": [\"8460d03f-45a8-475b-8ff5-d47d0649b068\", \"de049304-0ed5-4e4f-9d00-5d56a6f0ed30\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 9.333}, \"80570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-04-18 12:22:15.000000+00:00\", \"2020-07-29 20:25:36.000000+00:00\"], \"session_ids\": [\"42edb858-7608-4958-bb00-748978de419f\", \"0514652e-4aaf-487a-b923-3edeb1dca17d\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 3.533}, \"7767\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 4, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-02 23:32:58.000000+00:00\", \"2022-04-18 17:44:31.000000+00:00\"], \"session_ids\": [\"4b1dccfd-9ad5-4a7d-a3dc-8479e3fcd0ed\", \"c7892b62-ba28-480e-bf21-a539c1f1cf3c\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 6.86}, \"39192\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-28 20:50:31.000000+00:00\", \"2022-10-08 03:58:50.000000+00:00\", \"2023-06-20 04:50:26.000000+00:00\"], \"session_ids\": [\"47e14cfa-421f-4801-9e4b-1ddec5905c72\", \"bcd017af-2d03-4e57-a1f8-c53bdc3f2c20\", \"ae243d5a-b2ce-4993-9c22-af1f001db2f2\"], \"total_duration\": 83.0, \"total_sessions\": 3, \"mean_week_duration\": 0.806}, \"2627\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-05 22:06:14.000000+00:00\", \"2023-05-13 14:00:54.000000+00:00\"], \"session_ids\": [\"fe2da78f-9c88-4faf-8e6e-173ffe6adf8a\", \"6a51d0fb-21c6-4ff4-9484-363083b76a33\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.549}, \"12493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-10-25 21:13:49.000000+00:00\", \"2020-07-05 19:33:07.000000+00:00\", \"2022-01-22 19:34:49.000000+00:00\", \"2022-05-09 00:22:03.000000+00:00\", \"2019-03-28 15:22:04.000000+00:00\", \"2023-03-11 16:01:23.000000+00:00\", \"2020-05-08 12:00:11.000000+00:00\", \"2020-11-19 23:30:19.000000+00:00\"], \"session_ids\": [\"92fca02d-0fcb-4f7b-91b5-4390e79d69f2\", \"b9167194-a664-4b57-9f90-e16cb26efc87\", \"9291ea01-b93f-4fef-afae-960952bd73a1\", \"23f8c469-68fb-4220-938b-e8104f8734fd\", \"97bc9cc1-d06a-45fa-9d62-d1087515e6ce\", \"9ef71aac-a9e3-4364-aaec-1ab393f32d70\", \"00d468c1-6205-4402-93ef-d9b6563d5cff\", \"5ee161cc-9ed7-4a7e-9291-9ab938729df4\"], \"total_duration\": 494.0, \"total_sessions\": 8, \"mean_week_duration\": 2.386}, \"50214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-12 10:06:33.000000+00:00\", \"2021-01-26 14:31:26.000000+00:00\"], \"session_ids\": [\"b849e233-0847-4980-b1c7-dcdeacdf534a\", \"ec347e19-3769-4d27-99e8-077be778c7e9\"], \"total_duration\": 376.0, \"total_sessions\": 2, \"mean_week_duration\": 3.27}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"24247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-07 21:44:00.000000+00:00\", \"2020-12-22 18:31:32.000000+00:00\", \"2020-07-28 02:33:21.000000+00:00\"], \"session_ids\": [\"a37cfdc2-5f61-4ffb-a86a-3d1307ee1093\", \"01bbdc8e-bfde-425d-a76a-23416b81d2ce\", \"75f80a60-ae79-4b2b-b2c7-2a0edd0c1eee\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 15.927}}, {\"42448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-12-15 14:07:11.000000+00:00\", \"2022-05-05 14:32:20.000000+00:00\"], \"session_ids\": [\"8460d03f-45a8-475b-8ff5-d47d0649b068\", \"de049304-0ed5-4e4f-9d00-5d56a6f0ed30\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 9.333}}, {\"7767\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 4, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-02 23:32:58.000000+00:00\", \"2022-04-18 17:44:31.000000+00:00\"], \"session_ids\": [\"4b1dccfd-9ad5-4a7d-a3dc-8479e3fcd0ed\", \"c7892b62-ba28-480e-bf21-a539c1f1cf3c\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 6.86}}, {\"80570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-04-18 12:22:15.000000+00:00\", \"2020-07-29 20:25:36.000000+00:00\"], \"session_ids\": [\"42edb858-7608-4958-bb00-748978de419f\", \"0514652e-4aaf-487a-b923-3edeb1dca17d\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 3.533}}, {\"50214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-12 10:06:33.000000+00:00\", \"2021-01-26 14:31:26.000000+00:00\"], \"session_ids\": [\"b849e233-0847-4980-b1c7-dcdeacdf534a\", \"ec347e19-3769-4d27-99e8-077be778c7e9\"], \"total_duration\": 376.0, \"total_sessions\": 2, \"mean_week_duration\": 3.27}}, {\"85866\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-08-13 06:00:30.000000+00:00\", \"2023-01-26 13:55:42.000000+00:00\"], \"session_ids\": [\"d5873dff-6a51-485d-a1fc-9809d914fcb4\", \"7ef998ff-6597-4274-8100-e044c3495390\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 3.026}}, {\"12493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-10-25 21:13:49.000000+00:00\", \"2020-07-05 19:33:07.000000+00:00\", \"2022-01-22 19:34:49.000000+00:00\", \"2022-05-09 00:22:03.000000+00:00\", \"2019-03-28 15:22:04.000000+00:00\", \"2023-03-11 16:01:23.000000+00:00\", \"2020-05-08 12:00:11.000000+00:00\", \"2020-11-19 23:30:19.000000+00:00\"], \"session_ids\": [\"92fca02d-0fcb-4f7b-91b5-4390e79d69f2\", \"b9167194-a664-4b57-9f90-e16cb26efc87\", \"9291ea01-b93f-4fef-afae-960952bd73a1\", \"23f8c469-68fb-4220-938b-e8104f8734fd\", \"97bc9cc1-d06a-45fa-9d62-d1087515e6ce\", \"9ef71aac-a9e3-4364-aaec-1ab393f32d70\", \"00d468c1-6205-4402-93ef-d9b6563d5cff\", \"5ee161cc-9ed7-4a7e-9291-9ab938729df4\"], \"total_duration\": 494.0, \"total_sessions\": 8, \"mean_week_duration\": 2.386}}, {\"39192\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-28 20:50:31.000000+00:00\", \"2022-10-08 03:58:50.000000+00:00\", \"2023-06-20 