conversations
list |
|---|
[
{
"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[{\"63791\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-18 18:55:23.000000+00:00\", \"2019-05-06 13:32:08.000000+00:00\", \"2022-10-11 17:07:20.000000+00:00\", \"2020-10-26 19:03:01.000000+00:00\", \"2019-04-05 17:19:23.000000+00:00\"], \"session_ids\": [\"1c7dc2e9-b4c7-48c8-932f-6df29429b839\", \"53ae648f-67c9-4b49-9f7b-3740323ef62c\", \"2e0b6caf-cebe-472f-b70c-51b2a2ac8ca1\", \"a3408e18-1c74-44a5-bfb5-5182a9753e22\", \"979db4e6-0dcf-4c7f-8372-8be6d3e5fa47\"], \"total_duration\": 3691.0, \"total_sessions\": 5, \"mean_week_duration\": 20.06}}, {\"74309\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-14 20:52:21.000000+00:00\", \"2022-09-20 10:28:48.000000+00:00\", \"2020-02-14 06:21:08.000000+00:00\", \"2020-05-03 21:59:16.000000+00:00\", \"2019-05-21 03:36:48.000000+00:00\"], \"session_ids\": [\"fcb08eb7-ce46-48eb-86ed-345f111c4b9a\", \"16b1db08-c84c-4e70-a4a4-42c12bc4cd1e\", \"3ff5390e-899b-45e2-9429-77815b83ddc6\", \"d9ced861-1fe8-4a9e-922c-0c796487577b\", \"686fb7d6-8c7e-4111-b7d2-6e12ee1808af\"], \"total_duration\": 127.0, \"total_sessions\": 5, \"mean_week_duration\": 0.73}}, {\"42537\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-11-25 03:16:05.000000+00:00\", \"2023-02-18 10:02:43.000000+00:00\", \"2020-04-29 10:02:32.000000+00:00\"], \"session_ids\": [\"6670d9e1-01cb-4b3d-bf1a-8f4b672a989a\", \"1d070a7c-82d3-44b7-bea7-78cf2560080a\", \"2590f82c-16af-443b-bb68-cf81e3b0dfb4\"], \"total_duration\": 542.0, \"total_sessions\": 3, \"mean_week_duration\": 3.687}}]\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 7 users who live in cities Seoul, Havana, Mumbai, Cape Town, Istanbul additionaly execute sorting by city naming decliningly also display me only 3 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"67720\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-11 20:19:35.000000+00:00\", \"2019-03-04 23:28:27.000000+00:00\"], \"session_ids\": [\"1bf42082-de9f-4018-bb05-cd53a37013a3\", \"39e85657-9f4e-4dd1-80ca-d486b4ac60c6\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 2.393}, \"91037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-10 13:56:13.000000+00:00\", \"2021-07-30 21:06:05.000000+00:00\"], \"session_ids\": [\"1857ad46-55ef-4960-a58e-70a5631b0557\", \"0dbb9ba6-1e49-4e48-bdb4-76da0cc2c590\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 4.833}, \"34412\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-26 12:39:30.000000+00:00\", \"2020-03-24 10:31:43.000000+00:00\", \"2019-01-04 03:43:33.000000+00:00\"], \"session_ids\": [\"a257fd57-5975-4458-a169-a08165c56e44\", \"92557829-6984-48dd-9651-5a2dfb32a3ed\", \"10473b38-5ea3-42df-8b84-b57cb9d1a92d\"], \"total_duration\": 218.0, \"total_sessions\": 3, \"mean_week_duration\": 1.028}, \"37013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-16 18:48:22.000000+00:00\", \"2019-10-17 00:20:53.000000+00:00\"], \"session_ids\": [\"51a9c2c8-ab40-4b85-b644-f7758abf6658\", \"e4917dd5-d48d-4389-9154-e87ea68094c2\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 7.308}, \"23413\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-11-15 14:48:50.000000+00:00\", \"2020-01-27 04:32:23.000000+00:00\", \"2019-05-21 14:05:42.000000+00:00\"], \"session_ids\": [\"ead1bd4e-8b25-463a-9435-c46c9a43bde5\", \"e85b81dc-b42b-420e-85c1-24e8703d5f0c\", \"4c1fdac2-fe22-4873-8afa-39b8861998fe\"], \"total_duration\": 231.0, \"total_sessions\": 3, \"mean_week_duration\": 1.269}, \"44272\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-19 00:43:14.000000+00:00\", \"2020-09-18 03:04:12.000000+00:00\"], \"session_ids\": [\"d3bad764-2c15-4ff1-8c69-c10573fd2015\", \"2e1e1937-a769-41a3-9b67-fd52a18387c2\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 0.87}, \"41596\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-20 06:26:35.000000+00:00\", \"2022-02-24 15:12:59.000000+00:00\"], \"session_ids\": [\"d45a5d79-8454-44d2-92b2-a1bf37dca39f\", \"db3806e5-4fa3-4e05-a7df-50acb320db45\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 1.581}, \"73703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-16 22:12:24.000000+00:00\", \"2019-09-10 07:40:47.000000+00:00\"], \"session_ids\": [\"c79f5958-edd1-4a92-86a9-2cf87f8c81aa\", \"ab6cca47-95b7-4220-a601-f459629f2e8f\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 3.564}, \"23911\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-01 11:10:06.000000+00:00\", \"2023-06-21 19:19:33.000000+00:00\"], \"session_ids\": [\"cf53bb18-7c87-4ca0-a1f6-a7eefac5fbd4\", \"072337a7-4838-4124-938d-b27c841d7b61\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 1.56}, \"72544\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-22 21:14:36.000000+00:00\", \"2021-06-12 22:13:56.000000+00:00\", \"2022-06-28 07:09:26.000000+00:00\"], \"session_ids\": [\"69550476-c324-4ab4-8f6d-92fabf7a37d7\", \"444cc39f-d6c6-4ee5-99fe-6350c2de09a0\", \"f0f6a03d-36ef-4b35-8cd7-dfa533e42538\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 0.952}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Seoul, Havana, Mumbai, Cape Town, Istanbul"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Seoul\", \"Havana\", \"Mumbai\", \"Cape Town\", \"Istanbul\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"73703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-16 22:12:24.000000+00:00\", \"2019-09-10 07:40:47.000000+00:00\"], \"session_ids\": [\"c79f5958-edd1-4a92-86a9-2cf87f8c81aa\", \"ab6cca47-95b7-4220-a601-f459629f2e8f\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 3.564}}\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[{\"73703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-16 22:12:24.000000+00:00\", \"2019-09-10 07:40:47.000000+00:00\"], \"session_ids\": [\"c79f5958-edd1-4a92-86a9-2cf87f8c81aa\", \"ab6cca47-95b7-4220-a601-f459629f2e8f\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 3.564}}]\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[{\"73703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-16 22:12:24.000000+00:00\", \"2019-09-10 07:40:47.000000+00:00\"], \"session_ids\": [\"c79f5958-edd1-4a92-86a9-2cf87f8c81aa\", \"ab6cca47-95b7-4220-a601-f459629f2e8f\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 3.564}}]\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[{\"73703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-16 22:12:24.000000+00:00\", \"2019-09-10 07:40:47.000000+00:00\"], \"session_ids\": [\"c79f5958-edd1-4a92-86a9-2cf87f8c81aa\", \"ab6cca47-95b7-4220-a601-f459629f2e8f\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 3.564}}]\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 user whose number of sessions is same as 5 as well as implement sorting by total_duration in ascending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"73594\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-23 03:42:59.000000+00:00\", \"2021-01-20 04:10:31.000000+00:00\", \"2021-05-10 11:41:23.000000+00:00\", \"2019-11-03 20:35:59.000000+00:00\", \"2020-08-29 00:14:14.000000+00:00\", \"2020-09-03 23:58:27.000000+00:00\", \"2022-12-18 23:26:07.000000+00:00\", \"2019-10-25 13:35:10.000000+00:00\"], \"session_ids\": [\"1104713c-417f-4028-8d61-70a05e9cb626\", \"178fe704-e6af-4785-a9ee-3e75c6d0e81a\", \"7f811122-a435-46c5-9ebd-320e89fb38e2\", \"fbaff2d7-810a-4bdf-a417-f5b0c7b64961\", \"a32e21d7-55c8-46cb-91e9-4508c5ffdc87\", \"1f19a997-270a-4c5c-bf5b-8a861dc5900b\", \"138c90d6-4734-4955-a829-e69ff6b21daa\", \"35eb5317-0bae-4541-a267-999399241d2f\"], \"total_duration\": 10180.0, \"total_sessions\": 8, \"mean_week_duration\": 61.697}, \"91882\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-12 02:59:54.000000+00:00\", \"2020-08-17 22:20:01.000000+00:00\", \"2023-01-18 14:56:02.000000+00:00\", \"2022-08-08 20:42:35.000000+00:00\", \"2022-05-22 22:13:43.000000+00:00\", \"2021-06-04 15:31:08.000000+00:00\"], \"session_ids\": [\"a7b0a958-a451-4f44-b786-84435517e07b\", \"ccd6cb0b-03bc-4a10-919d-7fb35318ccef\", \"edff13ed-8011-4422-9359-e364cfce28fb\", \"e611a496-f116-446e-8d83-fbadc758aa72\", \"774a58c9-daa5-4c7d-8a6e-c557a9499298\", \"f51bc57a-b5f4-4199-b5b4-948ea1b7a434\"], \"total_duration\": 125.0, \"total_sessions\": 6, \"mean_week_duration\": 0.962}, \"83314\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-25 12:25:01.000000+00:00\", \"2021-05-22 10:03:55.000000+00:00\"], \"session_ids\": [\"c0085fb6-dabb-4658-bf30-23e55e00669e\", \"b85977bb-c52e-4408-8434-8ef48dbb89ea\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 3.716}, \"9365\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-01 04:22:54.000000+00:00\", \"2021-04-20 05:45:30.000000+00:00\", \"2021-01-08 00:52:51.000000+00:00\"], \"session_ids\": [\"11e88ef6-172d-4373-b6e3-3b8afc54a09a\", \"e224e947-4aeb-41c0-8de2-38aba1c00a0f\", \"aa3809a4-a26a-478d-9f77-b990db1b8b4f\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 29.238}, \"72781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-12-12 07:46:56.000000+00:00\", \"2022-07-12 02:38:36.000000+00:00\"], \"session_ids\": [\"b1d1fa4e-183c-472c-a6d3-920873ea504b\", \"275ffe49-e49c-4e96-afb1-b0b9936a4a4f\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.59}, \"83508\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-03-10 05:11:50.000000+00:00\", \"2021-02-02 04:37:44.000000+00:00\"], \"session_ids\": [\"81c20cf9-a68a-4770-a7c6-251f6e07c1ec\", \"3c493b0f-e955-49ff-8f15-00b7ab9cc208\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 28.667}, \"69168\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-10-29 08:54:41.000000+00:00\", \"2019-04-21 02:48:41.000000+00:00\"], \"session_ids\": [\"04a39d4b-8342-4659-a477-b4d3656141d0\", \"3d612322-9a4d-4912-bc21-7a7ed0a3f784\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.675}, \"22707\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-20 23:11:16.000000+00:00\", \"2019-06-04 23:25:12.000000+00:00\"], \"session_ids\": [\"f0659ade-bf8a-44b2-b51b-63d1fdbdd77b\", \"1583d3b1-14b4-4666-aef4-106cf0f99f26\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 1.25}, \"28853\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-05 11:33:33.000000+00:00\", \"2020-04-08 12:51:32.000000+00:00\"], \"session_ids\": [\"8049a492-2b1f-4599-98d8-8d3e53ed223b\", \"0985db28-d1d7-4ddf-a2cc-bd0d611c4726\"], \"total_duration\": 474.0, \"total_sessions\": 2, \"mean_week_duration\": 18.231}, \"49627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-12 15:01:58.000000+00:00\", \"2019-01-06 22:22:33.000000+00:00\", \"2023-04-18 02:33:11.000000+00:00\", \"2020-01-12 22:53:11.000000+00:00\", \"2021-04-05 07:49:05.000000+00:00\", \"2020-11-22 08:20:01.000000+00:00\", \"2022-12-20 09:58:55.000000+00:00\"], \"session_ids\": [\"1869780e-a47c-4105-a25a-8d04f1e43f14\", \"e16b88c3-4caf-4083-8fbb-71aaf5cc4e97\", \"a7551619-dfe3-4f08-ae6a-12543477f092\", \"54d32767-5aed-41b6-96a2-2924975ee983\", \"94c1ca75-adae-4254-afdb-5582dfd7743b\", \"16c092c4-91c3-4969-8fc4-33338284353d\", \"aea3edcb-7888-4639-9f39-386670050521\"], \"total_duration\": 2077.0, \"total_sessions\": 7, \"mean_week_duration\": 9.272}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[5, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display user information whose sum of duration is under 1433 inclusively also sort by time in app per week form the lowest to the highest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"47068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-24 14:33:12.000000+00:00\", \"2023-05-24 06:10:14.000000+00:00\", \"2020-12-23 18:32:21.000000+00:00\", \"2021-07-26 14:29:19.000000+00:00\", \"2020-10-06 05:59:35.000000+00:00\"], \"session_ids\": [\"852dda4b-c5da-4e57-af0b-b8c10cd52ec6\", \"19a18902-e914-48c3-8747-1460ce686d6a\", \"c327f824-fe80-438f-be2f-f3ce6c68c399\", \"5154aed1-7a0e-4018-8232-0ced4b7dca85\", \"f7036bdc-186a-42a6-8947-796d75737806\"], \"total_duration\": 2911.0, \"total_sessions\": 5, \"mean_week_duration\": 21.094}, \"67775\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-16 14:34:29.000000+00:00\", \"2021-12-25 17:56:58.000000+00:00\"], \"session_ids\": [\"61639324-8e82-40b5-be3f-3bd3b592e98b\", \"c6ac66d3-63bf-47c4-a85a-7520e0ebcdfa\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.784}, \"63242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-18 06:43:10.000000+00:00\", \"2019-05-03 09:38:18.000000+00:00\"], \"session_ids\": [\"c32ded12-57c3-49a5-aef3-ad9f2b7d574b\", \"91bd6356-80a7-404d-be06-d7d486610b3f\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 3.108}, \"56646\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-02-18 05:01:44.000000+00:00\", \"2021-06-06 18:35:11.000000+00:00\", \"2021-04-24 14:42:08.000000+00:00\", \"2023-06-04 06:49:44.000000+00:00\"], \"session_ids\": [\"8491d69f-cd6f-4cd9-bca9-c1df0ea591c8\", \"b9a277c4-9701-4ea3-8e56-236cbfe44228\", \"a797e0d6-eb8b-47c6-a80c-5653b18c7003\", \"2d72f49e-9e31-43c4-a0bc-30f6af11cc80\"], \"total_duration\": 952.0, \"total_sessions\": 4, \"mean_week_duration\": 5.535}, \"49185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-15 15:36:28.000000+00:00\", \"2021-10-04 22:51:40.000000+00:00\"], \"session_ids\": [\"a62951b0-9867-42bb-ace7-e7d808ca4563\", \"f9fba81f-a6b3-4701-98fb-2be718502186\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 7.452}, \"72571\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-08 01:06:53.000000+00:00\", \"2022-04-09 09:50:35.000000+00:00\", \"2022-09-14 23:30:59.000000+00:00\"], \"session_ids\": [\"c44f583a-2bff-463d-ad88-294dbe7e662d\", \"3cdab3f3-3680-4f9c-b7c2-c2968e1bd90f\", \"d0751f77-1895-4072-aa07-a866589b6865\"], \"total_duration\": 558.0, \"total_sessions\": 3, \"mean_week_duration\": 5.073}, \"20373\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-10 18:28:04.000000+00:00\", \"2023-05-16 06:55:15.000000+00:00\", \"2022-03-30 06:50:38.000000+00:00\", \"2019-10-21 02:22:29.000000+00:00\", \"2023-04-21 16:41:43.000000+00:00\"], \"session_ids\": [\"0783726c-330e-4bf2-bdd9-838618acf468\", \"eaa71442-98fb-4dec-8442-ee2cf8b8e5dd\", \"1396923e-f471-4a1e-96cb-8023e7579a98\", \"a622cf96-532e-49c5-aaec-69461fc8ab19\", \"f2d84645-79ec-4db5-af2c-d900e363cf84\"], \"total_duration\": 502.0, \"total_sessions\": 5, \"mean_week_duration\": 2.684}, \"47933\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-06-13 04:31:34.000000+00:00\", \"2020-10-01 04:15:58.000000+00:00\"], \"session_ids\": [\"b2f472c5-33c6-4862-8b11-f25178d8cbe4\", \"96dc6591-ac85-42f8-acc8-28236e3b2661\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 5.157}, \"28458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-11-01 03:21:01.000000+00:00\", \"2019-03-24 18:31:31.000000+00:00\"], \"session_ids\": [\"7362b5ab-f18e-4f39-b631-47071feb151a\", \"2046189f-fba2-466d-938c-7c5fea322ec7\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 1.032}, \"69017\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-30 19:13:28.000000+00:00\", \"2019-12-02 10:01:14.000000+00:00\"], \"session_ids\": [\"9133c9cb-ec48-4785-aa0b-c745804713f3\", \"42953eeb-8afa-4689-9fed-2a6bfa5ff3b6\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.346}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1433"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[1433, 4562]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"67775\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-16 14:34:29.000000+00:00\", \"2021-12-25 17:56:58.000000+00:00\"], \"session_ids\": [\"61639324-8e82-40b5-be3f-3bd3b592e98b\", \"c6ac66d3-63bf-47c4-a85a-7520e0ebcdfa\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.784}, \"63242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-18 06:43:10.000000+00:00\", \"2019-05-03 09:38:18.000000+00:00\"], \"session_ids\": [\"c32ded12-57c3-49a5-aef3-ad9f2b7d574b\", \"91bd6356-80a7-404d-be06-d7d486610b3f\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 3.108}, \"56646\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-02-18 05:01:44.000000+00:00\", \"2021-06-06 18:35:11.000000+00:00\", \"2021-04-24 14:42:08.000000+00:00\", \"2023-06-04 06:49:44.000000+00:00\"], \"session_ids\": [\"8491d69f-cd6f-4cd9-bca9-c1df0ea591c8\", \"b9a277c4-9701-4ea3-8e56-236cbfe44228\", \"a797e0d6-eb8b-47c6-a80c-5653b18c7003\", \"2d72f49e-9e31-43c4-a0bc-30f6af11cc80\"], \"total_duration\": 952.0, \"total_sessions\": 4, \"mean_week_duration\": 5.535}, \"49185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-15 15:36:28.000000+00:00\", \"2021-10-04 22:51:40.000000+00:00\"], \"session_ids\": [\"a62951b0-9867-42bb-ace7-e7d808ca4563\", \"f9fba81f-a6b3-4701-98fb-2be718502186\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 7.452}, \"72571\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-08 01:06:53.000000+00:00\", \"2022-04-09 09:50:35.000000+00:00\", \"2022-09-14 23:30:59.000000+00:00\"], \"session_ids\": [\"c44f583a-2bff-463d-ad88-294dbe7e662d\", \"3cdab3f3-3680-4f9c-b7c2-c2968e1bd90f\", \"d0751f77-1895-4072-aa07-a866589b6865\"], \"total_duration\": 558.0, \"total_sessions\": 3, \"mean_week_duration\": 5.073}, \"20373\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-10 18:28:04.000000+00:00\", \"2023-05-16 06:55:15.000000+00:00\", \"2022-03-30 06:50:38.000000+00:00\", \"2019-10-21 02:22:29.000000+00:00\", \"2023-04-21 16:41:43.000000+00:00\"], \"session_ids\": [\"0783726c-330e-4bf2-bdd9-838618acf468\", \"eaa71442-98fb-4dec-8442-ee2cf8b8e5dd\", \"1396923e-f471-4a1e-96cb-8023e7579a98\", \"a622cf96-532e-49c5-aaec-69461fc8ab19\", \"f2d84645-79ec-4db5-af2c-d900e363cf84\"], \"total_duration\": 502.0, \"total_sessions\": 5, \"mean_week_duration\": 2.684}, \"47933\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-06-13 04:31:34.000000+00:00\", \"2020-10-01 04:15:58.000000+00:00\"], \"session_ids\": [\"b2f472c5-33c6-4862-8b11-f25178d8cbe4\", \"96dc6591-ac85-42f8-acc8-28236e3b2661\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 5.157}, \"28458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-11-01 03:21:01.000000+00:00\", \"2019-03-24 18:31:31.000000+00:00\"], \"session_ids\": [\"7362b5ab-f18e-4f39-b631-47071feb151a\", \"2046189f-fba2-466d-938c-7c5fea322ec7\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 1.032}, \"69017\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-30 19:13:28.000000+00:00\", \"2019-12-02 10:01:14.000000+00:00\"], \"session_ids\": [\"9133c9cb-ec48-4785-aa0b-c745804713f3\", \"42953eeb-8afa-4689-9fed-2a6bfa5ff3b6\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.346}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"67775\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-16 14:34:29.000000+00:00\", \"2021-12-25 17:56:58.000000+00:00\"], \"session_ids\": [\"61639324-8e82-40b5-be3f-3bd3b592e98b\", \"c6ac66d3-63bf-47c4-a85a-7520e0ebcdfa\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.784}}, {\"28458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-11-01 03:21:01.000000+00:00\", \"2019-03-24 18:31:31.000000+00:00\"], \"session_ids\": [\"7362b5ab-f18e-4f39-b631-47071feb151a\", \"2046189f-fba2-466d-938c-7c5fea322ec7\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 1.032}}, {\"20373\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-10 18:28:04.000000+00:00\", \"2023-05-16 06:55:15.000000+00:00\", \"2022-03-30 06:50:38.000000+00:00\", \"2019-10-21 02:22:29.000000+00:00\", \"2023-04-21 16:41:43.000000+00:00\"], \"session_ids\": [\"0783726c-330e-4bf2-bdd9-838618acf468\", \"eaa71442-98fb-4dec-8442-ee2cf8b8e5dd\", \"1396923e-f471-4a1e-96cb-8023e7579a98\", \"a622cf96-532e-49c5-aaec-69461fc8ab19\", \"f2d84645-79ec-4db5-af2c-d900e363cf84\"], \"total_duration\": 502.0, \"total_sessions\": 5, \"mean_week_duration\": 2.684}}, {\"63242\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-18 06:43:10.000000+00:00\", \"2019-05-03 09:38:18.000000+00:00\"], \"session_ids\": [\"c32ded12-57c3-49a5-aef3-ad9f2b7d574b\", \"91bd6356-80a7-404d-be06-d7d486610b3f\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 3.108}}, {\"69017\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-30 19:13:28.000000+00:00\", \"2019-12-02 10:01:14.000000+00:00\"], \"session_ids\": [\"9133c9cb-ec48-4785-aa0b-c745804713f3\", \"42953eeb-8afa-4689-9fed-2a6bfa5ff3b6\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 3.346}}, {\"72571\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-08 01:06:53.000000+00:00\", \"2022-04-09 09:50:35.000000+00:00\", \"2022-09-14 23:30:59.000000+00:00\"], \"session_ids\": [\"c44f583a-2bff-463d-ad88-294dbe7e662d\", \"3cdab3f3-3680-4f9c-b7c2-c2968e1bd90f\", \"d0751f77-1895-4072-aa07-a866589b6865\"], \"total_duration\": 558.0, \"total_sessions\": 3, \"mean_week_duration\": 5.073}}, {\"47933\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-06-13 04:31:34.000000+00:00\", \"2020-10-01 04:15:58.000000+00:00\"], \"session_ids\": [\"b2f472c5-33c6-4862-8b11-f25178d8cbe4\", \"96dc6591-ac85-42f8-acc8-28236e3b2661\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 5.157}}, {\"56646\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-02-18 05:01:44.000000+00:00\", \"2021-06-06 18:35:11.000000+00:00\", \"2021-04-24 14:42:08.000000+00:00\", \"2023-06-04 06:49:44.000000+00:00\"], \"session_ids\": [\"8491d69f-cd6f-4cd9-bca9-c1df0ea591c8\", \"b9a277c4-9701-4ea3-8e56-236cbfe44228\", \"a797e0d6-eb8b-47c6-a80c-5653b18c7003\", \"2d72f49e-9e31-43c4-a0bc-30f6af11cc80\"], \"total_duration\": 952.0, \"total_sessions\": 4, \"mean_week_duration\": 5.535}}, {\"49185\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-15 15:36:28.000000+00:00\", \"2021-10-04 22:51:40.000000+00:00\"], \"session_ids\": [\"a62951b0-9867-42bb-ace7-e7d808ca4563\", \"f9fba81f-a6b3-4701-98fb-2be718502186\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 7.452}}]\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[{\"67775\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-16 14:34:29.000000+00:00\", \"2021-12-25 17:56:58.000000+00:00\"], \"session_ids\": [\"61639324-8e82-40b5-be3f-3bd3b592e98b\", \"c6ac66d3-63bf-47c4-a85a-7520e0ebcdfa\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.784}}]\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[{\"67775\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-16 14:34:29.000000+00:00\", \"2021-12-25 17:56:58.000000+00:00\"], \"session_ids\": [\"61639324-8e82-40b5-be3f-3bd3b592e98b\", \"c6ac66d3-63bf-47c4-a85a-7520e0ebcdfa\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.784}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide me an information about users whose overall total duration bigger than 4328 and smaller than 2116 , and sort by sessions count risingly."
