conversations
list |
|---|
[
{
"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[{\"41623\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-03-05 06:53:42.000000+00:00\", \"2019-09-30 18:54:14.000000+00:00\"], \"session_ids\": [\"76c882cb-d64f-4b35-9fbd-f7a29f3f5c2b\", \"cb690066-686a-49ec-ba1d-ac0103802d50\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.496}}, {\"85066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-07 11:55:35.000000+00:00\", \"2022-03-11 21:19:30.000000+00:00\"], \"session_ids\": [\"311d3f85-d20c-41fb-b282-c6f172a4ac9f\", \"803aa545-0f9d-4eb7-b2cd-73f25b5d5a4e\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 2.712}}, {\"13594\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-08 02:45:11.000000+00:00\", \"2021-11-14 03:04:14.000000+00:00\"], \"session_ids\": [\"19333b57-bfcc-4f2b-b3d1-8b5b20ed0445\", \"92d4236c-e29d-40b2-8b9a-89f33b54cb66\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.772}}, {\"12901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-15 12:33:49.000000+00:00\", \"2023-05-04 20:27:15.000000+00:00\"], \"session_ids\": [\"e6c737c3-d613-4252-8a88-b41b55e4a92e\", \"97acfe32-61fb-4bcb-a522-79218a36ee1e\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}, {\"98351\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-31 06:10:59.000000+00:00\", \"2020-01-13 17:25:31.000000+00:00\"], \"session_ids\": [\"6f9efbb2-1196-4b3f-857d-9641341d2101\", \"332a342e-68ea-4ed7-b5e8-7e71bcb87dd7\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.356}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on 5 users who currently live in cities Rome, San Pedro, Stockholm, Reykjavik and in addition apply sorting by total_sessions in ascending."
}
] |
[
{
"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{\"95315\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Cairo\", \"datetimes\": [\"2022-01-27 21:12:49.000000+00:00\", \"2023-06-16 21:48:36.000000+00:00\"], \"session_ids\": [\"9d654643-7460-4e27-a15f-20a865d757c3\", \"a91da115-cdbb-40ec-846f-9c0542186aec\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.342}, \"67764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-30 15:49:35.000000+00:00\", \"2022-10-13 07:09:50.000000+00:00\"], \"session_ids\": [\"217b6649-365b-4967-a7eb-431d7c48a5b5\", \"0d3081b2-adfd-4c96-a9f1-9c1c0bbd530e\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 3.79}, \"4545\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-04 22:24:33.000000+00:00\", \"2019-10-13 08:36:10.000000+00:00\"], \"session_ids\": [\"7d014519-6f24-491a-876f-9b00fd410f72\", \"5a298b2c-67c2-42a2-a69a-866111fca535\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}, \"6673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 04:00:48.000000+00:00\", \"2020-05-31 17:25:10.000000+00:00\", \"2023-05-12 05:56:02.000000+00:00\", \"2022-05-20 15:44:48.000000+00:00\", \"2022-10-14 14:16:03.000000+00:00\"], \"session_ids\": [\"42d423a2-06c0-4c83-913b-c458ddc5c6ee\", \"f206cc40-1f12-4f29-aefc-e613274d72dc\", \"7a0b7e78-d717-4ea7-a01d-afce1266f697\", \"b3a1e3fb-edfb-4ce3-9788-1ca28c0177a9\", \"0263186b-1a10-4353-863c-29cdbbfd6ecb\"], \"total_duration\": 43.0, \"total_sessions\": 5, \"mean_week_duration\": 0.279}, \"71626\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-05 00:22:07.000000+00:00\", \"2020-05-22 15:17:00.000000+00:00\"], \"session_ids\": [\"a6326a9b-3abc-4267-a2df-2a02a805729f\", \"b26312cc-973b-4df0-a9e5-902277672d02\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.623}, \"69991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-04 13:12:25.000000+00:00\", \"2019-08-08 15:37:37.000000+00:00\"], \"session_ids\": [\"abb242e3-363b-452a-856f-b69a260c28da\", \"340793fd-0e3b-498c-9a1c-a6be284e0005\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 4.116}, \"47490\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-01-28 15:26:17.000000+00:00\", \"2020-05-03 13:16:28.000000+00:00\", \"2022-02-12 01:54:29.000000+00:00\"], \"session_ids\": [\"36029c7f-cc3c-4845-92ad-4c09edf93c36\", \"4c7d990d-c7a6-499f-9808-6a33ef3940f9\", \"9c18e18e-8baf-44ed-bb2f-bba67102b6ec\"], \"total_duration\": 598.0, \"total_sessions\": 3, \"mean_week_duration\": 6.43}, \"77835\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-01 13:01:23.000000+00:00\", \"2022-11-14 13:40:23.000000+00:00\", \"2021-06-13 03:58:36.000000+00:00\"], \"session_ids\": [\"4b79e229-777d-4187-8c22-19d739039b3c\", \"5f338ff2-23ef-4e60-b8c2-95d27c5c0615\", \"695fa482-87c4-46ff-8cf6-2d203cc9d9e9\"], \"total_duration\": 312.0, \"total_sessions\": 3, \"mean_week_duration\": 1.576}, \"79693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-27 00:57:47.000000+00:00\", \"2020-09-07 11:28:40.000000+00:00\"], \"session_ids\": [\"b7b8c80c-4d97-44b3-9270-0894ee332a23\", \"575e9e48-5531-452b-b27a-3ae07cd6e22e\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 2.859}, \"11546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-05 19:21:41.000000+00:00\", \"2020-02-25 17:56:14.000000+00:00\"], \"session_ids\": [\"5d2b8833-15e6-4e5b-98c6-7707c6a490ce\", \"2407538f-6e01-4421-b6f0-b28d89838107\"], \"total_duration\": 323.0, \"total_sessions\": 2, \"mean_week_duration\": 2.228}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are Rome, San Pedro, Stockholm, Reykjavik"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Rome\", \"San Pedro\", \"Stockholm\", \"Reykjavik\"]]}}}\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": "I have a curiosity about 4 users with a total sessions of sessions that is higher than 6 and lower than 2 , moreover execute sorting by total_duration form the highest value to the lowest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"34935\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-16 01:31:08.000000+00:00\", \"2019-06-26 06:22:34.000000+00:00\"], \"session_ids\": [\"b9e83728-03ac-483a-ab30-bc867c008c09\", \"af2af158-92d5-4e6b-a3df-52d2f9d5d582\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 112.667}, \"3986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-23 11:29:12.000000+00:00\", \"2021-12-04 22:13:01.000000+00:00\", \"2022-01-14 16:25:01.000000+00:00\", \"2020-02-22 06:34:17.000000+00:00\", \"2020-05-31 12:09:32.000000+00:00\", \"2019-08-25 02:03:19.000000+00:00\"], \"session_ids\": [\"76eb9a3e-8108-47bb-84f4-123b7f576dee\", \"e3ec8fae-7c81-4cab-8f0d-6dfa013bb97f\", \"3a564187-2686-4bf1-bae6-91db62bc3073\", \"1a450840-22cf-46f5-a017-49189943ae41\", \"7d078de7-2cd1-44e5-bcf7-6ac738c882b8\", \"6a053f90-b606-427e-88f1-f2f005c58f89\"], \"total_duration\": 3515.0, \"total_sessions\": 6, \"mean_week_duration\": 27.038}, \"47106\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-08-05 17:20:04.000000+00:00\", \"2019-05-08 13:06:55.000000+00:00\", \"2020-05-02 12:27:39.000000+00:00\", \"2021-06-16 14:00:04.000000+00:00\"], \"session_ids\": [\"56a54309-1869-4e83-9640-08dcd6fdd9e4\", \"64c0f6cf-65a4-4006-85a2-c87fb9065d41\", \"00294cbe-8df3-4242-a70c-0769a19c3036\", \"48c5b48f-d346-4a20-9240-089adb195802\"], \"total_duration\": 163.0, \"total_sessions\": 4, \"mean_week_duration\": 1.482}, \"50500\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-13 07:27:52.000000+00:00\", \"2022-08-27 13:26:04.000000+00:00\"], \"session_ids\": [\"e4e24fff-1ed0-414f-8b04-27d1442cbd9d\", \"6ce68676-d810-4525-bafe-222f4dfd98be\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 5.048}, \"29049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-23 04:42:34.000000+00:00\", \"2023-04-05 18:58:23.000000+00:00\"], \"session_ids\": [\"b119fa09-afd5-418e-8364-697046846d07\", \"fe4d083a-9aa2-4a4f-9372-b8bccc20b82a\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.571}, \"92114\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-28 09:04:28.000000+00:00\", \"2020-03-15 15:07:46.000000+00:00\"], \"session_ids\": [\"440d9b38-ee00-4dcb-9b40-2ef0d646fc4f\", \"cd3267ea-c41c-444a-9072-a5cb4aadff76\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.66}, \"6530\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-14 14:28:02.000000+00:00\", \"2021-12-05 11:08:00.000000+00:00\", \"2019-01-18 20:06:39.000000+00:00\", \"2022-05-24 10:54:54.000000+00:00\", \"2022-12-31 16:57:07.000000+00:00\", \"2019-01-21 10:56:39.000000+00:00\", \"2020-06-24 02:10:51.000000+00:00\"], \"session_ids\": [\"89a63bbb-47de-42b6-80ca-dbd3f13aa8b6\", \"65f6d7e6-6310-4a8b-8bfd-158230b35c7c\", \"412f00d7-6047-4de1-a840-84fabff287e0\", \"c7538017-6d03-46c3-97ed-b3d0cd8fd100\", \"058c8e75-539d-4885-aff1-68339f8834aa\", \"ef15cf8c-94b0-4d22-9670-b2123a206ddf\", \"dc96a57f-03aa-4d43-bf37-936415897c9d\"], \"total_duration\": 2688.0, \"total_sessions\": 7, \"mean_week_duration\": 13.049}, \"46325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-18 22:07:06.000000+00:00\", \"2021-06-25 18:50:39.000000+00:00\"], \"session_ids\": [\"aada15e6-4034-460d-959f-265fb7d5d226\", \"1bb3ff69-3e9d-4ff7-a582-35b7d80d82bb\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 9.765}, \"63888\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-14 13:47:24.000000+00:00\", \"2020-04-08 08:33:48.000000+00:00\"], \"session_ids\": [\"0729a071-eb5a-4af3-998a-0629050ef6c5\", \"d0cd5ead-52d5-4d48-8762-1ff036a64267\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 9.111}, \"49024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-06-10 10:57:36.000000+00:00\", \"2021-07-25 12:29:14.000000+00:00\"], \"session_ids\": [\"c7d6d90a-c4cc-4d02-af0b-e5fcf37759a5\", \"d9f54685-5580-4bc5-8bc7-8b618358a24b\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}}\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 equal or greater than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"34935\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-16 01:31:08.000000+00:00\", \"2019-06-26 06:22:34.000000+00:00\"], \"session_ids\": [\"b9e83728-03ac-483a-ab30-bc867c008c09\", \"af2af158-92d5-4e6b-a3df-52d2f9d5d582\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 112.667}, \"50500\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-13 07:27:52.000000+00:00\", \"2022-08-27 13:26:04.000000+00:00\"], \"session_ids\": [\"e4e24fff-1ed0-414f-8b04-27d1442cbd9d\", \"6ce68676-d810-4525-bafe-222f4dfd98be\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 5.048}, \"29049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-23 04:42:34.000000+00:00\", \"2023-04-05 18:58:23.000000+00:00\"], \"session_ids\": [\"b119fa09-afd5-418e-8364-697046846d07\", \"fe4d083a-9aa2-4a4f-9372-b8bccc20b82a\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.571}, \"92114\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-28 09:04:28.000000+00:00\", \"2020-03-15 15:07:46.000000+00:00\"], \"session_ids\": [\"440d9b38-ee00-4dcb-9b40-2ef0d646fc4f\", \"cd3267ea-c41c-444a-9072-a5cb4aadff76\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.66}, \"46325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-18 22:07:06.000000+00:00\", \"2021-06-25 18:50:39.000000+00:00\"], \"session_ids\": [\"aada15e6-4034-460d-959f-265fb7d5d226\", \"1bb3ff69-3e9d-4ff7-a582-35b7d80d82bb\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 9.765}, \"63888\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-14 13:47:24.000000+00:00\", \"2020-04-08 08:33:48.000000+00:00\"], \"session_ids\": [\"0729a071-eb5a-4af3-998a-0629050ef6c5\", \"d0cd5ead-52d5-4d48-8762-1ff036a64267\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 9.111}, \"49024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-06-10 10:57:36.000000+00:00\", \"2021-07-25 12:29:14.000000+00:00\"], \"session_ids\": [\"c7d6d90a-c4cc-4d02-af0b-e5fcf37759a5\", \"d9f54685-5580-4bc5-8bc7-8b618358a24b\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}, \"3986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-23 11:29:12.000000+00:00\", \"2021-12-04 22:13:01.000000+00:00\", \"2022-01-14 16:25:01.000000+00:00\", \"2020-02-22 06:34:17.000000+00:00\", \"2020-05-31 12:09:32.000000+00:00\", \"2019-08-25 02:03:19.000000+00:00\"], \"session_ids\": [\"76eb9a3e-8108-47bb-84f4-123b7f576dee\", \"e3ec8fae-7c81-4cab-8f0d-6dfa013bb97f\", \"3a564187-2686-4bf1-bae6-91db62bc3073\", \"1a450840-22cf-46f5-a017-49189943ae41\", \"7d078de7-2cd1-44e5-bcf7-6ac738c882b8\", \"6a053f90-b606-427e-88f1-f2f005c58f89\"], \"total_duration\": 3515.0, \"total_sessions\": 6, \"mean_week_duration\": 27.038}, \"6530\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-14 14:28:02.000000+00:00\", \"2021-12-05 11:08:00.000000+00:00\", \"2019-01-18 20:06:39.000000+00:00\", \"2022-05-24 10:54:54.000000+00:00\", \"2022-12-31 16:57:07.000000+00:00\", \"2019-01-21 10:56:39.000000+00:00\", \"2020-06-24 02:10:51.000000+00:00\"], \"session_ids\": [\"89a63bbb-47de-42b6-80ca-dbd3f13aa8b6\", \"65f6d7e6-6310-4a8b-8bfd-158230b35c7c\", \"412f00d7-6047-4de1-a840-84fabff287e0\", \"c7538017-6d03-46c3-97ed-b3d0cd8fd100\", \"058c8e75-539d-4885-aff1-68339f8834aa\", \"ef15cf8c-94b0-4d22-9670-b2123a206ddf\", \"dc96a57f-03aa-4d43-bf37-936415897c9d\"], \"total_duration\": 2688.0, \"total_sessions\": 7, \"mean_week_duration\": 13.049}}\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[{\"3986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-23 11:29:12.000000+00:00\", \"2021-12-04 22:13:01.000000+00:00\", \"2022-01-14 16:25:01.000000+00:00\", \"2020-02-22 06:34:17.000000+00:00\", \"2020-05-31 12:09:32.000000+00:00\", \"2019-08-25 02:03:19.000000+00:00\"], \"session_ids\": [\"76eb9a3e-8108-47bb-84f4-123b7f576dee\", \"e3ec8fae-7c81-4cab-8f0d-6dfa013bb97f\", \"3a564187-2686-4bf1-bae6-91db62bc3073\", \"1a450840-22cf-46f5-a017-49189943ae41\", \"7d078de7-2cd1-44e5-bcf7-6ac738c882b8\", \"6a053f90-b606-427e-88f1-f2f005c58f89\"], \"total_duration\": 3515.0, \"total_sessions\": 6, \"mean_week_duration\": 27.038}}, {\"6530\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-14 14:28:02.000000+00:00\", \"2021-12-05 11:08:00.000000+00:00\", \"2019-01-18 20:06:39.000000+00:00\", \"2022-05-24 10:54:54.000000+00:00\", \"2022-12-31 16:57:07.000000+00:00\", \"2019-01-21 10:56:39.000000+00:00\", \"2020-06-24 02:10:51.000000+00:00\"], \"session_ids\": [\"89a63bbb-47de-42b6-80ca-dbd3f13aa8b6\", \"65f6d7e6-6310-4a8b-8bfd-158230b35c7c\", \"412f00d7-6047-4de1-a840-84fabff287e0\", \"c7538017-6d03-46c3-97ed-b3d0cd8fd100\", \"058c8e75-539d-4885-aff1-68339f8834aa\", \"ef15cf8c-94b0-4d22-9670-b2123a206ddf\", \"dc96a57f-03aa-4d43-bf37-936415897c9d\"], \"total_duration\": 2688.0, \"total_sessions\": 7, \"mean_week_duration\": 13.049}}, {\"34935\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-16 01:31:08.000000+00:00\", \"2019-06-26 06:22:34.000000+00:00\"], \"session_ids\": [\"b9e83728-03ac-483a-ab30-bc867c008c09\", \"af2af158-92d5-4e6b-a3df-52d2f9d5d582\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 112.667}}, {\"63888\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-14 13:47:24.000000+00:00\", \"2020-04-08 08:33:48.000000+00:00\"], \"session_ids\": [\"0729a071-eb5a-4af3-998a-0629050ef6c5\", \"d0cd5ead-52d5-4d48-8762-1ff036a64267\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 9.111}}, {\"50500\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-13 07:27:52.000000+00:00\", \"2022-08-27 13:26:04.000000+00:00\"], \"session_ids\": [\"e4e24fff-1ed0-414f-8b04-27d1442cbd9d\", \"6ce68676-d810-4525-bafe-222f4dfd98be\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 5.048}}, {\"46325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-18 22:07:06.000000+00:00\", \"2021-06-25 18:50:39.000000+00:00\"], \"session_ids\": [\"aada15e6-4034-460d-959f-265fb7d5d226\", \"1bb3ff69-3e9d-4ff7-a582-35b7d80d82bb\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 9.765}}, {\"29049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-23 04:42:34.000000+00:00\", \"2023-04-05 18:58:23.000000+00:00\"], \"session_ids\": [\"b119fa09-afd5-418e-8364-697046846d07\", \"fe4d083a-9aa2-4a4f-9372-b8bccc20b82a\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.571}}, {\"92114\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-28 09:04:28.000000+00:00\", \"2020-03-15 15:07:46.000000+00:00\"], \"session_ids\": [\"440d9b38-ee00-4dcb-9b40-2ef0d646fc4f\", \"cd3267ea-c41c-444a-9072-a5cb4aadff76\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.66}}, {\"49024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-06-10 10:57:36.000000+00:00\", \"2021-07-25 12:29:14.000000+00:00\"], \"session_ids\": [\"c7d6d90a-c4cc-4d02-af0b-e5fcf37759a5\", \"d9f54685-5580-4bc5-8bc7-8b618358a24b\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}}]\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[{\"3986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-23 11:29:12.000000+00:00\", \"2021-12-04 22:13:01.000000+00:00\", \"2022-01-14 16:25:01.000000+00:00\", \"2020-02-22 06:34:17.000000+00:00\", \"2020-05-31 12:09:32.000000+00:00\", \"2019-08-25 02:03:19.000000+00:00\"], \"session_ids\": [\"76eb9a3e-8108-47bb-84f4-123b7f576dee\", \"e3ec8fae-7c81-4cab-8f0d-6dfa013bb97f\", \"3a564187-2686-4bf1-bae6-91db62bc3073\", \"1a450840-22cf-46f5-a017-49189943ae41\", \"7d078de7-2cd1-44e5-bcf7-6ac738c882b8\", \"6a053f90-b606-427e-88f1-f2f005c58f89\"], \"total_duration\": 3515.0, \"total_sessions\": 6, \"mean_week_duration\": 27.038}}, {\"6530\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-14 14:28:02.000000+00:00\", \"2021-12-05 11:08:00.000000+00:00\", \"2019-01-18 20:06:39.000000+00:00\", \"2022-05-24 10:54:54.000000+00:00\", \"2022-12-31 16:57:07.000000+00:00\", \"2019-01-21 10:56:39.000000+00:00\", \"2020-06-24 02:10:51.000000+00:00\"], \"session_ids\": [\"89a63bbb-47de-42b6-80ca-dbd3f13aa8b6\", \"65f6d7e6-6310-4a8b-8bfd-158230b35c7c\", \"412f00d7-6047-4de1-a840-84fabff287e0\", \"c7538017-6d03-46c3-97ed-b3d0cd8fd100\", \"058c8e75-539d-4885-aff1-68339f8834aa\", \"ef15cf8c-94b0-4d22-9670-b2123a206ddf\", \"dc96a57f-03aa-4d43-bf37-936415897c9d\"], \"total_duration\": 2688.0, \"total_sessions\": 7, \"mean_week_duration\": 13.049}}, {\"34935\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-16 01:31:08.000000+00:00\", \"2019-06-26 06:22:34.000000+00:00\"], \"session_ids\": [\"b9e83728-03ac-483a-ab30-bc867c008c09\", \"af2af158-92d5-4e6b-a3df-52d2f9d5d582\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 112.667}}, {\"63888\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-14 13:47:24.000000+00:00\", \"2020-04-08 08:33:48.000000+00:00\"], \"session_ids\": [\"0729a071-eb5a-4af3-998a-0629050ef6c5\", \"d0cd5ead-52d5-4d48-8762-1ff036a64267\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 9.111}}]\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[{\"3986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-23 11:29:12.000000+00:00\", \"2021-12-04 22:13:01.000000+00:00\", \"2022-01-14 16:25:01.000000+00:00\", \"2020-02-22 06:34:17.000000+00:00\", \"2020-05-31 12:09:32.000000+00:00\", \"2019-08-25 02:03:19.000000+00:00\"], \"session_ids\": [\"76eb9a3e-8108-47bb-84f4-123b7f576dee\", \"e3ec8fae-7c81-4cab-8f0d-6dfa013bb97f\", \"3a564187-2686-4bf1-bae6-91db62bc3073\", \"1a450840-22cf-46f5-a017-49189943ae41\", \"7d078de7-2cd1-44e5-bcf7-6ac738c882b8\", \"6a053f90-b606-427e-88f1-f2f005c58f89\"], \"total_duration\": 3515.0, \"total_sessions\": 6, \"mean_week_duration\": 27.038}}, {\"6530\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-14 14:28:02.000000+00:00\", \"2021-12-05 11:08:00.000000+00:00\", \"2019-01-18 20:06:39.000000+00:00\", \"2022-05-24 10:54:54.000000+00:00\", \"2022-12-31 16:57:07.000000+00:00\", \"2019-01-21 10:56:39.000000+00:00\", \"2020-06-24 02:10:51.000000+00:00\"], \"session_ids\": [\"89a63bbb-47de-42b6-80ca-dbd3f13aa8b6\", \"65f6d7e6-6310-4a8b-8bfd-158230b35c7c\", \"412f00d7-6047-4de1-a840-84fabff287e0\", \"c7538017-6d03-46c3-97ed-b3d0cd8fd100\", \"058c8e75-539d-4885-aff1-68339f8834aa\", \"ef15cf8c-94b0-4d22-9670-b2123a206ddf\", \"dc96a57f-03aa-4d43-bf37-936415897c9d\"], \"total_duration\": 2688.0, \"total_sessions\": 7, \"mean_week_duration\": 13.049}}, {\"34935\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-16 01:31:08.000000+00:00\", \"2019-06-26 06:22:34.000000+00:00\"], \"session_ids\": [\"b9e83728-03ac-483a-ab30-bc867c008c09\", \"af2af158-92d5-4e6b-a3df-52d2f9d5d582\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 112.667}}, {\"63888\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-14 13:47:24.000000+00:00\", \"2020-04-08 08:33:48.000000+00:00\"], \"session_ids\": [\"0729a071-eb5a-4af3-998a-0629050ef6c5\", \"d0cd5ead-52d5-4d48-8762-1ff036a64267\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 9.111}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about user whose time in app per week is bigger than 18 (not including) in addition apply sorting by overall total duration from the largest to the smallest additionaly provide me only with 3 pieces of information."