04:50:26.000000+00:00\"], \"session_ids\": [\"47e14cfa-421f-4801-9e4b-1ddec5905c72\", \"bcd017af-2d03-4e57-a1f8-c53bdc3f2c20\", \"ae243d5a-b2ce-4993-9c22-af1f001db2f2\"], \"total_duration\": 83.0, \"total_sessions\": 3, \"mean_week_duration\": 0.806}}, {\"2627\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-05 22:06:14.000000+00:00\", \"2023-05-13 14:00:54.000000+00:00\"], \"session_ids\": [\"fe2da78f-9c88-4faf-8e6e-173ffe6adf8a\", \"6a51d0fb-21c6-4ff4-9484-363083b76a33\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.549}}, {\"12068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-28 19:56:11.000000+00:00\", \"2021-11-06 07:24:16.000000+00:00\"], \"session_ids\": [\"ef9caa13-adbd-4d35-b966-4bb1e4b6c048\", \"96582473-d355-41eb-afd6-ba60beb2d9c1\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.547}}]\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[{\"24247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-07 21:44:00.000000+00:00\", \"2020-12-22 18:31:32.000000+00:00\", \"2020-07-28 02:33:21.000000+00:00\"], \"session_ids\": [\"a37cfdc2-5f61-4ffb-a86a-3d1307ee1093\", \"01bbdc8e-bfde-425d-a76a-23416b81d2ce\", \"75f80a60-ae79-4b2b-b2c7-2a0edd0c1eee\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 15.927}}, {\"42448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-12-15 14:07:11.000000+00:00\", \"2022-05-05 14:32:20.000000+00:00\"], \"session_ids\": [\"8460d03f-45a8-475b-8ff5-d47d0649b068\", \"de049304-0ed5-4e4f-9d00-5d56a6f0ed30\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 9.333}}, {\"7767\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 4, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-02 23:32:58.000000+00:00\", \"2022-04-18 17:44:31.000000+00:00\"], \"session_ids\": [\"4b1dccfd-9ad5-4a7d-a3dc-8479e3fcd0ed\", \"c7892b62-ba28-480e-bf21-a539c1f1cf3c\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 6.86}}]\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[{\"24247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-07 21:44:00.000000+00:00\", \"2020-12-22 18:31:32.000000+00:00\", \"2020-07-28 02:33:21.000000+00:00\"], \"session_ids\": [\"a37cfdc2-5f61-4ffb-a86a-3d1307ee1093\", \"01bbdc8e-bfde-425d-a76a-23416b81d2ce\", \"75f80a60-ae79-4b2b-b2c7-2a0edd0c1eee\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 15.927}}, {\"42448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-12-15 14:07:11.000000+00:00\", \"2022-05-05 14:32:20.000000+00:00\"], \"session_ids\": [\"8460d03f-45a8-475b-8ff5-d47d0649b068\", \"de049304-0ed5-4e4f-9d00-5d56a6f0ed30\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 9.333}}, {\"7767\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 4, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-02 23:32:58.000000+00:00\", \"2022-04-18 17:44:31.000000+00:00\"], \"session_ids\": [\"4b1dccfd-9ad5-4a7d-a3dc-8479e3fcd0ed\", \"c7892b62-ba28-480e-bf21-a539c1f1cf3c\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 6.86}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 4 users with a time in app per week that is above 35 and below 13, exclusive 35 + do sorting by urban center name ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"54038\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-24 19:56:30.000000+00:00\", \"2021-06-07 18:46:39.000000+00:00\", \"2019-05-19 05:09:00.000000+00:00\", \"2019-07-16 13:23:42.000000+00:00\"], \"session_ids\": [\"6a6b9ec7-671f-43d7-b604-a61ea99d3dcd\", \"5b98974c-ebe8-45f3-81b6-ad6f9fcbdbd0\", \"f37399dc-6a0e-4d2f-9fce-95734766afd5\", \"a6c3d800-c5ba-4d35-a272-ed0d871cda2a\"], \"total_duration\": 124.0, \"total_sessions\": 4, \"mean_week_duration\": 0.939}, \"4721\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-30 06:20:29.000000+00:00\", \"2019-04-28 03:58:05.000000+00:00\"], \"session_ids\": [\"6ab9a719-d0d4-4b12-a1cf-a8cec7aa8977\", \"6fb204bc-ebc1-4cc7-a902-3cdd786269ad\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.534}, \"32982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-29 14:47:51.000000+00:00\", \"2023-01-13 14:53:05.000000+00:00\", \"2021-05-24 15:17:31.000000+00:00\"], \"session_ids\": [\"768767f0-0ca4-4ff3-b7de-0d5a9d7f2a8f\", \"c92543fc-1494-4b82-b070-7c92e5f34c5b\", \"8a770399-afb1-48dd-9aea-1a34b9b7c1f1\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 1.979}, \"67149\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-04-02 07:26:16.000000+00:00\", \"2021-10-31 11:26:43.000000+00:00\"], \"session_ids\": [\"b1aa907b-b40b-4695-b10c-698a38650d9c\", \"d81aeb93-5c7b-4766-9e1c-2c50f976708e\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 2.494}, \"65974\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-29 23:13:33.000000+00:00\", \"2019-10-23 06:08:03.000000+00:00\", \"2021-02-05 02:58:43.000000+00:00\", \"2022-07-09 18:18:11.000000+00:00\", \"2019-04-26 04:35:33.000000+00:00\", \"2021-04-09 04:17:29.000000+00:00\"], \"session_ids\": [\"3de8c3a5-238f-4d44-9e68-0cd3a51a4c26\", \"7753c075-f530-44b5-963f-ebd9d3b0e818\", \"2efbe600-aa37-4802-8662-3782561b0741\", \"0a20104c-25a4-48b7-9b1a-7b54858bec27\", \"a43f31ae-c8f7-4e72-ba8f-04136a411501\", \"6eca2991-e78f-409a-8a68-935a4cab96f8\"], \"total_duration\": 2092.0, \"total_sessions\": 6, \"mean_week_duration\": 12.452}, \"94318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-14 06:15:55.000000+00:00\", \"2022-02-03 12:47:56.000000+00:00\"], \"session_ids\": [\"a30f0d16-248a-440f-aa6d-b78fb30d8e6b\", \"f88b0de8-8328-47dc-b9f9-51f668322112\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}, \"32321\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-02-07 