}
] |
[
{
"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{\"30304\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-13 03:46:24.000000+00:00\", \"2021-01-06 14:04:09.000000+00:00\", \"2020-08-04 05:03:51.000000+00:00\", \"2023-06-22 20:47:06.000000+00:00\", \"2021-11-23 12:12:24.000000+00:00\", \"2020-05-21 20:12:28.000000+00:00\"], \"session_ids\": [\"5552dead-9faf-4c2c-8fa5-8805e96187b3\", \"3bbc1573-df01-46bd-b4d8-b311530d355c\", \"b5314a75-ceda-4d79-9b8a-ded4abfeca00\", \"45cab93e-8301-4c59-92bf-67cc3a3f9e0f\", \"51032cb7-d1d9-4263-aa32-678119c88589\", \"420593c1-5f97-4132-86ab-03ec4767089a\"], \"total_duration\": 2599.0, \"total_sessions\": 6, \"mean_week_duration\": 11.868}, \"37014\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-02-25 06:48:04.000000+00:00\", \"2019-05-19 12:47:58.000000+00:00\", \"2021-08-27 12:15:54.000000+00:00\", \"2022-04-12 19:50:45.000000+00:00\"], \"session_ids\": [\"a89183cb-4402-493e-9c7c-b4fc8e984aba\", \"23a29f69-441f-4aed-9f2f-7fd588be14b8\", \"37f8fe55-d102-43e1-840e-47ba3a41b2ce\", \"9c1d7aae-bc69-4214-8873-75070bb0001c\"], \"total_duration\": 1738.0, \"total_sessions\": 4, \"mean_week_duration\": 10.598}, \"68854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-09 01:01:55.000000+00:00\", \"2020-10-02 12:17:08.000000+00:00\"], \"session_ids\": [\"a5c5e265-9054-4d3c-9bcc-b0fde8ab6052\", \"b5a9dc8f-080c-4e02-a476-649c457a24d3\"], \"total_duration\": 417.0, \"total_sessions\": 2, \"mean_week_duration\": 6.043}, \"13958\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-09-07 15:25:24.000000+00:00\", \"2021-05-08 09:07:30.000000+00:00\"], \"session_ids\": [\"1727e3da-f4ec-4eb0-9fd5-cb2a4cab2291\", \"e6e19c27-7e64-4351-948e-345d87eb5564\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 5.286}, \"30307\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-02-19 23:37:45.000000+00:00\", \"2020-09-08 12:54:21.000000+00:00\"], \"session_ids\": [\"85f59f57-e03e-4533-9691-3d6d9e5e1fe5\", \"ede698fd-3ac8-4765-9601-d6eb8d375f74\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"3933\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-10 03:59:12.000000+00:00\", \"2022-10-08 13:15:30.000000+00:00\", \"2023-05-12 10:45:20.000000+00:00\"], \"session_ids\": [\"e7a622c5-8807-47f7-b6c1-48499883dbcb\", \"8fa8c6a2-8101-4e41-95c2-09cef07ef50d\", \"769a4ba4-50d4-455c-b917-92cb44f51b69\"], \"total_duration\": 533.0, \"total_sessions\": 3, \"mean_week_duration\": 3.311}, \"56541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-19 12:08:53.000000+00:00\", \"2021-10-29 13:45:12.000000+00:00\"], \"session_ids\": [\"f9951c95-99f7-4b93-8191-057f37438541\", \"b5aba241-057a-46d0-b7f6-b8d577e2c38e\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"2974\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-04 06:59:29.000000+00:00\", \"2019-05-08 00:24:25.000000+00:00\"], \"session_ids\": [\"6b5b0708-1c2d-481c-8400-7ac144b519cd\", \"698f64e5-fae9-4801-81f5-e6b325f77a05\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.88}, \"3135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-21 14:01:59.000000+00:00\", \"2020-10-26 18:48:18.000000+00:00\"], \"session_ids\": [\"3fc9d17d-b18c-4178-99b1-1b7d4abda8c4\", \"ccd304f8-aa08-4333-87ff-bc5a820ae09d\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.09}, \"97728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-16 11:43:49.000000+00:00\", \"2019-09-12 05:17:16.000000+00:00\"], \"session_ids\": [\"7c4ced0d-f36f-4fde-98df-5c1bed03f93a\", \"83eff716-83e5-40b8-8dcf-7db49a3f28fc\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 208.0}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 2116 and are equal or greater than 4328"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[2116, 4328]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"37014\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-02-25 06:48:04.000000+00:00\", \"2019-05-19 12:47:58.000000+00:00\", \"2021-08-27 12:15:54.000000+00:00\", \"2022-04-12 19:50:45.000000+00:00\"], \"session_ids\": [\"a89183cb-4402-493e-9c7c-b4fc8e984aba\", \"23a29f69-441f-4aed-9f2f-7fd588be14b8\", \"37f8fe55-d102-43e1-840e-47ba3a41b2ce\", \"9c1d7aae-bc69-4214-8873-75070bb0001c\"], \"total_duration\": 1738.0, \"total_sessions\": 4, \"mean_week_duration\": 10.598}, \"68854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-09 01:01:55.000000+00:00\", \"2020-10-02 12:17:08.000000+00:00\"], \"session_ids\": [\"a5c5e265-9054-4d3c-9bcc-b0fde8ab6052\", \"b5a9dc8f-080c-4e02-a476-649c457a24d3\"], \"total_duration\": 417.0, \"total_sessions\": 2, \"mean_week_duration\": 6.043}, \"13958\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-09-07 15:25:24.000000+00:00\", \"2021-05-08 09:07:30.000000+00:00\"], \"session_ids\": [\"1727e3da-f4ec-4eb0-9fd5-cb2a4cab2291\", \"e6e19c27-7e64-4351-948e-345d87eb5564\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 5.286}, \"30307\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-02-19 23:37:45.000000+00:00\", \"2020-09-08 12:54:21.000000+00:00\"], \"session_ids\": [\"85f59f57-e03e-4533-9691-3d6d9e5e1fe5\", \"ede698fd-3ac8-4765-9601-d6eb8d375f74\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"3933\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-10 03:59:12.000000+00:00\", \"2022-10-08 13:15:30.000000+00:00\", \"2023-05-12 10:45:20.000000+00:00\"], \"session_ids\": [\"e7a622c5-8807-47f7-b6c1-48499883dbcb\", \"8fa8c6a2-8101-4e41-95c2-09cef07ef50d\", \"769a4ba4-50d4-455c-b917-92cb44f51b69\"], \"total_duration\": 533.0, \"total_sessions\": 3, \"mean_week_duration\": 3.311}, \"56541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-19 12:08:53.000000+00:00\", \"2021-10-29 13:45:12.000000+00:00\"], \"session_ids\": [\"f9951c95-99f7-4b93-8191-057f37438541\", \"b5aba241-057a-46d0-b7f6-b8d577e2c38e\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"2974\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-04 06:59:29.000000+00:00\", \"2019-05-08 00:24:25.000000+00:00\"], \"session_ids\": [\"6b5b0708-1c2d-481c-8400-7ac144b519cd\", \"698f64e5-fae9-4801-81f5-e6b325f77a05\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.88}, \"3135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-21 14:01:59.000000+00:00\", \"2020-10-26 18:48:18.000000+00:00\"], \"session_ids\": [\"3fc9d17d-b18c-4178-99b1-1b7d4abda8c4\", \"ccd304f8-aa08-4333-87ff-bc5a820ae09d\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.09}, \"97728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-16 11:43:49.000000+00:00\", \"2019-09-12 05:17:16.000000+00:00\"], \"session_ids\": [\"7c4ced0d-f36f-4fde-98df-5c1bed03f93a\", \"83eff716-83e5-40b8-8dcf-7db49a3f28fc\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 208.0}}\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[{\"68854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-09 01:01:55.000000+00:00\", \"2020-10-02 12:17:08.000000+00:00\"], \"session_ids\": [\"a5c5e265-9054-4d3c-9bcc-b0fde8ab6052\", \"b5a9dc8f-080c-4e02-a476-649c457a24d3\"], \"total_duration\": 417.0, \"total_sessions\": 2, \"mean_week_duration\": 6.043}}, {\"13958\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-09-07 15:25:24.000000+00:00\", \"2021-05-08 09:07:30.000000+00:00\"], \"session_ids\": [\"1727e3da-f4ec-4eb0-9fd5-cb2a4cab2291\", \"e6e19c27-7e64-4351-948e-345d87eb5564\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 5.286}}, {\"30307\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-02-19 23:37:45.000000+00:00\", \"2020-09-08 12:54:21.000000+00:00\"], \"session_ids\": [\"85f59f57-e03e-4533-9691-3d6d9e5e1fe5\", \"ede698fd-3ac8-4765-9601-d6eb8d375f74\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}}, {\"56541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-19 12:08:53.000000+00:00\", \"2021-10-29 13:45:12.000000+00:00\"], \"session_ids\": [\"f9951c95-99f7-4b93-8191-057f37438541\", \"b5aba241-057a-46d0-b7f6-b8d577e2c38e\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}, {\"2974\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-04 06:59:29.000000+00:00\", \"2019-05-08 00:24:25.000000+00:00\"], \"session_ids\": [\"6b5b0708-1c2d-481c-8400-7ac144b519cd\", \"698f64e5-fae9-4801-81f5-e6b325f77a05\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.88}}, {\"3135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-21 14:01:59.000000+00:00\", \"2020-10-26 18:48:18.000000+00:00\"], \"session_ids\": [\"3fc9d17d-b18c-4178-99b1-1b7d4abda8c4\", \"ccd304f8-aa08-4333-87ff-bc5a820ae09d\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.09}}, {\"97728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-16 11:43:49.000000+00:00\", \"2019-09-12 05:17:16.000000+00:00\"], \"session_ids\": [\"7c4ced0d-f36f-4fde-98df-5c1bed03f93a\", \"83eff716-83e5-40b8-8dcf-7db49a3f28fc\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 208.0}}, {\"3933\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-10 03:59:12.000000+00:00\", \"2022-10-08 13:15:30.000000+00:00\", \"2023-05-12 10:45:20.000000+00:00\"], \"session_ids\": [\"e7a622c5-8807-47f7-b6c1-48499883dbcb\", \"8fa8c6a2-8101-4e41-95c2-09cef07ef50d\", \"769a4ba4-50d4-455c-b917-92cb44f51b69\"], \"total_duration\": 533.0, \"total_sessions\": 3, \"mean_week_duration\": 3.311}}, {\"37014\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-02-25 06:48:04.000000+00:00\", \"2019-05-19 12:47:58.000000+00:00\", \"2021-08-27 12:15:54.000000+00:00\", \"2022-04-12 19:50:45.000000+00:00\"], \"session_ids\": [\"a89183cb-4402-493e-9c7c-b4fc8e984aba\", \"23a29f69-441f-4aed-9f2f-7fd588be14b8\", \"37f8fe55-d102-43e1-840e-47ba3a41b2ce\", \"9c1d7aae-bc69-4214-8873-75070bb0001c\"], \"total_duration\": 1738.0, \"total_sessions\": 4, \"mean_week_duration\": 10.598}}]\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[{\"68854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-09 01:01:55.000000+00:00\", \"2020-10-02 12:17:08.000000+00:00\"], \"session_ids\": [\"a5c5e265-9054-4d3c-9bcc-b0fde8ab6052\", \"b5a9dc8f-080c-4e02-a476-649c457a24d3\"], \"total_duration\": 417.0, \"total_sessions\": 2, \"mean_week_duration\": 6.043}}, {\"13958\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-09-07 15:25:24.000000+00:00\", \"2021-05-08 09:07:30.000000+00:00\"], \"session_ids\": [\"1727e3da-f4ec-4eb0-9fd5-cb2a4cab2291\", \"e6e19c27-7e64-4351-948e-345d87eb5564\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 5.286}}, {\"30307\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-02-19 23:37:45.000000+00:00\", \"2020-09-08 12:54:21.000000+00:00\"], \"session_ids\": [\"85f59f57-e03e-4533-9691-3d6d9e5e1fe5\", \"ede698fd-3ac8-4765-9601-d6eb8d375f74\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}}, {\"56541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-19 12:08:53.000000+00:00\", \"2021-10-29 13:45:12.000000+00:00\"], \"session_ids\": [\"f9951c95-99f7-4b93-8191-057f37438541\", \"b5aba241-057a-46d0-b7f6-b8d577e2c38e\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}, {\"2974\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-04 06:59:29.000000+00:00\", \"2019-05-08 00:24:25.000000+00:00\"], \"session_ids\": [\"6b5b0708-1c2d-481c-8400-7ac144b519cd\", \"698f64e5-fae9-4801-81f5-e6b325f77a05\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.88}}, {\"3135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-21 14:01:59.000000+00:00\", \"2020-10-26 18:48:18.000000+00:00\"], \"session_ids\": [\"3fc9d17d-b18c-4178-99b1-1b7d4abda8c4\", \"ccd304f8-aa08-4333-87ff-bc5a820ae09d\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.09}}, {\"97728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-16 11:43:49.000000+00:00\", \"2019-09-12 05:17:16.000000+00:00\"], \"session_ids\": [\"7c4ced0d-f36f-4fde-98df-5c1bed03f93a\", \"83eff716-83e5-40b8-8dcf-7db49a3f28fc\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 208.0}}, {\"3933\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-10 03:59:12.000000+00:00\", \"2022-10-08 13:15:30.000000+00:00\", \"2023-05-12 10:45:20.000000+00:00\"], \"session_ids\": [\"e7a622c5-8807-47f7-b6c1-48499883dbcb\", \"8fa8c6a2-8101-4e41-95c2-09cef07ef50d\", \"769a4ba4-50d4-455c-b917-92cb44f51b69\"], \"total_duration\": 533.0, \"total_sessions\": 3, \"mean_week_duration\": 3.311}}, {\"37014\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-02-25 06:48:04.000000+00:00\", \"2019-05-19 12:47:58.000000+00:00\", \"2021-08-27 12:15:54.000000+00:00\", \"2022-04-12 19:50:45.000000+00:00\"], \"session_ids\": [\"a89183cb-4402-493e-9c7c-b4fc8e984aba\", \"23a29f69-441f-4aed-9f2f-7fd588be14b8\", \"37f8fe55-d102-43e1-840e-47ba3a41b2ce\", \"9c1d7aae-bc69-4214-8873-75070bb0001c\"], \"total_duration\": 1738.0, \"total_sessions\": 4, \"mean_week_duration\": 10.598}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into 4 users whose duration total is greater than 2896 and less than 1584 (both not including) , carry out sorting by urban center name form the highest value to the lowest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"72766\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-18 00:28:34.000000+00:00\", \"2020-07-18 11:13:14.000000+00:00\", \"2021-10-27 02:16:45.000000+00:00\", \"2020-02-26 20:33:26.000000+00:00\", \"2023-04-14 22:23:32.000000+00:00\", \"2021-03-27 02:13:30.000000+00:00\", \"2022-10-30 10:08:46.000000+00:00\", \"2020-11-16 13:19:47.000000+00:00\"], \"session_ids\": [\"c43b1bba-8765-4463-8854-6ce52bb5d393\", \"0a096012-5998-46b4-a896-e64f33c6a38b\", \"0d710bdd-8490-420a-9437-bbf7a13e8804\", \"9b707cde-ade4-49e3-bb94-37c89780891d\", \"963433c0-ba1e-4a85-986f-d13c1feb8500\", \"1f7b11ff-3c78-4fa5-a19e-ca8cdeb22bdb\", \"0eb12494-efb7-4b04-a2af-d11e1538c159\", \"e7ed7a48-02f8-4115-aa85-9b110860a28b\"], \"total_duration\": 15648.0, \"total_sessions\": 8, \"mean_week_duration\": 95.415}, \"92017\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-07 23:45:40.000000+00:00\", \"2020-07-26 16:45:53.000000+00:00\", \"2020-07-05 17:14:50.000000+00:00\", \"2022-01-02 01:07:25.000000+00:00\"], \"session_ids\": [\"35e6559c-fb0c-47b2-b44c-dd42321e1087\", \"2ce92c32-d99c-4dfb-acc6-83e6cf35d3b6\", \"8274a944-2b26-43ac-9ece-049e048cceb7\", \"a5a32474-34c7-4ae2-b70b-03c3118bcbca\"], \"total_duration\": 598.0, \"total_sessions\": 4, \"mean_week_duration\": 4.942}, \"94392\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-10-18 23:59:24.000000+00:00\", \"2021-02-22 16:10:29.000000+00:00\", \"2023-03-11 22:52:02.000000+00:00\"], \"session_ids\": [\"4315c9ab-f584-4a95-97a8-0a62d388e25e\", \"091df20d-6db5-4abe-afe0-b76af2b37d38\", \"a6a4fbd4-9d68-4cf9-b7e7-00ccbf806c1c\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.234}, \"73164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-04 19:55:02.000000+00:00\", \"2021-12-21 01:05:17.000000+00:00\"], \"session_ids\": [\"45d88113-0c5f-4080-9e3d-d8dd9ca81d9e\", \"782b44b1-2cd3-4320-9b73-03eace5e5733\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 3.027}, \"11189\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-30 11:15:10.000000+00:00\", \"2022-08-29 10:11:58.000000+00:00\", \"2020-07-03 08:37:56.000000+00:00\", \"2019-07-30 10:42:34.000000+00:00\", \"2022-05-07 16:55:58.000000+00:00\", \"2020-08-13 14:34:27.000000+00:00\", \"2022-06-25 14:00:42.000000+00:00\", \"2020-07-18 03:27:40.000000+00:00\", \"2021-09-23 03:28:28.000000+00:00\"], \"session_ids\": [\"accaaaad-6a70-4201-99a6-8ba0d571bcb9\", \"b6ec4a2e-dd5b-426e-a459-d6d62ea1640a\", \"45fe9baa-69df-4c13-8da8-ce5cf382bb2a\", \"bdc3edae-30b3-4b44-90e1-75838b50f39b\", \"2c7325a8-6938-4864-9e11-5957cb7566ab\", \"34b16d28-37f9-47ac-a240-1b55678f8864\", \"2ca220e5-a151-4d43-a7dd-c87764f8e8cb\", \"8afc8b5d-ad06-4f1c-bb6a-b768f3835976\", \"7e79d395-d28f-4e82-9b73-02a1016b5816\"], \"total_duration\": 10516.0, \"total_sessions\": 9, \"mean_week_duration\": 61.859}, \"16214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-27 22:23:19.000000+00:00\", \"2022-07-06 11:50:49.000000+00:00\", \"2023-06-01 00:34:29.000000+00:00\", \"2022-09-04 02:02:21.000000+00:00\", \"2022-06-14 13:48:30.000000+00:00\"], \"session_ids\": [\"9594879d-ea64-4ad0-a439-ebcc0febafd3\", \"a4d8457b-870f-4897-9c69-f557e7e8f1b5\", \"b8dbc238-cefe-4736-92f7-7ab440abb9ce\", \"33123b00-91c0-4441-acb1-562b1d11bd03\", \"497e6980-9e65-43a2-ab45-ffea5553565e\"], \"total_duration\": 245.0, \"total_sessions\": 5, \"mean_week_duration\": 1.219}, \"94914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 15:18:45.000000+00:00\", \"2021-08-22 06:38:26.000000+00:00\", \"2022-12-21 06:11:30.000000+00:00\", \"2021-02-23 13:14:24.000000+00:00\"], \"session_ids\": [\"5184b2ad-13d8-4ef9-b916-bc7cf7acbcdd\", \"13bf1758-b9e5-4b11-a0b1-a1ad88a72fa1\", \"111e8824-b3df-47ff-a2ec-3e7dc9d2884d\", \"36d3a9db-c72c-409a-89c4-41d3572c1857\"], \"total_duration\": 514.0, \"total_sessions\": 4, \"mean_week_duration\": 2.649}, \"27700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-06 23:25:07.000000+00:00\", \"2021-02-19 11:19:59.000000+00:00\"], \"session_ids\": [\"405871cb-dee5-43d0-9c22-8c28d636aec4\", \"3e05f5de-1721-4f91-ad95-63505539eacd\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}, \"96991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-18 01:57:11.000000+00:00\", \"2020-11-28 10:05:37.000000+00:00\", \"2022-12-01 18:16:26.000000+00:00\", \"2023-03-27 14:12:51.000000+00:00\"], \"session_ids\": [\"bdd723ab-3b27-406a-bc37-23a24d86ded8\", \"15ac3798-1b54-4e5a-83e1-88b4d6f2c425\", \"6534c859-a9ec-4ccf-9279-ae968e8b2b62\", \"8336478b-3769-4291-8543-5a731d4414e1\"], \"total_duration\": 242.0, \"total_sessions\": 4, \"mean_week_duration\": 1.984}, \"2789\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-01-06 13:31:06.000000+00:00\", \"2023-02-26 14:05:58.000000+00:00\"], \"session_ids\": [\"fcae6531-1cfb-4695-996e-fc9c7bd32911\", \"74bef795-fd04-4da9-b23b-ea85721bd810\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.139}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are less than 1584 and are greater than 2896"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[1584, 2896]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"92017\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-07 23:45:40.000000+00:00\", \"2020-07-26 16:45:53.000000+00:00\", \"2020-07-05 17:14:50.000000+00:00\", \"2022-01-02 01:07:25.000000+00:00\"], \"session_ids\": [\"35e6559c-fb0c-47b2-b44c-dd42321e1087\", \"2ce92c32-d99c-4dfb-acc6-83e6cf35d3b6\", \"8274a944-2b26-43ac-9ece-049e048cceb7\", \"a5a32474-34c7-4ae2-b70b-03c3118bcbca\"], \"total_duration\": 598.0, \"total_sessions\": 4, \"mean_week_duration\": 4.942}, \"94392\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-10-18 23:59:24.000000+00:00\", \"2021-02-22 16:10:29.000000+00:00\", \"2023-03-11 22:52:02.000000+00:00\"], \"session_ids\": [\"4315c9ab-f584-4a95-97a8-0a62d388e25e\", \"091df20d-6db5-4abe-afe0-b76af2b37d38\", \"a6a4fbd4-9d68-4cf9-b7e7-00ccbf806c1c\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.234}, \"73164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-04 19:55:02.000000+00:00\", \"2021-12-21 01:05:17.000000+00:00\"], \"session_ids\": [\"45d88113-0c5f-4080-9e3d-d8dd9ca81d9e\", \"782b44b1-2cd3-4320-9b73-03eace5e5733\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 3.027}, \"16214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-27 22:23:19.000000+00:00\", \"2022-07-06 11:50:49.000000+00:00\", \"2023-06-01 00:34:29.000000+00:00\", \"2022-09-04 02:02:21.000000+00:00\", \"2022-06-14 13:48:30.000000+00:00\"], \"session_ids\": [\"9594879d-ea64-4ad0-a439-ebcc0febafd3\", \"a4d8457b-870f-4897-9c69-f557e7e8f1b5\", \"b8dbc238-cefe-4736-92f7-7ab440abb9ce\", \"33123b00-91c0-4441-acb1-562b1d11bd03\", \"497e6980-9e65-43a2-ab45-ffea5553565e\"], \"total_duration\": 245.0, \"total_sessions\": 5, \"mean_week_duration\": 1.219}, \"94914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 15:18:45.000000+00:00\", \"2021-08-22 06:38:26.000000+00:00\", \"2022-12-21 06:11:30.000000+00:00\", \"2021-02-23 13:14:24.000000+00:00\"], \"session_ids\": [\"5184b2ad-13d8-4ef9-b916-bc7cf7acbcdd\", \"13bf1758-b9e5-4b11-a0b1-a1ad88a72fa1\", \"111e8824-b3df-47ff-a2ec-3e7dc9d2884d\", \"36d3a9db-c72c-409a-89c4-41d3572c1857\"], \"total_duration\": 514.0, \"total_sessions\": 4, \"mean_week_duration\": 2.649}, \"27700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-06 23:25:07.000000+00:00\", \"2021-02-19 11:19:59.000000+00:00\"], \"session_ids\": [\"405871cb-dee5-43d0-9c22-8c28d636aec4\", \"3e05f5de-1721-4f91-ad95-63505539eacd\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}, \"96991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-18 01:57:11.000000+00:00\", \"2020-11-28 10:05:37.000000+00:00\", \"2022-12-01 18:16:26.000000+00:00\", \"2023-03-27 14:12:51.000000+00:00\"], \"session_ids\": [\"bdd723ab-3b27-406a-bc37-23a24d86ded8\", \"15ac3798-1b54-4e5a-83e1-88b4d6f2c425\", \"6534c859-a9ec-4ccf-9279-ae968e8b2b62\", \"8336478b-3769-4291-8543-5a731d4414e1\"], \"total_duration\": 242.0, \"total_sessions\": 4, \"mean_week_duration\": 1.984}, \"2789\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-01-06 13:31:06.000000+00:00\", \"2023-02-26 14:05:58.000000+00:00\"], \"session_ids\": [\"fcae6531-1cfb-4695-996e-fc9c7bd32911\", \"74bef795-fd04-4da9-b23b-ea85721bd810\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.139}, \"72766\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-18 00:28:34.000000+00:00\", \"2020-07-18 11:13:14.000000+00:00\", \"2021-10-27 02:16:45.000000+00:00\", \"2020-02-26 20:33:26.000000+00:00\", \"2023-04-14 22:23:32.000000+00:00\", \"2021-03-27 02:13:30.000000+00:00\", \"2022-10-30 10:08:46.000000+00:00\", \"2020-11-16 13:19:47.000000+00:00\"], \"session_ids\": [\"c43b1bba-8765-4463-8854-6ce52bb5d393\", \"0a096012-5998-46b4-a896-e64f33c6a38b\", \"0d710bdd-8490-420a-9437-bbf7a13e8804\", \"9b707cde-ade4-49e3-bb94-37c89780891d\", \"963433c0-ba1e-4a85-986f-d13c1feb8500\", \"1f7b11ff-3c78-4fa5-a19e-ca8cdeb22bdb\", \"0eb12494-efb7-4b04-a2af-d11e1538c159\", \"e7ed7a48-02f8-4115-aa85-9b110860a28b\"], \"total_duration\": 15648.0, \"total_sessions\": 8, \"mean_week_duration\": 95.415}, \"11189\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-30 11:15:10.000000+00:00\", \"2022-08-29 10:11:58.000000+00:00\", \"2020-07-03 