}
] |
[
{
"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{\"78219\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-16 19:42:48.000000+00:00\", \"2020-09-14 10:25:13.000000+00:00\"], \"session_ids\": [\"8984be8e-aef1-41b9-96f2-bd7069e7eacd\", \"eb16d7ec-fbda-45bc-b04e-11166a952e33\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 9.286}, \"61583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-15 02:12:36.000000+00:00\", \"2021-08-08 16:39:49.000000+00:00\", \"2020-02-14 23:59:30.000000+00:00\", \"2019-10-09 19:14:20.000000+00:00\", \"2022-05-30 08:37:44.000000+00:00\"], \"session_ids\": [\"57d80850-f87e-4d10-8248-2374665bf383\", \"d4b25e1f-483f-4e88-b72e-b546571fffca\", \"dbf2d0d7-8d80-44c5-bf8c-7a36f6d0a32b\", \"f0a88810-16c6-40e3-83a1-f7c5abe7e1a6\", \"9ed925ae-0d5c-4cd0-84c9-1b4a9c9f6674\"], \"total_duration\": 2781.0, \"total_sessions\": 5, \"mean_week_duration\": 20.152}, \"5359\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-15 05:40:31.000000+00:00\", \"2019-11-27 14:32:51.000000+00:00\"], \"session_ids\": [\"fe637413-6826-4772-adc3-08acc4e8db20\", \"2888c4fd-89be-429b-8c28-be74422b6edf\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 101.333}, \"10516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-01 14:02:20.000000+00:00\", \"2019-07-30 11:24:40.000000+00:00\"], \"session_ids\": [\"753f56db-c71a-48b1-9fb0-d904cf626886\", \"fe5648db-f904-43f0-b682-23be50d27015\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.356}, \"52262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-08 19:21:52.000000+00:00\", \"2022-06-05 00:56:51.000000+00:00\", \"2020-09-05 13:47:59.000000+00:00\"], \"session_ids\": [\"63e9a627-f47a-48ce-b7c0-99f5e0b6cf0c\", \"9ed290d3-718f-421b-9a05-b2abb8d4cf91\", \"639430e7-611a-4421-a301-19b3c6573bcd\"], \"total_duration\": 303.0, \"total_sessions\": 3, \"mean_week_duration\": 3.33}, \"5971\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-10 14:04:24.000000+00:00\", \"2023-02-06 21:01:36.000000+00:00\", \"2020-01-06 11:16:24.000000+00:00\", \"2020-11-16 02:38:43.000000+00:00\", \"2023-06-20 05:19:03.000000+00:00\"], \"session_ids\": [\"825ee434-fa18-4000-9549-cbea542bd694\", \"5f51d99a-5402-4dd6-920e-d7baae6774de\", \"361d5cb1-8019-420d-abc6-6dd9f4ed35d0\", \"d8d3e61d-4f69-4286-92f4-b5c97e99d6dd\", \"b9a1e24f-ab80-4b6f-87ec-ba6f768151fb\"], \"total_duration\": 85.0, \"total_sessions\": 5, \"mean_week_duration\": 0.472}, \"28104\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-02-24 03:15:26.000000+00:00\", \"2021-08-07 08:34:01.000000+00:00\", \"2019-08-03 22:11:13.000000+00:00\", \"2020-10-02 03:00:33.000000+00:00\", \"2022-10-07 04:37:46.000000+00:00\", \"2021-06-14 03:24:54.000000+00:00\", \"2023-03-21 00:46:46.000000+00:00\", \"2021-10-28 11:26:30.000000+00:00\", \"2023-04-25 16:57:48.000000+00:00\"], \"session_ids\": [\"77f1160c-8898-4dda-91b1-d65ad8681e6b\", \"e2889c7b-1dc3-4bd5-aa3d-c27a33d46775\", \"5c42dc38-d899-4025-b595-4b8b12580118\", \"79dc9f6d-b1a5-4bf2-84cd-32da1f67f9ae\", \"b19d0dfc-9064-4709-aa0d-3584d9fa07b2\", \"83e7bd66-61e3-4b1a-b1bc-89400595f3d7\", \"10bb66fb-b85b-4052-8872-1e8520c9f0c8\", \"5153423d-672d-401d-bc08-5aa2519c3789\", \"8eea078a-14ea-49cd-bf0a-7df030bb2927\"], \"total_duration\": 822.0, \"total_sessions\": 9, \"mean_week_duration\": 4.215}, \"29245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-03-28 19:34:21.000000+00:00\", \"2019-10-21 02:45:02.000000+00:00\", \"2022-10-13 04:42:15.000000+00:00\", \"2023-06-05 04:46:12.000000+00:00\"], \"session_ids\": [\"1a5842f8-c114-49ef-9b87-6c4027e93a97\", \"d5c9fbde-081f-4009-841c-cf5d3bb79556\", \"d8c0e15e-876e-4774-a0d8-b91f3de2a3b7\", \"a94f1d50-66c1-4d80-9525-168e7445e6cd\"], \"total_duration\": 373.0, \"total_sessions\": 4, \"mean_week_duration\": 1.974}, \"64972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-09 19:39:54.000000+00:00\", \"2022-05-26 20:03:40.000000+00:00\", \"2020-11-25 23:30:20.000000+00:00\", \"2020-12-12 12:45:08.000000+00:00\", \"2020-02-19 20:57:00.000000+00:00\", \"2022-12-28 01:25:37.000000+00:00\", \"2022-05-03 07:18:27.000000+00:00\", \"2021-05-11 01:36:12.000000+00:00\", \"2020-05-05 11:47:28.000000+00:00\"], \"session_ids\": [\"a7fd3ca0-1f71-422e-856c-b4c35f524b0a\", \"4db1caa8-3284-4963-b8ca-003e811a0401\", \"31b84d18-1eda-47f2-ba49-b63b1b76f808\", \"5005b77f-6a77-4ff2-a345-7222ec8996ee\", \"96e7ea6c-0d5c-48a3-80f4-aee6f6815486\", \"fbeeffc4-5eca-4c9d-9e42-0e9159032a4d\", \"d780af05-1afb-4897-b9cb-6244e65c3966\", \"a36a7611-1a66-4453-9475-2f3050613467\", \"861e10b5-38ff-42b0-b8ab-346ec65a4f65\"], \"total_duration\": 1823.0, \"total_sessions\": 9, \"mean_week_duration\": 12.235}, \"31115\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-03-06 10:26:51.000000+00:00\", \"2020-11-11 02:43:31.000000+00:00\"], \"session_ids\": [\"3241c427-941d-4951-b36b-3a081880d677\", \"40cc1f30-3333-4f7c-91b2-6851ad50e17a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 18"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 32]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"61583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-15 02:12:36.000000+00:00\", \"2021-08-08 16:39:49.000000+00:00\", \"2020-02-14 23:59:30.000000+00:00\", \"2019-10-09 19:14:20.000000+00:00\", \"2022-05-30 08:37:44.000000+00:00\"], \"session_ids\": [\"57d80850-f87e-4d10-8248-2374665bf383\", \"d4b25e1f-483f-4e88-b72e-b546571fffca\", \"dbf2d0d7-8d80-44c5-bf8c-7a36f6d0a32b\", \"f0a88810-16c6-40e3-83a1-f7c5abe7e1a6\", \"9ed925ae-0d5c-4cd0-84c9-1b4a9c9f6674\"], \"total_duration\": 2781.0, \"total_sessions\": 5, \"mean_week_duration\": 20.152}, \"5359\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-15 05:40:31.000000+00:00\", \"2019-11-27 14:32:51.000000+00:00\"], \"session_ids\": [\"fe637413-6826-4772-adc3-08acc4e8db20\", \"2888c4fd-89be-429b-8c28-be74422b6edf\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 101.333}}\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[{\"61583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-15 02:12:36.000000+00:00\", \"2021-08-08 16:39:49.000000+00:00\", \"2020-02-14 23:59:30.000000+00:00\", \"2019-10-09 19:14:20.000000+00:00\", \"2022-05-30 08:37:44.000000+00:00\"], \"session_ids\": [\"57d80850-f87e-4d10-8248-2374665bf383\", \"d4b25e1f-483f-4e88-b72e-b546571fffca\", \"dbf2d0d7-8d80-44c5-bf8c-7a36f6d0a32b\", \"f0a88810-16c6-40e3-83a1-f7c5abe7e1a6\", \"9ed925ae-0d5c-4cd0-84c9-1b4a9c9f6674\"], \"total_duration\": 2781.0, \"total_sessions\": 5, \"mean_week_duration\": 20.152}}, {\"5359\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-15 05:40:31.000000+00:00\", \"2019-11-27 14:32:51.000000+00:00\"], \"session_ids\": [\"fe637413-6826-4772-adc3-08acc4e8db20\", \"2888c4fd-89be-429b-8c28-be74422b6edf\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 101.333}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"61583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-15 02:12:36.000000+00:00\", \"2021-08-08 16:39:49.000000+00:00\", \"2020-02-14 23:59:30.000000+00:00\", \"2019-10-09 19:14:20.000000+00:00\", \"2022-05-30 08:37:44.000000+00:00\"], \"session_ids\": [\"57d80850-f87e-4d10-8248-2374665bf383\", \"d4b25e1f-483f-4e88-b72e-b546571fffca\", \"dbf2d0d7-8d80-44c5-bf8c-7a36f6d0a32b\", \"f0a88810-16c6-40e3-83a1-f7c5abe7e1a6\", \"9ed925ae-0d5c-4cd0-84c9-1b4a9c9f6674\"], \"total_duration\": 2781.0, \"total_sessions\": 5, \"mean_week_duration\": 20.152}}, {\"5359\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-15 05:40:31.000000+00:00\", \"2019-11-27 14:32:51.000000+00:00\"], \"session_ids\": [\"fe637413-6826-4772-adc3-08acc4e8db20\", \"2888c4fd-89be-429b-8c28-be74422b6edf\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 101.333}}]\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[{\"61583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-15 02:12:36.000000+00:00\", \"2021-08-08 16:39:49.000000+00:00\", \"2020-02-14 23:59:30.000000+00:00\", \"2019-10-09 19:14:20.000000+00:00\", \"2022-05-30 08:37:44.000000+00:00\"], \"session_ids\": [\"57d80850-f87e-4d10-8248-2374665bf383\", \"d4b25e1f-483f-4e88-b72e-b546571fffca\", \"dbf2d0d7-8d80-44c5-bf8c-7a36f6d0a32b\", \"f0a88810-16c6-40e3-83a1-f7c5abe7e1a6\", \"9ed925ae-0d5c-4cd0-84c9-1b4a9c9f6674\"], \"total_duration\": 2781.0, \"total_sessions\": 5, \"mean_week_duration\": 20.152}}, {\"5359\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-15 05:40:31.000000+00:00\", \"2019-11-27 14:32:51.000000+00:00\"], \"session_ids\": [\"fe637413-6826-4772-adc3-08acc4e8db20\", \"2888c4fd-89be-429b-8c28-be74422b6edf\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 101.333}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm eager to find out about 6 users who have the largest value of sessions summation as well as implement sorting by overall total sessions risingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"64320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-04 20:46:36.000000+00:00\", \"2019-05-18 21:49:11.000000+00:00\", \"2022-07-30 14:12:33.000000+00:00\"], \"session_ids\": [\"fc603a2b-8bdd-4135-9fc3-d41511f2737c\", \"e48c9001-e59f-4105-ba93-b4382fcc6089\", \"077823c5-8605-434c-9c98-20c4c8ffcb94\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.148}, \"79020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-09 21:42:05.000000+00:00\", \"2021-05-30 13:38:53.000000+00:00\", \"2019-01-31 13:24:34.000000+00:00\"], \"session_ids\": [\"81ace697-79de-4f53-a028-2dbccf25ae95\", \"a1d165af-be52-4ab9-98a7-43032c38ff3b\", \"46110e6f-9d08-4eae-b7a5-302c2ac111da\"], \"total_duration\": 406.0, \"total_sessions\": 3, \"mean_week_duration\": 3.328}, \"54878\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-18 14:52:24.000000+00:00\", \"2020-06-27 02:38:01.000000+00:00\"], \"session_ids\": [\"4e2aeebe-ad13-4b1f-9b47-404079e0422f\", \"15a3986e-c998-4c0e-ab36-e3dd615f4fea\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.221}, \"81417\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-19 02:26:26.000000+00:00\", \"2022-06-21 19:54:46.000000+00:00\"], \"session_ids\": [\"17a02165-7773-45d1-bb5d-8875d36fdbeb\", \"24299416-1fb9-42e0-80fc-71c2b1babf17\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 2.311}, \"16529\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-05 16:41:04.000000+00:00\", \"2019-02-17 04:00:47.000000+00:00\", \"2019-03-22 22:22:11.000000+00:00\"], \"session_ids\": [\"19553178-dfb4-4a26-9555-79a55bee2dbe\", \"62effef8-e95f-4b9a-be29-2f131c71ff09\", \"70aff197-1a36-4528-8eaf-c3094278e675\"], \"total_duration\": 807.0, \"total_sessions\": 3, \"mean_week_duration\": 3.825}, \"55521\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-12 23:32:27.000000+00:00\", \"2022-11-16 03:03:40.000000+00:00\", \"2021-04-11 02:41:40.000000+00:00\", \"2021-05-14 11:48:15.000000+00:00\", \"2019-04-09 07:55:42.000000+00:00\", \"2023-05-23 12:05:59.000000+00:00\"], \"session_ids\": [\"63495e74-2d46-4e77-97d9-f32c2cef28bc\", \"ff34f711-7e2a-43f1-b5cf-515e232da194\", \"71a631cc-cdb5-422f-a53a-0a67109c5b52\", \"4a49475a-2654-421c-88b7-a2736e230712\", \"8204ece0-ea41-48e9-bd98-a66618e20184\", \"4f7fd493-fe45-4107-9088-31b4b294827a\"], \"total_duration\": 198.0, \"total_sessions\": 6, \"mean_week_duration\": 0.921}, \"19348\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-04 05:27:20.000000+00:00\", \"2019-09-25 02:08:03.000000+00:00\"], \"session_ids\": [\"78ac1759-c855-4333-9525-71f56510eaf0\", \"1f813730-2ca3-4e5e-b0c0-53b314c5f25a\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}, \"88557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-21 18:16:35.000000+00:00\", \"2021-09-27 05:56:11.000000+00:00\", \"2019-11-22 12:34:20.000000+00:00\"], \"session_ids\": [\"b18d95e9-95ca-4581-a59e-f7b80a6fed8b\", \"88834771-4981-4cc1-beb2-612dde8dcd27\", \"7e452a80-e43b-49b8-a24d-a29a88085975\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 7.753}, \"32201\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-28 20:50:00.000000+00:00\", \"2021-09-15 18:32:30.000000+00:00\"], \"session_ids\": [\"8231b39a-cd52-4bf6-b7ce-9d62fd4e7881\", \"8d8b4db5-47e0-4ad6-8d1e-06145b39e4da\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 5.375}, \"70382\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-01-20 13:16:48.000000+00:00\", \"2021-11-27 14:18:09.000000+00:00\", \"2021-01-21 18:12:33.000000+00:00\"], \"session_ids\": [\"a8a3144c-bd28-4b07-8854-b87642b3f28a\", \"6bf4555f-9de3-4c61-87bc-c53f5fc9ff4d\", \"2c314bcd-12ab-4abe-b762-6966712d8e8b\"], \"total_duration\": 479.0, \"total_sessions\": 3, \"mean_week_duration\": 9.212}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the highest 6 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 6}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"55521\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-12 23:32:27.000000+00:00\", \"2022-11-16 03:03:40.000000+00:00\", \"2021-04-11 02:41:40.000000+00:00\", \"2021-05-14 11:48:15.000000+00:00\", \"2019-04-09 07:55:42.000000+00:00\", \"2023-05-23 12:05:59.000000+00:00\"], \"session_ids\": [\"63495e74-2d46-4e77-97d9-f32c2cef28bc\", \"ff34f711-7e2a-43f1-b5cf-515e232da194\", \"71a631cc-cdb5-422f-a53a-0a67109c5b52\", \"4a49475a-2654-421c-88b7-a2736e230712\", \"8204ece0-ea41-48e9-bd98-a66618e20184\", \"4f7fd493-fe45-4107-9088-31b4b294827a\"], \"total_duration\": 198.0, \"total_sessions\": 6, \"mean_week_duration\": 0.921}}, {\"64320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-04 20:46:36.000000+00:00\", \"2019-05-18 21:49:11.000000+00:00\", \"2022-07-30 14:12:33.000000+00:00\"], \"session_ids\": [\"fc603a2b-8bdd-4135-9fc3-d41511f2737c\", \"e48c9001-e59f-4105-ba93-b4382fcc6089\", \"077823c5-8605-434c-9c98-20c4c8ffcb94\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.148}}, {\"79020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-09 21:42:05.000000+00:00\", \"2021-05-30 13:38:53.000000+00:00\", \"2019-01-31 13:24:34.000000+00:00\"], \"session_ids\": [\"81ace697-79de-4f53-a028-2dbccf25ae95\", \"a1d165af-be52-4ab9-98a7-43032c38ff3b\", \"46110e6f-9d08-4eae-b7a5-302c2ac111da\"], \"total_duration\": 406.0, \"total_sessions\": 3, \"mean_week_duration\": 3.328}}, {\"16529\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-05 16:41:04.000000+00:00\", \"2019-02-17 04:00:47.000000+00:00\", \"2019-03-22 22:22:11.000000+00:00\"], \"session_ids\": [\"19553178-dfb4-4a26-9555-79a55bee2dbe\", \"62effef8-e95f-4b9a-be29-2f131c71ff09\", \"70aff197-1a36-4528-8eaf-c3094278e675\"], \"total_duration\": 807.0, \"total_sessions\": 3, \"mean_week_duration\": 3.825}}, {\"88557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-21 18:16:35.000000+00:00\", \"2021-09-27 05:56:11.000000+00:00\", \"2019-11-22 12:34:20.000000+00:00\"], \"session_ids\": [\"b18d95e9-95ca-4581-a59e-f7b80a6fed8b\", \"88834771-4981-4cc1-beb2-612dde8dcd27\", \"7e452a80-e43b-49b8-a24d-a29a88085975\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 7.753}}, {\"70382\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-01-20 13:16:48.000000+00:00\", \"2021-11-27 14:18:09.000000+00:00\", \"2021-01-21 18:12:33.000000+00:00\"], \"session_ids\": [\"a8a3144c-bd28-4b07-8854-b87642b3f28a\", \"6bf4555f-9de3-4c61-87bc-c53f5fc9ff4d\", \"2c314bcd-12ab-4abe-b762-6966712d8e8b\"], \"total_duration\": 479.0, \"total_sessions\": 3, \"mean_week_duration\": 9.212}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_sessions attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"64320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-04 20:46:36.000000+00:00\", \"2019-05-18 21:49:11.000000+00:00\", \"2022-07-30 14:12:33.000000+00:00\"], \"session_ids\": [\"fc603a2b-8bdd-4135-9fc3-d41511f2737c\", \"e48c9001-e59f-4105-ba93-b4382fcc6089\", \"077823c5-8605-434c-9c98-20c4c8ffcb94\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.148}}, {\"79020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-09 21:42:05.000000+00:00\", \"2021-05-30 13:38:53.000000+00:00\", \"2019-01-31 13:24:34.000000+00:00\"], \"session_ids\": [\"81ace697-79de-4f53-a028-2dbccf25ae95\", \"a1d165af-be52-4ab9-98a7-43032c38ff3b\", \"46110e6f-9d08-4eae-b7a5-302c2ac111da\"], \"total_duration\": 406.0, \"total_sessions\": 3, \"mean_week_duration\": 3.328}}, {\"16529\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-05 16:41:04.000000+00:00\", \"2019-02-17 04:00:47.000000+00:00\", \"2019-03-22 22:22:11.000000+00:00\"], \"session_ids\": [\"19553178-dfb4-4a26-9555-79a55bee2dbe\", \"62effef8-e95f-4b9a-be29-2f131c71ff09\", \"70aff197-1a36-4528-8eaf-c3094278e675\"], \"total_duration\": 807.0, \"total_sessions\": 3, \"mean_week_duration\": 3.825}}, {\"88557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-21 18:16:35.000000+00:00\", \"2021-09-27 05:56:11.000000+00:00\", \"2019-11-22 12:34:20.000000+00:00\"], \"session_ids\": [\"b18d95e9-95ca-4581-a59e-f7b80a6fed8b\", \"88834771-4981-4cc1-beb2-612dde8dcd27\", \"7e452a80-e43b-49b8-a24d-a29a88085975\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 7.753}}, {\"70382\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-01-20 13:16:48.000000+00:00\", \"2021-11-27 14:18:09.000000+00:00\", \"2021-01-21 18:12:33.000000+00:00\"], \"session_ids\": [\"a8a3144c-bd28-4b07-8854-b87642b3f28a\", \"6bf4555f-9de3-4c61-87bc-c53f5fc9ff4d\", \"2c314bcd-12ab-4abe-b762-6966712d8e8b\"], \"total_duration\": 479.0, \"total_sessions\": 3, \"mean_week_duration\": 9.212}}, {\"55521\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-12 23:32:27.000000+00:00\", \"2022-11-16 03:03:40.000000+00:00\", \"2021-04-11 02:41:40.000000+00:00\", \"2021-05-14 11:48:15.000000+00:00\", \"2019-04-09 07:55:42.000000+00:00\", \"2023-05-23 12:05:59.000000+00:00\"], \"session_ids\": [\"63495e74-2d46-4e77-97d9-f32c2cef28bc\", \"ff34f711-7e2a-43f1-b5cf-515e232da194\", \"71a631cc-cdb5-422f-a53a-0a67109c5b52\", \"4a49475a-2654-421c-88b7-a2736e230712\", \"8204ece0-ea41-48e9-bd98-a66618e20184\", \"4f7fd493-fe45-4107-9088-31b4b294827a\"], \"total_duration\": 198.0, \"total_sessions\": 6, \"mean_week_duration\": 0.921}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 6 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"64320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-04 20:46:36.000000+00:00\", \"2019-05-18 21:49:11.000000+00:00\", \"2022-07-30 14:12:33.000000+00:00\"], \"session_ids\": [\"fc603a2b-8bdd-4135-9fc3-d41511f2737c\", \"e48c9001-e59f-4105-ba93-b4382fcc6089\", \"077823c5-8605-434c-9c98-20c4c8ffcb94\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.148}}, {\"79020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-09 21:42:05.000000+00:00\", \"2021-05-30 13:38:53.000000+00:00\", \"2019-01-31 13:24:34.000000+00:00\"], \"session_ids\": [\"81ace697-79de-4f53-a028-2dbccf25ae95\", \"a1d165af-be52-4ab9-98a7-43032c38ff3b\", \"46110e6f-9d08-4eae-b7a5-302c2ac111da\"], \"total_duration\": 406.0, \"total_sessions\": 3, \"mean_week_duration\": 3.328}}, {\"16529\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-05 16:41:04.000000+00:00\", \"2019-02-17 04:00:47.000000+00:00\", \"2019-03-22 22:22:11.000000+00:00\"], \"session_ids\": [\"19553178-dfb4-4a26-9555-79a55bee2dbe\", \"62effef8-e95f-4b9a-be29-2f131c71ff09\", \"70aff197-1a36-4528-8eaf-c3094278e675\"], \"total_duration\": 807.0, \"total_sessions\": 3, \"mean_week_duration\": 3.825}}, {\"88557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-21 18:16:35.000000+00:00\", \"2021-09-27 05:56:11.000000+00:00\", \"2019-11-22 12:34:20.000000+00:00\"], \"session_ids\": [\"b18d95e9-95ca-4581-a59e-f7b80a6fed8b\", \"88834771-4981-4cc1-beb2-612dde8dcd27\", \"7e452a80-e43b-49b8-a24d-a29a88085975\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 7.753}}, {\"70382\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-01-20 13:16:48.000000+00:00\", \"2021-11-27 14:18:09.000000+00:00\", \"2021-01-21 18:12:33.000000+00:00\"], \"session_ids\": [\"a8a3144c-bd28-4b07-8854-b87642b3f28a\", \"6bf4555f-9de3-4c61-87bc-c53f5fc9ff4d\", \"2c314bcd-12ab-4abe-b762-6966712d8e8b\"], \"total_duration\": 479.0, \"total_sessions\": 3, \"mean_week_duration\": 9.212}}, {\"55521\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-12 23:32:27.000000+00:00\", \"2022-11-16 03:03:40.000000+00:00\", \"2021-04-11 02:41:40.000000+00:00\", \"2021-05-14 11:48:15.000000+00:00\", \"2019-04-09 07:55:42.000000+00:00\", \"2023-05-23 12:05:59.000000+00:00\"], \"session_ids\": [\"63495e74-2d46-4e77-97d9-f32c2cef28bc\", \"ff34f711-7e2a-43f1-b5cf-515e232da194\", \"71a631cc-cdb5-422f-a53a-0a67109c5b52\", \"4a49475a-2654-421c-88b7-a2736e230712\", \"8204ece0-ea41-48e9-bd98-a66618e20184\", \"4f7fd493-fe45-4107-9088-31b4b294827a\"], \"total_duration\": 198.0, \"total_sessions\": 6, \"mean_week_duration\": 0.921}}]\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[{\"64320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-04 20:46:36.000000+00:00\", \"2019-05-18 21:49:11.000000+00:00\", \"2022-07-30 14:12:33.000000+00:00\"], \"session_ids\": [\"fc603a2b-8bdd-4135-9fc3-d41511f2737c\", \"e48c9001-e59f-4105-ba93-b4382fcc6089\", \"077823c5-8605-434c-9c98-20c4c8ffcb94\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.148}}, {\"79020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-09 21:42:05.000000+00:00\", \"2021-05-30 13:38:53.000000+00:00\", \"2019-01-31 13:24:34.000000+00:00\"], \"session_ids\": [\"81ace697-79de-4f53-a028-2dbccf25ae95\", \"a1d165af-be52-4ab9-98a7-43032c38ff3b\", \"46110e6f-9d08-4eae-b7a5-302c2ac111da\"], \"total_duration\": 406.0, \"total_sessions\": 3, \"mean_week_duration\": 3.328}}, {\"16529\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-05 16:41:04.000000+00:00\", \"2019-02-17 04:00:47.000000+00:00\", \"2019-03-22 22:22:11.000000+00:00\"], \"session_ids\": [\"19553178-dfb4-4a26-9555-79a55bee2dbe\", \"62effef8-e95f-4b9a-be29-2f131c71ff09\", \"70aff197-1a36-4528-8eaf-c3094278e675\"], \"total_duration\": 807.0, \"total_sessions\": 3, \"mean_week_duration\": 3.825}}, {\"88557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-21 18:16:35.000000+00:00\", \"2021-09-27 05:56:11.000000+00:00\", \"2019-11-22 12:34:20.000000+00:00\"], \"session_ids\": [\"b18d95e9-95ca-4581-a59e-f7b80a6fed8b\", \"88834771-4981-4cc1-beb2-612dde8dcd27\", \"7e452a80-e43b-49b8-a24d-a29a88085975\"], \"total_duration\": 752.0, \"total_sessions\": 3, \"mean_week_duration\": 7.753}}, {\"70382\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-01-20 13:16:48.000000+00:00\", \"2021-11-27 14:18:09.000000+00:00\", \"2021-01-21 18:12:33.000000+00:00\"], \"session_ids\": [\"a8a3144c-bd28-4b07-8854-b87642b3f28a\", \"6bf4555f-9de3-4c61-87bc-c53f5fc9ff4d\", \"2c314bcd-12ab-4abe-b762-6966712d8e8b\"], \"total_duration\": 479.0, \"total_sessions\": 3, \"mean_week_duration\": 9.212}}, {\"55521\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-12 23:32:27.000000+00:00\", \"2022-11-16 03:03:40.000000+00:00\", \"2021-04-11 02:41:40.000000+00:00\", \"2021-05-14 