09:18:30.000000+00:00\", \"2023-01-06 05:43:31.000000+00:00\", \"2022-12-24 06:39:27.000000+00:00\", \"2020-01-11 22:22:44.000000+00:00\", \"2020-11-24 17:54:04.000000+00:00\"], \"session_ids\": [\"8113fd34-0b73-4907-9e5f-9a768b70722e\", \"8edcd9b9-2878-4d91-bf5e-0b4b33fc6630\", \"0930353d-ab5e-4eac-94dd-144520c13740\", \"2103edeb-37b1-4c47-9ea5-c9a1b9f1e050\", \"ec04322f-f754-411b-a0fd-da799ce0d085\"], \"total_duration\": 1540.0, \"total_sessions\": 5, \"mean_week_duration\": 9.872}, \"54581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-09 07:11:39.000000+00:00\", \"2019-07-15 00:29:24.000000+00:00\"], \"session_ids\": [\"fa18fbf2-ef78-419c-95aa-25cc3e7062fd\", \"e4bdbc95-616f-4e84-ad3e-6202ca585fce\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.721}, \"48559\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-31 04:54:57.000000+00:00\", \"2020-10-16 06:51:28.000000+00:00\"], \"session_ids\": [\"0d27f0aa-50df-43b7-89d7-8292abd2f2c3\", \"43bc9f80-be9b-490f-a7d0-252b162409c3\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}, \"22578\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-24 00:21:35.000000+00:00\", \"2023-04-02 21:33:30.000000+00:00\"], \"session_ids\": [\"e837d8e0-79ef-4435-b8fb-52c41db186fc\", \"ac81c2f2-ef7c-4297-8e8c-a1e140d01a82\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 8.098}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 13 and are greater than 35" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[13, 35]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"54038\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-24 19:56:30.000000+00:00\", \"2021-06-07 18:46:39.000000+00:00\", \"2019-05-19 05:09:00.000000+00:00\", \"2019-07-16 13:23:42.000000+00:00\"], \"session_ids\": [\"6a6b9ec7-671f-43d7-b604-a61ea99d3dcd\", \"5b98974c-ebe8-45f3-81b6-ad6f9fcbdbd0\", \"f37399dc-6a0e-4d2f-9fce-95734766afd5\", \"a6c3d800-c5ba-4d35-a272-ed0d871cda2a\"], \"total_duration\": 124.0, \"total_sessions\": 4, \"mean_week_duration\": 0.939}, \"4721\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-30 06:20:29.000000+00:00\", \"2019-04-28 03:58:05.000000+00:00\"], \"session_ids\": [\"6ab9a719-d0d4-4b12-a1cf-a8cec7aa8977\", \"6fb204bc-ebc1-4cc7-a902-3cdd786269ad\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.534}, \"32982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-29 14:47:51.000000+00:00\", \"2023-01-13 14:53:05.000000+00:00\", \"2021-05-24 15:17:31.000000+00:00\"], \"session_ids\": [\"768767f0-0ca4-4ff3-b7de-0d5a9d7f2a8f\", \"c92543fc-1494-4b82-b070-7c92e5f34c5b\", \"8a770399-afb1-48dd-9aea-1a34b9b7c1f1\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 1.979}, \"67149\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-04-02 07:26:16.000000+00:00\", \"2021-10-31 11:26:43.000000+00:00\"], \"session_ids\": [\"b1aa907b-b40b-4695-b10c-698a38650d9c\", \"d81aeb93-5c7b-4766-9e1c-2c50f976708e\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 2.494}, \"65974\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-29 23:13:33.000000+00:00\", \"2019-10-23 06:08:03.000000+00:00\", \"2021-02-05 02:58:43.000000+00:00\", \"2022-07-09 18:18:11.000000+00:00\", \"2019-04-26 04:35:33.000000+00:00\", \"2021-04-09 04:17:29.000000+00:00\"], \"session_ids\": [\"3de8c3a5-238f-4d44-9e68-0cd3a51a4c26\", \"7753c075-f530-44b5-963f-ebd9d3b0e818\", \"2efbe600-aa37-4802-8662-3782561b0741\", \"0a20104c-25a4-48b7-9b1a-7b54858bec27\", \"a43f31ae-c8f7-4e72-ba8f-04136a411501\", \"6eca2991-e78f-409a-8a68-935a4cab96f8\"], \"total_duration\": 2092.0, \"total_sessions\": 6, \"mean_week_duration\": 12.452}, \"94318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-14 06:15:55.000000+00:00\", \"2022-02-03 12:47:56.000000+00:00\"], \"session_ids\": [\"a30f0d16-248a-440f-aa6d-b78fb30d8e6b\", \"f88b0de8-8328-47dc-b9f9-51f668322112\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}, \"32321\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-02-07 09:18:30.000000+00:00\", \"2023-01-06 05:43:31.000000+00:00\", \"2022-12-24 06:39:27.000000+00:00\", \"2020-01-11 22:22:44.000000+00:00\", \"2020-11-24 17:54:04.000000+00:00\"], \"session_ids\": [\"8113fd34-0b73-4907-9e5f-9a768b70722e\", \"8edcd9b9-2878-4d91-bf5e-0b4b33fc6630\", \"0930353d-ab5e-4eac-94dd-144520c13740\", \"2103edeb-37b1-4c47-9ea5-c9a1b9f1e050\", \"ec04322f-f754-411b-a0fd-da799ce0d085\"], \"total_duration\": 1540.0, \"total_sessions\": 5, \"mean_week_duration\": 9.872}, \"54581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-09 07:11:39.000000+00:00\", \"2019-07-15 00:29:24.000000+00:00\"], \"session_ids\": [\"fa18fbf2-ef78-419c-95aa-25cc3e7062fd\", \"e4bdbc95-616f-4e84-ad3e-6202ca585fce\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.721}, \"48559\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-31 04:54:57.000000+00:00\", \"2020-10-16 06:51:28.000000+00:00\"], \"session_ids\": [\"0d27f0aa-50df-43b7-89d7-8292abd2f2c3\", \"43bc9f80-be9b-490f-a7d0-252b162409c3\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}, \"22578\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-24 00:21:35.000000+00:00\", \"2023-04-02 21:33:30.000000+00:00\"], \"session_ids\": [\"e837d8e0-79ef-4435-b8fb-52c41db186fc\", \"ac81c2f2-ef7c-4297-8e8c-a1e140d01a82\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 8.098}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"54581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-09 07:11:39.000000+00:00\", \"2019-07-15 