08:37:56.000000+00:00\", \"2019-07-30 10:42:34.000000+00:00\", \"2022-05-07 16:55:58.000000+00:00\", \"2020-08-13 14:34:27.000000+00:00\", \"2022-06-25 14:00:42.000000+00:00\", \"2020-07-18 03:27:40.000000+00:00\", \"2021-09-23 03:28:28.000000+00:00\"], \"session_ids\": [\"accaaaad-6a70-4201-99a6-8ba0d571bcb9\", \"b6ec4a2e-dd5b-426e-a459-d6d62ea1640a\", \"45fe9baa-69df-4c13-8da8-ce5cf382bb2a\", \"bdc3edae-30b3-4b44-90e1-75838b50f39b\", \"2c7325a8-6938-4864-9e11-5957cb7566ab\", \"34b16d28-37f9-47ac-a240-1b55678f8864\", \"2ca220e5-a151-4d43-a7dd-c87764f8e8cb\", \"8afc8b5d-ad06-4f1c-bb6a-b768f3835976\", \"7e79d395-d28f-4e82-9b73-02a1016b5816\"], \"total_duration\": 10516.0, \"total_sessions\": 9, \"mean_week_duration\": 61.859}}\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[{\"94392\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-10-18 23:59:24.000000+00:00\", \"2021-02-22 16:10:29.000000+00:00\", \"2023-03-11 22:52:02.000000+00:00\"], \"session_ids\": [\"4315c9ab-f584-4a95-97a8-0a62d388e25e\", \"091df20d-6db5-4abe-afe0-b76af2b37d38\", \"a6a4fbd4-9d68-4cf9-b7e7-00ccbf806c1c\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.234}}, {\"94914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 15:18:45.000000+00:00\", \"2021-08-22 06:38:26.000000+00:00\", \"2022-12-21 06:11:30.000000+00:00\", \"2021-02-23 13:14:24.000000+00:00\"], \"session_ids\": [\"5184b2ad-13d8-4ef9-b916-bc7cf7acbcdd\", \"13bf1758-b9e5-4b11-a0b1-a1ad88a72fa1\", \"111e8824-b3df-47ff-a2ec-3e7dc9d2884d\", \"36d3a9db-c72c-409a-89c4-41d3572c1857\"], \"total_duration\": 514.0, \"total_sessions\": 4, \"mean_week_duration\": 2.649}}, {\"96991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-18 01:57:11.000000+00:00\", \"2020-11-28 10:05:37.000000+00:00\", \"2022-12-01 18:16:26.000000+00:00\", \"2023-03-27 14:12:51.000000+00:00\"], \"session_ids\": [\"bdd723ab-3b27-406a-bc37-23a24d86ded8\", \"15ac3798-1b54-4e5a-83e1-88b4d6f2c425\", \"6534c859-a9ec-4ccf-9279-ae968e8b2b62\", \"8336478b-3769-4291-8543-5a731d4414e1\"], \"total_duration\": 242.0, \"total_sessions\": 4, \"mean_week_duration\": 1.984}}, {\"72766\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-18 00:28:34.000000+00:00\", \"2020-07-18 11:13:14.000000+00:00\", \"2021-10-27 02:16:45.000000+00:00\", \"2020-02-26 20:33:26.000000+00:00\", \"2023-04-14 22:23:32.000000+00:00\", \"2021-03-27 02:13:30.000000+00:00\", \"2022-10-30 10:08:46.000000+00:00\", \"2020-11-16 13:19:47.000000+00:00\"], \"session_ids\": [\"c43b1bba-8765-4463-8854-6ce52bb5d393\", \"0a096012-5998-46b4-a896-e64f33c6a38b\", \"0d710bdd-8490-420a-9437-bbf7a13e8804\", \"9b707cde-ade4-49e3-bb94-37c89780891d\", \"963433c0-ba1e-4a85-986f-d13c1feb8500\", \"1f7b11ff-3c78-4fa5-a19e-ca8cdeb22bdb\", \"0eb12494-efb7-4b04-a2af-d11e1538c159\", \"e7ed7a48-02f8-4115-aa85-9b110860a28b\"], \"total_duration\": 15648.0, \"total_sessions\": 8, \"mean_week_duration\": 95.415}}, {\"11189\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-30 11:15:10.000000+00:00\", \"2022-08-29 10:11:58.000000+00:00\", \"2020-07-03 08:37:56.000000+00:00\", \"2019-07-30 10:42:34.000000+00:00\", \"2022-05-07 16:55:58.000000+00:00\", \"2020-08-13 14:34:27.000000+00:00\", \"2022-06-25 14:00:42.000000+00:00\", \"2020-07-18 03:27:40.000000+00:00\", \"2021-09-23 03:28:28.000000+00:00\"], \"session_ids\": [\"accaaaad-6a70-4201-99a6-8ba0d571bcb9\", \"b6ec4a2e-dd5b-426e-a459-d6d62ea1640a\", \"45fe9baa-69df-4c13-8da8-ce5cf382bb2a\", \"bdc3edae-30b3-4b44-90e1-75838b50f39b\", \"2c7325a8-6938-4864-9e11-5957cb7566ab\", \"34b16d28-37f9-47ac-a240-1b55678f8864\", \"2ca220e5-a151-4d43-a7dd-c87764f8e8cb\", \"8afc8b5d-ad06-4f1c-bb6a-b768f3835976\", \"7e79d395-d28f-4e82-9b73-02a1016b5816\"], \"total_duration\": 10516.0, \"total_sessions\": 9, \"mean_week_duration\": 61.859}}, {\"92017\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-07 23:45:40.000000+00:00\", \"2020-07-26 16:45:53.000000+00:00\", \"2020-07-05 17:14:50.000000+00:00\", \"2022-01-02 01:07:25.000000+00:00\"], \"session_ids\": [\"35e6559c-fb0c-47b2-b44c-dd42321e1087\", \"2ce92c32-d99c-4dfb-acc6-83e6cf35d3b6\", \"8274a944-2b26-43ac-9ece-049e048cceb7\", \"a5a32474-34c7-4ae2-b70b-03c3118bcbca\"], \"total_duration\": 598.0, \"total_sessions\": 4, \"mean_week_duration\": 4.942}}, {\"27700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-06 23:25:07.000000+00:00\", \"2021-02-19 11:19:59.000000+00:00\"], \"session_ids\": [\"405871cb-dee5-43d0-9c22-8c28d636aec4\", \"3e05f5de-1721-4f91-ad95-63505539eacd\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}}, {\"16214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-27 22:23:19.000000+00:00\", \"2022-07-06 11:50:49.000000+00:00\", \"2023-06-01 00:34:29.000000+00:00\", \"2022-09-04 02:02:21.000000+00:00\", \"2022-06-14 13:48:30.000000+00:00\"], \"session_ids\": [\"9594879d-ea64-4ad0-a439-ebcc0febafd3\", \"a4d8457b-870f-4897-9c69-f557e7e8f1b5\", \"b8dbc238-cefe-4736-92f7-7ab440abb9ce\", \"33123b00-91c0-4441-acb1-562b1d11bd03\", \"497e6980-9e65-43a2-ab45-ffea5553565e\"], \"total_duration\": 245.0, \"total_sessions\": 5, \"mean_week_duration\": 1.219}}, {\"2789\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-01-06 13:31:06.000000+00:00\", \"2023-02-26 14:05:58.000000+00:00\"], \"session_ids\": [\"fcae6531-1cfb-4695-996e-fc9c7bd32911\", \"74bef795-fd04-4da9-b23b-ea85721bd810\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.139}}, {\"73164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-04 19:55:02.000000+00:00\", \"2021-12-21 01:05:17.000000+00:00\"], \"session_ids\": [\"45d88113-0c5f-4080-9e3d-d8dd9ca81d9e\", \"782b44b1-2cd3-4320-9b73-03eace5e5733\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 3.027}}]\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[{\"94392\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-10-18 23:59:24.000000+00:00\", \"2021-02-22 16:10:29.000000+00:00\", \"2023-03-11 22:52:02.000000+00:00\"], \"session_ids\": [\"4315c9ab-f584-4a95-97a8-0a62d388e25e\", \"091df20d-6db5-4abe-afe0-b76af2b37d38\", \"a6a4fbd4-9d68-4cf9-b7e7-00ccbf806c1c\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.234}}, {\"94914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 15:18:45.000000+00:00\", \"2021-08-22 06:38:26.000000+00:00\", \"2022-12-21 06:11:30.000000+00:00\", \"2021-02-23 13:14:24.000000+00:00\"], \"session_ids\": [\"5184b2ad-13d8-4ef9-b916-bc7cf7acbcdd\", \"13bf1758-b9e5-4b11-a0b1-a1ad88a72fa1\", \"111e8824-b3df-47ff-a2ec-3e7dc9d2884d\", \"36d3a9db-c72c-409a-89c4-41d3572c1857\"], \"total_duration\": 514.0, \"total_sessions\": 4, \"mean_week_duration\": 2.649}}, {\"96991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-18 01:57:11.000000+00:00\", \"2020-11-28 10:05:37.000000+00:00\", \"2022-12-01 18:16:26.000000+00:00\", \"2023-03-27 14:12:51.000000+00:00\"], \"session_ids\": [\"bdd723ab-3b27-406a-bc37-23a24d86ded8\", \"15ac3798-1b54-4e5a-83e1-88b4d6f2c425\", \"6534c859-a9ec-4ccf-9279-ae968e8b2b62\", \"8336478b-3769-4291-8543-5a731d4414e1\"], \"total_duration\": 242.0, \"total_sessions\": 4, \"mean_week_duration\": 1.984}}, {\"72766\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-18 00:28:34.000000+00:00\", \"2020-07-18 11:13:14.000000+00:00\", \"2021-10-27 02:16:45.000000+00:00\", \"2020-02-26 20:33:26.000000+00:00\", \"2023-04-14 22:23:32.000000+00:00\", \"2021-03-27 02:13:30.000000+00:00\", \"2022-10-30 10:08:46.000000+00:00\", \"2020-11-16 13:19:47.000000+00:00\"], \"session_ids\": [\"c43b1bba-8765-4463-8854-6ce52bb5d393\", \"0a096012-5998-46b4-a896-e64f33c6a38b\", \"0d710bdd-8490-420a-9437-bbf7a13e8804\", \"9b707cde-ade4-49e3-bb94-37c89780891d\", \"963433c0-ba1e-4a85-986f-d13c1feb8500\", \"1f7b11ff-3c78-4fa5-a19e-ca8cdeb22bdb\", \"0eb12494-efb7-4b04-a2af-d11e1538c159\", \"e7ed7a48-02f8-4115-aa85-9b110860a28b\"], \"total_duration\": 15648.0, \"total_sessions\": 8, \"mean_week_duration\": 95.415}}]\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[{\"94392\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-10-18 23:59:24.000000+00:00\", \"2021-02-22 16:10:29.000000+00:00\", \"2023-03-11 22:52:02.000000+00:00\"], \"session_ids\": [\"4315c9ab-f584-4a95-97a8-0a62d388e25e\", \"091df20d-6db5-4abe-afe0-b76af2b37d38\", \"a6a4fbd4-9d68-4cf9-b7e7-00ccbf806c1c\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.234}}, {\"94914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-02 15:18:45.000000+00:00\", \"2021-08-22 06:38:26.000000+00:00\", \"2022-12-21 06:11:30.000000+00:00\", \"2021-02-23 13:14:24.000000+00:00\"], \"session_ids\": [\"5184b2ad-13d8-4ef9-b916-bc7cf7acbcdd\", \"13bf1758-b9e5-4b11-a0b1-a1ad88a72fa1\", \"111e8824-b3df-47ff-a2ec-3e7dc9d2884d\", \"36d3a9db-c72c-409a-89c4-41d3572c1857\"], \"total_duration\": 514.0, \"total_sessions\": 4, \"mean_week_duration\": 2.649}}, {\"96991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-18 01:57:11.000000+00:00\", \"2020-11-28 10:05:37.000000+00:00\", \"2022-12-01 18:16:26.000000+00:00\", \"2023-03-27 14:12:51.000000+00:00\"], \"session_ids\": [\"bdd723ab-3b27-406a-bc37-23a24d86ded8\", \"15ac3798-1b54-4e5a-83e1-88b4d6f2c425\", \"6534c859-a9ec-4ccf-9279-ae968e8b2b62\", \"8336478b-3769-4291-8543-5a731d4414e1\"], \"total_duration\": 242.0, \"total_sessions\": 4, \"mean_week_duration\": 1.984}}, {\"72766\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-18 00:28:34.000000+00:00\", \"2020-07-18 11:13:14.000000+00:00\", \"2021-10-27 02:16:45.000000+00:00\", \"2020-02-26 20:33:26.000000+00:00\", \"2023-04-14 22:23:32.000000+00:00\", \"2021-03-27 02:13:30.000000+00:00\", \"2022-10-30 10:08:46.000000+00:00\", \"2020-11-16 13:19:47.000000+00:00\"], \"session_ids\": [\"c43b1bba-8765-4463-8854-6ce52bb5d393\", \"0a096012-5998-46b4-a896-e64f33c6a38b\", \"0d710bdd-8490-420a-9437-bbf7a13e8804\", \"9b707cde-ade4-49e3-bb94-37c89780891d\", \"963433c0-ba1e-4a85-986f-d13c1feb8500\", \"1f7b11ff-3c78-4fa5-a19e-ca8cdeb22bdb\", \"0eb12494-efb7-4b04-a2af-d11e1538c159\", \"e7ed7a48-02f8-4115-aa85-9b110860a28b\"], \"total_duration\": 15648.0, \"total_sessions\": 8, \"mean_week_duration\": 95.415}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide me an information about 2 users who are bot-tier based on value of sessions count plus execute sorting by app usage time from the largest value to the smallest 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{\"21598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-12-13 16:11:32.000000+00:00\", \"2020-02-17 14:42:06.000000+00:00\"], \"session_ids\": [\"ff6112ae-fd25-472f-8151-4a708e0a1a89\", \"9d56afc5-ca9a-4542-8306-ad821f4e3582\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 1.453}, \"87118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-18 15:53:18.000000+00:00\", \"2020-09-20 08:38:02.000000+00:00\", \"2021-12-06 19:58:39.000000+00:00\", \"2019-04-16 23:24:43.000000+00:00\", \"2022-10-26 19:17:44.000000+00:00\", \"2020-05-05 04:30:31.000000+00:00\", \"2022-02-17 03:57:43.000000+00:00\", \"2022-04-13 23:34:00.000000+00:00\", \"2019-10-11 14:00:41.000000+00:00\", \"2019-09-13 15:58:58.000000+00:00\"], \"session_ids\": [\"3206e8cd-f935-499d-bb0b-87368b369776\", \"d5913d44-5e2c-4754-99b2-48b803b2d0dc\", \"a135cf57-646c-405f-9d86-0a7777fefaca\", \"d0b273dd-c085-46bf-ae29-fca02faaa504\", \"1f8025ca-c724-4d52-8b01-82ec2bb9948d\", \"5c35a6fb-4d22-4a94-8525-e548abeecbaa\", \"cd984f96-d68d-410c-9476-f4f64a7111e9\", \"1a6a4a1f-8e20-44d5-aa7f-c12a6617e15a\", \"c65e2b59-4960-4731-8e7f-908796f3f15c\", \"05567582-e2d0-4afa-8153-8ae4ec612b2b\"], \"total_duration\": 1223.0, \"total_sessions\": 10, \"mean_week_duration\": 6.647}, \"56957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-04 23:44:03.000000+00:00\", \"2022-01-05 17:11:10.000000+00:00\"], \"session_ids\": [\"0405323c-d94c-4066-8cdc-99de13483243\", \"efa09253-d0ae-470e-94c9-2c2aff069767\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}, \"66201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-17 04:31:27.000000+00:00\", \"2021-03-27 16:10:33.000000+00:00\"], \"session_ids\": [\"936d0bb8-3613-4755-b9df-59b906433512\", \"b1f848d2-a8c8-421b-b8b8-cbbd54d8c428\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.276}, \"45044\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-02-07 06:17:07.000000+00:00\", \"2021-03-19 18:25:33.000000+00:00\"], \"session_ids\": [\"947050ed-5f35-4049-85c0-0613a3ea7403\", \"da9f8c3b-2bac-48bf-b218-12fbe59b9033\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 0.811}, \"73291\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-15 18:00:18.000000+00:00\", \"2022-09-03 14:32:00.000000+00:00\"], \"session_ids\": [\"102c862c-46c6-4523-9656-2131acda71be\", \"65a1c933-844f-47e0-bec8-f762f59e93e1\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 2.84}, \"52875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-08 04:35:01.000000+00:00\", \"2019-12-14 16:36:25.000000+00:00\"], \"session_ids\": [\"a4a4310d-cbb0-42c9-91f2-6a1d599e5e42\", \"bfefd3ef-cbe0-4301-8d0d-33625ef47d20\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.131}, \"90588\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-24 02:04:01.000000+00:00\", \"2020-06-09 10:49:26.000000+00:00\"], \"session_ids\": [\"464f67a4-4985-40c2-ba5c-f7b2349df34d\", \"950d3c36-3f44-45c1-8df0-3bfa2204c9f3\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.121}, \"86371\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-02 10:49:03.000000+00:00\", \"2023-05-04 16:22:15.000000+00:00\", \"2020-10-14 07:54:52.000000+00:00\"], \"session_ids\": [\"0c55dc96-da48-461b-82a0-f5dfa05f07fd\", \"f771eacc-5b11-4b16-8f42-c1f7255837d0\", \"d68d3aca-4853-49e9-b939-9e089fe0b060\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.164}, \"58058\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-16 09:19:54.000000+00:00\", \"2021-02-03 04:50:18.000000+00:00\", \"2019-09-13 03:31:42.000000+00:00\", \"2019-09-12 22:24:21.000000+00:00\", \"2019-06-17 06:27:13.000000+00:00\", \"2021-06-17 05:09:25.000000+00:00\", \"2021-01-09 16:21:08.000000+00:00\", \"2023-05-16 08:53:37.000000+00:00\", \"2021-11-23 19:32:47.000000+00:00\", \"2019-02-11 08:29:32.000000+00:00\"], \"session_ids\": [\"78ca78cf-d4b9-4a14-b2ca-8e61b08d9b05\", \"126d2c8b-d0b6-42e6-a31d-a04c162c9d60\", \"d7fe6632-cc72-42d4-adc3-f4ecdb060084\", \"fc281d86-01fc-4cda-a34a-dae8e7ec86e8\", \"b5789038-0ed6-4bcf-9327-d41a35c62dd8\", \"af05ffb8-1608-4d69-a8ce-7e21237098aa\", \"843d26d6-c975-4cdc-8b50-8381aa20c3f1\", \"2c7823a5-c7d2-4581-91b0-17b401bf963e\", \"b071c03d-3ebc-45f7-a9ac-043bcf2d3aaa\", \"80596dbc-5d01-48e4-98b8-7f10e1d209f9\"], \"total_duration\": 322.0, \"total_sessions\": 10, \"mean_week_duration\": 1.444}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest 2 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 2}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"21598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-12-13 16:11:32.000000+00:00\", \"2020-02-17 14:42:06.000000+00:00\"], \"session_ids\": [\"ff6112ae-fd25-472f-8151-4a708e0a1a89\", \"9d56afc5-ca9a-4542-8306-ad821f4e3582\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 1.453}}, {\"56957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-04 23:44:03.000000+00:00\", \"2022-01-05 17:11:10.000000+00:00\"], \"session_ids\": [\"0405323c-d94c-4066-8cdc-99de13483243\", \"efa09253-d0ae-470e-94c9-2c2aff069767\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}}, {\"66201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-17 04:31:27.000000+00:00\", \"2021-03-27 16:10:33.000000+00:00\"], \"session_ids\": [\"936d0bb8-3613-4755-b9df-59b906433512\", \"b1f848d2-a8c8-421b-b8b8-cbbd54d8c428\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.276}}]\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[{\"21598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-12-13 16:11:32.000000+00:00\", \"2020-02-17 14:42:06.000000+00:00\"], \"session_ids\": [\"ff6112ae-fd25-472f-8151-4a708e0a1a89\", \"9d56afc5-ca9a-4542-8306-ad821f4e3582\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 1.453}}, {\"56957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-04 23:44:03.000000+00:00\", \"2022-01-05 17:11:10.000000+00:00\"], \"session_ids\": [\"0405323c-d94c-4066-8cdc-99de13483243\", \"efa09253-d0ae-470e-94c9-2c2aff069767\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}}, {\"66201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-17 04:31:27.000000+00:00\", \"2021-03-27 16:10:33.000000+00:00\"], \"session_ids\": [\"936d0bb8-3613-4755-b9df-59b906433512\", \"b1f848d2-a8c8-421b-b8b8-cbbd54d8c428\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.276}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"21598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-12-13 16:11:32.000000+00:00\", \"2020-02-17 14:42:06.000000+00:00\"], \"session_ids\": [\"ff6112ae-fd25-472f-8151-4a708e0a1a89\", \"9d56afc5-ca9a-4542-8306-ad821f4e3582\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 1.453}}, {\"56957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-04 23:44:03.000000+00:00\", \"2022-01-05 17:11:10.000000+00:00\"], \"session_ids\": [\"0405323c-d94c-4066-8cdc-99de13483243\", \"efa09253-d0ae-470e-94c9-2c2aff069767\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}}]\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[{\"21598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-12-13 16:11:32.000000+00:00\", \"2020-02-17 14:42:06.000000+00:00\"], \"session_ids\": [\"ff6112ae-fd25-472f-8151-4a708e0a1a89\", \"9d56afc5-ca9a-4542-8306-ad821f4e3582\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 1.453}}, {\"56957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-04 23:44:03.000000+00:00\", \"2022-01-05 17:11:10.000000+00:00\"], \"session_ids\": [\"0405323c-d94c-4066-8cdc-99de13483243\", \"efa09253-d0ae-470e-94c9-2c2aff069767\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm curious about users with a mean of duration of sessions per week that is above 20 and below 38, exclusive 20 inclusive 38 , execute sorting by duration summation of sessions per week ascending and display only 4 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{\"21184\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-01 03:09:23.000000+00:00\", \"2023-05-09 19:31:31.000000+00:00\"], \"session_ids\": [\"391ec38c-b93b-4a1b-b497-89a350174099\", \"332234ba-4ac3-4bd5-97a8-dd8ef602f9d7\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 1.305}, \"64145\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-13 14:34:40.000000+00:00\", \"2021-01-12 03:29:02.000000+00:00\", \"2022-07-10 22:13:41.000000+00:00\", \"2023-05-18 22:35:26.000000+00:00\", \"2019-09-27 12:03:19.000000+00:00\"], \"session_ids\": [\"235d9849-43de-4863-a9ab-b67a826e25e7\", \"65ac20ad-6b41-4928-a55b-c3d0dcf81620\", \"8045e5f8-1f6f-49cb-b9e0-32e5e06f5be3\", \"9c25ce25-204c-4db2-a929-dd50edc6cd87\", \"aa83d21b-9614-4216-8a83-a8ea0d35966a\"], \"total_duration\": 252.0, \"total_sessions\": 5, \"mean_week_duration\": 1.326}, \"3230\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 8, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-04 22:09:01.000000+00:00\", \"2022-06-16 11:26:02.000000+00:00\", \"2022-11-06 00:48:04.000000+00:00\"], \"session_ids\": [\"d18c79ca-ee13-4528-a112-d0e71398a52d\", \"d82efe99-049d-476c-be69-1b2401d93ae6\", \"de953142-d60d-4d15-866c-63a8d5a2e561\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.239}, \"78052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-23 01:23:26.000000+00:00\", \"2021-05-06 11:12:39.000000+00:00\"], \"session_ids\": [\"40209579-f7fa-44d1-8523-94f231fd9696\", \"2b4b2d20-edc8-4b95-929e-2ee42c92a6e5\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 8.068}, \"65886\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-11-28 19:42:30.000000+00:00\", \"2022-09-12 17:02:50.000000+00:00\"], \"session_ids\": [\"352e21c2-124b-4c12-a1c5-fd4194c6effa\", \"7e9671c9-3974-4a16-bc26-5ceddd68d7df\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.927}, \"23626\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-12 16:20:01.000000+00:00\", \"2023-02-20 11:53:10.000000+00:00\"], \"session_ids\": [\"94accfde-25b8-4ca9-9726-bf24d027463d\", \"108c3af8-6764-49ea-a9ae-8fdc5ca0e18a\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 8.562}, \"63520\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-06-08 21:22:08.000000+00:00\", \"2022-03-14 11:27:08.000000+00:00\", \"2021-07-01 02:52:22.000000+00:00\", \"2019-09-05 19:34:46.000000+00:00\"], \"session_ids\": [\"9308e1e8-0ed0-44e4-b62e-6972b07cbcbd\", \"f73613c3-a717-435b-aa41-003f462ae6ca\", \"13499836-f4b3-4295-a124-852a5dba0373\", \"7a233d1d-eb16-46da-80b6-d71ce82f32fa\"], \"total_duration\": 1852.0, \"total_sessions\": 4, \"mean_week_duration\": 14.03}, \"32999\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-02 02:23:26.000000+00:00\", \"2019-12-22 01:41:10.000000+00:00\"], \"session_ids\": [\"c293b4fc-f99b-4146-9581-6930c92f7eb9\", \"9cb57732-e6a3-47e0-8045-c0cc21c42015\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.36}, \"76944\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-12-21 18:29:16.000000+00:00\", \"2023-01-29 16:38:03.000000+00:00\", \"2021-07-04 05:45:23.000000+00:00\", \"2023-02-23 11:55:05.000000+00:00\", \"2020-01-18 23:29:01.000000+00:00\", \"2023-06-01 08:22:26.000000+00:00\", \"2020-12-16 16:16:54.000000+00:00\", \"2021-10-27 07:11:51.000000+00:00\", \"2022-05-01 01:36:33.000000+00:00\", \"2020-09-22 01:47:23.000000+00:00\", \"2020-11-30 23:47:57.000000+00:00\"], \"session_ids\": [\"429a54c4-9af7-4286-ab38-eef8d0aad7e3\", \"097273ae-58be-4966-a22e-1cbc7a6aebbb\", \"6a807959-ea39-4f69-b082-23cd34887204\", \"74d6243f-2f0c-4993-89ac-1b9ca1dd6a88\", \"ed497e95-d5f0-46ff-ad0a-2e24020e29c3\", \"d8c2f374-76e9-4d69-9965-3ff350fdcea6\", \"059519ce-83f6-4bd6-9ce7-9cdc7268fa6d\", \"99253701-edec-4c50-a150-9770173679eb\", \"66522cc5-4bbf-43a9-b8c6-753806658836\", \"581286be-983c-4634-80b9-c2de2c0673c0\", \"ad82486d-05f6-4243-af77-994d703ec3f5\"], \"total_duration\": 5436.0, \"total_sessions\": 11, \"mean_week_duration\": 30.2}, \"53707\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-19 18:57:22.000000+00:00\", \"2022-04-26 14:22:37.000000+00:00\", \"2020-01-29 