11:48:15.000000+00:00\", \"2019-04-09 07:55:42.000000+00:00\", \"2023-05-23 12:05:59.000000+00:00\"], \"session_ids\": [\"63495e74-2d46-4e77-97d9-f32c2cef28bc\", \"ff34f711-7e2a-43f1-b5cf-515e232da194\", \"71a631cc-cdb5-422f-a53a-0a67109c5b52\", \"4a49475a-2654-421c-88b7-a2736e230712\", \"8204ece0-ea41-48e9-bd98-a66618e20184\", \"4f7fd493-fe45-4107-9088-31b4b294827a\"], \"total_duration\": 198.0, \"total_sessions\": 6, \"mean_week_duration\": 0.921}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm curious about users whose total duration is greater than 4701 and less than 297 (not including) also carry out sorting by duration summation descending + provide me only with 3 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"28951\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-11-27 22:09:30.000000+00:00\", \"2023-01-31 14:22:13.000000+00:00\", \"2021-12-13 18:22:56.000000+00:00\", \"2022-06-15 14:07:28.000000+00:00\"], \"session_ids\": [\"80bedd0e-704e-43cf-81b5-fd158a132c4c\", \"5a73cf9f-b35d-4115-9a94-a23ec5c99776\", \"3c0745de-df0a-4d47-bb2d-527c8bc82000\", \"28c4945c-9acd-4e28-859c-7ed1712b406d\"], \"total_duration\": 1434.0, \"total_sessions\": 4, \"mean_week_duration\": 12.579}, \"29326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-10-06 07:55:33.000000+00:00\", \"2020-11-14 13:03:57.000000+00:00\", \"2020-02-24 03:08:33.000000+00:00\"], \"session_ids\": [\"287237bb-7d76-4b23-bef8-e78927f98d66\", \"a16566e0-5b88-4a55-b89a-ee67f1d3fa0f\", \"f8543145-7b40-44c7-9418-3716eed1d465\"], \"total_duration\": 368.0, \"total_sessions\": 3, \"mean_week_duration\": 9.684}, \"36451\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-10 01:31:00.000000+00:00\", \"2021-07-17 04:07:26.000000+00:00\", \"2020-04-23 13:26:00.000000+00:00\", \"2019-11-29 14:27:29.000000+00:00\", \"2022-08-30 13:57:43.000000+00:00\", \"2022-06-12 20:51:52.000000+00:00\"], \"session_ids\": [\"ae30434d-c416-4caa-9e66-51a498ba3451\", \"98ba302c-56aa-4c61-ae52-af98d9800883\", \"182d618a-d9f5-4bfc-ae83-abf7213d1b01\", \"c3f478b9-c3d7-4371-a6ea-d881eaabdac6\", \"24d2f77a-49a7-4c09-9db3-f7d9533006ab\", \"9ebbd607-46cb-497d-a7e5-dc5289214e98\"], \"total_duration\": 495.0, \"total_sessions\": 6, \"mean_week_duration\": 3.438}, \"88817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-24 04:23:41.000000+00:00\", \"2022-08-03 19:35:10.000000+00:00\", \"2019-04-06 05:53:43.000000+00:00\", \"2021-12-05 13:14:15.000000+00:00\", \"2019-12-19 07:07:03.000000+00:00\", \"2021-07-16 10:46:56.000000+00:00\", \"2021-07-19 10:43:41.000000+00:00\", \"2022-03-27 11:04:10.000000+00:00\", \"2019-05-24 09:08:37.000000+00:00\"], \"session_ids\": [\"da6551d9-8b74-4766-913c-ad6b24b89deb\", \"e6856082-c836-4a38-b9ac-4e68aa2d37e9\", \"fe545fbc-5a4d-41d7-bd7c-af135f164ae8\", \"3eced6f9-9293-48e0-b88b-f4a7528b8ed3\", \"fd63e47e-2d2f-4652-82ad-8d4ab700ba5d\", \"3ad53ce1-eaca-442c-bbde-a2b86cd74e77\", \"9c199783-fcd3-489a-83e9-b47eac7938ee\", \"1f613411-aa7d-4ba4-abab-e9640276c24f\", \"f91bb6d8-cfd7-4cdf-a0dc-9640cf9c6a80\"], \"total_duration\": 498.0, \"total_sessions\": 9, \"mean_week_duration\": 2.862}, \"58067\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-08 23:50:52.000000+00:00\", \"2019-08-05 02:39:33.000000+00:00\"], \"session_ids\": [\"dddb020b-3a6f-4670-ba91-dca4ed0b9ddd\", \"1154a138-36f1-40b9-ad2b-1ed756319dcc\"], \"total_duration\": 376.0, \"total_sessions\": 2, \"mean_week_duration\": 3.186}, \"78863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-25 05:21:49.000000+00:00\", \"2020-02-06 12:38:52.000000+00:00\"], \"session_ids\": [\"20e5d266-de88-4460-a30a-bde34a927f49\", \"261f7ed9-f811-4566-8fd3-df658652edcd\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 4.105}, \"27021\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-03-17 16:34:38.000000+00:00\", \"2022-03-03 15:22:41.000000+00:00\", \"2020-08-08 04:58:34.000000+00:00\", \"2020-08-07 12:21:44.000000+00:00\", \"2022-08-08 05:31:41.000000+00:00\"], \"session_ids\": [\"c2f19827-9b47-44af-8d58-9048e46b43ec\", \"eb43487b-5526-40e3-8e25-b1620126a743\", \"0cf67065-f99c-40d4-9d0f-401e66be458e\", \"a90eda6a-2db3-44dd-8758-06f179b99206\", \"3bdfdbc2-4f62-4dac-9154-3ea908079562\"], \"total_duration\": 2821.0, \"total_sessions\": 5, \"mean_week_duration\": 15.938}, \"24491\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-06-04 04:22:03.000000+00:00\", \"2021-06-03 09:49:52.000000+00:00\"], \"session_ids\": [\"68730933-0380-464d-bc58-7c20a4159f88\", \"828f6d78-dd9e-4566-a336-d5a6b3ccd316\"], \"total_duration\": 401.0, \"total_sessions\": 2, \"mean_week_duration\": 3.819}, \"72273\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-03-23 09:48:36.000000+00:00\", \"2020-03-19 21:29:58.000000+00:00\", \"2022-10-03 11:19:05.000000+00:00\"], \"session_ids\": [\"78ca0925-a778-4b8e-a5d9-189f93471cc5\", \"f8c27efd-760b-4f56-a826-2b1e046033f6\", \"94ba50b9-78e9-489a-a54f-81fa9da1ff87\"], \"total_duration\": 396.0, \"total_sessions\": 3, \"mean_week_duration\": 2.522}, \"47251\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-02 22:03:40.000000+00:00\", \"2022-01-24 12:41:14.000000+00:00\", \"2020-03-12 01:00:09.000000+00:00\"], \"session_ids\": [\"034d35ea-5230-4df8-ae62-c18efd9a90bd\", \"38aff8a1-10bd-48d9-b109-166a67821113\", \"c12d8dbe-f16e-4af3-80ff-c44462be15cb\"], \"total_duration\": 860.0, \"total_sessions\": 3, \"mean_week_duration\": 8.35}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 297 and are equal or greater than 4701"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[297, 4701]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"78863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-25 05:21:49.000000+00:00\", \"2020-02-06 12:38:52.000000+00:00\"], \"session_ids\": [\"20e5d266-de88-4460-a30a-bde34a927f49\", \"261f7ed9-f811-4566-8fd3-df658652edcd\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 4.105}}\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[{\"78863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-25 05:21:49.000000+00:00\", \"2020-02-06 12:38:52.000000+00:00\"], \"session_ids\": [\"20e5d266-de88-4460-a30a-bde34a927f49\", \"261f7ed9-f811-4566-8fd3-df658652edcd\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 4.105}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"78863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-25 05:21:49.000000+00:00\", \"2020-02-06 12:38:52.000000+00:00\"], \"session_ids\": [\"20e5d266-de88-4460-a30a-bde34a927f49\", \"261f7ed9-f811-4566-8fd3-df658652edcd\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 4.105}}]\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[{\"78863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-25 05:21:49.000000+00:00\", \"2020-02-06 12:38:52.000000+00:00\"], \"session_ids\": [\"20e5d266-de88-4460-a30a-bde34a927f49\", \"261f7ed9-f811-4566-8fd3-df658652edcd\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 4.105}}]\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 who are currently living in cities Quito, Karachi, Bangkok, Madrid and in addition do sorting by time spent on the site ascendingly."
}
] |
[
{
"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{\"15110\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-26 10:57:21.000000+00:00\", \"2020-09-28 23:52:41.000000+00:00\"], \"session_ids\": [\"24cdfff6-0ea5-4fa0-83e2-9cbdec3a9a60\", \"9cf7180f-c84f-40cc-b59b-dd5c1cd47219\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.21}, \"39425\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-09-13 08:51:43.000000+00:00\", \"2020-02-20 12:42:12.000000+00:00\", \"2021-05-13 12:24:16.000000+00:00\", \"2020-03-08 22:44:27.000000+00:00\"], \"session_ids\": [\"990e75ce-5c18-4ee0-8d49-91ab71ff94de\", \"fbc72eb6-e5be-4847-9f40-10b32fdc6819\", \"5b3dd368-7a8b-4d75-a4be-4d073c46fcdf\", \"74b7c610-6c19-4b89-8ca3-7bdb8b8483a8\"], \"total_duration\": 1191.0, \"total_sessions\": 4, \"mean_week_duration\": 18.609}, \"43375\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-10-18 08:17:52.000000+00:00\", \"2022-03-17 17:21:40.000000+00:00\"], \"session_ids\": [\"6426e62a-7a1c-4f26-ad69-f7a1ec3dccdd\", \"6529f3c0-2792-47ca-b127-93c5bdf09e7d\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.527}, \"70196\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-21 11:20:10.000000+00:00\", \"2023-01-25 19:48:04.000000+00:00\"], \"session_ids\": [\"c8611f70-2e07-4d9f-bac2-15ec22c5b184\", \"3d0b3c72-8379-4b79-9b00-7c6da64ddfd2\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 93.4}, \"5640\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-11-05 16:21:31.000000+00:00\", \"2022-12-18 17:57:45.000000+00:00\", \"2020-09-03 15:39:17.000000+00:00\", \"2021-10-22 13:11:36.000000+00:00\"], \"session_ids\": [\"366161d8-a2ac-45a5-a300-19448ca35b2c\", \"262cd1f9-0dba-462d-b2d0-259ae53e3025\", \"7fd8ea64-4618-40ec-8725-0b9dea787b41\", \"32ca7534-7a4a-4510-8371-6fe48bbbb03a\"], \"total_duration\": 1092.0, \"total_sessions\": 4, \"mean_week_duration\": 9.1}, \"86593\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-08-23 21:26:17.000000+00:00\", \"2019-02-20 11:39:31.000000+00:00\"], \"session_ids\": [\"0d29404c-bc03-479a-a1ad-e9a418ec7748\", \"775d4014-c101-47f2-9ecf-dc143e4773fd\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.405}, \"50053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-01 09:12:34.000000+00:00\", \"2019-07-27 09:29:08.000000+00:00\"], \"session_ids\": [\"6e3eadaa-ec94-46df-ae04-a1412b1197af\", \"9da070bb-9082-4eae-9ea8-799f498a21b7\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 3.12}, \"89376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-04-30 12:42:29.000000+00:00\", \"2021-06-09 12:24:09.000000+00:00\", \"2019-03-21 06:21:01.000000+00:00\"], \"session_ids\": [\"14bf1648-58a6-4a15-a512-5a08b72c6096\", \"aef3ef67-b7c6-4a18-8f20-f1dc8f8e724c\", \"6689dce8-09ab-4d48-9e69-2d1da35d9514\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 5.121}, \"47050\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-08 16:00:32.000000+00:00\", \"2021-09-08 05:28:44.000000+00:00\", \"2021-04-29 08:58:29.000000+00:00\", \"2022-02-03 18:23:08.000000+00:00\", \"2021-12-19 04:20:06.000000+00:00\", \"2020-06-18 20:54:14.000000+00:00\", \"2019-08-17 00:44:18.000000+00:00\"], \"session_ids\": [\"e25658bd-8fb6-4726-9fe9-a80136d0f2cd\", \"97d7a1be-8351-4739-8c85-a6337880736a\", \"a79912b0-ad8e-422d-8500-69bc1614b51b\", \"ed2f1959-34fe-4fd9-ab38-27d532cf6f8c\", \"8a539f6c-4d29-4ad1-bdf0-69a6e1e94ba8\", \"ce16e94f-fc23-4c01-ab18-a991059e9392\", \"9c210202-b4fb-4547-a84f-97bab799c26c\"], \"total_duration\": 6254.0, \"total_sessions\": 7, \"mean_week_duration\": 48.108}, \"86791\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-06 17:40:22.000000+00:00\", \"2020-06-14 10:19:43.000000+00:00\"], \"session_ids\": [\"685c1fa7-5cd7-4deb-85d3-91485ccceade\", \"84b11c90-8681-4587-a2e1-a531ee5ad3f8\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are Quito, Karachi, Bangkok, Madrid"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Quito\", \"Karachi\", \"Bangkok\", \"Madrid\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"70196\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-21 11:20:10.000000+00:00\", \"2023-01-25 19:48:04.000000+00:00\"], \"session_ids\": [\"c8611f70-2e07-4d9f-bac2-15ec22c5b184\", \"3d0b3c72-8379-4b79-9b00-7c6da64ddfd2\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 93.4}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"70196\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-21 11:20:10.000000+00:00\", \"2023-01-25 19:48:04.000000+00:00\"], \"session_ids\": [\"c8611f70-2e07-4d9f-bac2-15ec22c5b184\", \"3d0b3c72-8379-4b79-9b00-7c6da64ddfd2\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 93.4}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"70196\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-21 11:20:10.000000+00:00\", \"2023-01-25 19:48:04.000000+00:00\"], \"session_ids\": [\"c8611f70-2e07-4d9f-bac2-15ec22c5b184\", \"3d0b3c72-8379-4b79-9b00-7c6da64ddfd2\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 93.4}}]\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[{\"70196\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-21 11:20:10.000000+00:00\", \"2023-01-25 19:48:04.000000+00:00\"], \"session_ids\": [\"c8611f70-2e07-4d9f-bac2-15ec22c5b184\", \"3d0b3c72-8379-4b79-9b00-7c6da64ddfd2\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 93.4}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about user whose total duration is smaller than 2716 (not including) and bigger than 1439 (not including) as well as implement sorting by number of sessions in asc order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"66836\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-06-22 08:24:20.000000+00:00\", \"2022-05-15 10:57:41.000000+00:00\"], \"session_ids\": [\"35a1b0d9-0087-4dc9-b06e-772881a58103\", \"e9e0e69d-53d6-4b9d-8663-2090ee80d468\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.125}, \"50129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-11-21 06:32:39.000000+00:00\", \"2023-03-28 03:53:45.000000+00:00\", \"2022-01-14 13:21:50.000000+00:00\", \"2020-05-07 21:19:31.000000+00:00\"], \"session_ids\": [\"d876e897-e054-48f0-a1ef-caa017738649\", \"d7ce45fe-0a42-414a-b89a-7e45e4b12a9a\", \"27e964f1-3856-4843-965f-c8c57dab3b58\", \"6f3f8965-630f-4042-a3a6-40d53c13b7ac\"], \"total_duration\": 1399.0, \"total_sessions\": 4, \"mean_week_duration\": 9.265}, \"67109\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-18 19:14:23.000000+00:00\", \"2023-03-25 20:58:12.000000+00:00\", \"2022-05-20 00:20:15.000000+00:00\"], \"session_ids\": [\"51f5d055-bf00-4658-8fae-0d07bc021072\", \"b7b23d44-13a6-4843-9fdc-5873f25f52cd\", \"8a8dd1e6-d4f8-4ca8-9c5e-be8f7912a2c5\"], \"total_duration\": 648.0, \"total_sessions\": 3, \"mean_week_duration\": 11.172}, \"63928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-07 00:16:31.000000+00:00\", \"2021-11-17 04:41:13.000000+00:00\"], \"session_ids\": [\"72bd5090-2c2b-4077-b85f-1edbed003588\", \"3bfef0c5-c756-420c-a7f9-a8d914c3d281\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 3.745}, \"29055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-05 18:00:00.000000+00:00\", \"2021-07-12 14:54:39.000000+00:00\"], \"session_ids\": [\"3015b122-dbcd-4ab7-995b-39e7908ae37f\", \"82ebfaee-99c7-4c68-9d98-8bfc210dad31\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 2.1}, \"9583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-16 09:27:57.000000+00:00\", \"2022-06-30 16:32:39.000000+00:00\"], \"session_ids\": [\"bfea06a2-f2ba-46dc-aadc-547aeb88e828\", \"ca10bcce-ea75-485a-8022-5297eec891e5\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 3.296}, \"60496\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-05-30 16:17:28.000000+00:00\", \"2022-07-24 04:42:15.000000+00:00\", \"2019-08-11 08:07:47.000000+00:00\"], \"session_ids\": [\"92c9e250-520a-4f62-aa1d-29083e2230cc\", \"9e6eba55-6cdc-4509-baeb-148fb51fccb0\", \"63637bd5-ffe2-4aa3-a2a0-d7a1024e143d\"], \"total_duration\": 252.0, \"total_sessions\": 3, \"mean_week_duration\": 1.636}, \"40033\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-03-22 16:41:34.000000+00:00\", \"2020-08-15 13:11:44.000000+00:00\", \"2022-12-21 22:19:00.000000+00:00\", \"2022-07-29 00:59:39.000000+00:00\", \"2019-03-02 18:35:04.000000+00:00\", \"2020-05-16 03:36:33.000000+00:00\"], \"session_ids\": [\"9a96c0a4-a7db-47b2-b7bd-4c71e5b71d23\", \"48a36aa9-fef5-4e91-b614-231b3b919af0\", \"ac5251c3-9c75-4bbd-ac05-83acd2f75d63\", \"a27dfc64-ae76-427c-8812-22890f216ab8\", \"3930a004-6fe0-453c-8617-79058a1676b2\", \"c4455153-e92e-4286-b5ff-1211db46bfdc\"], \"total_duration\": 248.0, \"total_sessions\": 6, \"mean_week_duration\": 1.246}, \"64698\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-22 22:30:21.000000+00:00\", \"2022-09-03 07:24:39.000000+00:00\"], \"session_ids\": [\"bb27a70b-29b2-4116-93bb-57092ad2711f\", \"2b4bf470-52cc-4ce8-8727-f7e09c2b97c4\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 134.0}, \"75537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-09 08:56:32.000000+00:00\", \"2020-03-14 05:45:32.000000+00:00\"], \"session_ids\": [\"bc2beffc-b450-42c4-8abe-2b438f5391cb\", \"bf6da1c6-897f-4243-af50-fc6fcc8b55ae\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 1439 and are less than 2716"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1439, 2716]]}}}\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 finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Offer me knowledge about 8 users whose time spent on the site exceeds 3954 while staying below 830, exclusively 830 also perform sorting by overall sessions count from the largest to the smallest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"12329\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-07 04:32:05.000000+00:00\", \"2022-05-16 05:10:41.000000+00:00\", \"2021-04-09 09:40:40.000000+00:00\", \"2022-08-25 18:26:31.000000+00:00\", \"2022-02-08 00:50:24.000000+00:00\", \"2020-12-13 18:58:30.000000+00:00\", \"2021-11-06 14:19:55.000000+00:00\", \"2022-01-10 02:09:32.000000+00:00\", \"2022-08-03 23:40:31.000000+00:00\"], \"session_ids\": [\"c8de1e5f-7f8a-4669-8433-71df84c55164\", \"c158a262-792e-421b-b701-4636d0ce597d\", \"771f899f-35ae-4261-a80e-0ea894b01403\", \"96cf10bd-a09e-42d5-af72-aa1cae1ea449\", \"1ec7effb-7942-42ee-b4dd-fa27e145113e\", \"a623c08a-164a-461f-8a9a-07e89ee64c10\", \"491bd723-260b-4bce-bab5-8b11d5ae4eed\", \"b712bcef-f58b-4577-85de-9a3413579e22\", \"dd1c5530-12e1-471f-a162-dad7ffe432c8\"], \"total_duration\": 17794.0, \"total_sessions\": 9, \"mean_week_duration\": 114.8}, \"37941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-19 18:20:31.000000+00:00\", \"2021-09-01 04:59:54.000000+00:00\"], \"session_ids\": [\"bf7e9aed-d534-4da0-abce-fc36efb6e363\", \"f221d49a-1e6c-41df-8af6-45b8f41e82e4\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 2.873}, \"80378\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-15 15:08:32.000000+00:00\", \"2019-04-21 13:29:49.000000+00:00\", \"2020-10-29 14:04:23.000000+00:00\"], \"session_ids\": [\"cecf93b6-4287-4c65-8a89-c7040a37579c\", \"f765a062-78d7-4f7c-a562-02ff95986012\", \"e639597b-51e2-4fb0-b4e0-6faaef5df233\"], \"total_duration\": 630.0, \"total_sessions\": 3, \"mean_week_duration\": 7.875}, \"76003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-04 20:09:48.000000+00:00\", \"2023-06-05 09:34:23.000000+00:00\", \"2020-02-21 09:34:51.000000+00:00\"], \"session_ids\": [\"13d45dcd-50c9-4498-bbdd-8a10860e8ab8\", \"9def4422-3ffd-4b52-a1d9-68bf243cd6d6\", \"0f1917c2-5768-42ee-86f1-47aaa3ac4266\"], \"total_duration\": 486.0, \"total_sessions\": 3, \"mean_week_duration\": 2.826}, \"7255\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-27 11:09:10.000000+00:00\", \"2023-05-09 19:13:32.000000+00:00\", \"2022-10-23 11:56:57.000000+00:00\", \"2023-01-31 05:00:07.000000+00:00\", \"2019-01-04 15:16:15.000000+00:00\"], \"session_ids\": [\"5219b788-82ef-445a-93f7-b6418c5602ba\", \"c72dc21f-97dd-4d57-810f-55e96d60592d\", \"85de7714-6fc9-4412-8972-5537a421bebc\", \"ec98bb9a-4a6f-447c-83f4-8765a1f24dd1\", \"4f1056a9-75cf-48bb-8eb3-b0361cc9496c\"], \"total_duration\": 2943.0, \"total_sessions\": 5, \"mean_week_duration\": 12.965}, \"29985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-01-17 14:30:36.000000+00:00\", \"2019-07-06 21:33:55.000000+00:00\", \"2019-01-28 00:22:41.000000+00:00\", \"2019-07-30 22:25:43.000000+00:00\", \"2021-08-04 19:17:02.000000+00:00\", \"2021-06-06 22:09:53.000000+00:00\", \"2019-03-30 20:45:14.000000+00:00\", \"2022-01-31 05:54:52.000000+00:00\", \"2023-06-29 15:03:12.000000+00:00\"], \"session_ids\": [\"9c2d124b-9492-4e75-b888-90ebfce6206c\", \"2ab30d43-a691-44e5-b4e9-cee85572c403\", \"1b431e76-ecad-478b-bf61-06c36c79e256\", \"69e23d5d-496a-41aa-a5aa-b064dc8ad11c\", \"68b1d729-6d62-4c04-8bb8-de50eb06d168\", \"f27e75c5-548b-4b86-b5f1-26b9b6de3570\", \"97086851-ac2e-4263-a8ec-79a687f6ba6c\", \"7854c7a2-84e6-4aa3-be41-a4c300deca8a\", \"6ce8ef50-ca26-42dd-a2d3-06a5f5a6e5aa\"], \"total_duration\": 14970.0, \"total_sessions\": 9, \"mean_week_duration\": 64.805}, \"47529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-19 00:08:34.000000+00:00\", \"2020-06-09 09:37:03.000000+00:00\", \"2019-05-07 05:08:25.000000+00:00\"], \"session_ids\": [\"af8d455f-fd92-49b4-be78-446126261a5d\", \"0305b74a-14e8-487a-a037-cf66f89bc2ef\", \"ed49fd1b-548b-4ab6-824c-459ee782d324\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 2.868}, \"29582\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-16 00:32:40.000000+00:00\", \"2020-08-19 19:20:57.000000+00:00\", \"2019-01-14 11:13:31.000000+00:00\"], \"session_ids\": [\"bef06632-a2a1-402a-90a8-8484661f30f2\", \"bdafdc31-d3f5-47f4-b40d-68a2dccdabf6\", \"6d3f10ed-4931-4518-bd65-5c09482c1d3c\"], \"total_duration\": 1033.0, \"total_sessions\": 3, \"mean_week_duration\": 12.298}, \"54346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-04 12:41:36.000000+00:00\", \"2020-04-27 08:18:25.000000+00:00\"], \"session_ids\": [\"82788bf9-bc69-4281-a010-e3eb77d918c9\", \"3457d29e-1209-43ed-a8cf-34bb7c730e81\"], \"total_duration\": 340.0, \"total_sessions\": 2, \"mean_week_duration\": 3.656}, \"36428\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-07 23:20:32.000000+00:00\", \"2019-04-14 02:15:08.000000+00:00\"], \"session_ids\": [\"2e058de9-376d-4f81-82ba-ab4037892fc9\", \"5a4490bf-2df1-4715-86bd-cd6583eb9732\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 68.167}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are less than 830 and are equal or greater than 3954"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[830, 3954]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"37941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-19 18:20:31.000000+00:00\", \"2021-09-01 04:59:54.000000+00:00\"], \"session_ids\": [\"bf7e9aed-d534-4da0-abce-fc36efb6e363\", \"f221d49a-1e6c-41df-8af6-45b8f41e82e4\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 2.873}, \"80378\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-15 15:08:32.000000+00:00\", \"2019-04-21 13:29:49.000000+00:00\", \"2020-10-29 14:04:23.000000+00:00\"], \"session_ids\": [\"cecf93b6-4287-4c65-8a89-c7040a37579c\", \"f765a062-78d7-4f7c-a562-02ff95986012\", \"e639597b-51e2-4fb0-b4e0-6faaef5df233\"], \"total_duration\": 630.0, \"total_sessions\": 3, \"mean_week_duration\": 7.875}, \"76003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-04 20:09:48.000000+00:00\", \"2023-06-05 09:34:23.000000+00:00\", \"2020-02-21 09:34:51.000000+00:00\"], \"session_ids\": [\"13d45dcd-50c9-4498-bbdd-8a10860e8ab8\", \"9def4422-3ffd-4b52-a1d9-68bf243cd6d6\", \"0f1917c2-5768-42ee-86f1-47aaa3ac4266\"], \"total_duration\": 486.0, \"total_sessions\": 3, \"mean_week_duration\": 