00:29:24.000000+00:00\"], \"session_ids\": [\"fa18fbf2-ef78-419c-95aa-25cc3e7062fd\", \"e4bdbc95-616f-4e84-ad3e-6202ca585fce\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.721}}, {\"22578\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-24 00:21:35.000000+00:00\", \"2023-04-02 21:33:30.000000+00:00\"], \"session_ids\": [\"e837d8e0-79ef-4435-b8fb-52c41db186fc\", \"ac81c2f2-ef7c-4297-8e8c-a1e140d01a82\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 8.098}}, {\"32982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-29 14:47:51.000000+00:00\", \"2023-01-13 14:53:05.000000+00:00\", \"2021-05-24 15:17:31.000000+00:00\"], \"session_ids\": [\"768767f0-0ca4-4ff3-b7de-0d5a9d7f2a8f\", \"c92543fc-1494-4b82-b070-7c92e5f34c5b\", \"8a770399-afb1-48dd-9aea-1a34b9b7c1f1\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 1.979}}, {\"32321\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-02-07 09:18:30.000000+00:00\", \"2023-01-06 05:43:31.000000+00:00\", \"2022-12-24 06:39:27.000000+00:00\", \"2020-01-11 22:22:44.000000+00:00\", \"2020-11-24 17:54:04.000000+00:00\"], \"session_ids\": [\"8113fd34-0b73-4907-9e5f-9a768b70722e\", \"8edcd9b9-2878-4d91-bf5e-0b4b33fc6630\", \"0930353d-ab5e-4eac-94dd-144520c13740\", \"2103edeb-37b1-4c47-9ea5-c9a1b9f1e050\", \"ec04322f-f754-411b-a0fd-da799ce0d085\"], \"total_duration\": 1540.0, \"total_sessions\": 5, \"mean_week_duration\": 9.872}}, {\"67149\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-04-02 07:26:16.000000+00:00\", \"2021-10-31 11:26:43.000000+00:00\"], \"session_ids\": [\"b1aa907b-b40b-4695-b10c-698a38650d9c\", \"d81aeb93-5c7b-4766-9e1c-2c50f976708e\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 2.494}}, {\"94318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-14 06:15:55.000000+00:00\", \"2022-02-03 12:47:56.000000+00:00\"], \"session_ids\": [\"a30f0d16-248a-440f-aa6d-b78fb30d8e6b\", \"f88b0de8-8328-47dc-b9f9-51f668322112\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}}, {\"48559\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-31 04:54:57.000000+00:00\", \"2020-10-16 06:51:28.000000+00:00\"], \"session_ids\": [\"0d27f0aa-50df-43b7-89d7-8292abd2f2c3\", \"43bc9f80-be9b-490f-a7d0-252b162409c3\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}}, {\"4721\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-30 06:20:29.000000+00:00\", \"2019-04-28 03:58:05.000000+00:00\"], \"session_ids\": [\"6ab9a719-d0d4-4b12-a1cf-a8cec7aa8977\", \"6fb204bc-ebc1-4cc7-a902-3cdd786269ad\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.534}}, {\"54038\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-24 19:56:30.000000+00:00\", \"2021-06-07 18:46:39.000000+00:00\", \"2019-05-19 05:09:00.000000+00:00\", \"2019-07-16 13:23:42.000000+00:00\"], \"session_ids\": [\"6a6b9ec7-671f-43d7-b604-a61ea99d3dcd\", \"5b98974c-ebe8-45f3-81b6-ad6f9fcbdbd0\", \"f37399dc-6a0e-4d2f-9fce-95734766afd5\", \"a6c3d800-c5ba-4d35-a272-ed0d871cda2a\"], \"total_duration\": 124.0, \"total_sessions\": 4, \"mean_week_duration\": 0.939}}, {\"65974\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-29 23:13:33.000000+00:00\", \"2019-10-23 06:08:03.000000+00:00\", \"2021-02-05 02:58:43.000000+00:00\", \"2022-07-09 18:18:11.000000+00:00\", \"2019-04-26 04:35:33.000000+00:00\", \"2021-04-09 04:17:29.000000+00:00\"], \"session_ids\": [\"3de8c3a5-238f-4d44-9e68-0cd3a51a4c26\", \"7753c075-f530-44b5-963f-ebd9d3b0e818\", \"2efbe600-aa37-4802-8662-3782561b0741\", \"0a20104c-25a4-48b7-9b1a-7b54858bec27\", \"a43f31ae-c8f7-4e72-ba8f-04136a411501\", \"6eca2991-e78f-409a-8a68-935a4cab96f8\"], \"total_duration\": 2092.0, \"total_sessions\": 6, \"mean_week_duration\": 12.452}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"54581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-09 07:11:39.000000+00:00\", \"2019-07-15 00:29:24.000000+00:00\"], \"session_ids\": [\"fa18fbf2-ef78-419c-95aa-25cc3e7062fd\", \"e4bdbc95-616f-4e84-ad3e-6202ca585fce\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.721}}, {\"22578\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-24 00:21:35.000000+00:00\", \"2023-04-02 21:33:30.000000+00:00\"], \"session_ids\": [\"e837d8e0-79ef-4435-b8fb-52c41db186fc\", \"ac81c2f2-ef7c-4297-8e8c-a1e140d01a82\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 8.098}}, {\"32982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-29 14:47:51.000000+00:00\", \"2023-01-13 14:53:05.000000+00:00\", \"2021-05-24 15:17:31.000000+00:00\"], \"session_ids\": [\"768767f0-0ca4-4ff3-b7de-0d5a9d7f2a8f\", \"c92543fc-1494-4b82-b070-7c92e5f34c5b\", \"8a770399-afb1-48dd-9aea-1a34b9b7c1f1\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 1.979}}, {\"32321\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-02-07 09:18:30.000000+00:00\", \"2023-01-06 05:43:31.000000+00:00\", \"2022-12-24 06:39:27.000000+00:00\", \"2020-01-11 22:22:44.000000+00:00\", \"2020-11-24 17:54:04.000000+00:00\"], \"session_ids\": [\"8113fd34-0b73-4907-9e5f-9a768b70722e\", \"8edcd9b9-2878-4d91-bf5e-0b4b33fc6630\", \"0930353d-ab5e-4eac-94dd-144520c13740\", \"2103edeb-37b1-4c47-9ea5-c9a1b9f1e050\", \"ec04322f-f754-411b-a0fd-da799ce0d085\"], \"total_duration\": 1540.0, \"total_sessions\": 5, \"mean_week_duration\": 9.872}}]\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[{\"54581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-09 07:11:39.000000+00:00\", \"2019-07-15 00:29:24.000000+00:00\"], \"session_ids\": [\"fa18fbf2-ef78-419c-95aa-25cc3e7062fd\", \"e4bdbc95-616f-4e84-ad3e-6202ca585fce\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.721}}, {\"22578\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-24 