22:58:47.000000+00:00\", \"2022-02-07 15:50:38.000000+00:00\", \"2022-08-27 09:11:54.000000+00:00\", \"2021-12-09 11:00:40.000000+00:00\", \"2022-09-14 22:29:32.000000+00:00\", \"2020-09-05 17:33:58.000000+00:00\"], \"session_ids\": [\"e4ef5e8d-7ecb-4ef4-a126-23e616fe78d5\", \"51ca4b1c-10fa-411e-adb5-e701ccd967fd\", \"4eeb25e1-8607-4819-84d2-4e925a2a1ef3\", \"53ea9c96-e67e-4ea3-b6e9-01a1b5a04349\", \"d9a7daa2-39af-4583-83b7-75eb628a03d9\", \"6c608939-043b-4f5a-af09-9ecd6167a3ca\", \"5a8dea96-8a93-4be8-9401-681b623d2a52\", \"3cc984df-5082-43f8-9798-d6674b012b8d\"], \"total_duration\": 873.0, \"total_sessions\": 8, \"mean_week_duration\": 6.372}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 20 and are equal or less than 38"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 38]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"76944\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-12-21 18:29:16.000000+00:00\", \"2023-01-29 16:38:03.000000+00:00\", \"2021-07-04 05:45:23.000000+00:00\", \"2023-02-23 11:55:05.000000+00:00\", \"2020-01-18 23:29:01.000000+00:00\", \"2023-06-01 08:22:26.000000+00:00\", \"2020-12-16 16:16:54.000000+00:00\", \"2021-10-27 07:11:51.000000+00:00\", \"2022-05-01 01:36:33.000000+00:00\", \"2020-09-22 01:47:23.000000+00:00\", \"2020-11-30 23:47:57.000000+00:00\"], \"session_ids\": [\"429a54c4-9af7-4286-ab38-eef8d0aad7e3\", \"097273ae-58be-4966-a22e-1cbc7a6aebbb\", \"6a807959-ea39-4f69-b082-23cd34887204\", \"74d6243f-2f0c-4993-89ac-1b9ca1dd6a88\", \"ed497e95-d5f0-46ff-ad0a-2e24020e29c3\", \"d8c2f374-76e9-4d69-9965-3ff350fdcea6\", \"059519ce-83f6-4bd6-9ce7-9cdc7268fa6d\", \"99253701-edec-4c50-a150-9770173679eb\", \"66522cc5-4bbf-43a9-b8c6-753806658836\", \"581286be-983c-4634-80b9-c2de2c0673c0\", \"ad82486d-05f6-4243-af77-994d703ec3f5\"], \"total_duration\": 5436.0, \"total_sessions\": 11, \"mean_week_duration\": 30.2}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"76944\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-12-21 18:29:16.000000+00:00\", \"2023-01-29 16:38:03.000000+00:00\", \"2021-07-04 05:45:23.000000+00:00\", \"2023-02-23 11:55:05.000000+00:00\", \"2020-01-18 23:29:01.000000+00:00\", \"2023-06-01 08:22:26.000000+00:00\", \"2020-12-16 16:16:54.000000+00:00\", \"2021-10-27 07:11:51.000000+00:00\", \"2022-05-01 01:36:33.000000+00:00\", \"2020-09-22 01:47:23.000000+00:00\", \"2020-11-30 23:47:57.000000+00:00\"], \"session_ids\": [\"429a54c4-9af7-4286-ab38-eef8d0aad7e3\", \"097273ae-58be-4966-a22e-1cbc7a6aebbb\", \"6a807959-ea39-4f69-b082-23cd34887204\", \"74d6243f-2f0c-4993-89ac-1b9ca1dd6a88\", \"ed497e95-d5f0-46ff-ad0a-2e24020e29c3\", \"d8c2f374-76e9-4d69-9965-3ff350fdcea6\", \"059519ce-83f6-4bd6-9ce7-9cdc7268fa6d\", \"99253701-edec-4c50-a150-9770173679eb\", \"66522cc5-4bbf-43a9-b8c6-753806658836\", \"581286be-983c-4634-80b9-c2de2c0673c0\", \"ad82486d-05f6-4243-af77-994d703ec3f5\"], \"total_duration\": 5436.0, \"total_sessions\": 11, \"mean_week_duration\": 30.2}}]\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[{\"76944\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-12-21 18:29:16.000000+00:00\", \"2023-01-29 16:38:03.000000+00:00\", \"2021-07-04 05:45:23.000000+00:00\", \"2023-02-23 11:55:05.000000+00:00\", \"2020-01-18 23:29:01.000000+00:00\", \"2023-06-01 08:22:26.000000+00:00\", \"2020-12-16 16:16:54.000000+00:00\", \"2021-10-27 07:11:51.000000+00:00\", \"2022-05-01 01:36:33.000000+00:00\", \"2020-09-22 01:47:23.000000+00:00\", \"2020-11-30 23:47:57.000000+00:00\"], \"session_ids\": [\"429a54c4-9af7-4286-ab38-eef8d0aad7e3\", \"097273ae-58be-4966-a22e-1cbc7a6aebbb\", \"6a807959-ea39-4f69-b082-23cd34887204\", \"74d6243f-2f0c-4993-89ac-1b9ca1dd6a88\", \"ed497e95-d5f0-46ff-ad0a-2e24020e29c3\", \"d8c2f374-76e9-4d69-9965-3ff350fdcea6\", \"059519ce-83f6-4bd6-9ce7-9cdc7268fa6d\", \"99253701-edec-4c50-a150-9770173679eb\", \"66522cc5-4bbf-43a9-b8c6-753806658836\", \"581286be-983c-4634-80b9-c2de2c0673c0\", \"ad82486d-05f6-4243-af77-994d703ec3f5\"], \"total_duration\": 5436.0, \"total_sessions\": 11, \"mean_week_duration\": 30.2}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to close out that task and provide the requester with the obtained data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"76944\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-12-21 18:29:16.000000+00:00\", \"2023-01-29 16:38:03.000000+00:00\", \"2021-07-04 05:45:23.000000+00:00\", \"2023-02-23 11:55:05.000000+00:00\", \"2020-01-18 23:29:01.000000+00:00\", \"2023-06-01 08:22:26.000000+00:00\", \"2020-12-16 16:16:54.000000+00:00\", \"2021-10-27 07:11:51.000000+00:00\", \"2022-05-01 01:36:33.000000+00:00\", \"2020-09-22 01:47:23.000000+00:00\", \"2020-11-30 23:47:57.000000+00:00\"], \"session_ids\": [\"429a54c4-9af7-4286-ab38-eef8d0aad7e3\", \"097273ae-58be-4966-a22e-1cbc7a6aebbb\", \"6a807959-ea39-4f69-b082-23cd34887204\", \"74d6243f-2f0c-4993-89ac-1b9ca1dd6a88\", \"ed497e95-d5f0-46ff-ad0a-2e24020e29c3\", \"d8c2f374-76e9-4d69-9965-3ff350fdcea6\", \"059519ce-83f6-4bd6-9ce7-9cdc7268fa6d\", \"99253701-edec-4c50-a150-9770173679eb\", \"66522cc5-4bbf-43a9-b8c6-753806658836\", \"581286be-983c-4634-80b9-c2de2c0673c0\", \"ad82486d-05f6-4243-af77-994d703ec3f5\"], \"total_duration\": 5436.0, \"total_sessions\": 11, \"mean_week_duration\": 30.2}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about 4 users who have sum of duration larger than 1874 (not including) + apply sorting by urban title asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"75763\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-07-25 00:24:47.000000+00:00\", \"2020-02-11 09:32:45.000000+00:00\", \"2022-12-20 13:36:30.000000+00:00\"], \"session_ids\": [\"c0197323-2460-4b83-84cd-360cea610bd3\", \"3989787b-7ee7-4a98-99ee-8b267c977ebc\", \"cd536afa-6822-4519-8c08-f6dfa3c30781\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.362}, \"79918\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-10 17:07:30.000000+00:00\", \"2021-12-10 19:06:20.000000+00:00\", \"2019-01-04 07:17:39.000000+00:00\"], \"session_ids\": [\"fe2c1c41-b5ed-46f4-bc91-9907b0217f38\", \"e3338e3d-299a-4d7d-964f-3714039f0411\", \"261a1c63-72e7-4705-aef3-297ad22f6ad5\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.151}, \"22994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-17 02:00:21.000000+00:00\", \"2019-01-25 16:02:31.000000+00:00\"], \"session_ids\": [\"69d43415-5c71-475d-86ca-a7e32cb1ebf9\", \"5ec88a9f-4172-4550-80e5-cce91d927d76\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 1.773}, \"10570\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-11-04 19:30:42.000000+00:00\", \"2021-10-21 06:26:35.000000+00:00\", \"2019-07-11 13:23:18.000000+00:00\", \"2021-05-05 21:29:51.000000+00:00\"], \"session_ids\": [\"16f986e1-e098-4d24-9d4c-b5dfbf887b8d\", \"f8394cad-1eef-41f7-99e2-343999858334\", \"32eda7be-0813-45b7-a0c4-64ac2a4c82de\", \"9336c0ec-21a1-4921-90a8-724cb374c375\"], \"total_duration\": 62.0, \"total_sessions\": 4, \"mean_week_duration\": 0.521}, \"19521\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-26 01:06:01.000000+00:00\", \"2022-09-17 07:27:45.000000+00:00\", \"2019-08-08 00:30:17.000000+00:00\", \"2019-04-17 19:59:48.000000+00:00\"], \"session_ids\": [\"c01c04bd-033e-49df-ad8a-e493ea1a017c\", \"40810bc7-a769-467b-b110-7fdb0c8b3153\", \"81a01b37-063c-493b-8cb9-e42f1a9b5559\", \"5af29f5e-1d59-436d-9353-d22f63f90a5e\"], \"total_duration\": 576.0, \"total_sessions\": 4, \"mean_week_duration\": 3.218}, \"87313\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-02 17:24:16.000000+00:00\", \"2020-12-18 10:09:09.000000+00:00\"], \"session_ids\": [\"d66120b3-28ec-4ba7-830a-f49f7a22afcd\", \"23f9dbd6-d86a-4bc6-8542-2363e59a078c\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 3.753}, \"6707\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-12 02:17:23.000000+00:00\", \"2022-01-25 03:42:12.000000+00:00\"], \"session_ids\": [\"5dd06852-684d-4d9e-86ac-a11572a1402c\", \"ec3b3e43-8c02-47b5-9e80-5bc55cf9c0dc\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 7.727}, \"20559\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-19 03:58:48.000000+00:00\", \"2019-01-23 09:34:29.000000+00:00\"], \"session_ids\": [\"063a5897-88a4-4b3d-b055-5423b9c1737f\", \"3f6b638f-b656-411d-89b3-2ab138e31858\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.513}, \"28013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-08-20 21:26:36.000000+00:00\", \"2019-05-19 09:02:20.000000+00:00\", \"2022-07-23 18:21:15.000000+00:00\"], \"session_ids\": [\"74f462f3-0fd9-4286-93fb-7b0d84ee1cf3\", \"ddbc9be0-dac2-4a18-8b28-6b7c33abb5a7\", \"24937854-dd29-4a55-a029-b23ced4a32f2\"], \"total_duration\": 377.0, \"total_sessions\": 3, \"mean_week_duration\": 2.271}, \"46633\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-15 14:16:41.000000+00:00\", \"2019-01-04 09:44:15.000000+00:00\", \"2022-04-25 10:01:17.000000+00:00\"], \"session_ids\": [\"febbdd8d-42e6-4aec-9f29-00cbf66962d5\", \"f23ef1f8-11dd-4367-a0f4-6877027e7f34\", \"65ed83a0-51e9-48d2-9716-0688724f2a18\"], \"total_duration\": 873.0, \"total_sessions\": 3, \"mean_week_duration\": 4.523}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 1874"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[1874, 3089]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I want to know about 8 users whose overall total sessions is bigger than 4 and smaller than 10 also do sorting by duration total 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{\"93427\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-29 14:38:06.000000+00:00\", \"2023-01-03 18:10:22.000000+00:00\", \"2022-06-20 15:07:04.000000+00:00\"], \"session_ids\": [\"f3150aa0-a198-4e4f-b380-d6071af6ad02\", \"584d6ded-46c1-4e92-9113-13c266e51d8e\", \"356abe6c-bd60-4065-ae91-0d8a423ab854\"], \"total_duration\": 252.0, \"total_sessions\": 3, \"mean_week_duration\": 8.69}, \"2239\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-11-21 16:25:45.000000+00:00\", \"2020-01-09 14:47:48.000000+00:00\", \"2020-02-24 17:15:15.000000+00:00\", \"2021-07-05 02:56:53.000000+00:00\", \"2021-12-22 13:37:14.000000+00:00\"], \"session_ids\": [\"d992156a-ea81-4c2a-8cb6-4b8e129afe96\", \"9f9cbf69-88c9-44bc-94c6-f8e52c3fc1a1\", \"e5de9421-acac-4ce2-94b2-ea1ea1707629\", \"cd5ed608-eeec-4e1f-b1f4-051fd60ecbeb\", \"1fd86dbb-a919-433d-bc4f-8e333d48ad70\"], \"total_duration\": 161.0, \"total_sessions\": 5, \"mean_week_duration\": 1.477}, \"47328\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-14 20:59:04.000000+00:00\", \"2019-01-27 08:54:09.000000+00:00\"], \"session_ids\": [\"7f8403fb-e959-481a-9537-6161e1ba3836\", \"d87889c2-1440-4c5d-acdd-af7801864dc0\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 2.027}, \"53213\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-12 02:44:39.000000+00:00\", \"2019-08-23 12:30:19.000000+00:00\"], \"session_ids\": [\"a66f723b-4993-4215-a6d7-677a7282be66\", \"e50e9423-af6f-46d0-8b06-6f927bba10da\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 2.335}, \"3045\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-05-18 05:39:06.000000+00:00\", \"2020-01-17 04:25:26.000000+00:00\"], \"session_ids\": [\"c3cdb856-0a91-4602-a1c5-1139a6004386\", \"5357b6b5-92ea-4945-8a5c-c62c8cc430dd\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 8.914}, \"88492\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-06-18 18:45:57.000000+00:00\", \"2021-08-27 11:08:37.000000+00:00\"], \"session_ids\": [\"e033a277-0d22-444a-b1f5-589dd0fc1818\", \"fe24acdf-50cc-43dc-aa09-eba292d4f076\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.861}, \"48729\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-16 12:02:54.000000+00:00\", \"2022-01-19 04:57:49.000000+00:00\"], \"session_ids\": [\"11641d6a-2adc-46ca-9ba7-f266ef907692\", \"8c821d95-62b6-4f0d-a1f3-18a45350caad\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.474}, \"2013\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-16 20:30:05.000000+00:00\", \"2021-09-22 22:44:00.000000+00:00\"], \"session_ids\": [\"15544323-1904-42a2-ac3f-b96fe9fed7f1\", \"21d07e53-12bb-41fb-91b1-e09b9c1e077f\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 3.628}, \"36819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-03-09 23:55:04.000000+00:00\", \"2022-12-28 03:29:50.000000+00:00\", \"2021-01-28 17:56:52.000000+00:00\"], \"session_ids\": [\"dba58cc2-0275-4e47-8151-880ca56e5a6e\", \"2b7da31d-47b2-4a79-b431-cd500a21d420\", \"e70a777f-74f5-4d09-afb9-3aed79913c73\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.55}, \"83173\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-11-26 01:27:12.000000+00:00\", \"2019-11-06 00:06:41.000000+00:00\", \"2020-06-17 07:27:06.000000+00:00\"], \"session_ids\": [\"3776a54b-2f64-4931-87ae-b537b29b8d3e\", \"3df1102c-4e8e-428f-ba5d-43474805bbf9\", \"b5627ca7-1591-4cf4-8125-3a25489aad67\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 2.406}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 4 and are equal or less 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{\"2239\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-11-21 16:25:45.000000+00:00\", \"2020-01-09 14:47:48.000000+00:00\", \"2020-02-24 17:15:15.000000+00:00\", \"2021-07-05 02:56:53.000000+00:00\", \"2021-12-22 13:37:14.000000+00:00\"], \"session_ids\": [\"d992156a-ea81-4c2a-8cb6-4b8e129afe96\", \"9f9cbf69-88c9-44bc-94c6-f8e52c3fc1a1\", \"e5de9421-acac-4ce2-94b2-ea1ea1707629\", \"cd5ed608-eeec-4e1f-b1f4-051fd60ecbeb\", \"1fd86dbb-a919-433d-bc4f-8e333d48ad70\"], \"total_duration\": 161.0, \"total_sessions\": 5, \"mean_week_duration\": 1.477}}\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[{\"2239\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-11-21 16:25:45.000000+00:00\", \"2020-01-09 14:47:48.000000+00:00\", \"2020-02-24 17:15:15.000000+00:00\", \"2021-07-05 02:56:53.000000+00:00\", \"2021-12-22 13:37:14.000000+00:00\"], \"session_ids\": [\"d992156a-ea81-4c2a-8cb6-4b8e129afe96\", \"9f9cbf69-88c9-44bc-94c6-f8e52c3fc1a1\", \"e5de9421-acac-4ce2-94b2-ea1ea1707629\", \"cd5ed608-eeec-4e1f-b1f4-051fd60ecbeb\", \"1fd86dbb-a919-433d-bc4f-8e333d48ad70\"], \"total_duration\": 161.0, \"total_sessions\": 5, \"mean_week_duration\": 1.477}}]\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[{\"2239\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-11-21 16:25:45.000000+00:00\", \"2020-01-09 14:47:48.000000+00:00\", \"2020-02-24 17:15:15.000000+00:00\", \"2021-07-05 02:56:53.000000+00:00\", \"2021-12-22 13:37:14.000000+00:00\"], \"session_ids\": [\"d992156a-ea81-4c2a-8cb6-4b8e129afe96\", \"9f9cbf69-88c9-44bc-94c6-f8e52c3fc1a1\", \"e5de9421-acac-4ce2-94b2-ea1ea1707629\", \"cd5ed608-eeec-4e1f-b1f4-051fd60ecbeb\", \"1fd86dbb-a919-433d-bc4f-8e333d48ad70\"], \"total_duration\": 161.0, \"total_sessions\": 5, \"mean_week_duration\": 1.477}}]\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[{\"2239\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-11-21 16:25:45.000000+00:00\", \"2020-01-09 14:47:48.000000+00:00\", \"2020-02-24 17:15:15.000000+00:00\", \"2021-07-05 02:56:53.000000+00:00\", \"2021-12-22 13:37:14.000000+00:00\"], \"session_ids\": [\"d992156a-ea81-4c2a-8cb6-4b8e129afe96\", \"9f9cbf69-88c9-44bc-94c6-f8e52c3fc1a1\", \"e5de9421-acac-4ce2-94b2-ea1ea1707629\", \"cd5ed608-eeec-4e1f-b1f4-051fd60ecbeb\", \"1fd86dbb-a919-433d-bc4f-8e333d48ad70\"], \"total_duration\": 161.0, \"total_sessions\": 5, \"mean_week_duration\": 1.477}}]\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 8 users who have sessions count smaller than 4 , apply sorting by overall total duration from the smallest to the largest."
}
] |
[
{
"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{\"33629\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-11 19:18:03.000000+00:00\", \"2019-04-17 14:28:39.000000+00:00\"], \"session_ids\": [\"30ecb8ae-0656-4ab2-8b83-08a053ef9f20\", \"3ce45803-b540-45a1-9e19-f5823248e9f4\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.933}, \"3690\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-08 05:34:20.000000+00:00\", \"2023-02-05 17:33:34.000000+00:00\", \"2021-10-20 15:47:30.000000+00:00\"], \"session_ids\": [\"13671923-c7f9-4e52-a5bd-45e0af792659\", \"343f73e6-fd86-489d-bca1-ff7748945f09\", \"d7143fa3-813b-4eaf-a0a6-e1ef8c66f9a2\"], \"total_duration\": 213.0, \"total_sessions\": 3, \"mean_week_duration\": 1.69}, \"52451\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-10-13 21:45:32.000000+00:00\", \"2019-12-13 01:59:05.000000+00:00\"], \"session_ids\": [\"bac009d8-6e2e-466b-859e-c42231b26120\", \"de1253f8-5c08-4e52-b661-1a2d1e0321ec\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}, \"38287\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-05-03 08:52:55.000000+00:00\", \"2021-01-21 15:25:29.000000+00:00\"], \"session_ids\": [\"9d3d42c8-20bb-45f6-9273-ba17ca5beeff\", \"06959f06-0274-46ac-8d2a-5dc4151c6dd3\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.395}, \"66133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-03-15 00:00:03.000000+00:00\", \"2019-02-01 18:38:41.000000+00:00\"], \"session_ids\": [\"754564bb-d2ef-4b75-8388-2df6ae4a04bd\", \"48921a50-5957-4dfc-990e-bd570da2bcd0\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 0.795}, \"21683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-10 08:25:15.000000+00:00\", \"2020-09-23 11:19:27.000000+00:00\"], \"session_ids\": [\"831d3660-fb7c-4d44-8266-3eefea6a1aff\", \"92eb4daa-58bc-431d-b7be-5a2988a0ea5b\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 5.857}, \"10011\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-11 10:07:08.000000+00:00\", \"2020-06-11 00:21:51.000000+00:00\"], \"session_ids\": [\"35ac9017-2e12-4c30-8907-9256cb2e92ce\", \"396fa53f-c957-428e-acc2-c586b9fd0527\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.076}, \"77817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-11-17 07:29:18.000000+00:00\", \"2020-03-06 20:31:44.000000+00:00\"], \"session_ids\": [\"a87d5fcc-d44a-4ab8-a3de-0952ccc6fadd\", \"1afc0a45-002d-4513-98a0-4ba80c93a5eb\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.034}, \"18411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-22 04:06:22.000000+00:00\", \"2023-02-03 13:59:11.000000+00:00\", \"2023-05-03 17:59:40.000000+00:00\", \"2020-07-05 14:37:26.000000+00:00\"], \"session_ids\": [\"816c4bc1-2d51-431b-9f1d-833ca704b097\", \"b1cd1060-cad6-4049-868a-d83038d6acce\", \"95f938b5-349d-46ac-88a6-b513b127f4d2\", \"b1f6c72f-207d-45d0-809e-75c8d9b11925\"], \"total_duration\": 727.0, \"total_sessions\": 4, \"mean_week_duration\": 3.246}, \"93435\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-02 04:57:17.000000+00:00\", \"2019-05-08 05:16:36.000000+00:00\", \"2021-06-19 10:46:10.000000+00:00\", \"2019-08-18 05:06:49.000000+00:00\", \"2019-11-10 05:50:49.000000+00:00\"], \"session_ids\": [\"fda83894-d5a5-4ffd-ad0f-b825cd43b4e5\", \"54079dfe-dddd-47f8-aa88-435d838343d4\", \"f982b2e1-4ac0-4ac2-a33a-c5120f95ff59\", \"2686e625-0674-412c-aa7e-61493a340c7a\", \"bb301e84-e14c-4fe8-b3fa-6a50131cbd39\"], \"total_duration\": 418.0, \"total_sessions\": 5, \"mean_week_duration\": 2.049}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 9]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"33629\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-11 19:18:03.000000+00:00\", \"2019-04-17 14:28:39.000000+00:00\"], \"session_ids\": [\"30ecb8ae-0656-4ab2-8b83-08a053ef9f20\", \"3ce45803-b540-45a1-9e19-f5823248e9f4\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.933}, \"3690\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-08 05:34:20.000000+00:00\", \"2023-02-05 17:33:34.000000+00:00\", \"2021-10-20 15:47:30.000000+00:00\"], \"session_ids\": [\"13671923-c7f9-4e52-a5bd-45e0af792659\", \"343f73e6-fd86-489d-bca1-ff7748945f09\", \"d7143fa3-813b-4eaf-a0a6-e1ef8c66f9a2\"], \"total_duration\": 213.0, \"total_sessions\": 3, \"mean_week_duration\": 1.69}, \"52451\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-10-13 21:45:32.000000+00:00\", \"2019-12-13 01:59:05.000000+00:00\"], \"session_ids\": [\"bac009d8-6e2e-466b-859e-c42231b26120\", \"de1253f8-5c08-4e52-b661-1a2d1e0321ec\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}, \"38287\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-05-03 08:52:55.000000+00:00\", \"2021-01-21 15:25:29.000000+00:00\"], \"session_ids\": [\"9d3d42c8-20bb-45f6-9273-ba17ca5beeff\", \"06959f06-0274-46ac-8d2a-5dc4151c6dd3\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.395}, \"66133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-03-15 00:00:03.000000+00:00\", \"2019-02-01 18:38:41.000000+00:00\"], \"session_ids\": [\"754564bb-d2ef-4b75-8388-2df6ae4a04bd\", \"48921a50-5957-4dfc-990e-bd570da2bcd0\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 0.795}, \"21683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-10 08:25:15.000000+00:00\", \"2020-09-23 11:19:27.000000+00:00\"], \"session_ids\": [\"831d3660-fb7c-4d44-8266-3eefea6a1aff\", \"92eb4daa-58bc-431d-b7be-5a2988a0ea5b\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 5.857}, \"10011\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-11 10:07:08.000000+00:00\", \"2020-06-11 00:21:51.000000+00:00\"], \"session_ids\": [\"35ac9017-2e12-4c30-8907-9256cb2e92ce\", \"396fa53f-c957-428e-acc2-c586b9fd0527\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.076}, \"77817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-11-17 07:29:18.000000+00:00\", \"2020-03-06 20:31:44.000000+00:00\"], \"session_ids\": [\"a87d5fcc-d44a-4ab8-a3de-0952ccc6fadd\", \"1afc0a45-002d-4513-98a0-4ba80c93a5eb\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.034}, \"18411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-22 04:06:22.000000+00:00\", \"2023-02-03 13:59:11.000000+00:00\", \"2023-05-03 17:59:40.000000+00:00\", \"2020-07-05 14:37:26.000000+00:00\"], \"session_ids\": [\"816c4bc1-2d51-431b-9f1d-833ca704b097\", \"b1cd1060-cad6-4049-868a-d83038d6acce\", \"95f938b5-349d-46ac-88a6-b513b127f4d2\", \"b1f6c72f-207d-45d0-809e-75c8d9b11925\"], \"total_duration\": 727.0, \"total_sessions\": 4, \"mean_week_duration\": 3.246}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_duration attribute."