2.826}, \"47529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-19 00:08:34.000000+00:00\", \"2020-06-09 09:37:03.000000+00:00\", \"2019-05-07 05:08:25.000000+00:00\"], \"session_ids\": [\"af8d455f-fd92-49b4-be78-446126261a5d\", \"0305b74a-14e8-487a-a037-cf66f89bc2ef\", \"ed49fd1b-548b-4ab6-824c-459ee782d324\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 2.868}, \"54346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-04 12:41:36.000000+00:00\", \"2020-04-27 08:18:25.000000+00:00\"], \"session_ids\": [\"82788bf9-bc69-4281-a010-e3eb77d918c9\", \"3457d29e-1209-43ed-a8cf-34bb7c730e81\"], \"total_duration\": 340.0, \"total_sessions\": 2, \"mean_week_duration\": 3.656}, \"36428\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-07 23:20:32.000000+00:00\", \"2019-04-14 02:15:08.000000+00:00\"], \"session_ids\": [\"2e058de9-376d-4f81-82ba-ab4037892fc9\", \"5a4490bf-2df1-4715-86bd-cd6583eb9732\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 68.167}, \"12329\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-07 04:32:05.000000+00:00\", \"2022-05-16 05:10:41.000000+00:00\", \"2021-04-09 09:40:40.000000+00:00\", \"2022-08-25 18:26:31.000000+00:00\", \"2022-02-08 00:50:24.000000+00:00\", \"2020-12-13 18:58:30.000000+00:00\", \"2021-11-06 14:19:55.000000+00:00\", \"2022-01-10 02:09:32.000000+00:00\", \"2022-08-03 23:40:31.000000+00:00\"], \"session_ids\": [\"c8de1e5f-7f8a-4669-8433-71df84c55164\", \"c158a262-792e-421b-b701-4636d0ce597d\", \"771f899f-35ae-4261-a80e-0ea894b01403\", \"96cf10bd-a09e-42d5-af72-aa1cae1ea449\", \"1ec7effb-7942-42ee-b4dd-fa27e145113e\", \"a623c08a-164a-461f-8a9a-07e89ee64c10\", \"491bd723-260b-4bce-bab5-8b11d5ae4eed\", \"b712bcef-f58b-4577-85de-9a3413579e22\", \"dd1c5530-12e1-471f-a162-dad7ffe432c8\"], \"total_duration\": 17794.0, \"total_sessions\": 9, \"mean_week_duration\": 114.8}, \"29985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-01-17 14:30:36.000000+00:00\", \"2019-07-06 21:33:55.000000+00:00\", \"2019-01-28 00:22:41.000000+00:00\", \"2019-07-30 22:25:43.000000+00:00\", \"2021-08-04 19:17:02.000000+00:00\", \"2021-06-06 22:09:53.000000+00:00\", \"2019-03-30 20:45:14.000000+00:00\", \"2022-01-31 05:54:52.000000+00:00\", \"2023-06-29 15:03:12.000000+00:00\"], \"session_ids\": [\"9c2d124b-9492-4e75-b888-90ebfce6206c\", \"2ab30d43-a691-44e5-b4e9-cee85572c403\", \"1b431e76-ecad-478b-bf61-06c36c79e256\", \"69e23d5d-496a-41aa-a5aa-b064dc8ad11c\", \"68b1d729-6d62-4c04-8bb8-de50eb06d168\", \"f27e75c5-548b-4b86-b5f1-26b9b6de3570\", \"97086851-ac2e-4263-a8ec-79a687f6ba6c\", \"7854c7a2-84e6-4aa3-be41-a4c300deca8a\", \"6ce8ef50-ca26-42dd-a2d3-06a5f5a6e5aa\"], \"total_duration\": 14970.0, \"total_sessions\": 9, \"mean_week_duration\": 64.805}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"12329\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-07 04:32:05.000000+00:00\", \"2022-05-16 05:10:41.000000+00:00\", \"2021-04-09 09:40:40.000000+00:00\", \"2022-08-25 18:26:31.000000+00:00\", \"2022-02-08 00:50:24.000000+00:00\", \"2020-12-13 18:58:30.000000+00:00\", \"2021-11-06 14:19:55.000000+00:00\", \"2022-01-10 02:09:32.000000+00:00\", \"2022-08-03 23:40:31.000000+00:00\"], \"session_ids\": [\"c8de1e5f-7f8a-4669-8433-71df84c55164\", \"c158a262-792e-421b-b701-4636d0ce597d\", \"771f899f-35ae-4261-a80e-0ea894b01403\", \"96cf10bd-a09e-42d5-af72-aa1cae1ea449\", \"1ec7effb-7942-42ee-b4dd-fa27e145113e\", \"a623c08a-164a-461f-8a9a-07e89ee64c10\", \"491bd723-260b-4bce-bab5-8b11d5ae4eed\", \"b712bcef-f58b-4577-85de-9a3413579e22\", \"dd1c5530-12e1-471f-a162-dad7ffe432c8\"], \"total_duration\": 17794.0, \"total_sessions\": 9, \"mean_week_duration\": 114.8}}, {\"29985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-01-17 14:30:36.000000+00:00\", \"2019-07-06 21:33:55.000000+00:00\", \"2019-01-28 00:22:41.000000+00:00\", \"2019-07-30 22:25:43.000000+00:00\", \"2021-08-04 19:17:02.000000+00:00\", \"2021-06-06 22:09:53.000000+00:00\", \"2019-03-30 20:45:14.000000+00:00\", \"2022-01-31 05:54:52.000000+00:00\", \"2023-06-29 15:03:12.000000+00:00\"], \"session_ids\": [\"9c2d124b-9492-4e75-b888-90ebfce6206c\", \"2ab30d43-a691-44e5-b4e9-cee85572c403\", \"1b431e76-ecad-478b-bf61-06c36c79e256\", \"69e23d5d-496a-41aa-a5aa-b064dc8ad11c\", \"68b1d729-6d62-4c04-8bb8-de50eb06d168\", \"f27e75c5-548b-4b86-b5f1-26b9b6de3570\", \"97086851-ac2e-4263-a8ec-79a687f6ba6c\", \"7854c7a2-84e6-4aa3-be41-a4c300deca8a\", \"6ce8ef50-ca26-42dd-a2d3-06a5f5a6e5aa\"], \"total_duration\": 14970.0, \"total_sessions\": 9, \"mean_week_duration\": 64.805}}, {\"80378\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-15 15:08:32.000000+00:00\", \"2019-04-21 13:29:49.000000+00:00\", \"2020-10-29 14:04:23.000000+00:00\"], \"session_ids\": [\"cecf93b6-4287-4c65-8a89-c7040a37579c\", \"f765a062-78d7-4f7c-a562-02ff95986012\", \"e639597b-51e2-4fb0-b4e0-6faaef5df233\"], \"total_duration\": 630.0, \"total_sessions\": 3, \"mean_week_duration\": 7.875}}, {\"76003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-04 20:09:48.000000+00:00\", \"2023-06-05 09:34:23.000000+00:00\", \"2020-02-21 09:34:51.000000+00:00\"], \"session_ids\": [\"13d45dcd-50c9-4498-bbdd-8a10860e8ab8\", \"9def4422-3ffd-4b52-a1d9-68bf243cd6d6\", \"0f1917c2-5768-42ee-86f1-47aaa3ac4266\"], \"total_duration\": 486.0, \"total_sessions\": 3, \"mean_week_duration\": 2.826}}, {\"47529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-19 00:08:34.000000+00:00\", \"2020-06-09 09:37:03.000000+00:00\", \"2019-05-07 05:08:25.000000+00:00\"], \"session_ids\": [\"af8d455f-fd92-49b4-be78-446126261a5d\", \"0305b74a-14e8-487a-a037-cf66f89bc2ef\", \"ed49fd1b-548b-4ab6-824c-459ee782d324\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 2.868}}, {\"37941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-19 18:20:31.000000+00:00\", \"2021-09-01 04:59:54.000000+00:00\"], \"session_ids\": [\"bf7e9aed-d534-4da0-abce-fc36efb6e363\", \"f221d49a-1e6c-41df-8af6-45b8f41e82e4\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 2.873}}, {\"54346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-04 12:41:36.000000+00:00\", \"2020-04-27 08:18:25.000000+00:00\"], \"session_ids\": [\"82788bf9-bc69-4281-a010-e3eb77d918c9\", \"3457d29e-1209-43ed-a8cf-34bb7c730e81\"], \"total_duration\": 340.0, \"total_sessions\": 2, \"mean_week_duration\": 3.656}}, {\"36428\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-07 23:20:32.000000+00:00\", \"2019-04-14 02:15:08.000000+00:00\"], \"session_ids\": [\"2e058de9-376d-4f81-82ba-ab4037892fc9\", \"5a4490bf-2df1-4715-86bd-cd6583eb9732\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 68.167}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 8 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"12329\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-07 04:32:05.000000+00:00\", \"2022-05-16 05:10:41.000000+00:00\", \"2021-04-09 09:40:40.000000+00:00\", \"2022-08-25 18:26:31.000000+00:00\", \"2022-02-08 00:50:24.000000+00:00\", \"2020-12-13 18:58:30.000000+00:00\", \"2021-11-06 14:19:55.000000+00:00\", \"2022-01-10 02:09:32.000000+00:00\", \"2022-08-03 23:40:31.000000+00:00\"], \"session_ids\": [\"c8de1e5f-7f8a-4669-8433-71df84c55164\", \"c158a262-792e-421b-b701-4636d0ce597d\", \"771f899f-35ae-4261-a80e-0ea894b01403\", \"96cf10bd-a09e-42d5-af72-aa1cae1ea449\", \"1ec7effb-7942-42ee-b4dd-fa27e145113e\", \"a623c08a-164a-461f-8a9a-07e89ee64c10\", \"491bd723-260b-4bce-bab5-8b11d5ae4eed\", \"b712bcef-f58b-4577-85de-9a3413579e22\", \"dd1c5530-12e1-471f-a162-dad7ffe432c8\"], \"total_duration\": 17794.0, \"total_sessions\": 9, \"mean_week_duration\": 114.8}}, {\"29985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-01-17 14:30:36.000000+00:00\", \"2019-07-06 21:33:55.000000+00:00\", \"2019-01-28 00:22:41.000000+00:00\", \"2019-07-30 22:25:43.000000+00:00\", \"2021-08-04 19:17:02.000000+00:00\", \"2021-06-06 22:09:53.000000+00:00\", \"2019-03-30 20:45:14.000000+00:00\", \"2022-01-31 05:54:52.000000+00:00\", \"2023-06-29 15:03:12.000000+00:00\"], \"session_ids\": [\"9c2d124b-9492-4e75-b888-90ebfce6206c\", \"2ab30d43-a691-44e5-b4e9-cee85572c403\", \"1b431e76-ecad-478b-bf61-06c36c79e256\", \"69e23d5d-496a-41aa-a5aa-b064dc8ad11c\", \"68b1d729-6d62-4c04-8bb8-de50eb06d168\", \"f27e75c5-548b-4b86-b5f1-26b9b6de3570\", \"97086851-ac2e-4263-a8ec-79a687f6ba6c\", \"7854c7a2-84e6-4aa3-be41-a4c300deca8a\", \"6ce8ef50-ca26-42dd-a2d3-06a5f5a6e5aa\"], \"total_duration\": 14970.0, \"total_sessions\": 9, \"mean_week_duration\": 64.805}}, {\"80378\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-15 15:08:32.000000+00:00\", \"2019-04-21 13:29:49.000000+00:00\", \"2020-10-29 14:04:23.000000+00:00\"], \"session_ids\": [\"cecf93b6-4287-4c65-8a89-c7040a37579c\", \"f765a062-78d7-4f7c-a562-02ff95986012\", \"e639597b-51e2-4fb0-b4e0-6faaef5df233\"], \"total_duration\": 630.0, \"total_sessions\": 3, \"mean_week_duration\": 7.875}}, {\"76003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-04 20:09:48.000000+00:00\", \"2023-06-05 09:34:23.000000+00:00\", \"2020-02-21 09:34:51.000000+00:00\"], \"session_ids\": [\"13d45dcd-50c9-4498-bbdd-8a10860e8ab8\", \"9def4422-3ffd-4b52-a1d9-68bf243cd6d6\", \"0f1917c2-5768-42ee-86f1-47aaa3ac4266\"], \"total_duration\": 486.0, \"total_sessions\": 3, \"mean_week_duration\": 2.826}}, {\"47529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-19 00:08:34.000000+00:00\", \"2020-06-09 09:37:03.000000+00:00\", \"2019-05-07 05:08:25.000000+00:00\"], \"session_ids\": [\"af8d455f-fd92-49b4-be78-446126261a5d\", \"0305b74a-14e8-487a-a037-cf66f89bc2ef\", \"ed49fd1b-548b-4ab6-824c-459ee782d324\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 2.868}}, {\"37941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-19 18:20:31.000000+00:00\", \"2021-09-01 04:59:54.000000+00:00\"], \"session_ids\": [\"bf7e9aed-d534-4da0-abce-fc36efb6e363\", \"f221d49a-1e6c-41df-8af6-45b8f41e82e4\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 2.873}}, {\"54346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-04 12:41:36.000000+00:00\", \"2020-04-27 08:18:25.000000+00:00\"], \"session_ids\": [\"82788bf9-bc69-4281-a010-e3eb77d918c9\", \"3457d29e-1209-43ed-a8cf-34bb7c730e81\"], \"total_duration\": 340.0, \"total_sessions\": 2, \"mean_week_duration\": 3.656}}, {\"36428\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-07 23:20:32.000000+00:00\", \"2019-04-14 02:15:08.000000+00:00\"], \"session_ids\": [\"2e058de9-376d-4f81-82ba-ab4037892fc9\", \"5a4490bf-2df1-4715-86bd-cd6583eb9732\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 68.167}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to close out that task and provide the requester with the obtained data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"12329\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-07 04:32:05.000000+00:00\", \"2022-05-16 05:10:41.000000+00:00\", \"2021-04-09 09:40:40.000000+00:00\", \"2022-08-25 18:26:31.000000+00:00\", \"2022-02-08 00:50:24.000000+00:00\", \"2020-12-13 18:58:30.000000+00:00\", \"2021-11-06 14:19:55.000000+00:00\", \"2022-01-10 02:09:32.000000+00:00\", \"2022-08-03 23:40:31.000000+00:00\"], \"session_ids\": [\"c8de1e5f-7f8a-4669-8433-71df84c55164\", \"c158a262-792e-421b-b701-4636d0ce597d\", \"771f899f-35ae-4261-a80e-0ea894b01403\", \"96cf10bd-a09e-42d5-af72-aa1cae1ea449\", \"1ec7effb-7942-42ee-b4dd-fa27e145113e\", \"a623c08a-164a-461f-8a9a-07e89ee64c10\", \"491bd723-260b-4bce-bab5-8b11d5ae4eed\", \"b712bcef-f58b-4577-85de-9a3413579e22\", \"dd1c5530-12e1-471f-a162-dad7ffe432c8\"], \"total_duration\": 17794.0, \"total_sessions\": 9, \"mean_week_duration\": 114.8}}, {\"29985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-01-17 14:30:36.000000+00:00\", \"2019-07-06 21:33:55.000000+00:00\", \"2019-01-28 00:22:41.000000+00:00\", \"2019-07-30 22:25:43.000000+00:00\", \"2021-08-04 19:17:02.000000+00:00\", \"2021-06-06 22:09:53.000000+00:00\", \"2019-03-30 20:45:14.000000+00:00\", \"2022-01-31 05:54:52.000000+00:00\", \"2023-06-29 15:03:12.000000+00:00\"], \"session_ids\": [\"9c2d124b-9492-4e75-b888-90ebfce6206c\", \"2ab30d43-a691-44e5-b4e9-cee85572c403\", \"1b431e76-ecad-478b-bf61-06c36c79e256\", \"69e23d5d-496a-41aa-a5aa-b064dc8ad11c\", \"68b1d729-6d62-4c04-8bb8-de50eb06d168\", \"f27e75c5-548b-4b86-b5f1-26b9b6de3570\", \"97086851-ac2e-4263-a8ec-79a687f6ba6c\", \"7854c7a2-84e6-4aa3-be41-a4c300deca8a\", \"6ce8ef50-ca26-42dd-a2d3-06a5f5a6e5aa\"], \"total_duration\": 14970.0, \"total_sessions\": 9, \"mean_week_duration\": 64.805}}, {\"80378\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-15 15:08:32.000000+00:00\", \"2019-04-21 13:29:49.000000+00:00\", \"2020-10-29 14:04:23.000000+00:00\"], \"session_ids\": [\"cecf93b6-4287-4c65-8a89-c7040a37579c\", \"f765a062-78d7-4f7c-a562-02ff95986012\", \"e639597b-51e2-4fb0-b4e0-6faaef5df233\"], \"total_duration\": 630.0, \"total_sessions\": 3, \"mean_week_duration\": 7.875}}, {\"76003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-04 20:09:48.000000+00:00\", \"2023-06-05 09:34:23.000000+00:00\", \"2020-02-21 09:34:51.000000+00:00\"], \"session_ids\": [\"13d45dcd-50c9-4498-bbdd-8a10860e8ab8\", \"9def4422-3ffd-4b52-a1d9-68bf243cd6d6\", \"0f1917c2-5768-42ee-86f1-47aaa3ac4266\"], \"total_duration\": 486.0, \"total_sessions\": 3, \"mean_week_duration\": 2.826}}, {\"47529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-19 00:08:34.000000+00:00\", \"2020-06-09 09:37:03.000000+00:00\", \"2019-05-07 05:08:25.000000+00:00\"], \"session_ids\": [\"af8d455f-fd92-49b4-be78-446126261a5d\", \"0305b74a-14e8-487a-a037-cf66f89bc2ef\", \"ed49fd1b-548b-4ab6-824c-459ee782d324\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 2.868}}, {\"37941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-19 18:20:31.000000+00:00\", \"2021-09-01 04:59:54.000000+00:00\"], \"session_ids\": [\"bf7e9aed-d534-4da0-abce-fc36efb6e363\", \"f221d49a-1e6c-41df-8af6-45b8f41e82e4\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 2.873}}, {\"54346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-04 12:41:36.000000+00:00\", \"2020-04-27 08:18:25.000000+00:00\"], \"session_ids\": [\"82788bf9-bc69-4281-a010-e3eb77d918c9\", \"3457d29e-1209-43ed-a8cf-34bb7c730e81\"], \"total_duration\": 340.0, \"total_sessions\": 2, \"mean_week_duration\": 3.656}}, {\"36428\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-07 23:20:32.000000+00:00\", \"2019-04-14 02:15:08.000000+00:00\"], \"session_ids\": [\"2e058de9-376d-4f81-82ba-ab4037892fc9\", \"5a4490bf-2df1-4715-86bd-cd6583eb9732\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 68.167}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'd like to be informed about user whose count of sessions is strictly greater than 4 + do sorting by city_name descendingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"48533\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-08 10:38:42.000000+00:00\", \"2020-04-13 17:12:59.000000+00:00\"], \"session_ids\": [\"2097e68c-4ca8-4c20-981f-668e28192fa2\", \"6f8bf30a-4761-4a20-a911-746b109f16e4\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.011}, \"6126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-05-23 08:08:50.000000+00:00\", \"2021-01-30 21:14:14.000000+00:00\"], \"session_ids\": [\"e4e1bf78-a754-4b77-8384-6320059ceef5\", \"ceb1025c-1421-4c84-bf5b-cf18f289bd6b\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.079}, \"38560\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-07-30 07:16:10.000000+00:00\", \"2019-10-04 02:52:14.000000+00:00\", \"2023-06-13 21:38:32.000000+00:00\", \"2021-06-02 22:48:34.000000+00:00\", \"2023-05-22 06:29:41.000000+00:00\", \"2020-11-28 17:57:20.000000+00:00\", \"2019-04-29 23:54:47.000000+00:00\", \"2021-03-16 08:39:40.000000+00:00\", \"2020-07-14 02:21:18.000000+00:00\", \"2023-05-23 10:50:18.000000+00:00\"], \"session_ids\": [\"0d1eaf84-1331-40a7-b12f-b6405037ac26\", \"ef0a98ab-d575-4402-bba2-e3b645aa2b66\", \"e8da3ed7-6240-46c7-b626-22db2e6306f0\", \"cd0481c3-a9d6-458a-aedd-e10f4a478bed\", \"bc277c1a-dc91-4a9f-b267-98eb0c2e8ab9\", \"f1b256ed-bf3f-49fa-9b4d-6cacc6835ec1\", \"dba523e0-7e1e-439c-99c1-546d4104f441\", \"1a1feb15-eae1-47b8-8300-ed84ba2966b9\", \"f6680c7f-1d8a-4816-9c70-f0f2773dff03\", \"2f1ee0d7-5dbb-4a38-88ca-9d722d24681c\"], \"total_duration\": 519.0, \"total_sessions\": 10, \"mean_week_duration\": 2.414}, \"68157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-07-21 17:54:06.000000+00:00\", \"2020-06-23 17:29:20.000000+00:00\"], \"session_ids\": [\"9f3bfa36-5011-4c54-af30-86b8c38f3aea\", \"7539b925-1124-41eb-bc8c-7913eb431da2\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.939}, \"28621\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-11 20:15:06.000000+00:00\", \"2022-08-21 14:17:50.000000+00:00\"], \"session_ids\": [\"144676d0-7e10-4fef-82f5-e84cea218c0c\", \"4b495739-c946-4f52-9b3b-35610f5533f7\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 5.237}, \"81487\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-06-29 10:29:59.000000+00:00\", \"2021-01-16 11:55:38.000000+00:00\"], \"session_ids\": [\"e5aff2a1-e409-4885-b117-e0d38de6b3dd\", \"95b8bb88-4173-4e34-828c-46932133eb0f\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.355}, \"78835\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-09-10 19:08:08.000000+00:00\", \"2022-03-14 22:54:39.000000+00:00\"], \"session_ids\": [\"a2588825-5dce-4a37-bf18-124089e479ec\", \"bcb07a8d-1174-4657-93e8-533589388778\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 1.573}, \"10223\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-31 07:52:47.000000+00:00\", \"2020-08-15 13:23:22.000000+00:00\"], \"session_ids\": [\"81f69b54-2cb7-4890-b922-90468618846e\", \"834bc5e8-d7b8-413b-a410-37c96e3fdc34\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 2.16}, \"13636\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-24 07:52:02.000000+00:00\", \"2022-10-02 01:32:34.000000+00:00\", \"2020-07-19 23:53:57.000000+00:00\"], \"session_ids\": [\"ca08d410-1e05-4aa1-9515-6234ef28b43e\", \"9f7f228a-a687-4423-b74c-8830813745fd\", \"e9bd9ef4-b05a-4799-b9d9-dc4f1fc7a12a\"], \"total_duration\": 926.0, \"total_sessions\": 3, \"mean_week_duration\": 8.052}, \"15922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-08-16 04:07:44.000000+00:00\", \"2020-12-09 20:46:53.000000+00:00\"], \"session_ids\": [\"9a3aad9f-cd8f-46b9-8b9b-5900acca0982\", \"97342661-7f9a-4e76-b1f6-999419bbcfcd\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 2.194}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are greater than 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[4, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"38560\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-07-30 07:16:10.000000+00:00\", \"2019-10-04 02:52:14.000000+00:00\", \"2023-06-13 21:38:32.000000+00:00\", \"2021-06-02 22:48:34.000000+00:00\", \"2023-05-22 06:29:41.000000+00:00\", \"2020-11-28 17:57:20.000000+00:00\", \"2019-04-29 23:54:47.000000+00:00\", \"2021-03-16 08:39:40.000000+00:00\", \"2020-07-14 02:21:18.000000+00:00\", \"2023-05-23 10:50:18.000000+00:00\"], \"session_ids\": [\"0d1eaf84-1331-40a7-b12f-b6405037ac26\", \"ef0a98ab-d575-4402-bba2-e3b645aa2b66\", \"e8da3ed7-6240-46c7-b626-22db2e6306f0\", \"cd0481c3-a9d6-458a-aedd-e10f4a478bed\", \"bc277c1a-dc91-4a9f-b267-98eb0c2e8ab9\", \"f1b256ed-bf3f-49fa-9b4d-6cacc6835ec1\", \"dba523e0-7e1e-439c-99c1-546d4104f441\", \"1a1feb15-eae1-47b8-8300-ed84ba2966b9\", \"f6680c7f-1d8a-4816-9c70-f0f2773dff03\", \"2f1ee0d7-5dbb-4a38-88ca-9d722d24681c\"], \"total_duration\": 519.0, \"total_sessions\": 10, \"mean_week_duration\": 2.414}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"38560\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-07-30 07:16:10.000000+00:00\", \"2019-10-04 02:52:14.000000+00:00\", \"2023-06-13 21:38:32.000000+00:00\", \"2021-06-02 22:48:34.000000+00:00\", \"2023-05-22 06:29:41.000000+00:00\", \"2020-11-28 17:57:20.000000+00:00\", \"2019-04-29 23:54:47.000000+00:00\", \"2021-03-16 08:39:40.000000+00:00\", \"2020-07-14 02:21:18.000000+00:00\", \"2023-05-23 10:50:18.000000+00:00\"], \"session_ids\": [\"0d1eaf84-1331-40a7-b12f-b6405037ac26\", \"ef0a98ab-d575-4402-bba2-e3b645aa2b66\", \"e8da3ed7-6240-46c7-b626-22db2e6306f0\", \"cd0481c3-a9d6-458a-aedd-e10f4a478bed\", \"bc277c1a-dc91-4a9f-b267-98eb0c2e8ab9\", \"f1b256ed-bf3f-49fa-9b4d-6cacc6835ec1\", \"dba523e0-7e1e-439c-99c1-546d4104f441\", \"1a1feb15-eae1-47b8-8300-ed84ba2966b9\", \"f6680c7f-1d8a-4816-9c70-f0f2773dff03\", \"2f1ee0d7-5dbb-4a38-88ca-9d722d24681c\"], \"total_duration\": 519.0, \"total_sessions\": 10, \"mean_week_duration\": 2.414}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 1 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"38560\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-07-30 07:16:10.000000+00:00\", \"2019-10-04 02:52:14.000000+00:00\", \"2023-06-13 21:38:32.000000+00:00\", \"2021-06-02 22:48:34.000000+00:00\", \"2023-05-22 06:29:41.000000+00:00\", \"2020-11-28 17:57:20.000000+00:00\", \"2019-04-29 23:54:47.000000+00:00\", \"2021-03-16 08:39:40.000000+00:00\", \"2020-07-14 02:21:18.000000+00:00\", \"2023-05-23 10:50:18.000000+00:00\"], \"session_ids\": [\"0d1eaf84-1331-40a7-b12f-b6405037ac26\", \"ef0a98ab-d575-4402-bba2-e3b645aa2b66\", \"e8da3ed7-6240-46c7-b626-22db2e6306f0\", \"cd0481c3-a9d6-458a-aedd-e10f4a478bed\", \"bc277c1a-dc91-4a9f-b267-98eb0c2e8ab9\", \"f1b256ed-bf3f-49fa-9b4d-6cacc6835ec1\", \"dba523e0-7e1e-439c-99c1-546d4104f441\", \"1a1feb15-eae1-47b8-8300-ed84ba2966b9\", \"f6680c7f-1d8a-4816-9c70-f0f2773dff03\", \"2f1ee0d7-5dbb-4a38-88ca-9d722d24681c\"], \"total_duration\": 519.0, \"total_sessions\": 10, \"mean_week_duration\": 2.414}}]\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[{\"38560\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-07-30 07:16:10.000000+00:00\", \"2019-10-04 02:52:14.000000+00:00\", \"2023-06-13 21:38:32.000000+00:00\", \"2021-06-02 22:48:34.000000+00:00\", \"2023-05-22 06:29:41.000000+00:00\", \"2020-11-28 17:57:20.000000+00:00\", \"2019-04-29 23:54:47.000000+00:00\", \"2021-03-16 08:39:40.000000+00:00\", \"2020-07-14 02:21:18.000000+00:00\", \"2023-05-23 10:50:18.000000+00:00\"], \"session_ids\": [\"0d1eaf84-1331-40a7-b12f-b6405037ac26\", \"ef0a98ab-d575-4402-bba2-e3b645aa2b66\", \"e8da3ed7-6240-46c7-b626-22db2e6306f0\", \"cd0481c3-a9d6-458a-aedd-e10f4a478bed\", \"bc277c1a-dc91-4a9f-b267-98eb0c2e8ab9\", \"f1b256ed-bf3f-49fa-9b4d-6cacc6835ec1\", \"dba523e0-7e1e-439c-99c1-546d4104f441\", \"1a1feb15-eae1-47b8-8300-ed84ba2966b9\", \"f6680c7f-1d8a-4816-9c70-f0f2773dff03\", \"2f1ee0d7-5dbb-4a38-88ca-9d722d24681c\"], \"total_duration\": 519.0, \"total_sessions\": 10, \"mean_week_duration\": 2.414}}]\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 2 users who have count of sessions less than 4 (not including) and greater than 10 and in addition carry out sorting by mean of duration of sessions per week descending."