00:21:35.000000+00:00\", \"2023-04-02 21:33:30.000000+00:00\"], \"session_ids\": [\"e837d8e0-79ef-4435-b8fb-52c41db186fc\", \"ac81c2f2-ef7c-4297-8e8c-a1e140d01a82\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 8.098}}, {\"32982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-29 14:47:51.000000+00:00\", \"2023-01-13 14:53:05.000000+00:00\", \"2021-05-24 15:17:31.000000+00:00\"], \"session_ids\": [\"768767f0-0ca4-4ff3-b7de-0d5a9d7f2a8f\", \"c92543fc-1494-4b82-b070-7c92e5f34c5b\", \"8a770399-afb1-48dd-9aea-1a34b9b7c1f1\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 1.979}}, {\"32321\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-02-07 09:18:30.000000+00:00\", \"2023-01-06 05:43:31.000000+00:00\", \"2022-12-24 06:39:27.000000+00:00\", \"2020-01-11 22:22:44.000000+00:00\", \"2020-11-24 17:54:04.000000+00:00\"], \"session_ids\": [\"8113fd34-0b73-4907-9e5f-9a768b70722e\", \"8edcd9b9-2878-4d91-bf5e-0b4b33fc6630\", \"0930353d-ab5e-4eac-94dd-144520c13740\", \"2103edeb-37b1-4c47-9ea5-c9a1b9f1e050\", \"ec04322f-f754-411b-a0fd-da799ce0d085\"], \"total_duration\": 1540.0, \"total_sessions\": 5, \"mean_week_duration\": 9.872}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 2 users with a duration total that is below 101 additionaly carry out sorting by count of sessions form the lowest to the highest." } ]
[ { "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{\"93944\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-11 21:12:56.000000+00:00\", \"2020-04-25 02:59:22.000000+00:00\", \"2020-09-16 03:00:21.000000+00:00\", \"2021-11-12 13:39:30.000000+00:00\"], \"session_ids\": [\"fcf8e218-2112-4028-9b73-c8ca81c2da2c\", \"8324420d-960a-4557-aa82-86046b6e7cca\", \"14205999-062a-4915-8e9f-e603ff52128f\", \"728ba140-c04a-4030-9d88-34d1b09b08b6\"], \"total_duration\": 125.0, \"total_sessions\": 4, \"mean_week_duration\": 1.238}, \"70960\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-25 02:28:15.000000+00:00\", \"2022-08-05 23:46:45.000000+00:00\"], \"session_ids\": [\"c50b2612-bab6-4cd9-ae08-de2219096f6d\", \"1b6a80de-9580-4710-ab5f-1bb69e0b8ea5\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 1.736}, \"65322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-20 05:59:15.000000+00:00\", \"2019-09-25 05:42:38.000000+00:00\"], \"session_ids\": [\"1983459e-1b24-4f3b-8960-2fa511dab655\", \"9e02ce69-e7d6-453e-874a-37eeafa85230\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 9.263}, \"36938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-31 15:45:33.000000+00:00\", \"2020-01-15 23:49:07.000000+00:00\"], \"session_ids\": [\"49ae5d68-0f52-449b-b2d3-2f071b5a7355\", \"d94328f4-110c-40fd-9f43-b32dd69c9a7b\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}, \"96565\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-09 11:52:28.000000+00:00\", \"2019-05-15 06:17:48.000000+00:00\"], \"session_ids\": [\"f8bcc8d5-0395-4040-a647-92025ac3cb52\", \"12769a2f-7cd5-40e3-aa9d-56531b981aca\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}, \"46726\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-09 11:50:41.000000+00:00\", \"2022-11-01 20:22:34.000000+00:00\", \"2019-02-03 08:32:26.000000+00:00\", \"2022-10-09 06:36:21.000000+00:00\"], \"session_ids\": [\"cc640eb2-f25d-4a8c-bf5e-18655a75568a\", \"eea1e409-0d90-4f14-a354-7793fe1a5334\", \"85f427f7-c531-4a1c-8a47-1839ee5dfa5d\", \"5ba09390-8cba-4c31-b45c-0d58247e2612\"], \"total_duration\": 880.0, \"total_sessions\": 4, \"mean_week_duration\": 4.49}, \"29662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-09-14 21:41:36.000000+00:00\", \"2023-03-26 07:12:49.000000+00:00\"], \"session_ids\": [\"03e7f4ee-bfff-48bc-9f9a-387c99b060aa\", \"b34cc324-fe56-4e8d-8325-458f8eaf8625\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 11.643}, \"26873\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-31 19:09:36.000000+00:00\", \"2019-07-13 00:34:29.000000+00:00\"], \"session_ids\": [\"2d5c4678-6514-4983-ba04-51a67b9a2445\", \"a66990c8-b758-438a-a532-7dc8682368ee\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}, \"68343\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-03 17:48:56.000000+00:00\", \"2021-05-20 05:41:34.000000+00:00\", \"2023-06-08 05:59:54.000000+00:00\", \"2019-06-26 11:20:15.000000+00:00\", \"2020-05-10 06:48:38.000000+00:00\", \"2021-12-06 16:37:51.000000+00:00\", \"2022-05-19 23:36:58.000000+00:00\"], \"session_ids\": [\"4a1832b6-017a-4e3e-ad6f-d0ae541c03c0\", \"6c3ece09-4548-4e23-85e3-f59b210b9905\", \"e9c79d3f-0b6e-48ad-806c-7f33d5defcf5\", \"4b58e28e-20b8-47fe-be8f-1b4ef03ee584\", \"4627f65d-c320-4d01-80ee-c7db3d0dfd8f\", \"ac0c7826-b7d8-4005-b169-37124331e20a\", \"eea39566-c431-4eb0-a663-d8a0c0f9836a\"], \"total_duration\": 3839.0, \"total_sessions\": 7, \"mean_week_duration\": 18.636}, \"1402\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-03 07:52:18.000000+00:00\", \"2019-09-26 16:30:30.000000+00:00\", \"2021-08-11 17:57:01.000000+00:00\"], \"session_ids\": [\"1f460ea5-a5d2-48c2-bda5-c851e23b6aca\", \"1f22065e-f1bb-41a3-8c2f-32a6fee64cdf\", \"a979fbca-c23d-4862-8bf1-18c638a61251\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 2.027}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 101" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[101, 3884]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96565\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-09 11:52:28.000000+00:00\", \"2019-05-15 