},
{
"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[{\"33629\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-11 19:18:03.000000+00:00\", \"2019-04-17 14:28:39.000000+00:00\"], \"session_ids\": [\"30ecb8ae-0656-4ab2-8b83-08a053ef9f20\", \"3ce45803-b540-45a1-9e19-f5823248e9f4\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.933}}, {\"38287\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-05-03 08:52:55.000000+00:00\", \"2021-01-21 15:25:29.000000+00:00\"], \"session_ids\": [\"9d3d42c8-20bb-45f6-9273-ba17ca5beeff\", \"06959f06-0274-46ac-8d2a-5dc4151c6dd3\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.395}}, {\"77817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-11-17 07:29:18.000000+00:00\", \"2020-03-06 20:31:44.000000+00:00\"], \"session_ids\": [\"a87d5fcc-d44a-4ab8-a3de-0952ccc6fadd\", \"1afc0a45-002d-4513-98a0-4ba80c93a5eb\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.034}}, {\"66133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-03-15 00:00:03.000000+00:00\", \"2019-02-01 18:38:41.000000+00:00\"], \"session_ids\": [\"754564bb-d2ef-4b75-8388-2df6ae4a04bd\", \"48921a50-5957-4dfc-990e-bd570da2bcd0\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 0.795}}, {\"3690\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-08 05:34:20.000000+00:00\", \"2023-02-05 17:33:34.000000+00:00\", \"2021-10-20 15:47:30.000000+00:00\"], \"session_ids\": [\"13671923-c7f9-4e52-a5bd-45e0af792659\", \"343f73e6-fd86-489d-bca1-ff7748945f09\", \"d7143fa3-813b-4eaf-a0a6-e1ef8c66f9a2\"], \"total_duration\": 213.0, \"total_sessions\": 3, \"mean_week_duration\": 1.69}}, {\"52451\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-10-13 21:45:32.000000+00:00\", \"2019-12-13 01:59:05.000000+00:00\"], \"session_ids\": [\"bac009d8-6e2e-466b-859e-c42231b26120\", \"de1253f8-5c08-4e52-b661-1a2d1e0321ec\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}}, {\"10011\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-11 10:07:08.000000+00:00\", \"2020-06-11 00:21:51.000000+00:00\"], \"session_ids\": [\"35ac9017-2e12-4c30-8907-9256cb2e92ce\", \"396fa53f-c957-428e-acc2-c586b9fd0527\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.076}}, {\"21683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-10 08:25:15.000000+00:00\", \"2020-09-23 11:19:27.000000+00:00\"], \"session_ids\": [\"831d3660-fb7c-4d44-8266-3eefea6a1aff\", \"92eb4daa-58bc-431d-b7be-5a2988a0ea5b\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 5.857}}, {\"18411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-22 04:06:22.000000+00:00\", \"2023-02-03 13:59:11.000000+00:00\", \"2023-05-03 17:59:40.000000+00:00\", \"2020-07-05 14:37:26.000000+00:00\"], \"session_ids\": [\"816c4bc1-2d51-431b-9f1d-833ca704b097\", \"b1cd1060-cad6-4049-868a-d83038d6acce\", \"95f938b5-349d-46ac-88a6-b513b127f4d2\", \"b1f6c72f-207d-45d0-809e-75c8d9b11925\"], \"total_duration\": 727.0, \"total_sessions\": 4, \"mean_week_duration\": 3.246}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 8 entries and remove 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[{\"33629\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-11 19:18:03.000000+00:00\", \"2019-04-17 14:28:39.000000+00:00\"], \"session_ids\": [\"30ecb8ae-0656-4ab2-8b83-08a053ef9f20\", \"3ce45803-b540-45a1-9e19-f5823248e9f4\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.933}}, {\"38287\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-05-03 08:52:55.000000+00:00\", \"2021-01-21 15:25:29.000000+00:00\"], \"session_ids\": [\"9d3d42c8-20bb-45f6-9273-ba17ca5beeff\", \"06959f06-0274-46ac-8d2a-5dc4151c6dd3\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.395}}, {\"77817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-11-17 07:29:18.000000+00:00\", \"2020-03-06 20:31:44.000000+00:00\"], \"session_ids\": [\"a87d5fcc-d44a-4ab8-a3de-0952ccc6fadd\", \"1afc0a45-002d-4513-98a0-4ba80c93a5eb\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.034}}, {\"66133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-03-15 00:00:03.000000+00:00\", \"2019-02-01 18:38:41.000000+00:00\"], \"session_ids\": [\"754564bb-d2ef-4b75-8388-2df6ae4a04bd\", \"48921a50-5957-4dfc-990e-bd570da2bcd0\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 0.795}}, {\"3690\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-08 05:34:20.000000+00:00\", \"2023-02-05 17:33:34.000000+00:00\", \"2021-10-20 15:47:30.000000+00:00\"], \"session_ids\": [\"13671923-c7f9-4e52-a5bd-45e0af792659\", \"343f73e6-fd86-489d-bca1-ff7748945f09\", \"d7143fa3-813b-4eaf-a0a6-e1ef8c66f9a2\"], \"total_duration\": 213.0, \"total_sessions\": 3, \"mean_week_duration\": 1.69}}, {\"52451\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-10-13 21:45:32.000000+00:00\", \"2019-12-13 01:59:05.000000+00:00\"], \"session_ids\": [\"bac009d8-6e2e-466b-859e-c42231b26120\", \"de1253f8-5c08-4e52-b661-1a2d1e0321ec\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}}, {\"10011\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-11 10:07:08.000000+00:00\", \"2020-06-11 00:21:51.000000+00:00\"], \"session_ids\": [\"35ac9017-2e12-4c30-8907-9256cb2e92ce\", \"396fa53f-c957-428e-acc2-c586b9fd0527\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.076}}, {\"21683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-10 08:25:15.000000+00:00\", \"2020-09-23 11:19:27.000000+00:00\"], \"session_ids\": [\"831d3660-fb7c-4d44-8266-3eefea6a1aff\", \"92eb4daa-58bc-431d-b7be-5a2988a0ea5b\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 5.857}}]\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[{\"33629\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-11 19:18:03.000000+00:00\", \"2019-04-17 14:28:39.000000+00:00\"], \"session_ids\": [\"30ecb8ae-0656-4ab2-8b83-08a053ef9f20\", \"3ce45803-b540-45a1-9e19-f5823248e9f4\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.933}}, {\"38287\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-05-03 08:52:55.000000+00:00\", \"2021-01-21 15:25:29.000000+00:00\"], \"session_ids\": [\"9d3d42c8-20bb-45f6-9273-ba17ca5beeff\", \"06959f06-0274-46ac-8d2a-5dc4151c6dd3\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.395}}, {\"77817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-11-17 07:29:18.000000+00:00\", \"2020-03-06 20:31:44.000000+00:00\"], \"session_ids\": [\"a87d5fcc-d44a-4ab8-a3de-0952ccc6fadd\", \"1afc0a45-002d-4513-98a0-4ba80c93a5eb\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.034}}, {\"66133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-03-15 00:00:03.000000+00:00\", \"2019-02-01 18:38:41.000000+00:00\"], \"session_ids\": [\"754564bb-d2ef-4b75-8388-2df6ae4a04bd\", \"48921a50-5957-4dfc-990e-bd570da2bcd0\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 0.795}}, {\"3690\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-09-08 05:34:20.000000+00:00\", \"2023-02-05 17:33:34.000000+00:00\", \"2021-10-20 15:47:30.000000+00:00\"], \"session_ids\": [\"13671923-c7f9-4e52-a5bd-45e0af792659\", \"343f73e6-fd86-489d-bca1-ff7748945f09\", \"d7143fa3-813b-4eaf-a0a6-e1ef8c66f9a2\"], \"total_duration\": 213.0, \"total_sessions\": 3, \"mean_week_duration\": 1.69}}, {\"52451\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-10-13 21:45:32.000000+00:00\", \"2019-12-13 01:59:05.000000+00:00\"], \"session_ids\": [\"bac009d8-6e2e-466b-859e-c42231b26120\", \"de1253f8-5c08-4e52-b661-1a2d1e0321ec\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 1.608}}, {\"10011\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-11 10:07:08.000000+00:00\", \"2020-06-11 00:21:51.000000+00:00\"], \"session_ids\": [\"35ac9017-2e12-4c30-8907-9256cb2e92ce\", \"396fa53f-c957-428e-acc2-c586b9fd0527\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.076}}, {\"21683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-10 08:25:15.000000+00:00\", \"2020-09-23 11:19:27.000000+00:00\"], \"session_ids\": [\"831d3660-fb7c-4d44-8266-3eefea6a1aff\", \"92eb4daa-58bc-431d-b7be-5a2988a0ea5b\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 5.857}}]\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 3 users with a mean week duration that is 23 + perform sorting by total_duration risingly , moreover get rid of all entries, except 3."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"96445\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-18 03:31:16.000000+00:00\", \"2020-02-04 17:36:08.000000+00:00\"], \"session_ids\": [\"4e27f57f-3d4a-4382-ba6b-adefcd97f06d\", \"b6ce35be-79d7-413a-afbd-7a4d97369f69\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}, \"31193\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-30 18:10:36.000000+00:00\", \"2023-02-19 10:32:18.000000+00:00\"], \"session_ids\": [\"7aef6e4b-65ed-4e17-b492-e492cd2dcae5\", \"ec34374f-cba5-4a25-b895-bc4a24b8c464\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 57.0}, \"45694\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-02-06 21:51:47.000000+00:00\", \"2019-02-25 16:58:01.000000+00:00\", \"2021-07-22 13:42:14.000000+00:00\", \"2020-03-28 10:15:55.000000+00:00\", \"2020-08-21 19:22:27.000000+00:00\", \"2021-04-27 01:01:12.000000+00:00\"], \"session_ids\": [\"ee335b3f-1a7d-4bac-8e19-1c2cea4179ed\", \"88a014a1-0478-4ba7-8f99-d79f8d089b02\", \"20b99608-cb72-43e3-a4e5-304e6531f87f\", \"fe7ca092-14ae-4951-b94b-bc938cf28b7a\", \"0fedc9ae-ee8d-46a4-8db2-84296b939281\", \"58a50ff9-97e8-415e-b100-065682828d08\"], \"total_duration\": 70.0, \"total_sessions\": 6, \"mean_week_duration\": 0.547}, \"81193\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-11 11:24:43.000000+00:00\", \"2021-07-04 21:24:06.000000+00:00\", \"2023-02-27 15:39:09.000000+00:00\", \"2023-04-02 17:04:25.000000+00:00\", \"2022-02-19 22:54:34.000000+00:00\"], \"session_ids\": [\"255d0d15-f1f6-45c3-af92-c06ece92d1e5\", \"625d154c-7678-456e-afde-046c084eee4a\", \"38eb80f2-1f13-45b2-ad0d-821f3ae16d40\", \"3197df33-8374-4d5a-8b7f-ff5475c6b554\", \"800cf05d-25f5-4e8f-9f83-f6abf738b03a\"], \"total_duration\": 560.0, \"total_sessions\": 5, \"mean_week_duration\": 6.154}, \"78681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-11-13 01:24:44.000000+00:00\", \"2021-01-25 10:39:32.000000+00:00\"], \"session_ids\": [\"4290b54f-de08-4b6d-bb6e-4cdd50b75ea7\", \"bad5fded-33fd-43c9-8b3d-d5ac7610c0f8\"], \"total_duration\": 435.0, \"total_sessions\": 2, \"mean_week_duration\": 39.545}, \"26840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2023-03-28 05:37:27.000000+00:00\", \"2020-11-02 18:53:14.000000+00:00\", \"2021-07-21 04:39:17.000000+00:00\", \"2020-03-20 13:29:16.000000+00:00\", \"2020-02-21 16:38:27.000000+00:00\", \"2020-02-04 04:54:08.000000+00:00\", \"2022-09-25 12:35:16.000000+00:00\", \"2021-01-12 15:13:29.000000+00:00\"], \"session_ids\": [\"cf4894b8-9e5b-4642-96d9-3c8f8e5eeaf6\", \"2588719a-3d3f-437c-a108-7fbed4d65e21\", \"3a53402b-0610-486c-8d79-155c7fe306ca\", \"f905c983-5aba-45f2-8d1a-af96b8786b35\", \"083e2d72-21f3-4d30-b8d1-5f74c219beae\", \"91cba003-d196-4afb-a84e-29d909804fe6\", \"9a04b7e0-51a4-4418-addc-904c5c90e3f8\", \"bb00954b-4bbd-4859-8254-c2d93b6a063c\"], \"total_duration\": 8437.0, \"total_sessions\": 8, \"mean_week_duration\": 51.445}, \"93004\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-27 20:12:24.000000+00:00\", \"2020-02-08 08:46:44.000000+00:00\"], \"session_ids\": [\"d98446da-4702-4cbd-9f74-962dd8bcf2e8\", \"108ba2a6-7964-4e5c-ab15-d3714a43ef7a\"], \"total_duration\": 438.0, \"total_sessions\": 2, \"mean_week_duration\": 2.98}, \"61810\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-07 00:56:42.000000+00:00\", \"2019-10-01 07:20:10.000000+00:00\"], \"session_ids\": [\"855ffcbe-f3df-4da8-aa79-03804904467e\", \"90914869-a34d-420f-a9c8-ef6333a9d84c\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 4.537}, \"13683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-01-11 18:44:42.000000+00:00\", \"2020-10-21 04:31:47.000000+00:00\"], \"session_ids\": [\"581ca4e2-d9de-4ea0-ad9e-ba9fbe8b7282\", \"d6afe116-0c43-4426-839f-e0bc3edb8366\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 2.756}, \"12168\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-14 08:51:50.000000+00:00\", \"2023-03-04 03:05:15.000000+00:00\", \"2019-02-12 17:42:28.000000+00:00\"], \"session_ids\": [\"4f104e81-fa18-45b9-90de-210feed2b0c2\", \"40207379-0a8f-45b9-9a91-70af59bdec9a\", \"f30f1f15-a672-4b3a-bada-ef6acbc13cb2\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 0.901}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are 23"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[23, 44]]}}}\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'd like to be informed about 3 users with a all sessions quantity that is above 9 and below 4 plus execute sorting by mean week duration in ascending as well as get rid of all records, except 3."
}
] |
[
{
"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{\"49587\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-03 06:54:22.000000+00:00\", \"2021-02-11 21:32:15.000000+00:00\"], \"session_ids\": [\"4938b197-68e4-4f4e-94e1-db079020a28f\", \"56e71bc4-e2eb-4cbc-b9c4-9678694f1487\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.979}, \"77799\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-05 12:42:23.000000+00:00\", \"2020-07-23 21:02:52.000000+00:00\", \"2022-05-28 22:04:10.000000+00:00\"], \"session_ids\": [\"165ab6dc-5f74-4f81-9b9d-7c7047fda635\", \"118b8629-2ec0-49bb-a70f-d83e2679d75b\", \"dcfface6-3c55-457e-8266-af0ff4dbfccf\"], \"total_duration\": 861.0, \"total_sessions\": 3, \"mean_week_duration\": 4.977}, \"82888\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 12:19:40.000000+00:00\", \"2020-12-11 21:44:26.000000+00:00\"], \"session_ids\": [\"dc1eff3a-e64b-4e38-8e41-13b99af6d38c\", \"2f988bcf-7291-4e3d-88c3-13516bb6e664\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 11.095}, \"80949\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-11 21:30:18.000000+00:00\", \"2022-06-06 16:35:33.000000+00:00\"], \"session_ids\": [\"514c6a7e-b697-42e9-a7c1-3f1b1ba2c470\", \"2c79900e-7012-4ed3-aced-20259c07b7af\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}, \"95363\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-14 00:47:28.000000+00:00\", \"2021-05-04 18:33:06.000000+00:00\"], \"session_ids\": [\"d357360a-8918-45f4-9a76-3b55ce47756b\", \"8bd01c8c-b25e-46d2-b612-a90d8056dec5\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 13.368}, \"24915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-01-13 16:38:40.000000+00:00\", \"2020-01-31 05:45:44.000000+00:00\"], \"session_ids\": [\"b2a50179-1f5b-4d71-8144-fd644d2c102d\", \"11efb00f-b7db-4dc6-b482-fa773f03dc7a\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 4.345}, \"85553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-13 03:24:12.000000+00:00\", \"2023-01-25 22:22:23.000000+00:00\"], \"session_ids\": [\"fe4fb95b-53fb-4c17-a906-54dd86ac7dfe\", \"074a7368-7bdb-4fa7-b2bd-77800fec6139\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 2.955}, \"44650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-15 01:34:34.000000+00:00\", \"2022-04-02 03:05:53.000000+00:00\"], \"session_ids\": [\"38141b84-fd73-46a2-9637-205e5675bebf\", \"35d8e59b-8f75-41ab-be12-8903b0cf18af\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 54.667}, \"95608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-05 05:33:18.000000+00:00\", \"2022-11-09 01:11:22.000000+00:00\"], \"session_ids\": [\"ba335db0-d382-4d01-a44a-b2d40bf776d6\", \"c020a4c1-40f0-4cd4-8551-c1e08d33a4c3\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.554}, \"35139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-04-24 10:20:21.000000+00:00\", \"2022-07-15 17:26:09.000000+00:00\", \"2019-11-14 18:20:16.000000+00:00\", \"2019-09-19 14:45:32.000000+00:00\"], \"session_ids\": [\"559dff21-0a51-4aad-8f79-cd22eb97eeb7\", \"f87c9c28-a40b-4fcc-b6ac-1839ad11f9d3\", \"3309082f-27a5-4f72-85f5-7c7224423edc\", \"a891334e-2422-4168-a61d-739d2b844588\"], \"total_duration\": 599.0, \"total_sessions\": 4, \"mean_week_duration\": 3.544}}\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 4 and are equal or greater than 9"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 9]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"49587\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-03 06:54:22.000000+00:00\", \"2021-02-11 21:32:15.000000+00:00\"], \"session_ids\": [\"4938b197-68e4-4f4e-94e1-db079020a28f\", \"56e71bc4-e2eb-4cbc-b9c4-9678694f1487\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.979}, \"77799\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-05 12:42:23.000000+00:00\", \"2020-07-23 21:02:52.000000+00:00\", \"2022-05-28 22:04:10.000000+00:00\"], \"session_ids\": [\"165ab6dc-5f74-4f81-9b9d-7c7047fda635\", \"118b8629-2ec0-49bb-a70f-d83e2679d75b\", \"dcfface6-3c55-457e-8266-af0ff4dbfccf\"], \"total_duration\": 861.0, \"total_sessions\": 3, \"mean_week_duration\": 4.977}, \"82888\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 12:19:40.000000+00:00\", \"2020-12-11 21:44:26.000000+00:00\"], \"session_ids\": [\"dc1eff3a-e64b-4e38-8e41-13b99af6d38c\", \"2f988bcf-7291-4e3d-88c3-13516bb6e664\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 11.095}, \"80949\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-11 21:30:18.000000+00:00\", \"2022-06-06 16:35:33.000000+00:00\"], \"session_ids\": [\"514c6a7e-b697-42e9-a7c1-3f1b1ba2c470\", \"2c79900e-7012-4ed3-aced-20259c07b7af\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}, \"95363\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-14 00:47:28.000000+00:00\", \"2021-05-04 18:33:06.000000+00:00\"], \"session_ids\": [\"d357360a-8918-45f4-9a76-3b55ce47756b\", \"8bd01c8c-b25e-46d2-b612-a90d8056dec5\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 13.368}, \"24915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-01-13 16:38:40.000000+00:00\", \"2020-01-31 05:45:44.000000+00:00\"], \"session_ids\": [\"b2a50179-1f5b-4d71-8144-fd644d2c102d\", \"11efb00f-b7db-4dc6-b482-fa773f03dc7a\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 4.345}, \"85553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-13 03:24:12.000000+00:00\", \"2023-01-25 22:22:23.000000+00:00\"], \"session_ids\": [\"fe4fb95b-53fb-4c17-a906-54dd86ac7dfe\", \"074a7368-7bdb-4fa7-b2bd-77800fec6139\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 2.955}, \"44650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-15 01:34:34.000000+00:00\", \"2022-04-02 03:05:53.000000+00:00\"], \"session_ids\": [\"38141b84-fd73-46a2-9637-205e5675bebf\", \"35d8e59b-8f75-41ab-be12-8903b0cf18af\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 54.667}, \"95608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-05 05:33:18.000000+00:00\", \"2022-11-09 01:11:22.000000+00:00\"], \"session_ids\": [\"ba335db0-d382-4d01-a44a-b2d40bf776d6\", \"c020a4c1-40f0-4cd4-8551-c1e08d33a4c3\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.554}, \"35139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-04-24 10:20:21.000000+00:00\", \"2022-07-15 17:26:09.000000+00:00\", \"2019-11-14 18:20:16.000000+00:00\", \"2019-09-19 14:45:32.000000+00:00\"], \"session_ids\": [\"559dff21-0a51-4aad-8f79-cd22eb97eeb7\", \"f87c9c28-a40b-4fcc-b6ac-1839ad11f9d3\", \"3309082f-27a5-4f72-85f5-7c7224423edc\", \"a891334e-2422-4168-a61d-739d2b844588\"], \"total_duration\": 599.0, \"total_sessions\": 4, \"mean_week_duration\": 3.544}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"95608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-05 05:33:18.000000+00:00\", \"2022-11-09 01:11:22.000000+00:00\"], \"session_ids\": [\"ba335db0-d382-4d01-a44a-b2d40bf776d6\", \"c020a4c1-40f0-4cd4-8551-c1e08d33a4c3\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.554}}, {\"80949\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-11 21:30:18.000000+00:00\", \"2022-06-06 16:35:33.000000+00:00\"], \"session_ids\": [\"514c6a7e-b697-42e9-a7c1-3f1b1ba2c470\", \"2c79900e-7012-4ed3-aced-20259c07b7af\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}}, {\"49587\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-03 06:54:22.000000+00:00\", \"2021-02-11 21:32:15.000000+00:00\"], \"session_ids\": [\"4938b197-68e4-4f4e-94e1-db079020a28f\", \"56e71bc4-e2eb-4cbc-b9c4-9678694f1487\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.979}}, {\"85553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-13 03:24:12.000000+00:00\", \"2023-01-25 22:22:23.000000+00:00\"], \"session_ids\": [\"fe4fb95b-53fb-4c17-a906-54dd86ac7dfe\", \"074a7368-7bdb-4fa7-b2bd-77800fec6139\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 2.955}}, {\"35139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-04-24 10:20:21.000000+00:00\", \"2022-07-15 17:26:09.000000+00:00\", \"2019-11-14 18:20:16.000000+00:00\", \"2019-09-19 14:45:32.000000+00:00\"], \"session_ids\": [\"559dff21-0a51-4aad-8f79-cd22eb97eeb7\", \"f87c9c28-a40b-4fcc-b6ac-1839ad11f9d3\", \"3309082f-27a5-4f72-85f5-7c7224423edc\", \"a891334e-2422-4168-a61d-739d2b844588\"], \"total_duration\": 599.0, \"total_sessions\": 4, \"mean_week_duration\": 3.544}}, {\"24915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-01-13 16:38:40.000000+00:00\", \"2020-01-31 05:45:44.000000+00:00\"], \"session_ids\": [\"b2a50179-1f5b-4d71-8144-fd644d2c102d\", \"11efb00f-b7db-4dc6-b482-fa773f03dc7a\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 4.345}}, {\"77799\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-05 12:42:23.000000+00:00\", \"2020-07-23 21:02:52.000000+00:00\", \"2022-05-28 22:04:10.000000+00:00\"], \"session_ids\": [\"165ab6dc-5f74-4f81-9b9d-7c7047fda635\", \"118b8629-2ec0-49bb-a70f-d83e2679d75b\", \"dcfface6-3c55-457e-8266-af0ff4dbfccf\"], \"total_duration\": 861.0, \"total_sessions\": 3, \"mean_week_duration\": 4.977}}, {\"82888\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 12:19:40.000000+00:00\", \"2020-12-11 21:44:26.000000+00:00\"], \"session_ids\": [\"dc1eff3a-e64b-4e38-8e41-13b99af6d38c\", \"2f988bcf-7291-4e3d-88c3-13516bb6e664\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 11.095}}, {\"95363\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-14 00:47:28.000000+00:00\", \"2021-05-04 18:33:06.000000+00:00\"], \"session_ids\": [\"d357360a-8918-45f4-9a76-3b55ce47756b\", \"8bd01c8c-b25e-46d2-b612-a90d8056dec5\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 13.368}}, {\"44650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-15 01:34:34.000000+00:00\", \"2022-04-02 03:05:53.000000+00:00\"], \"session_ids\": [\"38141b84-fd73-46a2-9637-205e5675bebf\", \"35d8e59b-8f75-41ab-be12-8903b0cf18af\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 54.667}}]\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[{\"95608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-05 05:33:18.000000+00:00\", \"2022-11-09 01:11:22.000000+00:00\"], \"session_ids\": [\"ba335db0-d382-4d01-a44a-b2d40bf776d6\", \"c020a4c1-40f0-4cd4-8551-c1e08d33a4c3\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.554}}, {\"80949\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-11 21:30:18.000000+00:00\", \"2022-06-06 16:35:33.000000+00:00\"], \"session_ids\": [\"514c6a7e-b697-42e9-a7c1-3f1b1ba2c470\", \"2c79900e-7012-4ed3-aced-20259c07b7af\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}}, {\"49587\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-03 06:54:22.000000+00:00\", \"2021-02-11 21:32:15.000000+00:00\"], \"session_ids\": [\"4938b197-68e4-4f4e-94e1-db079020a28f\", \"56e71bc4-e2eb-4cbc-b9c4-9678694f1487\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.979}}]\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[{\"95608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-05 05:33:18.000000+00:00\", \"2022-11-09 01:11:22.000000+00:00\"], \"session_ids\": [\"ba335db0-d382-4d01-a44a-b2d40bf776d6\", \"c020a4c1-40f0-4cd4-8551-c1e08d33a4c3\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.554}}, {\"80949\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-11 