}
] |
[
{
"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{\"32931\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-02 17:39:52.000000+00:00\", \"2023-06-20 23:02:48.000000+00:00\", \"2019-09-07 12:31:55.000000+00:00\"], \"session_ids\": [\"6bb71fda-7e8e-4346-9018-3298049b648a\", \"5a87f69c-ab51-4e7d-b836-9f0b49de0033\", \"f243d3e0-7e36-43ad-beea-44384faec2de\"], \"total_duration\": 950.0, \"total_sessions\": 3, \"mean_week_duration\": 4.798}, \"26172\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-01-01 14:27:43.000000+00:00\", \"2022-06-15 20:49:39.000000+00:00\"], \"session_ids\": [\"d75a6e38-6fdc-4019-a73d-ff2248c00b7b\", \"f288b825-8e08-4eaa-8a35-8ae31404ca18\"], \"total_duration\": 252.0, \"total_sessions\": 2, \"mean_week_duration\": 1.969}, \"42663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-31 07:11:17.000000+00:00\", \"2021-01-11 07:49:18.000000+00:00\"], \"session_ids\": [\"73629f8f-5699-4015-bd37-43a9bce06f4b\", \"53bc2f7a-c86d-4a8b-8d29-79dd053e17b6\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 2.091}, \"9691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-01-23 09:11:52.000000+00:00\", \"2020-03-06 00:26:16.000000+00:00\"], \"session_ids\": [\"66e9f23d-c238-40bc-a74d-0a0c0dee3c3f\", \"4da70b26-d86d-4e6f-9ed3-7ec5ebe247f9\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 2.305}, \"65475\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-14 00:28:59.000000+00:00\", \"2022-10-07 17:07:42.000000+00:00\", \"2021-08-30 04:21:37.000000+00:00\", \"2021-03-06 00:45:37.000000+00:00\", \"2022-10-24 07:25:50.000000+00:00\", \"2020-02-06 13:05:29.000000+00:00\", \"2019-08-17 06:24:28.000000+00:00\", \"2022-08-16 06:47:38.000000+00:00\", \"2022-02-12 18:11:27.000000+00:00\"], \"session_ids\": [\"353fc35b-e580-425e-a4c1-1130bda959d7\", \"64f6b95d-6526-43b9-97a2-25ed375e4c5e\", \"9a5f1a5f-9b74-40f9-8adc-b8c77e853653\", \"5ae36dc9-ad47-47ef-9374-0a194e6ba3d3\", \"17452c39-9f96-4633-8905-a2ba1fca2e2f\", \"107e310e-04ce-4fe5-8d6a-2ead8539cb5c\", \"e4aa506d-2055-4e9c-893d-b31aba9a0e78\", \"8f9909d4-5594-4c52-99f9-6979370ced6e\", \"44f15895-b319-40b3-a9f6-2b67ed5634dc\"], \"total_duration\": 11739.0, \"total_sessions\": 9, \"mean_week_duration\": 60.2}, \"68724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-08-02 14:57:03.000000+00:00\", \"2019-07-10 01:02:35.000000+00:00\", \"2019-10-13 21:25:44.000000+00:00\", \"2022-10-21 08:49:36.000000+00:00\", \"2021-02-24 22:43:41.000000+00:00\"], \"session_ids\": [\"10c8e285-38b6-4830-b2ad-15909aacbc75\", \"3f18cfd3-4f13-490d-879d-a34fdd5a18c0\", \"f4cacee6-8552-471e-8233-84cf3d414bd2\", \"ea1f1aca-f9ae-4f63-a25f-1538e1904b1c\", \"c4255117-c11f-4a61-ac2f-7ad5afad94bd\"], \"total_duration\": 314.0, \"total_sessions\": 5, \"mean_week_duration\": 1.826}, \"39443\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-03-29 07:27:01.000000+00:00\", \"2020-04-19 07:56:55.000000+00:00\", \"2020-04-21 06:01:53.000000+00:00\"], \"session_ids\": [\"fbfb141e-2016-4fbb-8b7b-c83d3659c41c\", \"aa43100b-dc90-41a5-aeaf-add8cc9108d5\", \"a8f53edc-6689-456e-a7f5-aaf45d37068f\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 10.0}, \"56114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-22 03:16:23.000000+00:00\", \"2021-08-04 22:50:08.000000+00:00\"], \"session_ids\": [\"14786927-e055-4cc9-83fb-b27de5d783ac\", \"0857c708-c8da-4b28-82d3-61c3837a4ad1\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}, \"29605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-13 17:17:53.000000+00:00\", \"2022-12-13 05:39:06.000000+00:00\", \"2019-01-10 10:03:07.000000+00:00\"], \"session_ids\": [\"6456ce9d-91ac-4749-b86e-c2946830173b\", \"e1d78782-7bab-4e1e-9a6b-56fc4b882203\", \"bd7fd2f0-3746-449f-84d1-e590f92c78aa\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 1.907}, \"56019\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-07-03 04:27:22.000000+00:00\", \"2020-01-28 11:31:41.000000+00:00\", \"2022-09-08 12:33:18.000000+00:00\", \"2021-04-15 16:05:15.000000+00:00\"], \"session_ids\": [\"8325483b-b2aa-4fc8-9b15-aa31188e5478\", \"39ac68fd-32d5-4de0-84c6-3151d9c8f49e\", \"7461e75a-d7ba-4ff5-aba6-929db8907c1b\", \"4fe810e5-4905-4191-ae0a-83ea94793754\"], \"total_duration\": 1130.0, \"total_sessions\": 4, \"mean_week_duration\": 6.766}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are less than 4 and are equal or greater than 10"
},
{
"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{\"32931\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-02 17:39:52.000000+00:00\", \"2023-06-20 23:02:48.000000+00:00\", \"2019-09-07 12:31:55.000000+00:00\"], \"session_ids\": [\"6bb71fda-7e8e-4346-9018-3298049b648a\", \"5a87f69c-ab51-4e7d-b836-9f0b49de0033\", \"f243d3e0-7e36-43ad-beea-44384faec2de\"], \"total_duration\": 950.0, \"total_sessions\": 3, \"mean_week_duration\": 4.798}, \"26172\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-01-01 14:27:43.000000+00:00\", \"2022-06-15 20:49:39.000000+00:00\"], \"session_ids\": [\"d75a6e38-6fdc-4019-a73d-ff2248c00b7b\", \"f288b825-8e08-4eaa-8a35-8ae31404ca18\"], \"total_duration\": 252.0, \"total_sessions\": 2, \"mean_week_duration\": 1.969}, \"42663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-31 07:11:17.000000+00:00\", \"2021-01-11 07:49:18.000000+00:00\"], \"session_ids\": [\"73629f8f-5699-4015-bd37-43a9bce06f4b\", \"53bc2f7a-c86d-4a8b-8d29-79dd053e17b6\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 2.091}, \"9691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-01-23 09:11:52.000000+00:00\", \"2020-03-06 00:26:16.000000+00:00\"], \"session_ids\": [\"66e9f23d-c238-40bc-a74d-0a0c0dee3c3f\", \"4da70b26-d86d-4e6f-9ed3-7ec5ebe247f9\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 2.305}, \"39443\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-03-29 07:27:01.000000+00:00\", \"2020-04-19 07:56:55.000000+00:00\", \"2020-04-21 06:01:53.000000+00:00\"], \"session_ids\": [\"fbfb141e-2016-4fbb-8b7b-c83d3659c41c\", \"aa43100b-dc90-41a5-aeaf-add8cc9108d5\", \"a8f53edc-6689-456e-a7f5-aaf45d37068f\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 10.0}, \"56114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-22 03:16:23.000000+00:00\", \"2021-08-04 22:50:08.000000+00:00\"], \"session_ids\": [\"14786927-e055-4cc9-83fb-b27de5d783ac\", \"0857c708-c8da-4b28-82d3-61c3837a4ad1\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}, \"29605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-13 17:17:53.000000+00:00\", \"2022-12-13 05:39:06.000000+00:00\", \"2019-01-10 10:03:07.000000+00:00\"], \"session_ids\": [\"6456ce9d-91ac-4749-b86e-c2946830173b\", \"e1d78782-7bab-4e1e-9a6b-56fc4b882203\", \"bd7fd2f0-3746-449f-84d1-e590f92c78aa\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 1.907}}\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[{\"56114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-22 03:16:23.000000+00:00\", \"2021-08-04 22:50:08.000000+00:00\"], \"session_ids\": [\"14786927-e055-4cc9-83fb-b27de5d783ac\", \"0857c708-c8da-4b28-82d3-61c3837a4ad1\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}}, {\"39443\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-03-29 07:27:01.000000+00:00\", \"2020-04-19 07:56:55.000000+00:00\", \"2020-04-21 06:01:53.000000+00:00\"], \"session_ids\": [\"fbfb141e-2016-4fbb-8b7b-c83d3659c41c\", \"aa43100b-dc90-41a5-aeaf-add8cc9108d5\", \"a8f53edc-6689-456e-a7f5-aaf45d37068f\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 10.0}}, {\"32931\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-02 17:39:52.000000+00:00\", \"2023-06-20 23:02:48.000000+00:00\", \"2019-09-07 12:31:55.000000+00:00\"], \"session_ids\": [\"6bb71fda-7e8e-4346-9018-3298049b648a\", \"5a87f69c-ab51-4e7d-b836-9f0b49de0033\", \"f243d3e0-7e36-43ad-beea-44384faec2de\"], \"total_duration\": 950.0, \"total_sessions\": 3, \"mean_week_duration\": 4.798}}, {\"9691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-01-23 09:11:52.000000+00:00\", \"2020-03-06 00:26:16.000000+00:00\"], \"session_ids\": [\"66e9f23d-c238-40bc-a74d-0a0c0dee3c3f\", \"4da70b26-d86d-4e6f-9ed3-7ec5ebe247f9\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 2.305}}, {\"42663\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-31 07:11:17.000000+00:00\", \"2021-01-11 07:49:18.000000+00:00\"], \"session_ids\": [\"73629f8f-5699-4015-bd37-43a9bce06f4b\", \"53bc2f7a-c86d-4a8b-8d29-79dd053e17b6\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 2.091}}, {\"26172\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-01-01 14:27:43.000000+00:00\", \"2022-06-15 20:49:39.000000+00:00\"], \"session_ids\": [\"d75a6e38-6fdc-4019-a73d-ff2248c00b7b\", \"f288b825-8e08-4eaa-8a35-8ae31404ca18\"], \"total_duration\": 252.0, \"total_sessions\": 2, \"mean_week_duration\": 1.969}}, {\"29605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-13 17:17:53.000000+00:00\", \"2022-12-13 05:39:06.000000+00:00\", \"2019-01-10 10:03:07.000000+00:00\"], \"session_ids\": [\"6456ce9d-91ac-4749-b86e-c2946830173b\", \"e1d78782-7bab-4e1e-9a6b-56fc4b882203\", \"bd7fd2f0-3746-449f-84d1-e590f92c78aa\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 1.907}}]\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[{\"56114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-22 03:16:23.000000+00:00\", \"2021-08-04 22:50:08.000000+00:00\"], \"session_ids\": [\"14786927-e055-4cc9-83fb-b27de5d783ac\", \"0857c708-c8da-4b28-82d3-61c3837a4ad1\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}}, {\"39443\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-03-29 07:27:01.000000+00:00\", \"2020-04-19 07:56:55.000000+00:00\", \"2020-04-21 06:01:53.000000+00:00\"], \"session_ids\": [\"fbfb141e-2016-4fbb-8b7b-c83d3659c41c\", \"aa43100b-dc90-41a5-aeaf-add8cc9108d5\", \"a8f53edc-6689-456e-a7f5-aaf45d37068f\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 10.0}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to close out that task and provide the requester with the obtained data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"56114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-22 03:16:23.000000+00:00\", \"2021-08-04 22:50:08.000000+00:00\"], \"session_ids\": [\"14786927-e055-4cc9-83fb-b27de5d783ac\", \"0857c708-c8da-4b28-82d3-61c3837a4ad1\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}}, {\"39443\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-03-29 07:27:01.000000+00:00\", \"2020-04-19 07:56:55.000000+00:00\", \"2020-04-21 06:01:53.000000+00:00\"], \"session_ids\": [\"fbfb141e-2016-4fbb-8b7b-c83d3659c41c\", \"aa43100b-dc90-41a5-aeaf-add8cc9108d5\", \"a8f53edc-6689-456e-a7f5-aaf45d37068f\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 10.0}}]\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": "Offer me knowledge about 7 users who are inhabitants of cities Dubai, Moscow, Manila, London, Dublin, San Juan, Kingston also perform sorting by mean_week_duration from the largest value to the smallest value as well as 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{\"58381\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-23 13:52:58.000000+00:00\", \"2020-05-05 00:23:17.000000+00:00\"], \"session_ids\": [\"4a557c44-2e43-4d47-90f3-878a02740e96\", \"16284f8f-24a9-4044-bde2-7cc33ef1ad6d\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.747}, \"43940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-16 10:22:53.000000+00:00\", \"2022-04-03 19:34:08.000000+00:00\", \"2019-07-24 04:40:47.000000+00:00\"], \"session_ids\": [\"e4f24bef-aeef-4ff8-a03a-ad4871f19b2b\", \"04fb293e-e3f0-4407-9f3f-bcbaaa40da45\", \"50dd7c84-6056-4c07-bfc5-811135645dc6\"], \"total_duration\": 236.0, \"total_sessions\": 3, \"mean_week_duration\": 1.605}, \"94539\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-03-08 08:52:02.000000+00:00\", \"2020-03-24 20:55:12.000000+00:00\", \"2022-09-15 09:57:07.000000+00:00\", \"2023-05-03 09:52:16.000000+00:00\", \"2020-03-06 19:26:03.000000+00:00\"], \"session_ids\": [\"68168c60-558d-47da-bc11-9e70ed9473f7\", \"05754fa6-339a-457f-8631-a7c8dd21a5a7\", \"87e49b38-8df2-492e-9fe2-0193e50bcf38\", \"31ebdc85-bf8d-4c8f-9120-72ba82a6c050\", \"bbe781ab-e2c3-4aac-b744-ebf0dee484cc\"], \"total_duration\": 605.0, \"total_sessions\": 5, \"mean_week_duration\": 3.667}, \"78895\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-11 01:42:10.000000+00:00\", \"2022-03-20 13:40:10.000000+00:00\", \"2019-04-04 19:16:39.000000+00:00\", \"2020-11-13 08:02:51.000000+00:00\", \"2019-04-29 23:23:39.000000+00:00\", \"2021-01-09 13:45:50.000000+00:00\", \"2022-06-06 21:31:49.000000+00:00\", \"2021-09-26 00:43:45.000000+00:00\", \"2021-07-12 15:08:24.000000+00:00\"], \"session_ids\": [\"c87e62ef-e267-445e-b718-3292901b0cd2\", \"e6d5f6d0-5d4d-49ac-b495-03be4896266d\", \"c4cdb6c0-a27b-48ea-86c6-639c51aca94c\", \"1c9a04e5-4578-4a80-a62a-49193eb9167b\", \"dde88ad9-3a9b-4dd0-bf0e-0455b5eac50d\", \"d11aa678-8eae-4358-b41c-99b5cca4f7f0\", \"d5336325-372f-4498-8759-58c9ebdf4900\", \"3d470098-ad0d-46e5-9b3f-e9994986a963\", \"49096828-4965-4b8a-b19e-79cf397debb8\"], \"total_duration\": 1536.0, \"total_sessions\": 9, \"mean_week_duration\": 8.17}, \"64633\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 4}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-01-15 09:02:36.000000+00:00\", \"2019-07-24 20:47:02.000000+00:00\", \"2021-02-01 13:09:35.000000+00:00\"], \"session_ids\": [\"d22027b7-2f34-4a2a-bc5c-f86d67fc15ae\", \"50ce2513-f7d6-4d25-8f4a-8bb84d76f29f\", \"013d66ba-d696-4ce5-93d3-f3f1ca4c23da\"], \"total_duration\": 789.0, \"total_sessions\": 3, \"mean_week_duration\": 4.335}, \"97227\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-22 01:00:51.000000+00:00\", \"2022-09-26 22:58:35.000000+00:00\", \"2023-01-07 21:40:34.000000+00:00\", \"2019-05-11 21:28:06.000000+00:00\", \"2019-10-24 10:02:55.000000+00:00\"], \"session_ids\": [\"54d2274f-86cb-469b-9eaa-0d10251ecab7\", \"bb26c126-070c-4001-9762-1aee5f8c6f9e\", \"6654734e-994c-4b49-8642-7ac405a767eb\", \"deb526bb-8a55-4723-a0d0-d76d2f930cde\", \"76acc9cf-ec1c-4595-925d-412272bef679\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.257}, \"15225\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-30 00:44:52.000000+00:00\", \"2021-10-12 10:37:40.000000+00:00\", \"2021-11-26 21:04:54.000000+00:00\", \"2019-02-28 12:48:03.000000+00:00\", \"2019-07-26 00:16:58.000000+00:00\"], \"session_ids\": [\"a7318e1d-4adb-4494-8141-9e1efa13932f\", \"107ffaec-6117-4efd-890d-8aab5de9bf59\", \"72badf65-3c47-43c3-91a6-08ecdf7d0a8d\", \"f80a1212-6d01-4e10-84c3-e60b56a73e1f\", \"67c56213-c9ad-461b-83af-da841930eb30\"], \"total_duration\": 294.0, \"total_sessions\": 5, \"mean_week_duration\": 2.042}, \"45525\": {\"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\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-25 02:47:09.000000+00:00\", \"2019-01-28 00:37:25.000000+00:00\"], \"session_ids\": [\"44fdeba4-30fe-43c5-8a1e-2212b7f9abf9\", \"5532ed94-ba55-4601-894c-a23f79f8ad6c\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.673}, \"4908\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-31 17:34:26.000000+00:00\", \"2023-02-15 20:14:07.000000+00:00\", \"2019-10-28 11:11:22.000000+00:00\"], \"session_ids\": [\"f0062f9b-f843-4410-b3b4-5f00240a4e91\", \"8788d4df-4d51-4c89-8e92-b58d2cc927ea\", \"7c4d3505-736f-41e4-9186-ffd89d3212c3\"], \"total_duration\": 1028.0, \"total_sessions\": 3, \"mean_week_duration\": 5.942}, \"57380\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-02 02:36:29.000000+00:00\", \"2021-11-28 12:36:05.000000+00:00\", \"2022-06-10 03:39:37.000000+00:00\", \"2021-01-09 22:43:33.000000+00:00\", \"2020-03-29 23:45:29.000000+00:00\"], \"session_ids\": [\"297a6b17-9a92-47d5-89b5-4c4d291b417c\", \"b1838a2b-8fac-4f63-9302-e786c7208a64\", \"d8cf658d-1d10-4cff-a631-bf6487b1239e\", \"86c736e1-78bd-49a5-92ff-93eb53e6af17\", \"1c5c0434-0f9e-49a7-b199-8b781b5f1570\"], \"total_duration\": 65.0, \"total_sessions\": 5, \"mean_week_duration\": 0.565}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Dubai, Moscow, Manila, London, Dublin, San Juan, Kingston"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Dubai\", \"Moscow\", \"Manila\", \"London\", \"Dublin\", \"San Juan\", \"Kingston\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"97227\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-22 01:00:51.000000+00:00\", \"2022-09-26 22:58:35.000000+00:00\", \"2023-01-07 21:40:34.000000+00:00\", \"2019-05-11 21:28:06.000000+00:00\", \"2019-10-24 10:02:55.000000+00:00\"], \"session_ids\": [\"54d2274f-86cb-469b-9eaa-0d10251ecab7\", \"bb26c126-070c-4001-9762-1aee5f8c6f9e\", \"6654734e-994c-4b49-8642-7ac405a767eb\", \"deb526bb-8a55-4723-a0d0-d76d2f930cde\", \"76acc9cf-ec1c-4595-925d-412272bef679\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.257}}\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[{\"97227\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-22 01:00:51.000000+00:00\", \"2022-09-26 22:58:35.000000+00:00\", \"2023-01-07 21:40:34.000000+00:00\", \"2019-05-11 21:28:06.000000+00:00\", \"2019-10-24 10:02:55.000000+00:00\"], \"session_ids\": [\"54d2274f-86cb-469b-9eaa-0d10251ecab7\", \"bb26c126-070c-4001-9762-1aee5f8c6f9e\", \"6654734e-994c-4b49-8642-7ac405a767eb\", \"deb526bb-8a55-4723-a0d0-d76d2f930cde\", \"76acc9cf-ec1c-4595-925d-412272bef679\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.257}}]\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[{\"97227\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-22 01:00:51.000000+00:00\", \"2022-09-26 22:58:35.000000+00:00\", \"2023-01-07 21:40:34.000000+00:00\", \"2019-05-11 21:28:06.000000+00:00\", \"2019-10-24 10:02:55.000000+00:00\"], \"session_ids\": [\"54d2274f-86cb-469b-9eaa-0d10251ecab7\", \"bb26c126-070c-4001-9762-1aee5f8c6f9e\", \"6654734e-994c-4b49-8642-7ac405a767eb\", \"deb526bb-8a55-4723-a0d0-d76d2f930cde\", \"76acc9cf-ec1c-4595-925d-412272bef679\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.257}}]\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[{\"97227\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-22 01:00:51.000000+00:00\", \"2022-09-26 22:58:35.000000+00:00\", \"2023-01-07 21:40:34.000000+00:00\", \"2019-05-11 21:28:06.000000+00:00\", \"2019-10-24 10:02:55.000000+00:00\"], \"session_ids\": [\"54d2274f-86cb-469b-9eaa-0d10251ecab7\", \"bb26c126-070c-4001-9762-1aee5f8c6f9e\", \"6654734e-994c-4b49-8642-7ac405a767eb\", \"deb526bb-8a55-4723-a0d0-d76d2f930cde\", \"76acc9cf-ec1c-4595-925d-412272bef679\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.257}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding user whose total amount of duration bigger than 2635 and smaller than 2431 + apply sorting by average of total time spent in the app per week in descending additionaly get rid of all entries, except 3."