06:17:48.000000+00:00\"], \"session_ids\": [\"f8bcc8d5-0395-4040-a647-92025ac3cb52\", \"12769a2f-7cd5-40e3-aa9d-56531b981aca\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}, \"26873\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-31 19:09:36.000000+00:00\", \"2019-07-13 00:34:29.000000+00:00\"], \"session_ids\": [\"2d5c4678-6514-4983-ba04-51a67b9a2445\", \"a66990c8-b758-438a-a532-7dc8682368ee\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}}\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[{\"96565\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-09 11:52:28.000000+00:00\", \"2019-05-15 06:17:48.000000+00:00\"], \"session_ids\": [\"f8bcc8d5-0395-4040-a647-92025ac3cb52\", \"12769a2f-7cd5-40e3-aa9d-56531b981aca\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}}, {\"26873\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-31 19:09:36.000000+00:00\", \"2019-07-13 00:34:29.000000+00:00\"], \"session_ids\": [\"2d5c4678-6514-4983-ba04-51a67b9a2445\", \"a66990c8-b758-438a-a532-7dc8682368ee\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}}]\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[{\"96565\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-09 11:52:28.000000+00:00\", \"2019-05-15 06:17:48.000000+00:00\"], \"session_ids\": [\"f8bcc8d5-0395-4040-a647-92025ac3cb52\", \"12769a2f-7cd5-40e3-aa9d-56531b981aca\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}}, {\"26873\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-31 19:09:36.000000+00:00\", \"2019-07-13 00:34:29.000000+00:00\"], \"session_ids\": [\"2d5c4678-6514-4983-ba04-51a67b9a2445\", \"a66990c8-b758-438a-a532-7dc8682368ee\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}}]\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[{\"96565\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-09 11:52:28.000000+00:00\", \"2019-05-15 06:17:48.000000+00:00\"], \"session_ids\": [\"f8bcc8d5-0395-4040-a647-92025ac3cb52\", \"12769a2f-7cd5-40e3-aa9d-56531b981aca\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}}, {\"26873\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-31 19:09:36.000000+00:00\", \"2019-07-13 00:34:29.000000+00:00\"], \"session_ids\": [\"2d5c4678-6514-4983-ba04-51a67b9a2445\", \"a66990c8-b758-438a-a532-7dc8682368ee\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}}]\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 6 users who have total amount of duration bigger than 991 in addition apply sorting by total duration amount 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{\"80994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-12-10 19:30:11.000000+00:00\", \"2022-10-29 08:06:06.000000+00:00\", \"2023-03-12 18:13:15.000000+00:00\"], \"session_ids\": [\"336b610d-81ac-4a22-9af7-d36b97fe98b6\", \"5577681a-6a14-45c4-a482-f2c5fc5b1c32\", \"8a87bc1e-d656-49ee-84b8-1155a9ea2155\"], \"total_duration\": 1042.0, \"total_sessions\": 3, \"mean_week_duration\": 8.831}, \"30960\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-01-11 12:33:12.000000+00:00\", \"2021-04-15 15:09:52.000000+00:00\"], \"session_ids\": [\"ba77e615-d8c2-4252-a6d8-8d4ab467fb2c\", \"191300eb-c336-4d78-a965-52ce599a1eab\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 6.939}, \"67806\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-06 06:20:08.000000+00:00\", \"2021-12-21 22:22:45.000000+00:00\"], \"session_ids\": [\"12aa4bb8-11b3-4722-9628-592a1c31f74c\", \"e7087cba-6044-464d-8ce4-c53960abe674\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.988}, \"40342\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-10-08 14:57:14.000000+00:00\", \"2019-11-01 22:52:20.000000+00:00\", \"2022-03-14 23:21:56.000000+00:00\", \"2020-12-30 15:10:38.000000+00:00\"], \"session_ids\": [\"0e0378a2-b9a0-44ce-90f5-5a4cc71a3190\", \"aaa50223-6962-4f80-8a1e-38283a1cb59c\", \"ca52cad0-b4ab-4b6a-b655-fe0812fe57c3\", \"8f8e854c-74b2-4459-a449-af5017321d49\"], \"total_duration\": 73.0, \"total_sessions\": 4, \"mean_week_duration\": 0.575}, \"1082\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-24 01:58:48.000000+00:00\", \"2020-01-12 06:24:02.000000+00:00\"], \"session_ids\": [\"b9f61925-9c23-4c5b-9090-8f24169f154f\", \"68f6a84e-c245-4279-b77e-c752d4c3eddf\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 3.316}, \"80313\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-28 13:00:27.000000+00:00\", \"2023-03-07 00:51:42.000000+00:00\", \"2022-11-13 12:38:15.000000+00:00\"], \"session_ids\": [\"83892585-c598-4bcb-a8cb-629b16bd3566\", \"20232272-37c5-431f-bfa9-fec8631fee0c\", \"5f66e47e-c435-4cdc-9d7b-cfcfa2c9a287\"], \"total_duration\": 1046.0, \"total_sessions\": 3, \"mean_week_duration\": 7.418}, \"58619\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-06-05 11:43:42.000000+00:00\", \"2019-05-06 05:31:04.000000+00:00\"], \"session_ids\": [\"577fbed3-44b4-4252-bfd7-94ad6e78712d\", \"5e0b570e-ff42-4c5d-84d2-c16cbfdffc20\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 1.832}, \"86374\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-05-29 00:18:46.000000+00:00\", \"2019-01-25 18:59:21.000000+00:00\", \"2019-06-12 00:54:15.000000+00:00\"], \"session_ids\": [\"8d26380b-ee17-471c-8956-ecf10170bbbc\", \"751d48bf-86e6-44f2-8200-c1c623bd3621\", \"218c5644-d1bc-4af9-a5c3-65beec8257a6\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.357}, \"26565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-12-30 21:42:52.000000+00:00\", \"2020-10-10 