21:30:18.000000+00:00\", \"2022-06-06 16:35:33.000000+00:00\"], \"session_ids\": [\"514c6a7e-b697-42e9-a7c1-3f1b1ba2c470\", \"2c79900e-7012-4ed3-aced-20259c07b7af\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}}, {\"49587\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-01-03 06:54:22.000000+00:00\", \"2021-02-11 21:32:15.000000+00:00\"], \"session_ids\": [\"4938b197-68e4-4f4e-94e1-db079020a28f\", \"56e71bc4-e2eb-4cbc-b9c4-9678694f1487\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.979}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about 5 users who are bot users based on average_week_duration , apply sorting by site usage time in descending order , moreover show me only 4 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{\"93290\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-23 00:39:58.000000+00:00\", \"2023-02-02 20:55:47.000000+00:00\"], \"session_ids\": [\"2388e66b-159d-4470-a58a-36bcaa7ce523\", \"1af0db6c-5ea0-4a97-80ed-528090fde736\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.652}, \"76612\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-02 23:08:12.000000+00:00\", \"2020-07-16 10:53:53.000000+00:00\"], \"session_ids\": [\"c1c4500d-1c5c-445c-b90f-2ff3ed6e8899\", \"f94b57a6-b9ae-47ac-a986-3b5f66b41ebf\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.619}, \"80725\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-20 00:33:56.000000+00:00\", \"2021-12-26 03:46:42.000000+00:00\"], \"session_ids\": [\"fd212562-86ea-4f13-bc5f-77bcf5ce9663\", \"53292d36-2539-4464-9636-283b55df4a65\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.336}, \"27325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-19 15:17:05.000000+00:00\", \"2022-08-22 18:55:21.000000+00:00\"], \"session_ids\": [\"54ebc0f3-b127-43c3-9e16-31d017e3fc58\", \"70a987c6-05eb-468f-8ab0-6e7f3aa2121a\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.452}, \"91087\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-26 09:54:37.000000+00:00\", \"2022-05-28 15:08:39.000000+00:00\"], \"session_ids\": [\"34a78dbf-251f-46b5-93e8-5786a4f7acf4\", \"ba051691-7286-451c-a762-0de8b110f2cc\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 15.667}, \"30165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-03 12:00:31.000000+00:00\", \"2022-08-25 01:52:50.000000+00:00\", \"2022-04-18 22:08:46.000000+00:00\", \"2019-08-23 04:14:13.000000+00:00\", \"2022-12-19 02:07:57.000000+00:00\", \"2022-09-02 02:21:44.000000+00:00\", \"2020-09-04 18:03:06.000000+00:00\", \"2021-11-25 08:52:47.000000+00:00\"], \"session_ids\": [\"2e66be81-47fa-4fa0-bc87-f4a6ef79d57a\", \"d72cee3f-5c1e-42a1-8908-7e17658402e6\", \"53afc667-141d-44b1-8dc4-74db129df78f\", \"e961cf68-fed4-4c35-a2c1-bbc34991eb4c\", \"95e73aa8-c293-4fe2-a981-b58278c84168\", \"74d297da-38d4-408a-a9d3-088d2df4ed2b\", \"aa9e9b55-d1a5-4d36-9867-04068d71a607\", \"07fbc821-da90-48c7-b262-64128c282388\"], \"total_duration\": 1098.0, \"total_sessions\": 8, \"mean_week_duration\": 5.304}, \"16710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-03-17 09:35:11.000000+00:00\", \"2019-11-17 18:21:36.000000+00:00\", \"2019-08-01 15:11:12.000000+00:00\", \"2019-07-16 18:11:34.000000+00:00\", \"2023-02-08 20:45:51.000000+00:00\", \"2021-09-05 21:33:44.000000+00:00\", \"2023-06-22 03:44:25.000000+00:00\", \"2020-06-25 23:20:04.000000+00:00\", \"2020-02-19 02:35:02.000000+00:00\", \"2020-02-25 06:28:53.000000+00:00\"], \"session_ids\": [\"a2118c0a-8bb5-4226-a7f2-5c7546c80cf2\", \"1290024d-1e67-4908-ba09-8c1a946b5d4b\", \"4d3f6e49-76a1-44b5-9749-cb9de313fe12\", \"e16e322e-b902-4385-a926-be83f5d7b529\", \"329d3036-d5cf-43a2-9388-758a22b0d03e\", \"9dad8c9f-55db-4412-b538-5cf22d34a6c1\", \"6ec37032-3ae8-4d95-bc39-462b5f6b9e59\", \"cf26163a-eb29-463a-ba2f-80dc983d3ba9\", \"58e536ca-27c6-44c8-ab76-9cd65f52e936\", \"71a97195-da1c-4866-ad67-e466a8c62cfc\"], \"total_duration\": 173.0, \"total_sessions\": 10, \"mean_week_duration\": 0.84}, \"36240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-09-23 14:18:03.000000+00:00\", \"2019-10-17 20:01:21.000000+00:00\", \"2021-09-01 05:25:18.000000+00:00\", \"2020-11-18 14:53:32.000000+00:00\"], \"session_ids\": [\"a5bf5d45-554a-4804-96e3-fc5a6d7b760d\", \"8ca6648a-6afb-480c-b133-5cbb641c50df\", \"6d21f2b3-c767-43c6-8f66-824ab3834cb2\", \"70d7e10b-a75b-4ef6-899e-df4f3b3fcc8f\"], \"total_duration\": 700.0, \"total_sessions\": 4, \"mean_week_duration\": 6.863}, \"45189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-10 06:47:16.000000+00:00\", \"2019-04-15 11:29:39.000000+00:00\", \"2020-06-17 17:27:10.000000+00:00\", \"2023-04-17 17:58:39.000000+00:00\", \"2021-11-04 04:59:35.000000+00:00\", \"2022-10-30 02:33:02.000000+00:00\", \"2019-10-01 10:49:10.000000+00:00\"], \"session_ids\": [\"c0debcfc-ec86-458c-9227-494e1c6da2af\", \"d260f3eb-0ec7-4e5a-8c0d-642aba8b6fcb\", \"094be5bf-da9c-4351-9756-68d6beb132f0\", \"49c45ff1-b820-4d79-8718-be29b5d7b131\", \"a142c08b-7b2d-4797-9940-bf6007452736\", \"47683896-1435-4f5d-8ec9-531b8c7c653a\", \"39fda38d-2fd0-4e0b-bcc1-b5d3aaeb5d6d\"], \"total_duration\": 2109.0, \"total_sessions\": 7, \"mean_week_duration\": 10.091}, \"38334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-06 10:53:01.000000+00:00\", \"2020-12-09 01:57:21.000000+00:00\"], \"session_ids\": [\"05b3b7a9-9d4e-42e6-8d66-6d3ea14594c6\", \"589c9c8e-85cf-4625-a4fb-96921044bdc0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.48}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest 5 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 5}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"27325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-19 15:17:05.000000+00:00\", \"2022-08-22 18:55:21.000000+00:00\"], \"session_ids\": [\"54ebc0f3-b127-43c3-9e16-31d017e3fc58\", \"70a987c6-05eb-468f-8ab0-6e7f3aa2121a\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.452}}, {\"38334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-06 10:53:01.000000+00:00\", \"2020-12-09 01:57:21.000000+00:00\"], \"session_ids\": [\"05b3b7a9-9d4e-42e6-8d66-6d3ea14594c6\", \"589c9c8e-85cf-4625-a4fb-96921044bdc0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.48}}, {\"76612\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-02 23:08:12.000000+00:00\", \"2020-07-16 10:53:53.000000+00:00\"], \"session_ids\": [\"c1c4500d-1c5c-445c-b90f-2ff3ed6e8899\", \"f94b57a6-b9ae-47ac-a986-3b5f66b41ebf\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.619}}, {\"93290\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-23 00:39:58.000000+00:00\", \"2023-02-02 20:55:47.000000+00:00\"], \"session_ids\": [\"2388e66b-159d-4470-a58a-36bcaa7ce523\", \"1af0db6c-5ea0-4a97-80ed-528090fde736\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.652}}, {\"16710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-03-17 09:35:11.000000+00:00\", \"2019-11-17 18:21:36.000000+00:00\", \"2019-08-01 15:11:12.000000+00:00\", \"2019-07-16 18:11:34.000000+00:00\", \"2023-02-08 20:45:51.000000+00:00\", \"2021-09-05 21:33:44.000000+00:00\", \"2023-06-22 03:44:25.000000+00:00\", \"2020-06-25 23:20:04.000000+00:00\", \"2020-02-19 02:35:02.000000+00:00\", \"2020-02-25 06:28:53.000000+00:00\"], \"session_ids\": [\"a2118c0a-8bb5-4226-a7f2-5c7546c80cf2\", \"1290024d-1e67-4908-ba09-8c1a946b5d4b\", \"4d3f6e49-76a1-44b5-9749-cb9de313fe12\", \"e16e322e-b902-4385-a926-be83f5d7b529\", \"329d3036-d5cf-43a2-9388-758a22b0d03e\", \"9dad8c9f-55db-4412-b538-5cf22d34a6c1\", \"6ec37032-3ae8-4d95-bc39-462b5f6b9e59\", \"cf26163a-eb29-463a-ba2f-80dc983d3ba9\", \"58e536ca-27c6-44c8-ab76-9cd65f52e936\", \"71a97195-da1c-4866-ad67-e466a8c62cfc\"], \"total_duration\": 173.0, \"total_sessions\": 10, \"mean_week_duration\": 0.84}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"16710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-03-17 09:35:11.000000+00:00\", \"2019-11-17 18:21:36.000000+00:00\", \"2019-08-01 15:11:12.000000+00:00\", \"2019-07-16 18:11:34.000000+00:00\", \"2023-02-08 20:45:51.000000+00:00\", \"2021-09-05 21:33:44.000000+00:00\", \"2023-06-22 03:44:25.000000+00:00\", \"2020-06-25 23:20:04.000000+00:00\", \"2020-02-19 02:35:02.000000+00:00\", \"2020-02-25 06:28:53.000000+00:00\"], \"session_ids\": [\"a2118c0a-8bb5-4226-a7f2-5c7546c80cf2\", \"1290024d-1e67-4908-ba09-8c1a946b5d4b\", \"4d3f6e49-76a1-44b5-9749-cb9de313fe12\", \"e16e322e-b902-4385-a926-be83f5d7b529\", \"329d3036-d5cf-43a2-9388-758a22b0d03e\", \"9dad8c9f-55db-4412-b538-5cf22d34a6c1\", \"6ec37032-3ae8-4d95-bc39-462b5f6b9e59\", \"cf26163a-eb29-463a-ba2f-80dc983d3ba9\", \"58e536ca-27c6-44c8-ab76-9cd65f52e936\", \"71a97195-da1c-4866-ad67-e466a8c62cfc\"], \"total_duration\": 173.0, \"total_sessions\": 10, \"mean_week_duration\": 0.84}}, {\"27325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-19 15:17:05.000000+00:00\", \"2022-08-22 18:55:21.000000+00:00\"], \"session_ids\": [\"54ebc0f3-b127-43c3-9e16-31d017e3fc58\", \"70a987c6-05eb-468f-8ab0-6e7f3aa2121a\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.452}}, {\"38334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-06 10:53:01.000000+00:00\", \"2020-12-09 01:57:21.000000+00:00\"], \"session_ids\": [\"05b3b7a9-9d4e-42e6-8d66-6d3ea14594c6\", \"589c9c8e-85cf-4625-a4fb-96921044bdc0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.48}}, {\"93290\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-23 00:39:58.000000+00:00\", \"2023-02-02 20:55:47.000000+00:00\"], \"session_ids\": [\"2388e66b-159d-4470-a58a-36bcaa7ce523\", \"1af0db6c-5ea0-4a97-80ed-528090fde736\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.652}}, {\"76612\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-02 23:08:12.000000+00:00\", \"2020-07-16 10:53:53.000000+00:00\"], \"session_ids\": [\"c1c4500d-1c5c-445c-b90f-2ff3ed6e8899\", \"f94b57a6-b9ae-47ac-a986-3b5f66b41ebf\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.619}}]\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[{\"16710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-03-17 09:35:11.000000+00:00\", \"2019-11-17 18:21:36.000000+00:00\", \"2019-08-01 15:11:12.000000+00:00\", \"2019-07-16 18:11:34.000000+00:00\", \"2023-02-08 20:45:51.000000+00:00\", \"2021-09-05 21:33:44.000000+00:00\", \"2023-06-22 03:44:25.000000+00:00\", \"2020-06-25 23:20:04.000000+00:00\", \"2020-02-19 02:35:02.000000+00:00\", \"2020-02-25 06:28:53.000000+00:00\"], \"session_ids\": [\"a2118c0a-8bb5-4226-a7f2-5c7546c80cf2\", \"1290024d-1e67-4908-ba09-8c1a946b5d4b\", \"4d3f6e49-76a1-44b5-9749-cb9de313fe12\", \"e16e322e-b902-4385-a926-be83f5d7b529\", \"329d3036-d5cf-43a2-9388-758a22b0d03e\", \"9dad8c9f-55db-4412-b538-5cf22d34a6c1\", \"6ec37032-3ae8-4d95-bc39-462b5f6b9e59\", \"cf26163a-eb29-463a-ba2f-80dc983d3ba9\", \"58e536ca-27c6-44c8-ab76-9cd65f52e936\", \"71a97195-da1c-4866-ad67-e466a8c62cfc\"], \"total_duration\": 173.0, \"total_sessions\": 10, \"mean_week_duration\": 0.84}}, {\"27325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-19 15:17:05.000000+00:00\", \"2022-08-22 18:55:21.000000+00:00\"], \"session_ids\": [\"54ebc0f3-b127-43c3-9e16-31d017e3fc58\", \"70a987c6-05eb-468f-8ab0-6e7f3aa2121a\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.452}}, {\"38334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-06 10:53:01.000000+00:00\", \"2020-12-09 01:57:21.000000+00:00\"], \"session_ids\": [\"05b3b7a9-9d4e-42e6-8d66-6d3ea14594c6\", \"589c9c8e-85cf-4625-a4fb-96921044bdc0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.48}}, {\"93290\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-23 00:39:58.000000+00:00\", \"2023-02-02 20:55:47.000000+00:00\"], \"session_ids\": [\"2388e66b-159d-4470-a58a-36bcaa7ce523\", \"1af0db6c-5ea0-4a97-80ed-528090fde736\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.652}}]\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[{\"16710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-03-17 09:35:11.000000+00:00\", \"2019-11-17 18:21:36.000000+00:00\", \"2019-08-01 15:11:12.000000+00:00\", \"2019-07-16 18:11:34.000000+00:00\", \"2023-02-08 20:45:51.000000+00:00\", \"2021-09-05 21:33:44.000000+00:00\", \"2023-06-22 03:44:25.000000+00:00\", \"2020-06-25 23:20:04.000000+00:00\", \"2020-02-19 02:35:02.000000+00:00\", \"2020-02-25 06:28:53.000000+00:00\"], \"session_ids\": [\"a2118c0a-8bb5-4226-a7f2-5c7546c80cf2\", \"1290024d-1e67-4908-ba09-8c1a946b5d4b\", \"4d3f6e49-76a1-44b5-9749-cb9de313fe12\", \"e16e322e-b902-4385-a926-be83f5d7b529\", \"329d3036-d5cf-43a2-9388-758a22b0d03e\", \"9dad8c9f-55db-4412-b538-5cf22d34a6c1\", \"6ec37032-3ae8-4d95-bc39-462b5f6b9e59\", \"cf26163a-eb29-463a-ba2f-80dc983d3ba9\", \"58e536ca-27c6-44c8-ab76-9cd65f52e936\", \"71a97195-da1c-4866-ad67-e466a8c62cfc\"], \"total_duration\": 173.0, \"total_sessions\": 10, \"mean_week_duration\": 0.84}}, {\"27325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-19 15:17:05.000000+00:00\", \"2022-08-22 18:55:21.000000+00:00\"], \"session_ids\": [\"54ebc0f3-b127-43c3-9e16-31d017e3fc58\", \"70a987c6-05eb-468f-8ab0-6e7f3aa2121a\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.452}}, {\"38334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-06 10:53:01.000000+00:00\", \"2020-12-09 01:57:21.000000+00:00\"], \"session_ids\": [\"05b3b7a9-9d4e-42e6-8d66-6d3ea14594c6\", \"589c9c8e-85cf-4625-a4fb-96921044bdc0\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.48}}, {\"93290\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-23 00:39:58.000000+00:00\", \"2023-02-02 20:55:47.000000+00:00\"], \"session_ids\": [\"2388e66b-159d-4470-a58a-36bcaa7ce523\", \"1af0db6c-5ea0-4a97-80ed-528090fde736\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.652}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into 2 users I can't find living in city Kuala Lumpur , and execute sorting by average week duration in desc 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{\"59870\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-01 14:31:29.000000+00:00\", \"2020-05-26 21:08:59.000000+00:00\", \"2022-01-21 04:07:12.000000+00:00\", \"2021-01-03 13:33:29.000000+00:00\", \"2020-10-09 22:54:34.000000+00:00\", \"2022-04-18 12:06:52.000000+00:00\"], \"session_ids\": [\"618b0e7a-5b31-4700-a7e6-de94eabe63d9\", \"bc8441a4-c793-4aec-ac6d-6ed848429f60\", \"c3c22a3b-dfb3-48b9-89c7-b13370220910\", \"dda97493-85a1-495a-93a6-156b134c768c\", \"2f8fc878-ed0e-4455-997a-eca85fcebb76\", \"29bae3be-50e3-4e5e-adec-fdcd219736e6\"], \"total_duration\": 330.0, \"total_sessions\": 6, \"mean_week_duration\": 3.333}, \"18682\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-05-21 13:19:40.000000+00:00\", \"2023-01-15 00:30:08.000000+00:00\"], \"session_ids\": [\"bfc666b8-8996-4bd3-80f6-42a070e99a85\", \"57bc6780-a164-4402-af4d-ca393925f886\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.188}, \"84649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-02 06:51:45.000000+00:00\", \"2021-06-18 14:30:53.000000+00:00\"], \"session_ids\": [\"e6276901-7d97-4c14-aecc-47ea669ea351\", \"09a76215-8cd3-4f3b-a9aa-73036457af80\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}, \"52845\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-22 09:05:26.000000+00:00\", \"2020-08-25 10:32:53.000000+00:00\"], \"session_ids\": [\"b9094da7-26af-4436-9b02-1de58dec98e3\", \"2e5a56b3-b28a-4517-be64-1f48d8a14953\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 77.0}, \"28044\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-10 19:16:56.000000+00:00\", \"2019-03-04 10:43:00.000000+00:00\", \"2019-08-01 12:49:48.000000+00:00\"], \"session_ids\": [\"c7b280e2-e58c-4bcf-b393-bbb6dea541ba\", \"94524080-1281-49e0-9a2d-86ea601c700b\", \"46179473-ab6b-4f44-9a35-c4d7cf8cbaa0\"], \"total_duration\": 569.0, \"total_sessions\": 3, \"mean_week_duration\": 2.817}, \"75924\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-22 16:19:59.000000+00:00\", \"2023-06-01 11:49:28.000000+00:00\", \"2022-04-08 23:50:02.000000+00:00\", \"2022-12-02 15:08:31.000000+00:00\", \"2021-12-18 00:01:13.000000+00:00\"], \"session_ids\": [\"16573978-48d3-4981-bf39-bfda2816e9d5\", \"04a20966-9954-40dd-924f-d55d269ee9c3\", \"c0f25066-46a3-4db5-b13f-06d18ef60cd9\", \"748621b9-8897-4081-896c-1d0a60a676fa\", \"1b255c62-1b07-425c-a158-c4bd682892f9\"], \"total_duration\": 2107.0, \"total_sessions\": 5, \"mean_week_duration\": 10.228}, \"99195\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-27 14:41:11.000000+00:00\", \"2021-08-23 18:44:58.000000+00:00\", \"2022-05-02 18:12:12.000000+00:00\"], \"session_ids\": [\"9cbc2ec3-c0f4-4640-8468-11aa09301097\", \"639cbc6a-2ac4-4eb9-bcb5-a8362a392694\", \"1bde1e8d-c2df-41c5-85dc-5b2a6d14ff22\"], \"total_duration\": 938.0, \"total_sessions\": 3, \"mean_week_duration\": 26.056}, \"39063\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-12-04 10:55:21.000000+00:00\", \"2022-02-22 11:41:48.000000+00:00\"], \"session_ids\": [\"128b18dc-b6c1-4aeb-bbb0-c6d8fcecd52e\", \"8edf2798-2215-4d52-a880-7012f3ba857b\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.359}, \"83365\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-03 08:21:34.000000+00:00\", \"2022-11-30 16:17:06.000000+00:00\"], \"session_ids\": [\"88f1efb0-3ba0-46a1-9a5a-2e5bb2db719d\", \"337e440d-10a5-4251-ba9f-38b65d1759ca\"], \"total_duration\": 354.0, \"total_sessions\": 2, \"mean_week_duration\": 2.145}, \"81909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-16 22:22:17.000000+00:00\", \"2022-11-11 16:58:43.000000+00:00\"], \"session_ids\": [\"274ebaa1-c853-46b8-a79c-16aa29017458\", \"f7627831-f7d0-4e63-be00-8e709de4769c\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.336}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is not Kuala Lumpur"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Kuala Lumpur\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"59870\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-01 14:31:29.000000+00:00\", \"2020-05-26 21:08:59.000000+00:00\", \"2022-01-21 04:07:12.000000+00:00\", \"2021-01-03 13:33:29.000000+00:00\", \"2020-10-09 22:54:34.000000+00:00\", \"2022-04-18 12:06:52.000000+00:00\"], \"session_ids\": [\"618b0e7a-5b31-4700-a7e6-de94eabe63d9\", \"bc8441a4-c793-4aec-ac6d-6ed848429f60\", \"c3c22a3b-dfb3-48b9-89c7-b13370220910\", \"dda97493-85a1-495a-93a6-156b134c768c\", \"2f8fc878-ed0e-4455-997a-eca85fcebb76\", \"29bae3be-50e3-4e5e-adec-fdcd219736e6\"], \"total_duration\": 330.0, \"total_sessions\": 6, \"mean_week_duration\": 3.333}, \"18682\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-05-21 13:19:40.000000+00:00\", \"2023-01-15 00:30:08.000000+00:00\"], \"session_ids\": [\"bfc666b8-8996-4bd3-80f6-42a070e99a85\", \"57bc6780-a164-4402-af4d-ca393925f886\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.188}, \"84649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-02 06:51:45.000000+00:00\", \"2021-06-18 14:30:53.000000+00:00\"], \"session_ids\": [\"e6276901-7d97-4c14-aecc-47ea669ea351\", \"09a76215-8cd3-4f3b-a9aa-73036457af80\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}, \"52845\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-22 09:05:26.000000+00:00\", \"2020-08-25 10:32:53.000000+00:00\"], \"session_ids\": [\"b9094da7-26af-4436-9b02-1de58dec98e3\", \"2e5a56b3-b28a-4517-be64-1f48d8a14953\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 77.0}, \"28044\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-10 19:16:56.000000+00:00\", \"2019-03-04 10:43:00.000000+00:00\", \"2019-08-01 12:49:48.000000+00:00\"], \"session_ids\": [\"c7b280e2-e58c-4bcf-b393-bbb6dea541ba\", \"94524080-1281-49e0-9a2d-86ea601c700b\", \"46179473-ab6b-4f44-9a35-c4d7cf8cbaa0\"], \"total_duration\": 569.0, \"total_sessions\": 3, \"mean_week_duration\": 2.817}, \"75924\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-22 16:19:59.000000+00:00\", \"2023-06-01 11:49:28.000000+00:00\", \"2022-04-08 23:50:02.000000+00:00\", \"2022-12-02 15:08:31.000000+00:00\", \"2021-12-18 00:01:13.000000+00:00\"], \"session_ids\": [\"16573978-48d3-4981-bf39-bfda2816e9d5\", \"04a20966-9954-40dd-924f-d55d269ee9c3\", \"c0f25066-46a3-4db5-b13f-06d18ef60cd9\", \"748621b9-8897-4081-896c-1d0a60a676fa\", \"1b255c62-1b07-425c-a158-c4bd682892f9\"], \"total_duration\": 2107.0, \"total_sessions\": 5, \"mean_week_duration\": 10.228}, \"99195\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-27 14:41:11.000000+00:00\", \"2021-08-23 18:44:58.000000+00:00\", \"2022-05-02 18:12:12.000000+00:00\"], \"session_ids\": [\"9cbc2ec3-c0f4-4640-8468-11aa09301097\", \"639cbc6a-2ac4-4eb9-bcb5-a8362a392694\", \"1bde1e8d-c2df-41c5-85dc-5b2a6d14ff22\"], \"total_duration\": 938.0, \"total_sessions\": 3, \"mean_week_duration\": 26.056}, \"39063\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-12-04 10:55:21.000000+00:00\", \"2022-02-22 11:41:48.000000+00:00\"], \"session_ids\": [\"128b18dc-b6c1-4aeb-bbb0-c6d8fcecd52e\", \"8edf2798-2215-4d52-a880-7012f3ba857b\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.359}, \"83365\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-03 08:21:34.000000+00:00\", \"2022-11-30 16:17:06.000000+00:00\"], \"session_ids\": [\"88f1efb0-3ba0-46a1-9a5a-2e5bb2db719d\", \"337e440d-10a5-4251-ba9f-38b65d1759ca\"], \"total_duration\": 354.0, \"total_sessions\": 2, \"mean_week_duration\": 2.145}, \"81909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-16 22:22:17.000000+00:00\", \"2022-11-11 16:58:43.000000+00:00\"], \"session_ids\": [\"274ebaa1-c853-46b8-a79c-16aa29017458\", \"f7627831-f7d0-4e63-be00-8e709de4769c\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.336}}\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[{\"52845\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-22 09:05:26.000000+00:00\", \"2020-08-25 10:32:53.000000+00:00\"], \"session_ids\": [\"b9094da7-26af-4436-9b02-1de58dec98e3\", \"2e5a56b3-b28a-4517-be64-1f48d8a14953\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 77.0}}, {\"99195\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-27 14:41:11.000000+00:00\", \"2021-08-23 18:44:58.000000+00:00\", \"2022-05-02 18:12:12.000000+00:00\"], \"session_ids\": [\"9cbc2ec3-c0f4-4640-8468-11aa09301097\", \"639cbc6a-2ac4-4eb9-bcb5-a8362a392694\", \"1bde1e8d-c2df-41c5-85dc-5b2a6d14ff22\"], \"total_duration\": 938.0, \"total_sessions\": 3, \"mean_week_duration\": 26.056}}, {\"75924\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-22 16:19:59.000000+00:00\", \"2023-06-01 11:49:28.000000+00:00\", \"2022-04-08 23:50:02.000000+00:00\", \"2022-12-02 15:08:31.000000+00:00\", \"2021-12-18 00:01:13.000000+00:00\"], \"session_ids\": [\"16573978-48d3-4981-bf39-bfda2816e9d5\", \"04a20966-9954-40dd-924f-d55d269ee9c3\", \"c0f25066-46a3-4db5-b13f-06d18ef60cd9\", \"748621b9-8897-4081-896c-1d0a60a676fa\", \"1b255c62-1b07-425c-a158-c4bd682892f9\"], \"total_duration\": 2107.0, \"total_sessions\": 5, \"mean_week_duration\": 10.228}}, {\"59870\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-01 14:31:29.000000+00:00\", \"2020-05-26 21:08:59.000000+00:00\", \"2022-01-21 04:07:12.000000+00:00\", \"2021-01-03 13:33:29.000000+00:00\", \"2020-10-09 22:54:34.000000+00:00\", \"2022-04-18 12:06:52.000000+00:00\"], \"session_ids\": [\"618b0e7a-5b31-4700-a7e6-de94eabe63d9\", \"bc8441a4-c793-4aec-ac6d-6ed848429f60\", \"c3c22a3b-dfb3-48b9-89c7-b13370220910\", \"dda97493-85a1-495a-93a6-156b134c768c\", \"2f8fc878-ed0e-4455-997a-eca85fcebb76\", \"29bae3be-50e3-4e5e-adec-fdcd219736e6\"], \"total_duration\": 330.0, \"total_sessions\": 6, \"mean_week_duration\": 3.333}}, {\"28044\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-10 19:16:56.000000+00:00\", \"2019-03-04 10:43:00.000000+00:00\", \"2019-08-01 12:49:48.000000+00:00\"], \"session_ids\": [\"c7b280e2-e58c-4bcf-b393-bbb6dea541ba\", \"94524080-1281-49e0-9a2d-86ea601c700b\", \"46179473-ab6b-4f44-9a35-c4d7cf8cbaa0\"], \"total_duration\": 569.0, \"total_sessions\": 