}
] |
[
{
"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{\"59714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-05-27 21:42:00.000000+00:00\", \"2021-07-07 13:14:36.000000+00:00\"], \"session_ids\": [\"df579771-8e5d-42a8-8607-b09afc304e42\", \"28b842a6-c540-4cdc-9233-46f2b691c92e\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.232}, \"88247\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-02-14 19:46:05.000000+00:00\", \"2022-11-23 17:13:48.000000+00:00\", \"2019-11-12 18:34:15.000000+00:00\", \"2021-09-27 15:32:56.000000+00:00\"], \"session_ids\": [\"21782bf7-9ac4-4d22-8097-eeb000997bd7\", \"8b179373-8d3e-4fca-9ef0-d7d3a0d44cd3\", \"4e0088b3-b8a0-4ac7-b492-81213b9fd7df\", \"f3fae8bc-906b-4e8e-b19b-203896598717\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.213}, \"49691\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-06 17:57:36.000000+00:00\", \"2019-10-18 21:21:17.000000+00:00\"], \"session_ids\": [\"3afabced-7f32-44c2-9a89-059403dae0ce\", \"8e109742-b552-4bea-9997-c6750d593dfd\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 12.5}, \"76227\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-17 03:00:35.000000+00:00\", \"2023-05-25 22:23:53.000000+00:00\"], \"session_ids\": [\"f9b250a6-5e9b-44b5-bcf7-33f969d97e99\", \"63492024-a9f1-49f1-b816-c24dd4ad6dd3\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.515}, \"16579\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-28 17:56:01.000000+00:00\", \"2020-08-22 01:07:04.000000+00:00\", \"2019-06-20 19:58:30.000000+00:00\", \"2022-05-13 23:20:06.000000+00:00\", \"2023-06-20 09:28:45.000000+00:00\", \"2021-10-19 03:28:19.000000+00:00\"], \"session_ids\": [\"0d1189a3-242e-400d-b98a-aa4cc3d653ad\", \"1bba4ebf-9bf1-4311-81a3-3743cfd8e719\", \"b7698703-494b-44ba-9766-9c55ec5d5b4b\", \"161be889-ebf8-4bfb-81cd-2172b0605f3e\", \"b07d74f3-d302-479d-8e00-a3f5c02399ef\", \"24800877-aa78-4fe8-9d5b-d077fdbd880e\"], \"total_duration\": 1645.0, \"total_sessions\": 6, \"mean_week_duration\": 7.871}, \"34470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-17 23:57:52.000000+00:00\", \"2021-12-05 06:27:41.000000+00:00\", \"2019-05-19 11:45:07.000000+00:00\"], \"session_ids\": [\"8ab6bbe3-a604-4790-9893-fbb274b21d5b\", \"1800c0ba-c276-4b5a-ba0d-bb24ef874be6\", \"96ccb9e4-e51c-4fac-b343-d558c9de344e\"], \"total_duration\": 234.0, \"total_sessions\": 3, \"mean_week_duration\": 1.759}, \"3168\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-29 09:57:23.000000+00:00\", \"2019-12-11 07:49:36.000000+00:00\"], \"session_ids\": [\"8697cdd0-8e5e-49d5-8553-d726750dddd5\", \"0a0364cd-6fb5-4180-8ea4-c138c79c3572\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.354}, \"16949\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-23 07:14:08.000000+00:00\", \"2022-12-04 06:34:23.000000+00:00\", \"2021-11-17 23:52:20.000000+00:00\"], \"session_ids\": [\"9fa76611-4057-4c58-8501-ce3234a014eb\", \"53794be0-8b0a-48b5-970d-0162c29a59f8\", \"1cf9ef2a-fbca-4e53-a9e4-901292169a49\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.379}, \"60908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-23 09:00:51.000000+00:00\", \"2021-03-06 20:11:57.000000+00:00\", \"2019-05-26 22:25:05.000000+00:00\", \"2021-07-26 15:28:16.000000+00:00\", \"2022-02-07 13:14:39.000000+00:00\", \"2021-02-19 08:10:40.000000+00:00\", \"2019-08-10 10:41:33.000000+00:00\", \"2019-10-10 04:41:44.000000+00:00\"], \"session_ids\": [\"0e0f7dea-693b-4fe2-83e4-e01286524c8c\", \"13eaf37c-3f45-4661-98f2-d8c6049f7e10\", \"0335136f-4796-4503-b7bf-fd13db7b7ada\", \"294ae3fb-7c48-4219-8ebd-28c46e785448\", \"2ccf3adb-300a-4122-b4eb-897f79484ca0\", \"c88b7bc7-1d8f-41d5-adb8-1eed6c48bfa4\", \"e1a6d0b5-1c93-47b5-abf4-cced3c1ff8ff\", \"801429dc-e777-4b92-861b-aa78c342a94b\"], \"total_duration\": 2637.0, \"total_sessions\": 8, \"mean_week_duration\": 18.702}, \"71845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-09-20 05:23:34.000000+00:00\", \"2020-01-16 09:06:03.000000+00:00\"], \"session_ids\": [\"ed5bd759-9c3a-4e35-9270-c925d0be5ea2\", \"785c3580-475c-46ac-9bf8-f849ed7665e1\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 12.472}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or less than 2431 and are equal or greater than 2635"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[2431, 2635]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"59714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-05-27 21:42:00.000000+00:00\", \"2021-07-07 13:14:36.000000+00:00\"], \"session_ids\": [\"df579771-8e5d-42a8-8607-b09afc304e42\", \"28b842a6-c540-4cdc-9233-46f2b691c92e\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.232}, \"88247\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-02-14 19:46:05.000000+00:00\", \"2022-11-23 17:13:48.000000+00:00\", \"2019-11-12 18:34:15.000000+00:00\", \"2021-09-27 15:32:56.000000+00:00\"], \"session_ids\": [\"21782bf7-9ac4-4d22-8097-eeb000997bd7\", \"8b179373-8d3e-4fca-9ef0-d7d3a0d44cd3\", \"4e0088b3-b8a0-4ac7-b492-81213b9fd7df\", \"f3fae8bc-906b-4e8e-b19b-203896598717\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.213}, \"49691\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-06 17:57:36.000000+00:00\", \"2019-10-18 21:21:17.000000+00:00\"], \"session_ids\": [\"3afabced-7f32-44c2-9a89-059403dae0ce\", \"8e109742-b552-4bea-9997-c6750d593dfd\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 12.5}, \"76227\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-17 03:00:35.000000+00:00\", \"2023-05-25 22:23:53.000000+00:00\"], \"session_ids\": [\"f9b250a6-5e9b-44b5-bcf7-33f969d97e99\", \"63492024-a9f1-49f1-b816-c24dd4ad6dd3\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.515}, \"16579\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-28 17:56:01.000000+00:00\", \"2020-08-22 01:07:04.000000+00:00\", \"2019-06-20 19:58:30.000000+00:00\", \"2022-05-13 23:20:06.000000+00:00\", \"2023-06-20 09:28:45.000000+00:00\", \"2021-10-19 03:28:19.000000+00:00\"], \"session_ids\": [\"0d1189a3-242e-400d-b98a-aa4cc3d653ad\", \"1bba4ebf-9bf1-4311-81a3-3743cfd8e719\", \"b7698703-494b-44ba-9766-9c55ec5d5b4b\", \"161be889-ebf8-4bfb-81cd-2172b0605f3e\", \"b07d74f3-d302-479d-8e00-a3f5c02399ef\", \"24800877-aa78-4fe8-9d5b-d077fdbd880e\"], \"total_duration\": 1645.0, \"total_sessions\": 6, \"mean_week_duration\": 7.871}, \"34470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-17 23:57:52.000000+00:00\", \"2021-12-05 06:27:41.000000+00:00\", \"2019-05-19 11:45:07.000000+00:00\"], \"session_ids\": [\"8ab6bbe3-a604-4790-9893-fbb274b21d5b\", \"1800c0ba-c276-4b5a-ba0d-bb24ef874be6\", \"96ccb9e4-e51c-4fac-b343-d558c9de344e\"], \"total_duration\": 234.0, \"total_sessions\": 3, \"mean_week_duration\": 1.759}, \"3168\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-29 09:57:23.000000+00:00\", \"2019-12-11 07:49:36.000000+00:00\"], \"session_ids\": [\"8697cdd0-8e5e-49d5-8553-d726750dddd5\", \"0a0364cd-6fb5-4180-8ea4-c138c79c3572\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.354}, \"16949\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-23 07:14:08.000000+00:00\", \"2022-12-04 06:34:23.000000+00:00\", \"2021-11-17 23:52:20.000000+00:00\"], \"session_ids\": [\"9fa76611-4057-4c58-8501-ce3234a014eb\", \"53794be0-8b0a-48b5-970d-0162c29a59f8\", \"1cf9ef2a-fbca-4e53-a9e4-901292169a49\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.379}, \"71845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-09-20 05:23:34.000000+00:00\", \"2020-01-16 09:06:03.000000+00:00\"], \"session_ids\": [\"ed5bd759-9c3a-4e35-9270-c925d0be5ea2\", \"785c3580-475c-46ac-9bf8-f849ed7665e1\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 12.472}, \"60908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-23 09:00:51.000000+00:00\", \"2021-03-06 20:11:57.000000+00:00\", \"2019-05-26 22:25:05.000000+00:00\", \"2021-07-26 15:28:16.000000+00:00\", \"2022-02-07 13:14:39.000000+00:00\", \"2021-02-19 08:10:40.000000+00:00\", \"2019-08-10 10:41:33.000000+00:00\", \"2019-10-10 04:41:44.000000+00:00\"], \"session_ids\": [\"0e0f7dea-693b-4fe2-83e4-e01286524c8c\", \"13eaf37c-3f45-4661-98f2-d8c6049f7e10\", \"0335136f-4796-4503-b7bf-fd13db7b7ada\", \"294ae3fb-7c48-4219-8ebd-28c46e785448\", \"2ccf3adb-300a-4122-b4eb-897f79484ca0\", \"c88b7bc7-1d8f-41d5-adb8-1eed6c48bfa4\", \"e1a6d0b5-1c93-47b5-abf4-cced3c1ff8ff\", \"801429dc-e777-4b92-861b-aa78c342a94b\"], \"total_duration\": 2637.0, \"total_sessions\": 8, \"mean_week_duration\": 18.702}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"60908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-23 09:00:51.000000+00:00\", \"2021-03-06 20:11:57.000000+00:00\", \"2019-05-26 22:25:05.000000+00:00\", \"2021-07-26 15:28:16.000000+00:00\", \"2022-02-07 13:14:39.000000+00:00\", \"2021-02-19 08:10:40.000000+00:00\", \"2019-08-10 10:41:33.000000+00:00\", \"2019-10-10 04:41:44.000000+00:00\"], \"session_ids\": [\"0e0f7dea-693b-4fe2-83e4-e01286524c8c\", \"13eaf37c-3f45-4661-98f2-d8c6049f7e10\", \"0335136f-4796-4503-b7bf-fd13db7b7ada\", \"294ae3fb-7c48-4219-8ebd-28c46e785448\", \"2ccf3adb-300a-4122-b4eb-897f79484ca0\", \"c88b7bc7-1d8f-41d5-adb8-1eed6c48bfa4\", \"e1a6d0b5-1c93-47b5-abf4-cced3c1ff8ff\", \"801429dc-e777-4b92-861b-aa78c342a94b\"], \"total_duration\": 2637.0, \"total_sessions\": 8, \"mean_week_duration\": 18.702}}, {\"49691\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-06 17:57:36.000000+00:00\", \"2019-10-18 21:21:17.000000+00:00\"], \"session_ids\": [\"3afabced-7f32-44c2-9a89-059403dae0ce\", \"8e109742-b552-4bea-9997-c6750d593dfd\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 12.5}}, {\"71845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-09-20 05:23:34.000000+00:00\", \"2020-01-16 09:06:03.000000+00:00\"], \"session_ids\": [\"ed5bd759-9c3a-4e35-9270-c925d0be5ea2\", \"785c3580-475c-46ac-9bf8-f849ed7665e1\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 12.472}}, {\"16579\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-28 17:56:01.000000+00:00\", \"2020-08-22 01:07:04.000000+00:00\", \"2019-06-20 19:58:30.000000+00:00\", \"2022-05-13 23:20:06.000000+00:00\", \"2023-06-20 09:28:45.000000+00:00\", \"2021-10-19 03:28:19.000000+00:00\"], \"session_ids\": [\"0d1189a3-242e-400d-b98a-aa4cc3d653ad\", \"1bba4ebf-9bf1-4311-81a3-3743cfd8e719\", \"b7698703-494b-44ba-9766-9c55ec5d5b4b\", \"161be889-ebf8-4bfb-81cd-2172b0605f3e\", \"b07d74f3-d302-479d-8e00-a3f5c02399ef\", \"24800877-aa78-4fe8-9d5b-d077fdbd880e\"], \"total_duration\": 1645.0, \"total_sessions\": 6, \"mean_week_duration\": 7.871}}, {\"34470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-17 23:57:52.000000+00:00\", \"2021-12-05 06:27:41.000000+00:00\", \"2019-05-19 11:45:07.000000+00:00\"], \"session_ids\": [\"8ab6bbe3-a604-4790-9893-fbb274b21d5b\", \"1800c0ba-c276-4b5a-ba0d-bb24ef874be6\", \"96ccb9e4-e51c-4fac-b343-d558c9de344e\"], \"total_duration\": 234.0, \"total_sessions\": 3, \"mean_week_duration\": 1.759}}, {\"76227\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-17 03:00:35.000000+00:00\", \"2023-05-25 22:23:53.000000+00:00\"], \"session_ids\": [\"f9b250a6-5e9b-44b5-bcf7-33f969d97e99\", \"63492024-a9f1-49f1-b816-c24dd4ad6dd3\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.515}}, {\"16949\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-23 07:14:08.000000+00:00\", \"2022-12-04 06:34:23.000000+00:00\", \"2021-11-17 23:52:20.000000+00:00\"], \"session_ids\": [\"9fa76611-4057-4c58-8501-ce3234a014eb\", \"53794be0-8b0a-48b5-970d-0162c29a59f8\", \"1cf9ef2a-fbca-4e53-a9e4-901292169a49\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.379}}, {\"3168\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-29 09:57:23.000000+00:00\", \"2019-12-11 07:49:36.000000+00:00\"], \"session_ids\": [\"8697cdd0-8e5e-49d5-8553-d726750dddd5\", \"0a0364cd-6fb5-4180-8ea4-c138c79c3572\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.354}}, {\"59714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-05-27 21:42:00.000000+00:00\", \"2021-07-07 13:14:36.000000+00:00\"], \"session_ids\": [\"df579771-8e5d-42a8-8607-b09afc304e42\", \"28b842a6-c540-4cdc-9233-46f2b691c92e\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.232}}, {\"88247\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-02-14 19:46:05.000000+00:00\", \"2022-11-23 17:13:48.000000+00:00\", \"2019-11-12 18:34:15.000000+00:00\", \"2021-09-27 15:32:56.000000+00:00\"], \"session_ids\": [\"21782bf7-9ac4-4d22-8097-eeb000997bd7\", \"8b179373-8d3e-4fca-9ef0-d7d3a0d44cd3\", \"4e0088b3-b8a0-4ac7-b492-81213b9fd7df\", \"f3fae8bc-906b-4e8e-b19b-203896598717\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.213}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"60908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-23 09:00:51.000000+00:00\", \"2021-03-06 20:11:57.000000+00:00\", \"2019-05-26 22:25:05.000000+00:00\", \"2021-07-26 15:28:16.000000+00:00\", \"2022-02-07 13:14:39.000000+00:00\", \"2021-02-19 08:10:40.000000+00:00\", \"2019-08-10 10:41:33.000000+00:00\", \"2019-10-10 04:41:44.000000+00:00\"], \"session_ids\": [\"0e0f7dea-693b-4fe2-83e4-e01286524c8c\", \"13eaf37c-3f45-4661-98f2-d8c6049f7e10\", \"0335136f-4796-4503-b7bf-fd13db7b7ada\", \"294ae3fb-7c48-4219-8ebd-28c46e785448\", \"2ccf3adb-300a-4122-b4eb-897f79484ca0\", \"c88b7bc7-1d8f-41d5-adb8-1eed6c48bfa4\", \"e1a6d0b5-1c93-47b5-abf4-cced3c1ff8ff\", \"801429dc-e777-4b92-861b-aa78c342a94b\"], \"total_duration\": 2637.0, \"total_sessions\": 8, \"mean_week_duration\": 18.702}}, {\"49691\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-06 17:57:36.000000+00:00\", \"2019-10-18 21:21:17.000000+00:00\"], \"session_ids\": [\"3afabced-7f32-44c2-9a89-059403dae0ce\", \"8e109742-b552-4bea-9997-c6750d593dfd\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 12.5}}, {\"71845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-09-20 05:23:34.000000+00:00\", \"2020-01-16 09:06:03.000000+00:00\"], \"session_ids\": [\"ed5bd759-9c3a-4e35-9270-c925d0be5ea2\", \"785c3580-475c-46ac-9bf8-f849ed7665e1\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 12.472}}]\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[{\"60908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-23 09:00:51.000000+00:00\", \"2021-03-06 20:11:57.000000+00:00\", \"2019-05-26 22:25:05.000000+00:00\", \"2021-07-26 15:28:16.000000+00:00\", \"2022-02-07 13:14:39.000000+00:00\", \"2021-02-19 08:10:40.000000+00:00\", \"2019-08-10 10:41:33.000000+00:00\", \"2019-10-10 04:41:44.000000+00:00\"], \"session_ids\": [\"0e0f7dea-693b-4fe2-83e4-e01286524c8c\", \"13eaf37c-3f45-4661-98f2-d8c6049f7e10\", \"0335136f-4796-4503-b7bf-fd13db7b7ada\", \"294ae3fb-7c48-4219-8ebd-28c46e785448\", \"2ccf3adb-300a-4122-b4eb-897f79484ca0\", \"c88b7bc7-1d8f-41d5-adb8-1eed6c48bfa4\", \"e1a6d0b5-1c93-47b5-abf4-cced3c1ff8ff\", \"801429dc-e777-4b92-861b-aa78c342a94b\"], \"total_duration\": 2637.0, \"total_sessions\": 8, \"mean_week_duration\": 18.702}}, {\"49691\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-06 17:57:36.000000+00:00\", \"2019-10-18 21:21:17.000000+00:00\"], \"session_ids\": [\"3afabced-7f32-44c2-9a89-059403dae0ce\", \"8e109742-b552-4bea-9997-c6750d593dfd\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 12.5}}, {\"71845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-09-20 05:23:34.000000+00:00\", \"2020-01-16 09:06:03.000000+00:00\"], \"session_ids\": [\"ed5bd759-9c3a-4e35-9270-c925d0be5ea2\", \"785c3580-475c-46ac-9bf8-f849ed7665e1\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 12.472}}]\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 7 users to me with a sum of sessions that is above 8 and below 4, exclusively 4 and 8 , and perform sorting by urban title from the largest to the smallest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"76283\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-12 11:17:47.000000+00:00\", \"2020-12-21 14:09:19.000000+00:00\"], \"session_ids\": [\"0fd1555a-7f51-4c39-a47e-031793c223eb\", \"b84a75a0-00f7-4607-a6ab-332d49025a4d\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 2.283}, \"40745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-04 19:23:33.000000+00:00\", \"2023-04-01 03:39:09.000000+00:00\"], \"session_ids\": [\"289ef648-9ed7-4797-9abd-68362a4010e6\", \"f622cb6e-07ca-41fe-8122-5b10ec384296\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"9911\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-10 01:09:09.000000+00:00\", \"2020-06-17 13:52:10.000000+00:00\", \"2020-07-05 20:06:45.000000+00:00\", \"2022-03-18 23:25:51.000000+00:00\", \"2023-02-20 00:35:33.000000+00:00\"], \"session_ids\": [\"03fc5d77-4526-4924-8686-a8d4c223de12\", \"225e37a7-2e22-4b76-9062-0c124596f54b\", \"f45b2aa4-fe48-400d-96a6-881f718504b2\", \"d18371b2-0f12-4cfa-91bc-fc6311a9762c\", \"2ba6cc95-1dbb-4ae7-ad76-b5905836af04\"], \"total_duration\": 59.0, \"total_sessions\": 5, \"mean_week_duration\": 0.421}, \"27994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-18 04:46:18.000000+00:00\", \"2020-03-20 23:22:25.000000+00:00\", \"2021-12-13 04:43:22.000000+00:00\", \"2020-10-04 07:56:08.000000+00:00\", \"2023-05-27 21:25:11.000000+00:00\", \"2022-08-05 07:50:56.000000+00:00\", \"2022-08-10 02:46:05.000000+00:00\", \"2019-10-10 15:19:25.000000+00:00\", \"2023-01-08 09:11:27.000000+00:00\"], \"session_ids\": [\"972ea72a-080d-40b2-9acf-b9d0a284d9b6\", \"652b8c71-6cd9-4287-89c1-cc3cd5ed52aa\", \"041a853f-b6fd-473b-a05d-4d323b2b968e\", \"faea6f1e-2343-4e84-85a5-ece51d4e2122\", \"f7c1bb3d-02f9-44ef-9040-2a0848857cf2\", \"c75a2e07-b5a1-45f0-8628-e335cf5cd951\", \"19449617-ecc9-497e-a4bf-a7acd6e8a081\", \"23148ceb-7773-4212-9990-a6de1bc4e6b9\", \"54a0822d-b248-450d-8371-f38e9077ff73\"], \"total_duration\": 93.0, \"total_sessions\": 9, \"mean_week_duration\": 0.489}, \"27705\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-07-17 05:23:48.000000+00:00\", \"2021-07-30 04:07:29.000000+00:00\"], \"session_ids\": [\"7eb4aeda-6e96-4ad0-8802-c5940f1e2e7c\", \"0e24afa5-06ca-457a-bcd2-1e53f1ad0f93\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 18.5}, \"40433\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-18 00:25:14.000000+00:00\", \"2021-06-25 22:33:33.000000+00:00\"], \"session_ids\": [\"669586a7-31c7-4c8e-97ac-081306ed7b34\", \"cea26052-83d9-4838-871e-8891e16d2644\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}, \"58772\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-17 13:21:16.000000+00:00\", \"2019-01-25 11:18:03.000000+00:00\", \"2023-03-06 07:25:05.000000+00:00\", \"2023-04-09 04:56:46.000000+00:00\", \"2021-05-30 17:51:17.000000+00:00\", \"2021-03-02 05:59:15.000000+00:00\", \"2021-08-24 01:59:39.000000+00:00\", \"2020-05-17 02:52:21.000000+00:00\", \"2020-12-18 00:48:09.000000+00:00\"], \"session_ids\": [\"cd2da2b8-9928-4d3b-8e41-b57511613068\", \"a9c7e2f1-8454-4cd4-bcbd-2a7b51ee6425\", \"df18b7d4-f3c4-4d93-9312-7b24afbdef0b\", \"94a52a25-29d1-40dc-a396-86664dd576f5\", \"08182f36-21dc-47d7-8b73-38a70bdb2e13\", \"13a219f8-2cce-4f47-af1e-07e9a56fe344\", \"73eddea6-e0d2-4d73-a005-3cea326eec35\", \"10102b7c-315c-4699-8ff6-f93fb689ce1f\", \"c8e21353-fd16-4633-b867-c93ad5c8aa36\"], \"total_duration\": 12356.0, \"total_sessions\": 9, \"mean_week_duration\": 56.164}, \"31032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-01-29 19:54:31.000000+00:00\", \"2021-10-29 21:38:35.000000+00:00\", \"2023-06-18 14:59:20.000000+00:00\", \"2019-11-01 04:24:57.000000+00:00\"], \"session_ids\": [\"920a438c-05eb-4bff-adb5-f5ae5970c3bc\", \"b217c2a2-b58b-46bd-affc-58ce5eb2b6cc\", \"9c1a14fa-c6c1-48e8-8c4b-1464f9dab6e9\", \"1ab0bc90-3bf2-4b3d-b169-1ebc380554b0\"], \"total_duration\": 1651.0, \"total_sessions\": 4, \"mean_week_duration\": 8.689}, \"54954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-27 21:20:41.000000+00:00\", \"2021-05-12 02:46:08.000000+00:00\"], \"session_ids\": [\"e6570a8a-6514-487d-8263-0bb81e9e5b2f\", \"b896726b-f861-486c-a908-2630d3457331\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 8.04}, \"38595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-01-02 09:19:53.000000+00:00\", \"2023-04-23 15:54:02.000000+00:00\"], \"session_ids\": [\"65a6e381-9f42-4131-b592-76dd013a744d\", \"d36f63d4-9eb2-4dfb-a281-67cb2d228433\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 4 and are greater 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{\"76283\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-12 11:17:47.000000+00:00\", \"2020-12-21 14:09:19.000000+00:00\"], \"session_ids\": [\"0fd1555a-7f51-4c39-a47e-031793c223eb\", \"b84a75a0-00f7-4607-a6ab-332d49025a4d\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 2.283}, \"40745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-04 19:23:33.000000+00:00\", \"2023-04-01 03:39:09.000000+00:00\"], \"session_ids\": [\"289ef648-9ed7-4797-9abd-68362a4010e6\", \"f622cb6e-07ca-41fe-8122-5b10ec384296\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"27705\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-07-17 05:23:48.000000+00:00\", \"2021-07-30 04:07:29.000000+00:00\"], \"session_ids\": [\"7eb4aeda-6e96-4ad0-8802-c5940f1e2e7c\", \"0e24afa5-06ca-457a-bcd2-1e53f1ad0f93\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 18.5}, \"40433\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-18 00:25:14.000000+00:00\", \"2021-06-25 22:33:33.000000+00:00\"], \"session_ids\": [\"669586a7-31c7-4c8e-97ac-081306ed7b34\", \"cea26052-83d9-4838-871e-8891e16d2644\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}, \"54954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-27 21:20:41.000000+00:00\", \"2021-05-12 02:46:08.000000+00:00\"], \"session_ids\": [\"e6570a8a-6514-487d-8263-0bb81e9e5b2f\", \"b896726b-f861-486c-a908-2630d3457331\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 