15:27:04.000000+00:00\"], \"session_ids\": [\"9b4bd5d1-cdcd-48e8-9b5c-81a8db17bc8b\", \"7396ea36-86a1-4e89-a63f-ccf6e98e25b1\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 11.073}, \"20555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-17 08:00:30.000000+00:00\", \"2021-01-29 16:40:47.000000+00:00\"], \"session_ids\": [\"c842ecc8-5cf7-454c-ba5d-8c309b9af58f\", \"b5621405-275a-4318-90cc-c4157dc91409\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 114.333}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 991" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[991, 3936]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-12-10 19:30:11.000000+00:00\", \"2022-10-29 08:06:06.000000+00:00\", \"2023-03-12 18:13:15.000000+00:00\"], \"session_ids\": [\"336b610d-81ac-4a22-9af7-d36b97fe98b6\", \"5577681a-6a14-45c4-a482-f2c5fc5b1c32\", \"8a87bc1e-d656-49ee-84b8-1155a9ea2155\"], \"total_duration\": 1042.0, \"total_sessions\": 3, \"mean_week_duration\": 8.831}, \"80313\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-28 13:00:27.000000+00:00\", \"2023-03-07 00:51:42.000000+00:00\", \"2022-11-13 12:38:15.000000+00:00\"], \"session_ids\": [\"83892585-c598-4bcb-a8cb-629b16bd3566\", \"20232272-37c5-431f-bfa9-fec8631fee0c\", \"5f66e47e-c435-4cdc-9d7b-cfcfa2c9a287\"], \"total_duration\": 1046.0, \"total_sessions\": 3, \"mean_week_duration\": 7.418}}\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[{\"80994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-12-10 19:30:11.000000+00:00\", \"2022-10-29 08:06:06.000000+00:00\", \"2023-03-12 18:13:15.000000+00:00\"], \"session_ids\": [\"336b610d-81ac-4a22-9af7-d36b97fe98b6\", \"5577681a-6a14-45c4-a482-f2c5fc5b1c32\", \"8a87bc1e-d656-49ee-84b8-1155a9ea2155\"], \"total_duration\": 1042.0, \"total_sessions\": 3, \"mean_week_duration\": 8.831}}, {\"80313\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-28 13:00:27.000000+00:00\", \"2023-03-07 00:51:42.000000+00:00\", \"2022-11-13 12:38:15.000000+00:00\"], \"session_ids\": [\"83892585-c598-4bcb-a8cb-629b16bd3566\", \"20232272-37c5-431f-bfa9-fec8631fee0c\", \"5f66e47e-c435-4cdc-9d7b-cfcfa2c9a287\"], \"total_duration\": 1046.0, \"total_sessions\": 3, \"mean_week_duration\": 7.418}}]\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[{\"80994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-12-10 19:30:11.000000+00:00\", \"2022-10-29 08:06:06.000000+00:00\", \"2023-03-12 18:13:15.000000+00:00\"], \"session_ids\": [\"336b610d-81ac-4a22-9af7-d36b97fe98b6\", \"5577681a-6a14-45c4-a482-f2c5fc5b1c32\", \"8a87bc1e-d656-49ee-84b8-1155a9ea2155\"], \"total_duration\": 1042.0, \"total_sessions\": 3, \"mean_week_duration\": 8.831}}, {\"80313\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-28 13:00:27.000000+00:00\", \"2023-03-07 00:51:42.000000+00:00\", \"2022-11-13 12:38:15.000000+00:00\"], \"session_ids\": [\"83892585-c598-4bcb-a8cb-629b16bd3566\", \"20232272-37c5-431f-bfa9-fec8631fee0c\", \"5f66e47e-c435-4cdc-9d7b-cfcfa2c9a287\"], \"total_duration\": 1046.0, \"total_sessions\": 3, \"mean_week_duration\": 7.418}}]\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[{\"80994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-12-10 19:30:11.000000+00:00\", \"2022-10-29 08:06:06.000000+00:00\", \"2023-03-12 18:13:15.000000+00:00\"], \"session_ids\": [\"336b610d-81ac-4a22-9af7-d36b97fe98b6\", \"5577681a-6a14-45c4-a482-f2c5fc5b1c32\", \"8a87bc1e-d656-49ee-84b8-1155a9ea2155\"], \"total_duration\": 1042.0, \"total_sessions\": 3, \"mean_week_duration\": 8.831}}, {\"80313\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-28 13:00:27.000000+00:00\", \"2023-03-07 00:51:42.000000+00:00\", \"2022-11-13 12:38:15.000000+00:00\"], \"session_ids\": [\"83892585-c598-4bcb-a8cb-629b16bd3566\", \"20232272-37c5-431f-bfa9-fec8631fee0c\", \"5f66e47e-c435-4cdc-9d7b-cfcfa2c9a287\"], \"total_duration\": 1046.0, \"total_sessions\": 3, \"mean_week_duration\": 7.418}}]\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 users who have count of sessions larger than 4 inclusive , and execute sorting by count of sessions descendingly." } ]
[ { "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{\"12575\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-26 23:44:35.000000+00:00\", \"2020-03-21 13:44:45.000000+00:00\", \"2021-08-07 05:50:15.000000+00:00\"], \"session_ids\": [\"299f18f1-96fa-47e6-ad2b-6a1d50ae0e80\", \"744e5ce5-7217-43b8-b9e0-e1b78c348e06\", \"54133dcb-e5c8-41d4-87c7-3316c07af3c1\"], \"total_duration\": 942.0, \"total_sessions\": 3, \"mean_week_duration\": 13.083}, \"10600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-18 07:02:36.000000+00:00\", \"2020-06-30 02:37:27.000000+00:00\", \"2020-03-25 02:30:04.000000+00:00\"], \"session_ids\": [\"aaec763a-174f-470b-90fe-b106a8102ea5\", \"cf8d4af8-eead-4246-b993-2a57f434a46d\", \"723ae318-0431-4f32-accb-1bd5f82ae118\"], \"total_duration\": 329.0, \"total_sessions\": 3, \"mean_week_duration\": 23.5}, \"20028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-21 21:53:49.000000+00:00\", \"2020-09-12 22:52:42.000000+00:00\", \"2019-11-20 20:42:29.000000+00:00\", \"2019-08-02 23:24:53.000000+00:00\", \"2019-09-27 06:30:51.000000+00:00\"], \"session_ids\": [\"5b470cdf-fdb2-4bf9-8cd7-7be6d4678d59\", \"74c45a99-ea5b-4ec1-9445-9501b3615774\", \"aaf59fe5-566d-43bf-933e-f621735d0845\", \"57b9a977-b2b9-4ae7-88dd-afa15c2f3378\", \"4252c17b-1448-4d11-bab9-bc139bae7f5b\"], \"total_duration\": 3729.0, \"total_sessions\": 5, \"mean_week_duration\": 64.293}, \"49516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-22 15:58:59.000000+00:00\", \"2022-03-31 