3, \"mean_week_duration\": 2.817}}, {\"83365\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-03 08:21:34.000000+00:00\", \"2022-11-30 16:17:06.000000+00:00\"], \"session_ids\": [\"88f1efb0-3ba0-46a1-9a5a-2e5bb2db719d\", \"337e440d-10a5-4251-ba9f-38b65d1759ca\"], \"total_duration\": 354.0, \"total_sessions\": 2, \"mean_week_duration\": 2.145}}, {\"84649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-02 06:51:45.000000+00:00\", \"2021-06-18 14:30:53.000000+00:00\"], \"session_ids\": [\"e6276901-7d97-4c14-aecc-47ea669ea351\", \"09a76215-8cd3-4f3b-a9aa-73036457af80\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}}, {\"39063\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-12-04 10:55:21.000000+00:00\", \"2022-02-22 11:41:48.000000+00:00\"], \"session_ids\": [\"128b18dc-b6c1-4aeb-bbb0-c6d8fcecd52e\", \"8edf2798-2215-4d52-a880-7012f3ba857b\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.359}}, {\"81909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-16 22:22:17.000000+00:00\", \"2022-11-11 16:58:43.000000+00:00\"], \"session_ids\": [\"274ebaa1-c853-46b8-a79c-16aa29017458\", \"f7627831-f7d0-4e63-be00-8e709de4769c\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.336}}, {\"18682\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-05-21 13:19:40.000000+00:00\", \"2023-01-15 00:30:08.000000+00:00\"], \"session_ids\": [\"bfc666b8-8996-4bd3-80f6-42a070e99a85\", \"57bc6780-a164-4402-af4d-ca393925f886\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.188}}]\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[{\"52845\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-22 09:05:26.000000+00:00\", \"2020-08-25 10:32:53.000000+00:00\"], \"session_ids\": [\"b9094da7-26af-4436-9b02-1de58dec98e3\", \"2e5a56b3-b28a-4517-be64-1f48d8a14953\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 77.0}}, {\"99195\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-27 14:41:11.000000+00:00\", \"2021-08-23 18:44:58.000000+00:00\", \"2022-05-02 18:12:12.000000+00:00\"], \"session_ids\": [\"9cbc2ec3-c0f4-4640-8468-11aa09301097\", \"639cbc6a-2ac4-4eb9-bcb5-a8362a392694\", \"1bde1e8d-c2df-41c5-85dc-5b2a6d14ff22\"], \"total_duration\": 938.0, \"total_sessions\": 3, \"mean_week_duration\": 26.056}}]\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[{\"52845\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-22 09:05:26.000000+00:00\", \"2020-08-25 10:32:53.000000+00:00\"], \"session_ids\": [\"b9094da7-26af-4436-9b02-1de58dec98e3\", \"2e5a56b3-b28a-4517-be64-1f48d8a14953\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 77.0}}, {\"99195\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-27 14:41:11.000000+00:00\", \"2021-08-23 18:44:58.000000+00:00\", \"2022-05-02 18:12:12.000000+00:00\"], \"session_ids\": [\"9cbc2ec3-c0f4-4640-8468-11aa09301097\", \"639cbc6a-2ac4-4eb9-bcb5-a8362a392694\", \"1bde1e8d-c2df-41c5-85dc-5b2a6d14ff22\"], \"total_duration\": 938.0, \"total_sessions\": 3, \"mean_week_duration\": 26.056}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'd like to be informed about 5 users who are not residents of city San Pedro , moreover implement sorting by all sessions quantity in asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"65217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-18 11:28:00.000000+00:00\", \"2019-02-15 09:39:30.000000+00:00\"], \"session_ids\": [\"1c5f71af-7e0a-4bd1-8b64-0434b8f17fd1\", \"fd82fb1d-67e0-4060-a16b-f3c61b7e4266\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}, \"70845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2023-01-07 10:38:37.000000+00:00\", \"2022-12-10 04:34:08.000000+00:00\"], \"session_ids\": [\"4fceb4e8-2903-43ac-a8de-6f102a88cfef\", \"66b53f8c-baf0-471f-91bc-52e82ee4cafa\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 52.75}, \"24117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-05-17 14:56:44.000000+00:00\", \"2022-12-24 08:29:05.000000+00:00\"], \"session_ids\": [\"03451b21-6ad9-453f-aa8b-eb8a7934d337\", \"0acdbe50-a430-4f4c-94d5-a8e74cb4009a\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.833}, \"12219\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-10 07:10:53.000000+00:00\", \"2022-09-11 02:08:15.000000+00:00\"], \"session_ids\": [\"c43ff859-6a0f-4d2d-9fac-164d5a2424b5\", \"1f4a6cd9-c063-4054-a4f1-1431890d5876\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}, \"17818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-05-23 12:33:08.000000+00:00\", \"2021-10-19 15:37:12.000000+00:00\", \"2021-01-12 19:26:10.000000+00:00\", \"2023-02-03 01:15:10.000000+00:00\", \"2021-12-21 02:05:06.000000+00:00\", \"2022-08-27 03:08:04.000000+00:00\", \"2020-03-15 15:10:28.000000+00:00\", \"2021-04-25 20:47:49.000000+00:00\"], \"session_ids\": [\"42240892-1033-4684-ab89-dd21ccaaece8\", \"b948c753-efe9-4b5d-9365-e1fc2ac57146\", \"9469880c-7571-40b1-b7b4-834161dbfada\", \"9194fcaf-aeb5-48be-9f1b-a1428b0e4871\", \"bd702fc3-b32b-4421-bc63-6bc791a2a0c8\", \"06df8199-2984-492f-bd29-f4c7447308a8\", \"2410a21b-8095-47b8-851c-a5ef3f3d447a\", \"9d3496ec-ee45-480f-83dd-e897b89c1ccb\"], \"total_duration\": 308.0, \"total_sessions\": 8, \"mean_week_duration\": 2.04}, \"61086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-04-16 13:08:48.000000+00:00\", \"2023-01-09 05:16:38.000000+00:00\", \"2019-05-17 10:01:47.000000+00:00\", \"2022-02-23 05:44:29.000000+00:00\", \"2019-02-15 22:50:14.000000+00:00\", \"2020-01-04 05:53:59.000000+00:00\", \"2020-09-26 22:27:57.000000+00:00\", \"2019-04-05 22:47:55.000000+00:00\", \"2020-06-05 20:43:42.000000+00:00\", \"2021-12-11 09:17:24.000000+00:00\"], \"session_ids\": [\"63fac5bd-24ef-4ed0-bdff-003ff676582f\", \"80bc6109-093f-404f-8743-d9330e3419a6\", \"139825dc-dd1d-4e53-9420-f22b0e6544df\", \"61b7d1d4-1bb6-4b3b-aae7-0b2486573470\", \"48456b0a-4edb-4b68-84a9-c54d726f539d\", \"12fc4be2-8340-4d46-98f6-b64a2b6f0521\", \"303278fc-d142-465a-a7da-f7651fd2415d\", \"ed70e6e8-9232-441c-928f-8a8bc429c4dd\", \"d5471871-55b2-4be2-9c0b-e14aeeb4f72a\", \"187f44fc-c7ea-4725-a231-dd205ddea425\"], \"total_duration\": 3758.0, \"total_sessions\": 10, \"mean_week_duration\": 18.422}, \"29555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-31 21:31:58.000000+00:00\", \"2021-12-03 20:09:41.000000+00:00\"], \"session_ids\": [\"a99cb900-db4b-4240-bab7-a46090a8eb4f\", \"f45c9764-75ef-4644-bb3d-4cbacc928e58\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.857}, \"86683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-06 13:30:06.000000+00:00\", \"2019-02-06 17:32:08.000000+00:00\"], \"session_ids\": [\"68f6df04-e586-41cb-8b3b-b735c926eff6\", \"05fa0411-85aa-431d-8fd2-f9900ada6cdf\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.179}, \"79477\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-08-31 02:54:11.000000+00:00\", \"2021-04-20 11:07:11.000000+00:00\", \"2021-09-12 13:08:01.000000+00:00\"], \"session_ids\": [\"e22b3aa5-d448-4d0d-b183-ff1d522c5829\", \"ca7fb2de-9e6d-4807-9863-31f9a6f657ec\", \"22127728-2fd1-4e86-a211-a11a7543561a\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 6.732}, \"33621\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2019-06-21 09:02:57.000000+00:00\", \"2023-02-01 03:23:15.000000+00:00\", \"2022-09-21 23:04:46.000000+00:00\"], \"session_ids\": [\"ebfdd9b4-96ae-4a94-bafb-2d69bfaa457b\", \"3b98058b-b9ed-4069-8ce4-4c9f0fd16ca5\", \"bec5f73a-b545-4d46-9496-40759e572eaf\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 0.381}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is not San Pedro"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"San Pedro\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"65217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-18 11:28:00.000000+00:00\", \"2019-02-15 09:39:30.000000+00:00\"], \"session_ids\": [\"1c5f71af-7e0a-4bd1-8b64-0434b8f17fd1\", \"fd82fb1d-67e0-4060-a16b-f3c61b7e4266\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}, \"70845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2023-01-07 10:38:37.000000+00:00\", \"2022-12-10 04:34:08.000000+00:00\"], \"session_ids\": [\"4fceb4e8-2903-43ac-a8de-6f102a88cfef\", \"66b53f8c-baf0-471f-91bc-52e82ee4cafa\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 52.75}, \"24117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-05-17 14:56:44.000000+00:00\", \"2022-12-24 08:29:05.000000+00:00\"], \"session_ids\": [\"03451b21-6ad9-453f-aa8b-eb8a7934d337\", \"0acdbe50-a430-4f4c-94d5-a8e74cb4009a\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.833}, \"12219\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-10 07:10:53.000000+00:00\", \"2022-09-11 02:08:15.000000+00:00\"], \"session_ids\": [\"c43ff859-6a0f-4d2d-9fac-164d5a2424b5\", \"1f4a6cd9-c063-4054-a4f1-1431890d5876\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}, \"17818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-05-23 12:33:08.000000+00:00\", \"2021-10-19 15:37:12.000000+00:00\", \"2021-01-12 19:26:10.000000+00:00\", \"2023-02-03 01:15:10.000000+00:00\", \"2021-12-21 02:05:06.000000+00:00\", \"2022-08-27 03:08:04.000000+00:00\", \"2020-03-15 15:10:28.000000+00:00\", \"2021-04-25 20:47:49.000000+00:00\"], \"session_ids\": [\"42240892-1033-4684-ab89-dd21ccaaece8\", \"b948c753-efe9-4b5d-9365-e1fc2ac57146\", \"9469880c-7571-40b1-b7b4-834161dbfada\", \"9194fcaf-aeb5-48be-9f1b-a1428b0e4871\", \"bd702fc3-b32b-4421-bc63-6bc791a2a0c8\", \"06df8199-2984-492f-bd29-f4c7447308a8\", \"2410a21b-8095-47b8-851c-a5ef3f3d447a\", \"9d3496ec-ee45-480f-83dd-e897b89c1ccb\"], \"total_duration\": 308.0, \"total_sessions\": 8, \"mean_week_duration\": 2.04}, \"61086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-04-16 13:08:48.000000+00:00\", \"2023-01-09 05:16:38.000000+00:00\", \"2019-05-17 10:01:47.000000+00:00\", \"2022-02-23 05:44:29.000000+00:00\", \"2019-02-15 22:50:14.000000+00:00\", \"2020-01-04 05:53:59.000000+00:00\", \"2020-09-26 22:27:57.000000+00:00\", \"2019-04-05 22:47:55.000000+00:00\", \"2020-06-05 20:43:42.000000+00:00\", \"2021-12-11 09:17:24.000000+00:00\"], \"session_ids\": [\"63fac5bd-24ef-4ed0-bdff-003ff676582f\", \"80bc6109-093f-404f-8743-d9330e3419a6\", \"139825dc-dd1d-4e53-9420-f22b0e6544df\", \"61b7d1d4-1bb6-4b3b-aae7-0b2486573470\", \"48456b0a-4edb-4b68-84a9-c54d726f539d\", \"12fc4be2-8340-4d46-98f6-b64a2b6f0521\", \"303278fc-d142-465a-a7da-f7651fd2415d\", \"ed70e6e8-9232-441c-928f-8a8bc429c4dd\", \"d5471871-55b2-4be2-9c0b-e14aeeb4f72a\", \"187f44fc-c7ea-4725-a231-dd205ddea425\"], \"total_duration\": 3758.0, \"total_sessions\": 10, \"mean_week_duration\": 18.422}, \"29555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-31 21:31:58.000000+00:00\", \"2021-12-03 20:09:41.000000+00:00\"], \"session_ids\": [\"a99cb900-db4b-4240-bab7-a46090a8eb4f\", \"f45c9764-75ef-4644-bb3d-4cbacc928e58\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.857}, \"86683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-06 13:30:06.000000+00:00\", \"2019-02-06 17:32:08.000000+00:00\"], \"session_ids\": [\"68f6df04-e586-41cb-8b3b-b735c926eff6\", \"05fa0411-85aa-431d-8fd2-f9900ada6cdf\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.179}, \"79477\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-08-31 02:54:11.000000+00:00\", \"2021-04-20 11:07:11.000000+00:00\", \"2021-09-12 13:08:01.000000+00:00\"], \"session_ids\": [\"e22b3aa5-d448-4d0d-b183-ff1d522c5829\", \"ca7fb2de-9e6d-4807-9863-31f9a6f657ec\", \"22127728-2fd1-4e86-a211-a11a7543561a\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 6.732}, \"33621\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2019-06-21 09:02:57.000000+00:00\", \"2023-02-01 03:23:15.000000+00:00\", \"2022-09-21 23:04:46.000000+00:00\"], \"session_ids\": [\"ebfdd9b4-96ae-4a94-bafb-2d69bfaa457b\", \"3b98058b-b9ed-4069-8ce4-4c9f0fd16ca5\", \"bec5f73a-b545-4d46-9496-40759e572eaf\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 0.381}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-18 11:28:00.000000+00:00\", \"2019-02-15 09:39:30.000000+00:00\"], \"session_ids\": [\"1c5f71af-7e0a-4bd1-8b64-0434b8f17fd1\", \"fd82fb1d-67e0-4060-a16b-f3c61b7e4266\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"70845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2023-01-07 10:38:37.000000+00:00\", \"2022-12-10 04:34:08.000000+00:00\"], \"session_ids\": [\"4fceb4e8-2903-43ac-a8de-6f102a88cfef\", \"66b53f8c-baf0-471f-91bc-52e82ee4cafa\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 52.75}}, {\"24117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-05-17 14:56:44.000000+00:00\", \"2022-12-24 08:29:05.000000+00:00\"], \"session_ids\": [\"03451b21-6ad9-453f-aa8b-eb8a7934d337\", \"0acdbe50-a430-4f4c-94d5-a8e74cb4009a\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.833}}, {\"12219\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-10 07:10:53.000000+00:00\", \"2022-09-11 02:08:15.000000+00:00\"], \"session_ids\": [\"c43ff859-6a0f-4d2d-9fac-164d5a2424b5\", \"1f4a6cd9-c063-4054-a4f1-1431890d5876\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}, {\"29555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-31 21:31:58.000000+00:00\", \"2021-12-03 20:09:41.000000+00:00\"], \"session_ids\": [\"a99cb900-db4b-4240-bab7-a46090a8eb4f\", \"f45c9764-75ef-4644-bb3d-4cbacc928e58\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.857}}, {\"86683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-06 13:30:06.000000+00:00\", \"2019-02-06 17:32:08.000000+00:00\"], \"session_ids\": [\"68f6df04-e586-41cb-8b3b-b735c926eff6\", \"05fa0411-85aa-431d-8fd2-f9900ada6cdf\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.179}}, {\"79477\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-08-31 02:54:11.000000+00:00\", \"2021-04-20 11:07:11.000000+00:00\", \"2021-09-12 13:08:01.000000+00:00\"], \"session_ids\": [\"e22b3aa5-d448-4d0d-b183-ff1d522c5829\", \"ca7fb2de-9e6d-4807-9863-31f9a6f657ec\", \"22127728-2fd1-4e86-a211-a11a7543561a\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 6.732}}, {\"33621\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2019-06-21 09:02:57.000000+00:00\", \"2023-02-01 03:23:15.000000+00:00\", \"2022-09-21 23:04:46.000000+00:00\"], \"session_ids\": [\"ebfdd9b4-96ae-4a94-bafb-2d69bfaa457b\", \"3b98058b-b9ed-4069-8ce4-4c9f0fd16ca5\", \"bec5f73a-b545-4d46-9496-40759e572eaf\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 0.381}}, {\"17818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-05-23 12:33:08.000000+00:00\", \"2021-10-19 15:37:12.000000+00:00\", \"2021-01-12 19:26:10.000000+00:00\", \"2023-02-03 01:15:10.000000+00:00\", \"2021-12-21 02:05:06.000000+00:00\", \"2022-08-27 03:08:04.000000+00:00\", \"2020-03-15 15:10:28.000000+00:00\", \"2021-04-25 20:47:49.000000+00:00\"], \"session_ids\": [\"42240892-1033-4684-ab89-dd21ccaaece8\", \"b948c753-efe9-4b5d-9365-e1fc2ac57146\", \"9469880c-7571-40b1-b7b4-834161dbfada\", \"9194fcaf-aeb5-48be-9f1b-a1428b0e4871\", \"bd702fc3-b32b-4421-bc63-6bc791a2a0c8\", \"06df8199-2984-492f-bd29-f4c7447308a8\", \"2410a21b-8095-47b8-851c-a5ef3f3d447a\", \"9d3496ec-ee45-480f-83dd-e897b89c1ccb\"], \"total_duration\": 308.0, \"total_sessions\": 8, \"mean_week_duration\": 2.04}}, {\"61086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-04-16 13:08:48.000000+00:00\", \"2023-01-09 05:16:38.000000+00:00\", \"2019-05-17 10:01:47.000000+00:00\", \"2022-02-23 05:44:29.000000+00:00\", \"2019-02-15 22:50:14.000000+00:00\", \"2020-01-04 05:53:59.000000+00:00\", \"2020-09-26 22:27:57.000000+00:00\", \"2019-04-05 22:47:55.000000+00:00\", \"2020-06-05 20:43:42.000000+00:00\", \"2021-12-11 09:17:24.000000+00:00\"], \"session_ids\": [\"63fac5bd-24ef-4ed0-bdff-003ff676582f\", \"80bc6109-093f-404f-8743-d9330e3419a6\", \"139825dc-dd1d-4e53-9420-f22b0e6544df\", \"61b7d1d4-1bb6-4b3b-aae7-0b2486573470\", \"48456b0a-4edb-4b68-84a9-c54d726f539d\", \"12fc4be2-8340-4d46-98f6-b64a2b6f0521\", \"303278fc-d142-465a-a7da-f7651fd2415d\", \"ed70e6e8-9232-441c-928f-8a8bc429c4dd\", \"d5471871-55b2-4be2-9c0b-e14aeeb4f72a\", \"187f44fc-c7ea-4725-a231-dd205ddea425\"], \"total_duration\": 3758.0, \"total_sessions\": 10, \"mean_week_duration\": 18.422}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 5 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-18 11:28:00.000000+00:00\", \"2019-02-15 09:39:30.000000+00:00\"], \"session_ids\": [\"1c5f71af-7e0a-4bd1-8b64-0434b8f17fd1\", \"fd82fb1d-67e0-4060-a16b-f3c61b7e4266\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"70845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2023-01-07 10:38:37.000000+00:00\", \"2022-12-10 04:34:08.000000+00:00\"], \"session_ids\": [\"4fceb4e8-2903-43ac-a8de-6f102a88cfef\", \"66b53f8c-baf0-471f-91bc-52e82ee4cafa\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 52.75}}, {\"24117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-05-17 14:56:44.000000+00:00\", \"2022-12-24 08:29:05.000000+00:00\"], \"session_ids\": [\"03451b21-6ad9-453f-aa8b-eb8a7934d337\", \"0acdbe50-a430-4f4c-94d5-a8e74cb4009a\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.833}}, {\"12219\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-10 07:10:53.000000+00:00\", \"2022-09-11 02:08:15.000000+00:00\"], \"session_ids\": [\"c43ff859-6a0f-4d2d-9fac-164d5a2424b5\", \"1f4a6cd9-c063-4054-a4f1-1431890d5876\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}, {\"29555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-31 21:31:58.000000+00:00\", \"2021-12-03 20:09:41.000000+00:00\"], \"session_ids\": [\"a99cb900-db4b-4240-bab7-a46090a8eb4f\", \"f45c9764-75ef-4644-bb3d-4cbacc928e58\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.857}}]\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[{\"65217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-18 11:28:00.000000+00:00\", \"2019-02-15 09:39:30.000000+00:00\"], \"session_ids\": [\"1c5f71af-7e0a-4bd1-8b64-0434b8f17fd1\", \"fd82fb1d-67e0-4060-a16b-f3c61b7e4266\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"70845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2023-01-07 10:38:37.000000+00:00\", \"2022-12-10 04:34:08.000000+00:00\"], \"session_ids\": [\"4fceb4e8-2903-43ac-a8de-6f102a88cfef\", \"66b53f8c-baf0-471f-91bc-52e82ee4cafa\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 52.75}}, {\"24117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-05-17 14:56:44.000000+00:00\", \"2022-12-24 08:29:05.000000+00:00\"], \"session_ids\": [\"03451b21-6ad9-453f-aa8b-eb8a7934d337\", \"0acdbe50-a430-4f4c-94d5-a8e74cb4009a\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.833}}, {\"12219\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-10 07:10:53.000000+00:00\", \"2022-09-11 02:08:15.000000+00:00\"], \"session_ids\": [\"c43ff859-6a0f-4d2d-9fac-164d5a2424b5\", \"1f4a6cd9-c063-4054-a4f1-1431890d5876\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}, {\"29555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-31 21:31:58.000000+00:00\", \"2021-12-03 20:09:41.000000+00:00\"], \"session_ids\": [\"a99cb900-db4b-4240-bab7-a46090a8eb4f\", \"f45c9764-75ef-4644-bb3d-4cbacc928e58\"], \"total_duration\": 130.0, \"total_sessions\": 2, \"mean_week_duration\": 1.857}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show me users with a duration of sessions per week that is = 4 , perform sorting by sum of sessions from the smallest value to the largest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"91999\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-01-12 02:57:55.000000+00:00\", \"2022-10-25 06:30:18.000000+00:00\", \"2022-09-05 23:46:58.000000+00:00\", \"2019-05-25 03:07:36.000000+00:00\", \"2019-06-27 09:31:29.000000+00:00\", \"2019-05-06 05:28:04.000000+00:00\"], \"session_ids\": [\"6641a4ee-2450-440a-8a64-48f4ddc0b96d\", \"6782d1e7-e12e-4bec-8bc9-9a8e35b133d9\", \"816fef61-ca7f-471e-97db-4f75b9df99ec\", \"4f78edda-ab1f-49d6-a862-e5e0117cc49d\", \"71dbb60f-e046-4e36-8250-75e084d4bd90\", \"07117394-26b4-493a-8de1-2f85c442fc1a\"], \"total_duration\": 4687.0, \"total_sessions\": 6, \"mean_week_duration\": 25.753}, \"10674\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-05-24 19:09:54.000000+00:00\", \"2021-03-13 21:07:01.000000+00:00\"], \"session_ids\": [\"f4384763-72f6-489e-9a15-de3b1a0f2783\", \"e5299cfc-5c9d-4932-b729-0f1dce7d406d\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 37.364}, \"16686\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-06-18 01:30:10.000000+00:00\", \"2019-01-15 11:14:55.000000+00:00\"], \"session_ids\": [\"b6e73b08-35e3-4153-8fe6-bd1282a55a11\", \"7747d972-b6eb-4439-be75-2d2f74908f0b\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 3.947}, \"24271\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-05-07 16:35:31.000000+00:00\", \"2019-04-24 07:23:17.000000+00:00\"], \"session_ids\": [\"afa9a973-af32-4f6d-b131-50c95bb43936\", \"e200a3e1-8071-4b73-b1c7-e59d5f797e57\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 2.776}, \"69111\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-12-05 09:49:22.000000+00:00\", \"2021-03-23 11:06:52.000000+00:00\", \"2021-08-12 23:39:28.000000+00:00\", \"2022-06-17 07:11:24.000000+00:00\", \"2022-05-05 10:20:30.000000+00:00\", \"2023-01-31 23:43:06.000000+00:00\"], \"session_ids\": [\"8a96d0fd-63d9-4bc4-bc9f-6aab9e1f3bed\", \"a5896609-a005-4153-8956-f597dc49cec8\", \"f56dcd2a-5ed6-4030-8449-0fe7768e412b\", \"afecbc27-9dca-4bb1-88b5-32d2c987e897\", \"0099be4d-7060-4df4-851f-94c090f074f4\", \"e5bd3100-e8a0-4fa5-85f4-98fcdf6d4094\"], \"total_duration\": 1067.0, \"total_sessions\": 6, \"mean_week_duration\": 11.0}, \"73461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-07 12:17:35.000000+00:00\", \"2021-01-11 12:16:22.000000+00:00\"], \"session_ids\": [\"002dbc8e-f329-4a7b-923d-51ca39727706\", \"af0fa967-5f4c-4326-b8c8-e4bc10e9f353\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 2.41}, \"14534\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-06-13 09:15:20.000000+00:00\", \"2020-08-04 18:02:41.000000+00:00\"], \"session_ids\": [\"625eae09-ec01-4921-9b35-90a8bcab3aa7\", \"0ab05052-cfc2-48a4-a543-c0b0769770ca\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.733}, \"64415\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-12-01 21:44:41.000000+00:00\", \"2023-03-31 15:52:41.000000+00:00\", \"2021-11-08 11:19:13.000000+00:00\", \"2023-02-25 21:37:30.000000+00:00\", \"2021-11-27 21:39:07.000000+00:00\"], \"session_ids\": [\"bf9e30af-71eb-4b20-9858-01a302d5351d\", \"438573ea-a043-45a6-9649-b051f19b668f\", \"a9c9dd4f-fcad-4ec2-ad5b-b82494fa7274\", \"c24504c3-4c69-470e-ae78-99cc57bdb59e\", \"68f8a084-ae2c-4d61-979a-8bd373824603\"], \"total_duration\": 2010.0, \"total_sessions\": 5, \"mean_week_duration\": 27.534}, \"43045\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-28 08:44:49.000000+00:00\", \"2023-04-10 10:33:41.000000+00:00\"], \"session_ids\": [\"f1ccb541-3544-4057-aa36-19a35112c5ce\", \"de4a779b-f50a-4771-bf74-a7b46828eede\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 28.533}, \"36077\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-02-25 07:36:20.000000+00:00\", \"2019-09-20 14:15:14.000000+00:00\", \"2020-03-19 03:01:30.000000+00:00\", \"2020-07-03 16:30:22.000000+00:00\", \"2019-12-01 07:35:42.000000+00:00\", \"2021-03-21 03:24:12.000000+00:00\"], \"session_ids\": [\"8d250013-1b34-4208-8829-56f390f8b873\", \"997477f2-4cbe-4825-b743-9f8fc599b782\", \"e2f1e142-55b4-4b7e-b449-4c0960bad5dc\", \"6ebf7a6b-8610-4bc5-9166-54861932c9f8\", \"313d4fcd-cb4a-4c3f-9b72-ac77658930a0\", \"4115b939-eb9f-4c18-8cfa-2eb720401f70\"], \"total_duration\": 982.0, \"total_sessions\": 6, \"mean_week_duration\": 7.732}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 39]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Give me details on 5 users whose site usage time is greater than 2240 and less than 3131 , moreover carry out sorting by town center name from the smallest to the largest."