8.04}, \"38595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-01-02 09:19:53.000000+00:00\", \"2023-04-23 15:54:02.000000+00:00\"], \"session_ids\": [\"65a6e381-9f42-4131-b592-76dd013a744d\", \"d36f63d4-9eb2-4dfb-a281-67cb2d228433\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}, \"27994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-18 04:46:18.000000+00:00\", \"2020-03-20 23:22:25.000000+00:00\", \"2021-12-13 04:43:22.000000+00:00\", \"2020-10-04 07:56:08.000000+00:00\", \"2023-05-27 21:25:11.000000+00:00\", \"2022-08-05 07:50:56.000000+00:00\", \"2022-08-10 02:46:05.000000+00:00\", \"2019-10-10 15:19:25.000000+00:00\", \"2023-01-08 09:11:27.000000+00:00\"], \"session_ids\": [\"972ea72a-080d-40b2-9acf-b9d0a284d9b6\", \"652b8c71-6cd9-4287-89c1-cc3cd5ed52aa\", \"041a853f-b6fd-473b-a05d-4d323b2b968e\", \"faea6f1e-2343-4e84-85a5-ece51d4e2122\", \"f7c1bb3d-02f9-44ef-9040-2a0848857cf2\", \"c75a2e07-b5a1-45f0-8628-e335cf5cd951\", \"19449617-ecc9-497e-a4bf-a7acd6e8a081\", \"23148ceb-7773-4212-9990-a6de1bc4e6b9\", \"54a0822d-b248-450d-8371-f38e9077ff73\"], \"total_duration\": 93.0, \"total_sessions\": 9, \"mean_week_duration\": 0.489}, \"58772\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-17 13:21:16.000000+00:00\", \"2019-01-25 11:18:03.000000+00:00\", \"2023-03-06 07:25:05.000000+00:00\", \"2023-04-09 04:56:46.000000+00:00\", \"2021-05-30 17:51:17.000000+00:00\", \"2021-03-02 05:59:15.000000+00:00\", \"2021-08-24 01:59:39.000000+00:00\", \"2020-05-17 02:52:21.000000+00:00\", \"2020-12-18 00:48:09.000000+00:00\"], \"session_ids\": [\"cd2da2b8-9928-4d3b-8e41-b57511613068\", \"a9c7e2f1-8454-4cd4-bcbd-2a7b51ee6425\", \"df18b7d4-f3c4-4d93-9312-7b24afbdef0b\", \"94a52a25-29d1-40dc-a396-86664dd576f5\", \"08182f36-21dc-47d7-8b73-38a70bdb2e13\", \"13a219f8-2cce-4f47-af1e-07e9a56fe344\", \"73eddea6-e0d2-4d73-a005-3cea326eec35\", \"10102b7c-315c-4699-8ff6-f93fb689ce1f\", \"c8e21353-fd16-4633-b867-c93ad5c8aa36\"], \"total_duration\": 12356.0, \"total_sessions\": 9, \"mean_week_duration\": 56.164}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"27994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-18 04:46:18.000000+00:00\", \"2020-03-20 23:22:25.000000+00:00\", \"2021-12-13 04:43:22.000000+00:00\", \"2020-10-04 07:56:08.000000+00:00\", \"2023-05-27 21:25:11.000000+00:00\", \"2022-08-05 07:50:56.000000+00:00\", \"2022-08-10 02:46:05.000000+00:00\", \"2019-10-10 15:19:25.000000+00:00\", \"2023-01-08 09:11:27.000000+00:00\"], \"session_ids\": [\"972ea72a-080d-40b2-9acf-b9d0a284d9b6\", \"652b8c71-6cd9-4287-89c1-cc3cd5ed52aa\", \"041a853f-b6fd-473b-a05d-4d323b2b968e\", \"faea6f1e-2343-4e84-85a5-ece51d4e2122\", \"f7c1bb3d-02f9-44ef-9040-2a0848857cf2\", \"c75a2e07-b5a1-45f0-8628-e335cf5cd951\", \"19449617-ecc9-497e-a4bf-a7acd6e8a081\", \"23148ceb-7773-4212-9990-a6de1bc4e6b9\", \"54a0822d-b248-450d-8371-f38e9077ff73\"], \"total_duration\": 93.0, \"total_sessions\": 9, \"mean_week_duration\": 0.489}}, {\"38595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-01-02 09:19:53.000000+00:00\", \"2023-04-23 15:54:02.000000+00:00\"], \"session_ids\": [\"65a6e381-9f42-4131-b592-76dd013a744d\", \"d36f63d4-9eb2-4dfb-a281-67cb2d228433\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}}, {\"76283\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-12 11:17:47.000000+00:00\", \"2020-12-21 14:09:19.000000+00:00\"], \"session_ids\": [\"0fd1555a-7f51-4c39-a47e-031793c223eb\", \"b84a75a0-00f7-4607-a6ab-332d49025a4d\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 2.283}}, {\"54954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-27 21:20:41.000000+00:00\", \"2021-05-12 02:46:08.000000+00:00\"], \"session_ids\": [\"e6570a8a-6514-487d-8263-0bb81e9e5b2f\", \"b896726b-f861-486c-a908-2630d3457331\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 8.04}}, {\"27705\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-07-17 05:23:48.000000+00:00\", \"2021-07-30 04:07:29.000000+00:00\"], \"session_ids\": [\"7eb4aeda-6e96-4ad0-8802-c5940f1e2e7c\", \"0e24afa5-06ca-457a-bcd2-1e53f1ad0f93\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 18.5}}, {\"40433\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-18 00:25:14.000000+00:00\", \"2021-06-25 22:33:33.000000+00:00\"], \"session_ids\": [\"669586a7-31c7-4c8e-97ac-081306ed7b34\", \"cea26052-83d9-4838-871e-8891e16d2644\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}}, {\"58772\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-17 13:21:16.000000+00:00\", \"2019-01-25 11:18:03.000000+00:00\", \"2023-03-06 07:25:05.000000+00:00\", \"2023-04-09 04:56:46.000000+00:00\", \"2021-05-30 17:51:17.000000+00:00\", \"2021-03-02 05:59:15.000000+00:00\", \"2021-08-24 01:59:39.000000+00:00\", \"2020-05-17 02:52:21.000000+00:00\", \"2020-12-18 00:48:09.000000+00:00\"], \"session_ids\": [\"cd2da2b8-9928-4d3b-8e41-b57511613068\", \"a9c7e2f1-8454-4cd4-bcbd-2a7b51ee6425\", \"df18b7d4-f3c4-4d93-9312-7b24afbdef0b\", \"94a52a25-29d1-40dc-a396-86664dd576f5\", \"08182f36-21dc-47d7-8b73-38a70bdb2e13\", \"13a219f8-2cce-4f47-af1e-07e9a56fe344\", \"73eddea6-e0d2-4d73-a005-3cea326eec35\", \"10102b7c-315c-4699-8ff6-f93fb689ce1f\", \"c8e21353-fd16-4633-b867-c93ad5c8aa36\"], \"total_duration\": 12356.0, \"total_sessions\": 9, \"mean_week_duration\": 56.164}}, {\"40745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-04 19:23:33.000000+00:00\", \"2023-04-01 03:39:09.000000+00:00\"], \"session_ids\": [\"289ef648-9ed7-4797-9abd-68362a4010e6\", \"f622cb6e-07ca-41fe-8122-5b10ec384296\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 7 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"27994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-18 04:46:18.000000+00:00\", \"2020-03-20 23:22:25.000000+00:00\", \"2021-12-13 04:43:22.000000+00:00\", \"2020-10-04 07:56:08.000000+00:00\", \"2023-05-27 21:25:11.000000+00:00\", \"2022-08-05 07:50:56.000000+00:00\", \"2022-08-10 02:46:05.000000+00:00\", \"2019-10-10 15:19:25.000000+00:00\", \"2023-01-08 09:11:27.000000+00:00\"], \"session_ids\": [\"972ea72a-080d-40b2-9acf-b9d0a284d9b6\", \"652b8c71-6cd9-4287-89c1-cc3cd5ed52aa\", \"041a853f-b6fd-473b-a05d-4d323b2b968e\", \"faea6f1e-2343-4e84-85a5-ece51d4e2122\", \"f7c1bb3d-02f9-44ef-9040-2a0848857cf2\", \"c75a2e07-b5a1-45f0-8628-e335cf5cd951\", \"19449617-ecc9-497e-a4bf-a7acd6e8a081\", \"23148ceb-7773-4212-9990-a6de1bc4e6b9\", \"54a0822d-b248-450d-8371-f38e9077ff73\"], \"total_duration\": 93.0, \"total_sessions\": 9, \"mean_week_duration\": 0.489}}, {\"38595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-01-02 09:19:53.000000+00:00\", \"2023-04-23 15:54:02.000000+00:00\"], \"session_ids\": [\"65a6e381-9f42-4131-b592-76dd013a744d\", \"d36f63d4-9eb2-4dfb-a281-67cb2d228433\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}}, {\"76283\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-12 11:17:47.000000+00:00\", \"2020-12-21 14:09:19.000000+00:00\"], \"session_ids\": [\"0fd1555a-7f51-4c39-a47e-031793c223eb\", \"b84a75a0-00f7-4607-a6ab-332d49025a4d\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 2.283}}, {\"54954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-27 21:20:41.000000+00:00\", \"2021-05-12 02:46:08.000000+00:00\"], \"session_ids\": [\"e6570a8a-6514-487d-8263-0bb81e9e5b2f\", \"b896726b-f861-486c-a908-2630d3457331\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 8.04}}, {\"27705\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-07-17 05:23:48.000000+00:00\", \"2021-07-30 04:07:29.000000+00:00\"], \"session_ids\": [\"7eb4aeda-6e96-4ad0-8802-c5940f1e2e7c\", \"0e24afa5-06ca-457a-bcd2-1e53f1ad0f93\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 18.5}}, {\"40433\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-18 00:25:14.000000+00:00\", \"2021-06-25 22:33:33.000000+00:00\"], \"session_ids\": [\"669586a7-31c7-4c8e-97ac-081306ed7b34\", \"cea26052-83d9-4838-871e-8891e16d2644\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}}, {\"58772\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-17 13:21:16.000000+00:00\", \"2019-01-25 11:18:03.000000+00:00\", \"2023-03-06 07:25:05.000000+00:00\", \"2023-04-09 04:56:46.000000+00:00\", \"2021-05-30 17:51:17.000000+00:00\", \"2021-03-02 05:59:15.000000+00:00\", \"2021-08-24 01:59:39.000000+00:00\", \"2020-05-17 02:52:21.000000+00:00\", \"2020-12-18 00:48:09.000000+00:00\"], \"session_ids\": [\"cd2da2b8-9928-4d3b-8e41-b57511613068\", \"a9c7e2f1-8454-4cd4-bcbd-2a7b51ee6425\", \"df18b7d4-f3c4-4d93-9312-7b24afbdef0b\", \"94a52a25-29d1-40dc-a396-86664dd576f5\", \"08182f36-21dc-47d7-8b73-38a70bdb2e13\", \"13a219f8-2cce-4f47-af1e-07e9a56fe344\", \"73eddea6-e0d2-4d73-a005-3cea326eec35\", \"10102b7c-315c-4699-8ff6-f93fb689ce1f\", \"c8e21353-fd16-4633-b867-c93ad5c8aa36\"], \"total_duration\": 12356.0, \"total_sessions\": 9, \"mean_week_duration\": 56.164}}]\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[{\"27994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-18 04:46:18.000000+00:00\", \"2020-03-20 23:22:25.000000+00:00\", \"2021-12-13 04:43:22.000000+00:00\", \"2020-10-04 07:56:08.000000+00:00\", \"2023-05-27 21:25:11.000000+00:00\", \"2022-08-05 07:50:56.000000+00:00\", \"2022-08-10 02:46:05.000000+00:00\", \"2019-10-10 15:19:25.000000+00:00\", \"2023-01-08 09:11:27.000000+00:00\"], \"session_ids\": [\"972ea72a-080d-40b2-9acf-b9d0a284d9b6\", \"652b8c71-6cd9-4287-89c1-cc3cd5ed52aa\", \"041a853f-b6fd-473b-a05d-4d323b2b968e\", \"faea6f1e-2343-4e84-85a5-ece51d4e2122\", \"f7c1bb3d-02f9-44ef-9040-2a0848857cf2\", \"c75a2e07-b5a1-45f0-8628-e335cf5cd951\", \"19449617-ecc9-497e-a4bf-a7acd6e8a081\", \"23148ceb-7773-4212-9990-a6de1bc4e6b9\", \"54a0822d-b248-450d-8371-f38e9077ff73\"], \"total_duration\": 93.0, \"total_sessions\": 9, \"mean_week_duration\": 0.489}}, {\"38595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-01-02 09:19:53.000000+00:00\", \"2023-04-23 15:54:02.000000+00:00\"], \"session_ids\": [\"65a6e381-9f42-4131-b592-76dd013a744d\", \"d36f63d4-9eb2-4dfb-a281-67cb2d228433\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}}, {\"76283\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-12 11:17:47.000000+00:00\", \"2020-12-21 14:09:19.000000+00:00\"], \"session_ids\": [\"0fd1555a-7f51-4c39-a47e-031793c223eb\", \"b84a75a0-00f7-4607-a6ab-332d49025a4d\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 2.283}}, {\"54954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-27 21:20:41.000000+00:00\", \"2021-05-12 02:46:08.000000+00:00\"], \"session_ids\": [\"e6570a8a-6514-487d-8263-0bb81e9e5b2f\", \"b896726b-f861-486c-a908-2630d3457331\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 8.04}}, {\"27705\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-07-17 05:23:48.000000+00:00\", \"2021-07-30 04:07:29.000000+00:00\"], \"session_ids\": [\"7eb4aeda-6e96-4ad0-8802-c5940f1e2e7c\", \"0e24afa5-06ca-457a-bcd2-1e53f1ad0f93\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 18.5}}, {\"40433\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-18 00:25:14.000000+00:00\", \"2021-06-25 22:33:33.000000+00:00\"], \"session_ids\": [\"669586a7-31c7-4c8e-97ac-081306ed7b34\", \"cea26052-83d9-4838-871e-8891e16d2644\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}}, {\"58772\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-17 13:21:16.000000+00:00\", \"2019-01-25 11:18:03.000000+00:00\", \"2023-03-06 07:25:05.000000+00:00\", \"2023-04-09 04:56:46.000000+00:00\", \"2021-05-30 17:51:17.000000+00:00\", \"2021-03-02 05:59:15.000000+00:00\", \"2021-08-24 01:59:39.000000+00:00\", \"2020-05-17 02:52:21.000000+00:00\", \"2020-12-18 00:48:09.000000+00:00\"], \"session_ids\": [\"cd2da2b8-9928-4d3b-8e41-b57511613068\", \"a9c7e2f1-8454-4cd4-bcbd-2a7b51ee6425\", \"df18b7d4-f3c4-4d93-9312-7b24afbdef0b\", \"94a52a25-29d1-40dc-a396-86664dd576f5\", \"08182f36-21dc-47d7-8b73-38a70bdb2e13\", \"13a219f8-2cce-4f47-af1e-07e9a56fe344\", \"73eddea6-e0d2-4d73-a005-3cea326eec35\", \"10102b7c-315c-4699-8ff6-f93fb689ce1f\", \"c8e21353-fd16-4633-b867-c93ad5c8aa36\"], \"total_duration\": 12356.0, \"total_sessions\": 9, \"mean_week_duration\": 56.164}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm curious about 4 users whose city is Lima also put to use sorting by sum of sessions in descending plus provide me only with 4 pieces of information."
}
] |
[
{
"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{\"16253\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-15 15:57:03.000000+00:00\", \"2020-04-01 15:06:08.000000+00:00\"], \"session_ids\": [\"1b1dbd3c-90b2-4967-a3ef-acc2f16af1ac\", \"2c8c0e1a-ab19-4a03-b9ee-41c63735659d\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 7.7}, \"15201\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-10-23 11:54:40.000000+00:00\", \"2019-12-31 08:20:45.000000+00:00\", \"2021-11-03 08:53:22.000000+00:00\", \"2022-01-12 15:01:58.000000+00:00\", \"2022-08-17 02:57:22.000000+00:00\", \"2019-12-05 19:20:29.000000+00:00\", \"2021-02-24 14:30:00.000000+00:00\", \"2020-12-22 16:35:59.000000+00:00\"], \"session_ids\": [\"57648cb1-dc52-435a-8b4b-fd118076655a\", \"b99ed233-5bd2-4152-a924-c19916db591c\", \"73bf8eb8-e692-4d10-a4af-e06ab89f07db\", \"fbdf7e28-126a-4e8c-a942-9071f878bd3e\", \"4a39f00a-9e82-4e6d-97e8-e52a406bead1\", \"7624475f-25db-43d1-9a3b-c3be76f7eb8f\", \"aad87461-043d-4ca4-8d44-c13758309d06\", \"b49b2ea2-7068-4153-a471-ab2e34981a5e\"], \"total_duration\": 15733.0, \"total_sessions\": 8, \"mean_week_duration\": 111.582}, \"97873\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-23 00:57:30.000000+00:00\", \"2019-07-10 16:28:58.000000+00:00\"], \"session_ids\": [\"92087947-8768-4d9b-9f07-cc9eca9388df\", \"42c076c6-257e-4963-93d8-9dd30dd3ba0d\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}, \"93319\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-14 15:30:18.000000+00:00\", \"2019-04-02 06:20:07.000000+00:00\", \"2019-12-01 21:08:00.000000+00:00\", \"2022-04-20 04:03:03.000000+00:00\", \"2021-10-12 04:19:09.000000+00:00\", \"2020-10-18 20:51:18.000000+00:00\", \"2021-02-25 15:48:54.000000+00:00\", \"2020-11-23 01:58:46.000000+00:00\", \"2021-02-28 13:24:04.000000+00:00\", \"2019-09-07 05:27:24.000000+00:00\", \"2021-07-17 18:35:21.000000+00:00\"], \"session_ids\": [\"789beb3e-dc2b-4246-bdaf-206da9f95a8c\", \"fac4cec4-6a23-4a29-909b-e6374c8c82d1\", \"088655cb-ea21-4668-8136-976926f9471d\", \"7ce25f51-128f-4ec2-b2c1-f7fbf70319bd\", \"59246c73-2a7b-40c3-8cf1-123896d44907\", \"f91c2fb0-1f09-44ce-ae76-27a3423aee7c\", \"ed79dc4e-be92-4717-bc2c-0088b7ef7d9d\", \"0b8c2215-284f-4d55-a0d5-0dfe4e59a8b8\", \"9553a360-a2c7-47fd-9c51-5d059d01f8d8\", \"116153e6-b64d-455a-a982-908ee09ce109\", \"d3e19d62-5c9a-412b-b677-968b937f39e3\"], \"total_duration\": 163.0, \"total_sessions\": 11, \"mean_week_duration\": 1.025}, \"7556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-27 04:32:34.000000+00:00\", \"2020-05-23 03:46:08.000000+00:00\"], \"session_ids\": [\"d957294b-47ea-4991-9978-be6719d00595\", \"3d6c78d6-52c4-42f6-8082-05158e3951f9\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"41583\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-13 12:05:14.000000+00:00\", \"2021-06-04 00:13:10.000000+00:00\"], \"session_ids\": [\"7a0e4ad4-250b-48a8-b065-01bfd3164cf9\", \"6b0e2198-5c03-48a3-b46c-dbb010520259\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}, \"79734\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-01 07:24:22.000000+00:00\", \"2023-03-29 07:32:52.000000+00:00\"], \"session_ids\": [\"8fd62c6e-9ec8-45ae-a578-9cb07a1c3346\", \"408fd49c-ec7e-4526-b803-43b0b26ec388\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 2.324}, \"30394\": {\"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\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-30 15:23:43.000000+00:00\", \"2019-05-07 10:47:37.000000+00:00\"], \"session_ids\": [\"4d997244-883d-4350-a53f-9b15344c155d\", \"572851d3-ecd1-4cb3-82d1-9bda625ea168\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 2.288}, \"17613\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-15 13:57:45.000000+00:00\", \"2022-03-24 11:51:55.000000+00:00\", \"2023-01-04 19:03:36.000000+00:00\", \"2022-01-23 06:32:29.000000+00:00\", \"2023-01-27 11:22:41.000000+00:00\", \"2022-04-15 07:18:48.000000+00:00\", \"2020-04-11 03:47:52.000000+00:00\"], \"session_ids\": [\"eeb51fdf-36bf-445a-a8d4-76646d48bd76\", \"24d0dddb-225a-40b6-a883-414182f9d40e\", \"034b41f4-3da1-4c2e-bb22-c5b545a13e16\", \"28f1cb47-104d-467f-8db8-1d60c3cb25a1\", \"b9e787b8-544c-4491-9cfc-c1c1748d38a3\", \"e2134915-8c0f-47b8-b618-3e39eb8dc96f\", \"bb160a0e-4566-4991-9a83-7d5804d3e564\"], \"total_duration\": 509.0, \"total_sessions\": 7, \"mean_week_duration\": 2.52}, \"30846\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-04 22:26:32.000000+00:00\", \"2020-01-26 05:34:04.000000+00:00\", \"2019-04-12 04:06:38.000000+00:00\", \"2021-10-25 21:18:56.000000+00:00\"], \"session_ids\": [\"2c71ec49-1c79-462b-995d-4065dac05c8e\", \"99521754-55dc-4b5d-8cc0-ab6e038accdc\", \"5e7a24c0-40b0-4a8f-ad9c-f40265734e49\", \"d6ec4322-653a-4340-a00c-a315fb6b2802\"], \"total_duration\": 1021.0, \"total_sessions\": 4, \"mean_week_duration\": 7.619}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is Lima"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Lima\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"30846\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-04 22:26:32.000000+00:00\", \"2020-01-26 05:34:04.000000+00:00\", \"2019-04-12 04:06:38.000000+00:00\", \"2021-10-25 21:18:56.000000+00:00\"], \"session_ids\": [\"2c71ec49-1c79-462b-995d-4065dac05c8e\", \"99521754-55dc-4b5d-8cc0-ab6e038accdc\", \"5e7a24c0-40b0-4a8f-ad9c-f40265734e49\", \"d6ec4322-653a-4340-a00c-a315fb6b2802\"], \"total_duration\": 1021.0, \"total_sessions\": 4, \"mean_week_duration\": 7.619}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to 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[{\"30846\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-04 22:26:32.000000+00:00\", \"2020-01-26 05:34:04.000000+00:00\", \"2019-04-12 04:06:38.000000+00:00\", \"2021-10-25 21:18:56.000000+00:00\"], \"session_ids\": [\"2c71ec49-1c79-462b-995d-4065dac05c8e\", \"99521754-55dc-4b5d-8cc0-ab6e038accdc\", \"5e7a24c0-40b0-4a8f-ad9c-f40265734e49\", \"d6ec4322-653a-4340-a00c-a315fb6b2802\"], \"total_duration\": 1021.0, \"total_sessions\": 4, \"mean_week_duration\": 7.619}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 4 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"30846\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-04 22:26:32.000000+00:00\", \"2020-01-26 05:34:04.000000+00:00\", \"2019-04-12 04:06:38.000000+00:00\", \"2021-10-25 21:18:56.000000+00:00\"], \"session_ids\": [\"2c71ec49-1c79-462b-995d-4065dac05c8e\", \"99521754-55dc-4b5d-8cc0-ab6e038accdc\", \"5e7a24c0-40b0-4a8f-ad9c-f40265734e49\", \"d6ec4322-653a-4340-a00c-a315fb6b2802\"], \"total_duration\": 1021.0, \"total_sessions\": 4, \"mean_week_duration\": 7.619}}]\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[{\"30846\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-04 22:26:32.000000+00:00\", \"2020-01-26 05:34:04.000000+00:00\", \"2019-04-12 04:06:38.000000+00:00\", \"2021-10-25 21:18:56.000000+00:00\"], \"session_ids\": [\"2c71ec49-1c79-462b-995d-4065dac05c8e\", \"99521754-55dc-4b5d-8cc0-ab6e038accdc\", \"5e7a24c0-40b0-4a8f-ad9c-f40265734e49\", \"d6ec4322-653a-4340-a00c-a315fb6b2802\"], \"total_duration\": 1021.0, \"total_sessions\": 4, \"mean_week_duration\": 7.619}}]\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 4 users who are residing in cities Belize City, Singapore City, Madrid, Havana also carry out sorting by average of total time spent in the app per week descending as well as remain 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{\"96415\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-06-23 04:18:15.000000+00:00\", \"2022-03-25 12:13:59.000000+00:00\"], \"session_ids\": [\"aaa521b4-f5c9-4d02-8f68-565df91dc250\", \"5fb0f697-47e8-427b-bb1b-721835c56123\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.215}, \"59904\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-03 20:41:20.000000+00:00\", \"2019-07-20 15:06:13.000000+00:00\"], \"session_ids\": [\"ee24c592-cef1-43be-b722-3cdadebd290f\", \"1c4001a8-15c4-4590-9992-0bfb09cbf496\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.566}, \"21166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-22 16:40:26.000000+00:00\", \"2021-07-03 12:45:45.000000+00:00\", \"2020-03-23 07:23:35.000000+00:00\"], \"session_ids\": [\"cbe98544-4265-46b1-9e0a-7fa7dcda6c37\", \"1fa2a3e1-488b-4f8c-8464-6d535d856abd\", \"1f0c43be-3966-4e33-b740-04d5f7b53b33\"], \"total_duration\": 289.0, \"total_sessions\": 3, \"mean_week_duration\": 2.558}, \"56153\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-09-07 19:19:24.000000+00:00\", \"2020-08-25 03:21:58.000000+00:00\", \"2020-01-17 10:41:53.000000+00:00\"], \"session_ids\": [\"fc75d894-1f0e-4455-939c-bfd3a936796e\", \"c9bde683-ba2e-4c07-b5c5-18b6cf3aca13\", \"33a88e48-5de7-4973-95f3-be90c506cf0e\"], \"total_duration\": 382.0, \"total_sessions\": 3, \"mean_week_duration\": 2.768}, \"24885\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-23 09:00:13.000000+00:00\", \"2019-07-19 04:51:20.000000+00:00\", \"2021-03-30 04:42:39.000000+00:00\"], \"session_ids\": [\"f50b74f1-8699-41c8-a387-4e603a07ddba\", \"37819b40-e34e-4df6-9078-fb0a9f4d5e83\", \"47ffd388-bb09-4579-900b-60a22189a79c\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.382}, \"94206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-21 11:44:57.000000+00:00\", \"2020-01-30 11:51:12.000000+00:00\"], \"session_ids\": [\"be949368-ca53-4e41-86a1-dca240043b1d\", \"b360cdae-2262-4ac0-9698-b398d5cc93d6\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.203}, \"14450\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-07-26 