16:51:09.000000+00:00\", \"2019-05-28 07:29:26.000000+00:00\", \"2023-04-10 22:32:00.000000+00:00\"], \"session_ids\": [\"1502bc2a-ef6b-4d41-8fa6-ef5aeeb916b4\", \"ce09d975-1253-430e-b7da-08c80028cd2d\", \"ca8b0632-6aac-4cc9-bd3b-f5573073e878\", \"eb264547-9582-408c-8d4e-f4e2a5937a86\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.163}, \"8399\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-26 20:29:10.000000+00:00\", \"2021-05-05 13:06:23.000000+00:00\"], \"session_ids\": [\"212ecf1d-fbbf-4d14-b8ef-d0eba95e5bac\", \"d18c6f3a-fa56-4581-9fca-04d5ea2141b0\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.465}, \"84812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-15 09:06:48.000000+00:00\", \"2021-06-24 21:38:49.000000+00:00\"], \"session_ids\": [\"4a268757-5ef3-49b9-9f2c-c603be185ed0\", \"d3d833dc-202e-4baf-b71f-4efa17eb10a3\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 8.244}, \"15912\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-04-29 09:06:16.000000+00:00\", \"2020-10-24 23:02:27.000000+00:00\"], \"session_ids\": [\"8369c9c7-9002-4d6b-ac43-6707620f2649\", \"d4d7f2ff-bc43-447e-a1dd-df724395c1f1\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.231}, \"28706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-29 01:26:10.000000+00:00\", \"2019-10-09 18:14:18.000000+00:00\", \"2021-06-24 20:30:41.000000+00:00\"], \"session_ids\": [\"47da838c-35ae-458c-9d8e-594fb4952f05\", \"51a981fa-670c-4ccc-8971-6a2d57ca1446\", \"c38c767f-11d8-49ed-b08d-1d06b5375442\"], \"total_duration\": 1104.0, \"total_sessions\": 3, \"mean_week_duration\": 5.691}, \"40619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-08-27 23:23:56.000000+00:00\", \"2019-02-03 09:53:38.000000+00:00\", \"2020-03-09 00:02:11.000000+00:00\"], \"session_ids\": [\"4ae08aa8-91bb-4d55-896c-4b4f8f7e8fd8\", \"94f2cb9f-ab46-4f2a-b210-d8f5bdbe5721\", \"663c73b6-4779-4406-a843-6e89a5b5db1f\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 0.701}, \"42536\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-12 12:55:57.000000+00:00\", \"2023-06-16 06:59:38.000000+00:00\"], \"session_ids\": [\"14ccd43c-f8c6-47db-8696-66385f865a19\", \"92fa80b3-30e1-4bcc-bd34-0c09191224c8\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.12}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-21 21:53:49.000000+00:00\", \"2020-09-12 22:52:42.000000+00:00\", \"2019-11-20 20:42:29.000000+00:00\", \"2019-08-02 23:24:53.000000+00:00\", \"2019-09-27 06:30:51.000000+00:00\"], \"session_ids\": [\"5b470cdf-fdb2-4bf9-8cd7-7be6d4678d59\", \"74c45a99-ea5b-4ec1-9445-9501b3615774\", \"aaf59fe5-566d-43bf-933e-f621735d0845\", \"57b9a977-b2b9-4ae7-88dd-afa15c2f3378\", \"4252c17b-1448-4d11-bab9-bc139bae7f5b\"], \"total_duration\": 3729.0, \"total_sessions\": 5, \"mean_week_duration\": 64.293}, \"49516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-22 15:58:59.000000+00:00\", \"2022-03-31 16:51:09.000000+00:00\", \"2019-05-28 07:29:26.000000+00:00\", \"2023-04-10 22:32:00.000000+00:00\"], \"session_ids\": [\"1502bc2a-ef6b-4d41-8fa6-ef5aeeb916b4\", \"ce09d975-1253-430e-b7da-08c80028cd2d\", \"ca8b0632-6aac-4cc9-bd3b-f5573073e878\", \"eb264547-9582-408c-8d4e-f4e2a5937a86\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.163}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-21 21:53:49.000000+00:00\", \"2020-09-12 22:52:42.000000+00:00\", \"2019-11-20 20:42:29.000000+00:00\", \"2019-08-02 23:24:53.000000+00:00\", \"2019-09-27 06:30:51.000000+00:00\"], \"session_ids\": [\"5b470cdf-fdb2-4bf9-8cd7-7be6d4678d59\", \"74c45a99-ea5b-4ec1-9445-9501b3615774\", \"aaf59fe5-566d-43bf-933e-f621735d0845\", \"57b9a977-b2b9-4ae7-88dd-afa15c2f3378\", \"4252c17b-1448-4d11-bab9-bc139bae7f5b\"], \"total_duration\": 3729.0, \"total_sessions\": 5, \"mean_week_duration\": 64.293}}, {\"49516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-22 15:58:59.000000+00:00\", \"2022-03-31 16:51:09.000000+00:00\", \"2019-05-28 07:29:26.000000+00:00\", \"2023-04-10 22:32:00.000000+00:00\"], \"session_ids\": [\"1502bc2a-ef6b-4d41-8fa6-ef5aeeb916b4\", \"ce09d975-1253-430e-b7da-08c80028cd2d\", \"ca8b0632-6aac-4cc9-bd3b-f5573073e878\", \"eb264547-9582-408c-8d4e-f4e2a5937a86\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.163}}]\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[{\"20028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-21 21:53:49.000000+00:00\", \"2020-09-12 22:52:42.000000+00:00\", \"2019-11-20 20:42:29.000000+00:00\", \"2019-08-02 23:24:53.000000+00:00\", \"2019-09-27 06:30:51.000000+00:00\"], \"session_ids\": [\"5b470cdf-fdb2-4bf9-8cd7-7be6d4678d59\", \"74c45a99-ea5b-4ec1-9445-9501b3615774\", \"aaf59fe5-566d-43bf-933e-f621735d0845\", \"57b9a977-b2b9-4ae7-88dd-afa15c2f3378\", \"4252c17b-1448-4d11-bab9-bc139bae7f5b\"], \"total_duration\": 3729.0, \"total_sessions\": 5, \"mean_week_duration\": 64.293}}, {\"49516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-22 15:58:59.000000+00:00\", \"2022-03-31 16:51:09.000000+00:00\", \"2019-05-28 07:29:26.000000+00:00\", \"2023-04-10 22:32:00.000000+00:00\"], \"session_ids\": [\"1502bc2a-ef6b-4d41-8fa6-ef5aeeb916b4\", \"ce09d975-1253-430e-b7da-08c80028cd2d\", \"ca8b0632-6aac-4cc9-bd3b-f5573073e878\", \"eb264547-9582-408c-8d4e-f4e2a5937a86\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.163}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 7 users who have mean week duration bigger than 14 also put to use sorting by time spent on the site in desc and provide me only with 4 entries." } ]