22:36:36.000000+00:00\", \"2021-01-12 13:51:44.000000+00:00\", \"2022-07-18 04:44:19.000000+00:00\", \"2022-12-23 15:29:42.000000+00:00\", \"2021-02-25 18:17:48.000000+00:00\"], \"session_ids\": [\"9d5046cd-d32c-42cd-8b2d-baf1927cb6c0\", \"2cc37132-62a0-4187-b8bd-551d894a1a9e\", \"a900d4f7-4584-4b9d-8763-eeb521263353\", \"29b68765-6b32-4518-9383-4db9a75dfa9a\", \"a8e3403e-cf1d-45c0-b30f-13a9ba4aead7\"], \"total_duration\": 2457.0, \"total_sessions\": 5, \"mean_week_duration\": 24.088}, \"12121\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-06 02:23:58.000000+00:00\", \"2019-09-10 16:53:13.000000+00:00\"], \"session_ids\": [\"6ef939a0-f998-4540-997c-32d11f4734c9\", \"24b9c62f-1b2b-40f7-8254-3d548871782f\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.442}, \"7585\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-03 13:28:10.000000+00:00\", \"2021-11-03 05:25:42.000000+00:00\"], \"session_ids\": [\"69ddd9d8-c01a-48cb-ba48-3200671c3d18\", \"886d86e4-465b-4fd8-be52-d5d5bce4a193\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 2.571}, \"68403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-22 03:07:51.000000+00:00\", \"2021-09-27 03:30:55.000000+00:00\"], \"session_ids\": [\"e011dd62-8370-42cd-8f19-9883fb2c3bdc\", \"b7ba4128-ef19-43ba-911a-a9d70a470931\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 3.8}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are Belize City, Singapore City, Madrid, Havana"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Belize City\", \"Singapore City\", \"Madrid\", \"Havana\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"7585\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-03 13:28:10.000000+00:00\", \"2021-11-03 05:25:42.000000+00:00\"], \"session_ids\": [\"69ddd9d8-c01a-48cb-ba48-3200671c3d18\", \"886d86e4-465b-4fd8-be52-d5d5bce4a193\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 2.571}, \"68403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-22 03:07:51.000000+00:00\", \"2021-09-27 03:30:55.000000+00:00\"], \"session_ids\": [\"e011dd62-8370-42cd-8f19-9883fb2c3bdc\", \"b7ba4128-ef19-43ba-911a-a9d70a470931\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 3.8}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"68403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-22 03:07:51.000000+00:00\", \"2021-09-27 03:30:55.000000+00:00\"], \"session_ids\": [\"e011dd62-8370-42cd-8f19-9883fb2c3bdc\", \"b7ba4128-ef19-43ba-911a-a9d70a470931\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 3.8}}, {\"7585\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-03 13:28:10.000000+00:00\", \"2021-11-03 05:25:42.000000+00:00\"], \"session_ids\": [\"69ddd9d8-c01a-48cb-ba48-3200671c3d18\", \"886d86e4-465b-4fd8-be52-d5d5bce4a193\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 2.571}}]\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[{\"68403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-22 03:07:51.000000+00:00\", \"2021-09-27 03:30:55.000000+00:00\"], \"session_ids\": [\"e011dd62-8370-42cd-8f19-9883fb2c3bdc\", \"b7ba4128-ef19-43ba-911a-a9d70a470931\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 3.8}}, {\"7585\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-03 13:28:10.000000+00:00\", \"2021-11-03 05:25:42.000000+00:00\"], \"session_ids\": [\"69ddd9d8-c01a-48cb-ba48-3200671c3d18\", \"886d86e4-465b-4fd8-be52-d5d5bce4a193\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 2.571}}]\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[{\"68403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-22 03:07:51.000000+00:00\", \"2021-09-27 03:30:55.000000+00:00\"], \"session_ids\": [\"e011dd62-8370-42cd-8f19-9883fb2c3bdc\", \"b7ba4128-ef19-43ba-911a-a9d70a470931\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 3.8}}, {\"7585\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-03 13:28:10.000000+00:00\", \"2021-11-03 05:25:42.000000+00:00\"], \"session_ids\": [\"69ddd9d8-c01a-48cb-ba48-3200671c3d18\", \"886d86e4-465b-4fd8-be52-d5d5bce4a193\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 2.571}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm interested in learning about 5 users who are residents of city Beijing plus put to use sorting by town name desc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"31082\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-16 19:11:03.000000+00:00\", \"2022-02-23 01:38:54.000000+00:00\", \"2021-09-13 05:42:37.000000+00:00\"], \"session_ids\": [\"68f0ca20-57ce-40cd-9064-ade379bdbb26\", \"7919e074-d94c-4534-8ff8-32f3e852d6d6\", \"05d36000-cd7c-439b-bed9-5b37c1c0231f\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.943}, \"85215\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2022-01-01 00:19:35.000000+00:00\", \"2020-12-04 12:50:24.000000+00:00\"], \"session_ids\": [\"4760cdec-8ba5-4cce-82f6-cb06d2fd6af9\", \"b2f823ab-3412-4cb9-9420-ae0904b03676\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 2.071}, \"14273\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-22 20:29:22.000000+00:00\", \"2021-07-23 05:32:33.000000+00:00\", \"2022-03-15 18:59:44.000000+00:00\"], \"session_ids\": [\"d0284eac-b7fb-4f0c-bef2-533ca67f49f4\", \"140ec29e-9340-498d-9ffe-db12653369f7\", \"2ed13868-893f-42fe-a2b1-d1edbaae040a\"], \"total_duration\": 465.0, \"total_sessions\": 3, \"mean_week_duration\": 8.942}, \"95391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-12 01:56:40.000000+00:00\", \"2023-03-12 02:22:46.000000+00:00\", \"2020-09-08 18:16:40.000000+00:00\"], \"session_ids\": [\"f3b7c3b0-662e-420f-a135-3a11a763c612\", \"c898a374-092d-425f-aa85-07738c927685\", \"6d8b3171-49f7-4ca9-adab-e1d4056b3050\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 2.883}, \"93526\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-10-09 20:45:28.000000+00:00\", \"2022-12-28 07:33:49.000000+00:00\", \"2019-01-30 07:04:59.000000+00:00\", \"2020-01-20 22:31:51.000000+00:00\"], \"session_ids\": [\"b3d8e850-3097-4cd5-9326-9d4ae5cd9762\", \"708c792b-8794-43f6-9250-f908d2000e29\", \"a1d209a3-c12d-4a48-8007-271213bca9a0\", \"2bb7cfa3-c3dc-4196-806c-c3776629970e\"], \"total_duration\": 456.0, \"total_sessions\": 4, \"mean_week_duration\": 2.235}, \"68800\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-08-01 15:34:43.000000+00:00\", \"2023-04-25 19:35:53.000000+00:00\", \"2020-09-02 02:22:26.000000+00:00\", \"2022-02-21 22:28:21.000000+00:00\", \"2020-05-07 23:38:05.000000+00:00\", \"2022-08-24 11:07:04.000000+00:00\", \"2019-01-06 06:27:11.000000+00:00\", \"2020-09-10 23:51:44.000000+00:00\", \"2022-06-11 12:04:59.000000+00:00\"], \"session_ids\": [\"fbd1b9dd-7871-4038-aace-79a5a30f2f27\", \"c5942a84-6acf-495d-bbb0-bbccf6503f54\", \"24e577a6-68b8-4a0d-b8f0-1e60aadea07f\", \"a19e00f5-30d8-4751-9742-97ef452d6562\", \"33ac0a4a-0219-463b-80c0-f2ad259a4889\", \"d1dff389-af09-4adc-a675-4cdfeb16eda7\", \"7916ee96-1cc9-4e22-ab11-7d7c3557e152\", \"8d68605d-f01c-43b2-a9be-191039fc6ba8\", \"77141daf-c52a-4357-9aff-6cd1e0a41d4c\"], \"total_duration\": 259.0, \"total_sessions\": 9, \"mean_week_duration\": 1.151}, \"51584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-20 12:01:07.000000+00:00\", \"2019-04-13 08:50:02.000000+00:00\", \"2019-04-13 09:51:27.000000+00:00\", \"2022-09-21 19:03:21.000000+00:00\", \"2022-10-12 16:10:43.000000+00:00\", \"2019-01-14 17:29:11.000000+00:00\", \"2019-08-23 18:21:32.000000+00:00\", \"2020-08-22 18:58:15.000000+00:00\", \"2021-06-05 22:15:41.000000+00:00\"], \"session_ids\": [\"762a889b-32a4-4b07-a693-364782a7aede\", \"cb88fa82-64c9-484a-acc7-b63b7652c1cf\", \"835fbfdf-cfd7-45e6-af4d-8f2bff87ad47\", \"96723d0e-b5d7-40e0-a512-fe4c146d0927\", \"31db96eb-1502-4a8a-a8bc-c498d19a27a7\", \"0eb0e927-9c48-470f-aec7-abf5f02cd25d\", \"ce654efc-7b4d-4a94-9f43-a161d0a0f3ad\", \"9bbe63be-0077-48e5-8d25-1439a06829f4\", \"e3cf2976-92f8-4b75-984d-f1e0d093aaef\"], \"total_duration\": 1801.0, \"total_sessions\": 9, \"mean_week_duration\": 9.189}, \"41552\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-07 18:31:51.000000+00:00\", \"2019-09-22 16:56:21.000000+00:00\"], \"session_ids\": [\"04f94dbb-fde1-4805-ae9a-7ba2863d2ade\", \"1e61b5b0-19a1-4f0e-8eca-ee6c8b2c825a\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 1.773}, \"90166\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-10 09:38:29.000000+00:00\", \"2020-07-06 08:01:35.000000+00:00\"], \"session_ids\": [\"4b52a8bd-dfcb-4c56-ad17-f887a745a48c\", \"a6586e5a-e9d7-4d8f-80d9-25a0c1e35532\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 4.987}, \"89186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-22 23:28:00.000000+00:00\", \"2022-12-25 01:31:49.000000+00:00\"], \"session_ids\": [\"c9996418-c077-4037-a75a-d15f94203b96\", \"85fd0d57-4a79-4434-9b15-4eb884731820\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 4.091}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is Beijing"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Beijing\"]]}}}\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 finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about 4 users whose total duration amount exceeds 1958 also perform sorting by total duration in ascending order + save only 2 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"18610\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-19 14:32:34.000000+00:00\", \"2021-03-18 09:00:38.000000+00:00\", \"2019-08-03 20:08:40.000000+00:00\", \"2023-01-12 04:52:26.000000+00:00\", \"2020-11-25 20:54:50.000000+00:00\", \"2021-08-23 00:45:18.000000+00:00\", \"2020-03-13 14:40:28.000000+00:00\", \"2019-06-18 09:28:58.000000+00:00\", \"2020-10-11 07:37:59.000000+00:00\", \"2020-01-01 12:30:10.000000+00:00\", \"2022-01-04 22:45:21.000000+00:00\"], \"session_ids\": [\"116299cd-ea25-4e1b-973e-1312dade2a0a\", \"5a455a6a-a2ed-47c8-8ea4-01bdd0b2d4ac\", \"5facfb26-f982-4b9a-a1b4-05171bcf81d5\", \"38a6de77-ca8c-4571-bb0d-18f60a583e6c\", \"67556bb7-0c7a-4a3f-8157-e672aef1257b\", \"d7278184-dafd-4863-9105-dcb503a0258f\", \"2dd47e2e-4f23-4814-94d9-97c6368621e2\", \"8eccf401-e377-4c55-8992-5a1785f10d7e\", \"2f642dae-ab19-4af3-ac46-e191d67a91f9\", \"771d619f-14c7-45a0-acb7-93fa3cf494a8\", \"e94f6cb7-eb92-488f-9c9b-d0ab993007cf\"], \"total_duration\": 536.0, \"total_sessions\": 11, \"mean_week_duration\": 2.866}, \"60039\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-14 00:35:34.000000+00:00\", \"2021-04-26 21:33:41.000000+00:00\", \"2020-01-27 13:52:40.000000+00:00\"], \"session_ids\": [\"0d171661-f3b5-4907-b351-5dc5978542fc\", \"f0882f47-40b6-4bde-a765-a6d784fcd777\", \"070f55a9-9574-45e9-9987-93c8045c25ac\"], \"total_duration\": 85.0, \"total_sessions\": 3, \"mean_week_duration\": 0.944}, \"88839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-02-24 00:46:02.000000+00:00\", \"2022-10-19 14:41:30.000000+00:00\"], \"session_ids\": [\"0cdf6b84-f9fe-4ed7-a6e3-873d22819cb3\", \"f782e044-7dfa-4e26-8b5d-d69899104832\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 2.187}, \"64220\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-07 21:09:46.000000+00:00\", \"2022-02-14 20:21:51.000000+00:00\"], \"session_ids\": [\"757d9f7d-aee6-4982-b83c-0a0eaee3ebe6\", \"61eb4b91-04f2-4a21-bfa0-48a63906de9d\"], \"total_duration\": 286.0, \"total_sessions\": 2, \"mean_week_duration\": 9.533}, \"90441\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-10 14:02:05.000000+00:00\", \"2022-12-27 08:10:38.000000+00:00\"], \"session_ids\": [\"f908872e-a57b-46a9-a9c8-d314b60c044e\", \"afe92f6b-01ee-4ae1-a2e2-dd0c89162437\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.264}, \"37719\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-19 06:28:11.000000+00:00\", \"2022-11-21 18:00:52.000000+00:00\", \"2022-09-29 14:12:14.000000+00:00\"], \"session_ids\": [\"01cd7e26-d73f-4bfe-a02a-18c7069e450d\", \"9392bf5f-cce8-4301-be10-168d8f35eb53\", \"7417071a-842e-4d5e-884c-6f94d075d2e9\"], \"total_duration\": 894.0, \"total_sessions\": 3, \"mean_week_duration\": 10.159}, \"65357\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-06-16 21:02:50.000000+00:00\", \"2019-06-03 14:05:46.000000+00:00\", \"2021-03-21 16:56:23.000000+00:00\"], \"session_ids\": [\"2634e07e-5f6e-4c20-930a-f1ab6440e3db\", \"79a82830-b2ca-4629-ada9-26a729c253ff\", \"ecfb9559-172a-4ba5-871b-205020509fad\"], \"total_duration\": 529.0, \"total_sessions\": 3, \"mean_week_duration\": 5.628}, \"38310\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-26 15:36:26.000000+00:00\", \"2021-01-24 01:42:22.000000+00:00\", \"2019-12-09 11:58:27.000000+00:00\"], \"session_ids\": [\"5a92c076-1cb2-46bf-b99b-cd1b23dba027\", \"f560161d-aaad-485c-80ec-349ab51ca49c\", \"477c1061-a9cf-4098-82e3-9e3aca816aa2\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.881}, \"60309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-24 19:46:30.000000+00:00\", \"2020-05-27 02:10:55.000000+00:00\"], \"session_ids\": [\"347435e1-0e3e-4179-8a39-8feca10697d7\", \"079c1e97-4c29-47f4-b98c-bb5b7af6c939\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 2.688}, \"12192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-21 19:35:49.000000+00:00\", \"2019-04-12 14:39:04.000000+00:00\", \"2022-12-07 21:00:41.000000+00:00\", \"2020-03-25 02:02:42.000000+00:00\", \"2022-08-15 11:58:38.000000+00:00\", \"2019-09-09 09:39:32.000000+00:00\", \"2021-11-20 16:26:15.000000+00:00\", \"2019-10-30 15:13:20.000000+00:00\", \"2021-06-25 08:41:59.000000+00:00\"], \"session_ids\": [\"07976433-0db4-4753-9a4e-d6bddd3dc6c5\", \"f726b310-426e-4bb7-a29e-decf19a4178e\", \"93c8abe6-c30e-4708-818e-551976e27f6f\", \"63c1f336-f5ed-4d3a-be14-eb0176f4fada\", \"187cedc1-bc1b-4e49-b8b7-c2dbca359df8\", \"2eb9bb2a-d3cd-4834-a515-3b02145301b5\", \"937a1e61-6c60-40ce-8902-462ca3cd473e\", \"2c46a431-b31e-4e8b-8e23-76ba1e20f165\", \"5f9c04fe-cd10-4657-b272-d5fae9294d4b\"], \"total_duration\": 21840.0, \"total_sessions\": 9, \"mean_week_duration\": 99.726}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 1958"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[1958, 4705]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"12192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-21 19:35:49.000000+00:00\", \"2019-04-12 14:39:04.000000+00:00\", \"2022-12-07 21:00:41.000000+00:00\", \"2020-03-25 02:02:42.000000+00:00\", \"2022-08-15 11:58:38.000000+00:00\", \"2019-09-09 09:39:32.000000+00:00\", \"2021-11-20 16:26:15.000000+00:00\", \"2019-10-30 15:13:20.000000+00:00\", \"2021-06-25 08:41:59.000000+00:00\"], \"session_ids\": [\"07976433-0db4-4753-9a4e-d6bddd3dc6c5\", \"f726b310-426e-4bb7-a29e-decf19a4178e\", \"93c8abe6-c30e-4708-818e-551976e27f6f\", \"63c1f336-f5ed-4d3a-be14-eb0176f4fada\", \"187cedc1-bc1b-4e49-b8b7-c2dbca359df8\", \"2eb9bb2a-d3cd-4834-a515-3b02145301b5\", \"937a1e61-6c60-40ce-8902-462ca3cd473e\", \"2c46a431-b31e-4e8b-8e23-76ba1e20f165\", \"5f9c04fe-cd10-4657-b272-d5fae9294d4b\"], \"total_duration\": 21840.0, \"total_sessions\": 9, \"mean_week_duration\": 99.726}}\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[{\"12192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-21 19:35:49.000000+00:00\", \"2019-04-12 14:39:04.000000+00:00\", \"2022-12-07 21:00:41.000000+00:00\", \"2020-03-25 02:02:42.000000+00:00\", \"2022-08-15 11:58:38.000000+00:00\", \"2019-09-09 09:39:32.000000+00:00\", \"2021-11-20 16:26:15.000000+00:00\", \"2019-10-30 15:13:20.000000+00:00\", \"2021-06-25 08:41:59.000000+00:00\"], \"session_ids\": [\"07976433-0db4-4753-9a4e-d6bddd3dc6c5\", \"f726b310-426e-4bb7-a29e-decf19a4178e\", \"93c8abe6-c30e-4708-818e-551976e27f6f\", \"63c1f336-f5ed-4d3a-be14-eb0176f4fada\", \"187cedc1-bc1b-4e49-b8b7-c2dbca359df8\", \"2eb9bb2a-d3cd-4834-a515-3b02145301b5\", \"937a1e61-6c60-40ce-8902-462ca3cd473e\", \"2c46a431-b31e-4e8b-8e23-76ba1e20f165\", \"5f9c04fe-cd10-4657-b272-d5fae9294d4b\"], \"total_duration\": 21840.0, \"total_sessions\": 9, \"mean_week_duration\": 99.726}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 2 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"12192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-21 19:35:49.000000+00:00\", \"2019-04-12 14:39:04.000000+00:00\", \"2022-12-07 21:00:41.000000+00:00\", \"2020-03-25 02:02:42.000000+00:00\", \"2022-08-15 11:58:38.000000+00:00\", \"2019-09-09 09:39:32.000000+00:00\", \"2021-11-20 16:26:15.000000+00:00\", \"2019-10-30 15:13:20.000000+00:00\", \"2021-06-25 08:41:59.000000+00:00\"], \"session_ids\": [\"07976433-0db4-4753-9a4e-d6bddd3dc6c5\", \"f726b310-426e-4bb7-a29e-decf19a4178e\", \"93c8abe6-c30e-4708-818e-551976e27f6f\", \"63c1f336-f5ed-4d3a-be14-eb0176f4fada\", \"187cedc1-bc1b-4e49-b8b7-c2dbca359df8\", \"2eb9bb2a-d3cd-4834-a515-3b02145301b5\", \"937a1e61-6c60-40ce-8902-462ca3cd473e\", \"2c46a431-b31e-4e8b-8e23-76ba1e20f165\", \"5f9c04fe-cd10-4657-b272-d5fae9294d4b\"], \"total_duration\": 21840.0, \"total_sessions\": 9, \"mean_week_duration\": 99.726}}]\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[{\"12192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-06-21 19:35:49.000000+00:00\", \"2019-04-12 14:39:04.000000+00:00\", \"2022-12-07 21:00:41.000000+00:00\", \"2020-03-25 02:02:42.000000+00:00\", \"2022-08-15 11:58:38.000000+00:00\", \"2019-09-09 09:39:32.000000+00:00\", \"2021-11-20 16:26:15.000000+00:00\", \"2019-10-30 15:13:20.000000+00:00\", \"2021-06-25 08:41:59.000000+00:00\"], \"session_ids\": [\"07976433-0db4-4753-9a4e-d6bddd3dc6c5\", \"f726b310-426e-4bb7-a29e-decf19a4178e\", \"93c8abe6-c30e-4708-818e-551976e27f6f\", \"63c1f336-f5ed-4d3a-be14-eb0176f4fada\", \"187cedc1-bc1b-4e49-b8b7-c2dbca359df8\", \"2eb9bb2a-d3cd-4834-a515-3b02145301b5\", \"937a1e61-6c60-40ce-8902-462ca3cd473e\", \"2c46a431-b31e-4e8b-8e23-76ba1e20f165\", \"5f9c04fe-cd10-4657-b272-d5fae9294d4b\"], \"total_duration\": 21840.0, \"total_sessions\": 9, \"mean_week_duration\": 99.726}}]\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 users whose cities are Athens, Helsinki, Nassau, San Salvador, Warsaw plus carry out sorting by all sessions quantity ascendingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"82295\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-05-24 17:30:54.000000+00:00\", \"2020-05-11 20:36:41.000000+00:00\"], \"session_ids\": [\"c809ca5b-08a8-4d03-821d-72a241ad134c\", \"f7b5b477-4062-4e8e-839f-990d5591af0a\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 1.887}, \"65029\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-10-04 09:14:09.000000+00:00\", \"2022-02-13 19:45:50.000000+00:00\"], \"session_ids\": [\"af4d5182-350b-4517-9bc9-f3cc74c5c2a1\", \"be0d3563-5a55-4cf6-bc83-7b79723ceb63\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 2.31}, \"88610\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-17 18:52:16.000000+00:00\", \"2021-10-01 07:28:51.000000+00:00\"], \"session_ids\": [\"5d84c3ed-217f-4348-9c45-26352cb312c6\", \"e086aced-0036-47fa-ae5e-aff88bdda9a3\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 1.902}, \"85749\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-12-31 05:19:02.000000+00:00\", \"2021-08-14 23:31:52.000000+00:00\", \"2022-04-23 02:00:07.000000+00:00\"], \"session_ids\": [\"879969c3-31f7-4ecc-b665-9e0cecefd247\", \"2c2a9d09-d4cc-47da-b968-c4fc93ebfb1c\", \"5d4a4480-f2f4-4b20-8b83-4be14a63d105\"], \"total_duration\": 965.0, \"total_sessions\": 3, \"mean_week_duration\": 7.975}, \"2145\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2023-06-14 10:38:19.000000+00:00\", \"2021-08-30 13:42:27.000000+00:00\"], \"session_ids\": [\"f87bbbb7-18db-418a-bd10-8433fd51a346\", \"3a5bbd96-1628-4576-9e4f-ca4274b12760\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.372}, \"63140\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-01 14:11:34.000000+00:00\", \"2021-11-01 03:32:37.000000+00:00\", \"2020-02-21 19:15:47.000000+00:00\"], \"session_ids\": [\"f6beeb46-6312-4687-9670-720814fcd512\", \"3cc62d77-8040-4c0a-86ed-fcd3d5ad31a3\", \"02e5a6b6-3ffc-4f3e-b17a-de238be3d507\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.517}, \"22021\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-05-18 12:53:40.000000+00:00\", \"2019-08-27 00:55:38.000000+00:00\"], \"session_ids\": [\"4ed94b81-f570-4baf-8f2e-70c6fa5ff50a\", \"cfc0d1e9-2d77-4f42-8370-1674f8a8f1d8\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.072}, \"79879\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-09-01 15:27:46.000000+00:00\", \"2023-05-16 17:22:06.000000+00:00\"], \"session_ids\": [\"637063e8-01fa-401d-9d35-908182dadda8\", \"c0da6cb4-6d05-44d8-be79-49ecab033b61\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.27}, \"17544\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-31 01:40:13.000000+00:00\", \"2021-11-04 13:02:39.000000+00:00\", \"2023-05-05 10:14:43.000000+00:00\", \"2021-10-10 18:56:47.000000+00:00\"], \"session_ids\": [\"282f0711-a90f-43e7-bcaa-8402962fd6df\", \"f7dda00c-17a9-4ece-934d-ca43039bb7e4\", \"26d39609-8b57-429c-899d-8b149146cd6f\", \"56880582-90e7-4002-beff-ae7bb7d1dfb7\"], \"total_duration\": 1226.0, \"total_sessions\": 4, \"mean_week_duration\": 10.39}, \"75979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-11 17:25:15.000000+00:00\", \"2022-11-21 19:21:43.000000+00:00\"], \"session_ids\": [\"68e3d725-4953-42ab-970c-18b33f8bebf1\", \"2e7dad87-6f89-43cf-9ba6-a704b6ce76fa\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 15.333}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are Athens, Helsinki, Nassau, San Salvador, Warsaw"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Athens\", \"Helsinki\", \"Nassau\", \"San Salvador\", \"Warsaw\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
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