}
] |
[
{
"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{\"97570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-05-12 14:21:55.000000+00:00\", \"2023-06-22 08:04:07.000000+00:00\", \"2020-05-13 16:33:38.000000+00:00\", \"2022-01-28 07:28:02.000000+00:00\"], \"session_ids\": [\"4b08689d-ba28-4600-a1e9-7cfd53fe7627\", \"a9f45291-fb44-4800-bf4b-431130753b70\", \"e6020098-4142-4cae-a923-d610219762b4\", \"d46e2e2a-915d-45a1-a13c-23dde3b6513a\"], \"total_duration\": 1637.0, \"total_sessions\": 4, \"mean_week_duration\": 10.043}, \"41604\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-18 00:45:03.000000+00:00\", \"2019-04-25 21:15:21.000000+00:00\"], \"session_ids\": [\"f32dd2ac-fae9-491c-b2f6-0f6b68174715\", \"9321dd25-2493-406c-acd3-001b4df350f6\"], \"total_duration\": 489.0, \"total_sessions\": 2, \"mean_week_duration\": 6.269}, \"80426\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-19 10:48:18.000000+00:00\", \"2020-10-17 11:33:19.000000+00:00\", \"2019-12-24 15:06:21.000000+00:00\"], \"session_ids\": [\"d1d5d83b-b260-4609-be77-d8abfddb3e31\", \"be314502-3e4d-4b23-a30a-24d16c888660\", \"3c67cec1-286b-49c9-aa26-14b22b52c38a\"], \"total_duration\": 173.0, \"total_sessions\": 3, \"mean_week_duration\": 1.901}, \"93839\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-04-06 23:22:48.000000+00:00\", \"2021-12-20 13:21:09.000000+00:00\", \"2020-03-01 12:42:30.000000+00:00\", \"2020-04-06 13:22:09.000000+00:00\", \"2022-03-03 09:44:42.000000+00:00\", \"2019-03-23 11:19:51.000000+00:00\"], \"session_ids\": [\"5ffbfadb-cb1a-4ae3-913a-03f1a3808108\", \"3cc3e554-7a29-467a-8579-e6e33b3cbd4b\", \"19e5e803-d699-4be7-8fb1-c94a535a2ca4\", \"7c18e4de-9faf-4f79-9712-4cd34efc1a1c\", \"715858b6-9459-4d12-b194-431391e1ed44\", \"54b94bd3-06ea-4a8a-a03b-83e8fbb3036c\"], \"total_duration\": 673.0, \"total_sessions\": 6, \"mean_week_duration\": 4.37}, \"67914\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-08 07:03:51.000000+00:00\", \"2023-03-27 04:03:53.000000+00:00\", \"2022-01-23 01:36:51.000000+00:00\", \"2020-05-02 19:00:36.000000+00:00\", \"2023-05-23 10:28:35.000000+00:00\", \"2023-05-17 15:21:39.000000+00:00\", \"2020-08-09 23:06:40.000000+00:00\", \"2020-10-08 11:59:21.000000+00:00\", \"2021-12-04 22:06:32.000000+00:00\", \"2022-05-10 13:49:08.000000+00:00\", \"2023-04-29 13:50:32.000000+00:00\"], \"session_ids\": [\"078d35a3-670e-498c-ab1d-b411054e5d47\", \"7acc5604-cc8d-4ad2-a12e-adb048e271a6\", \"7b814c75-2990-4a7e-8754-a546a6318a53\", \"7c14476a-c0ea-4153-9cfe-52d7b4cb2799\", \"be46cd8e-d7a5-41d4-89a5-a0f220c6db98\", \"527c759f-fd8d-4b9a-9770-b83fa6ba3cb5\", \"347b1948-cb55-487c-bfe6-369ec0cb6834\", \"4fcde686-9516-4f75-9f42-cb88f2f637d5\", \"c1ce864e-6f12-479b-a894-9bf70cbcc7e7\", \"7e716787-9fee-4f8d-b50a-5bd38c56f3c3\", \"cb5330a3-e257-4801-b393-f91e2342d88a\"], \"total_duration\": 7148.0, \"total_sessions\": 11, \"mean_week_duration\": 44.675}, \"78644\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-04-11 08:37:09.000000+00:00\", \"2023-05-02 07:00:14.000000+00:00\", \"2020-03-22 02:25:47.000000+00:00\", \"2020-06-17 23:58:04.000000+00:00\"], \"session_ids\": [\"f6cd9387-261b-4ed6-bda0-08b816a94f46\", \"df734d64-d12d-4032-838b-69418c892ef0\", \"8e9a2bdf-98b9-4ed7-a903-bb3dbf1acce2\", \"fe5eb904-b87a-4c0c-8555-f94a6485d5a5\"], \"total_duration\": 279.0, \"total_sessions\": 4, \"mean_week_duration\": 1.712}, \"15977\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-29 19:44:47.000000+00:00\", \"2019-11-16 11:38:35.000000+00:00\", \"2023-04-17 09:15:03.000000+00:00\", \"2019-03-03 07:19:29.000000+00:00\"], \"session_ids\": [\"88b2546b-c95b-4923-9854-0f8e75871df7\", \"4116d26b-2ae2-45dd-a1a0-e3240cd4a015\", \"972e71f4-25e7-4f61-9c31-ef909e3e6e56\", \"6e9acb8c-d5f2-42ad-9af5-921d68a712aa\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.185}, \"5926\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-10-22 12:12:47.000000+00:00\", \"2019-05-23 05:21:34.000000+00:00\", \"2022-11-21 02:40:10.000000+00:00\", \"2023-06-30 10:54:34.000000+00:00\"], \"session_ids\": [\"c116993e-d03f-4323-9b86-3c3ef04a6e2c\", \"e7cdfe6d-b773-4031-aca8-7a042ebe7df6\", \"5209e6d6-8265-4508-8b49-ff3140180ab9\", \"3fef265a-056d-4d97-b990-35e0424c3f77\"], \"total_duration\": 899.0, \"total_sessions\": 4, \"mean_week_duration\": 4.181}, \"55391\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-05-26 20:36:03.000000+00:00\", \"2020-08-19 03:58:41.000000+00:00\", \"2022-02-11 06:18:08.000000+00:00\", \"2020-07-12 21:41:33.000000+00:00\", \"2020-01-18 06:04:46.000000+00:00\", \"2021-03-12 23:15:31.000000+00:00\", \"2021-01-19 00:52:38.000000+00:00\", \"2023-05-30 17:45:02.000000+00:00\", \"2023-04-01 11:48:02.000000+00:00\", \"2022-07-25 13:55:55.000000+00:00\", \"2021-12-24 01:13:12.000000+00:00\"], \"session_ids\": [\"2c59c084-25a2-42ed-924a-db23531768ff\", \"fe9b7880-3cb0-47e2-9703-f942e37fb164\", \"bea5e21a-f09e-4cf9-b329-1fd6c0436c10\", \"8e012678-6a16-4f95-9869-0dfe607941f7\", \"19d635d0-8c6d-4585-beaa-aa982a4a0d96\", \"5abe3493-8792-4dca-bcf1-fa70a383bcbc\", \"c7807d8d-9c37-41d0-9399-1db4f48075bc\", \"7203a7f4-fd76-479e-a690-874dd18afbe7\", \"c30364fd-3110-47bf-a631-c5d2f9671861\", \"73869b84-ca51-40e2-9c41-868aaf190bba\", \"28d8fbc5-d846-4b54-a5b1-855a43f226fb\"], \"total_duration\": 28347.0, \"total_sessions\": 11, \"mean_week_duration\": 161.062}, \"78292\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-23 17:02:49.000000+00:00\", \"2022-12-21 19:19:26.000000+00:00\"], \"session_ids\": [\"69fc032a-62b0-4449-8f70-410e2969c93e\", \"91afff76-703b-4840-ad13-d31b094a676d\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 10.333}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 2240 and are equal or less than 3131"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2240, 3131]]}}}\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 total duration amount is smaller than 1961 and bigger than 3891 (not including) and in addition sort by time spent on the site risingly + provide me only with 2 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{\"72743\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-30 18:02:55.000000+00:00\", \"2019-07-07 09:53:30.000000+00:00\"], \"session_ids\": [\"4856aa90-73db-4d76-a7b5-d1ccd9239c79\", \"e240c0d0-2951-4b50-a87c-b04bd410d409\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 1.058}, \"29384\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-28 19:13:19.000000+00:00\", \"2022-07-26 06:29:06.000000+00:00\", \"2020-05-21 20:50:14.000000+00:00\", \"2023-03-06 09:03:32.000000+00:00\", \"2021-12-25 16:16:30.000000+00:00\", \"2019-02-27 11:13:08.000000+00:00\"], \"session_ids\": [\"86766667-39a4-48c0-b013-a82ce6e0b243\", \"0b8cbede-48f0-411c-973a-62b0caa4f826\", \"bffb5268-f765-4adc-858e-dda023db4a6b\", \"e2ca169a-9b3e-46dd-98dc-8698ddd2f07d\", \"b7d169d9-63f7-40f9-a464-fae7b6bbae0c\", \"8a5f3a92-c3c0-4e4f-8b14-2b308dda806d\"], \"total_duration\": 1709.0, \"total_sessions\": 6, \"mean_week_duration\": 8.138}, \"23792\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-04 20:56:49.000000+00:00\", \"2021-12-24 11:05:00.000000+00:00\", \"2019-01-29 17:53:06.000000+00:00\"], \"session_ids\": [\"5112e437-1f7f-4736-884f-1da9ba7d7dfa\", \"dca32be9-dbd1-4988-a7c0-44f23146f2a5\", \"7167d4ee-48e0-4431-862f-342fb7d862ce\"], \"total_duration\": 99.0, \"total_sessions\": 3, \"mean_week_duration\": 0.651}, \"40448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-20 05:45:50.000000+00:00\", \"2021-03-08 07:46:52.000000+00:00\", \"2022-08-18 16:58:22.000000+00:00\"], \"session_ids\": [\"ecaca807-df97-4c72-9ce4-70fb8d1eeda7\", \"cf77f269-70f5-4296-ba14-e05c722ddbfc\", \"b547cedc-ec17-4797-acfd-72307cf195dd\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.618}, \"14943\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-14 04:27:15.000000+00:00\", \"2023-05-23 22:25:59.000000+00:00\", \"2020-04-07 08:14:56.000000+00:00\"], \"session_ids\": [\"24083f04-d17c-499d-acef-b74c74540374\", \"f52d4f19-371d-46b1-ba3a-4868e34b33aa\", \"bd39b525-aa7b-435a-8073-38bd11333aa8\"], \"total_duration\": 526.0, \"total_sessions\": 3, \"mean_week_duration\": 3.227}, \"35400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-05-26 17:34:18.000000+00:00\", \"2022-07-16 06:39:28.000000+00:00\"], \"session_ids\": [\"81439280-5f8e-4cae-b39e-ef639629f696\", \"f0adca62-52ee-41fc-90f1-90c409aec84e\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 4.65}, \"91186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-08-04 09:42:21.000000+00:00\", \"2021-09-13 22:17:41.000000+00:00\"], \"session_ids\": [\"1ca779e9-407d-41eb-a516-fe7a2489f2c2\", \"b540de54-33a8-4028-ba08-3f28de0d1bbb\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}, \"21463\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-28 06:51:56.000000+00:00\", \"2023-06-06 06:18:18.000000+00:00\"], \"session_ids\": [\"2a4a74af-80f4-4796-94fc-7ec580966c4c\", \"f08429f4-c652-4c65-8859-c98087bd7af0\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.268}, \"69449\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-03 00:12:07.000000+00:00\", \"2022-02-17 21:59:49.000000+00:00\", \"2022-05-04 18:44:44.000000+00:00\", \"2020-08-26 01:21:32.000000+00:00\", \"2021-05-24 10:31:32.000000+00:00\"], \"session_ids\": [\"9386a362-2e7f-4036-9744-d96cd99287eb\", \"d27fdecc-f750-458a-a323-bda4ec7772fc\", \"6621810e-3d80-4783-a912-0ea2ab747558\", \"2b9afb30-b829-4871-89c5-8bd4ff82bf3b\", \"5d13868c-88ae-40d0-8ee8-eea980d8cb4f\"], \"total_duration\": 3899.0, \"total_sessions\": 5, \"mean_week_duration\": 44.307}, \"87573\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-09-24 22:43:41.000000+00:00\", \"2021-08-17 02:08:07.000000+00:00\", \"2019-01-14 09:17:28.000000+00:00\", \"2022-07-15 14:48:50.000000+00:00\", \"2019-02-19 18:17:12.000000+00:00\", \"2020-09-19 11:16:49.000000+00:00\"], \"session_ids\": [\"aa9b80a7-0669-4905-bf79-111ba263f749\", \"f340e181-ffc5-4269-9b3f-1069e74914e7\", \"166ee636-13cb-444c-abe7-5538fe763de5\", \"4db945d8-64e6-48bc-9bfc-4ff50cee5892\", \"547663d8-4c46-4d71-a3d0-fe08cc7d6a4d\", \"dd4e326b-6653-4e07-a9d3-4d5e49d77917\"], \"total_duration\": 3585.0, \"total_sessions\": 6, \"mean_week_duration\": 19.59}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 1961 and are greater than 3891"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[1961, 3891]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"72743\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-30 18:02:55.000000+00:00\", \"2019-07-07 09:53:30.000000+00:00\"], \"session_ids\": [\"4856aa90-73db-4d76-a7b5-d1ccd9239c79\", \"e240c0d0-2951-4b50-a87c-b04bd410d409\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 1.058}, \"29384\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-28 19:13:19.000000+00:00\", \"2022-07-26 06:29:06.000000+00:00\", \"2020-05-21 20:50:14.000000+00:00\", \"2023-03-06 09:03:32.000000+00:00\", \"2021-12-25 16:16:30.000000+00:00\", \"2019-02-27 11:13:08.000000+00:00\"], \"session_ids\": [\"86766667-39a4-48c0-b013-a82ce6e0b243\", \"0b8cbede-48f0-411c-973a-62b0caa4f826\", \"bffb5268-f765-4adc-858e-dda023db4a6b\", \"e2ca169a-9b3e-46dd-98dc-8698ddd2f07d\", \"b7d169d9-63f7-40f9-a464-fae7b6bbae0c\", \"8a5f3a92-c3c0-4e4f-8b14-2b308dda806d\"], \"total_duration\": 1709.0, \"total_sessions\": 6, \"mean_week_duration\": 8.138}, \"23792\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-04 20:56:49.000000+00:00\", \"2021-12-24 11:05:00.000000+00:00\", \"2019-01-29 17:53:06.000000+00:00\"], \"session_ids\": [\"5112e437-1f7f-4736-884f-1da9ba7d7dfa\", \"dca32be9-dbd1-4988-a7c0-44f23146f2a5\", \"7167d4ee-48e0-4431-862f-342fb7d862ce\"], \"total_duration\": 99.0, \"total_sessions\": 3, \"mean_week_duration\": 0.651}, \"40448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-20 05:45:50.000000+00:00\", \"2021-03-08 07:46:52.000000+00:00\", \"2022-08-18 16:58:22.000000+00:00\"], \"session_ids\": [\"ecaca807-df97-4c72-9ce4-70fb8d1eeda7\", \"cf77f269-70f5-4296-ba14-e05c722ddbfc\", \"b547cedc-ec17-4797-acfd-72307cf195dd\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.618}, \"14943\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-14 04:27:15.000000+00:00\", \"2023-05-23 22:25:59.000000+00:00\", \"2020-04-07 08:14:56.000000+00:00\"], \"session_ids\": [\"24083f04-d17c-499d-acef-b74c74540374\", \"f52d4f19-371d-46b1-ba3a-4868e34b33aa\", \"bd39b525-aa7b-435a-8073-38bd11333aa8\"], \"total_duration\": 526.0, \"total_sessions\": 3, \"mean_week_duration\": 3.227}, \"35400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-05-26 17:34:18.000000+00:00\", \"2022-07-16 06:39:28.000000+00:00\"], \"session_ids\": [\"81439280-5f8e-4cae-b39e-ef639629f696\", \"f0adca62-52ee-41fc-90f1-90c409aec84e\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 4.65}, \"91186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-08-04 09:42:21.000000+00:00\", \"2021-09-13 22:17:41.000000+00:00\"], \"session_ids\": [\"1ca779e9-407d-41eb-a516-fe7a2489f2c2\", \"b540de54-33a8-4028-ba08-3f28de0d1bbb\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}, \"21463\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-28 06:51:56.000000+00:00\", \"2023-06-06 06:18:18.000000+00:00\"], \"session_ids\": [\"2a4a74af-80f4-4796-94fc-7ec580966c4c\", \"f08429f4-c652-4c65-8859-c98087bd7af0\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.268}, \"69449\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-03 00:12:07.000000+00:00\", \"2022-02-17 21:59:49.000000+00:00\", \"2022-05-04 18:44:44.000000+00:00\", \"2020-08-26 01:21:32.000000+00:00\", \"2021-05-24 10:31:32.000000+00:00\"], \"session_ids\": [\"9386a362-2e7f-4036-9744-d96cd99287eb\", \"d27fdecc-f750-458a-a323-bda4ec7772fc\", \"6621810e-3d80-4783-a912-0ea2ab747558\", \"2b9afb30-b829-4871-89c5-8bd4ff82bf3b\", \"5d13868c-88ae-40d0-8ee8-eea980d8cb4f\"], \"total_duration\": 3899.0, \"total_sessions\": 5, \"mean_week_duration\": 44.307}}\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[{\"91186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-08-04 09:42:21.000000+00:00\", \"2021-09-13 22:17:41.000000+00:00\"], \"session_ids\": [\"1ca779e9-407d-41eb-a516-fe7a2489f2c2\", \"b540de54-33a8-4028-ba08-3f28de0d1bbb\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}}, {\"21463\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-28 06:51:56.000000+00:00\", \"2023-06-06 06:18:18.000000+00:00\"], \"session_ids\": [\"2a4a74af-80f4-4796-94fc-7ec580966c4c\", \"f08429f4-c652-4c65-8859-c98087bd7af0\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.268}}, {\"40448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-20 05:45:50.000000+00:00\", \"2021-03-08 07:46:52.000000+00:00\", \"2022-08-18 16:58:22.000000+00:00\"], \"session_ids\": [\"ecaca807-df97-4c72-9ce4-70fb8d1eeda7\", \"cf77f269-70f5-4296-ba14-e05c722ddbfc\", \"b547cedc-ec17-4797-acfd-72307cf195dd\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.618}}, {\"23792\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-04 20:56:49.000000+00:00\", \"2021-12-24 11:05:00.000000+00:00\", \"2019-01-29 17:53:06.000000+00:00\"], \"session_ids\": [\"5112e437-1f7f-4736-884f-1da9ba7d7dfa\", \"dca32be9-dbd1-4988-a7c0-44f23146f2a5\", \"7167d4ee-48e0-4431-862f-342fb7d862ce\"], \"total_duration\": 99.0, \"total_sessions\": 3, \"mean_week_duration\": 0.651}}, {\"72743\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-30 18:02:55.000000+00:00\", \"2019-07-07 09:53:30.000000+00:00\"], \"session_ids\": [\"4856aa90-73db-4d76-a7b5-d1ccd9239c79\", \"e240c0d0-2951-4b50-a87c-b04bd410d409\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 1.058}}, {\"35400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-05-26 17:34:18.000000+00:00\", \"2022-07-16 06:39:28.000000+00:00\"], \"session_ids\": [\"81439280-5f8e-4cae-b39e-ef639629f696\", \"f0adca62-52ee-41fc-90f1-90c409aec84e\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 4.65}}, {\"14943\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-14 04:27:15.000000+00:00\", \"2023-05-23 22:25:59.000000+00:00\", \"2020-04-07 08:14:56.000000+00:00\"], \"session_ids\": [\"24083f04-d17c-499d-acef-b74c74540374\", \"f52d4f19-371d-46b1-ba3a-4868e34b33aa\", \"bd39b525-aa7b-435a-8073-38bd11333aa8\"], \"total_duration\": 526.0, \"total_sessions\": 3, \"mean_week_duration\": 3.227}}, {\"29384\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-28 19:13:19.000000+00:00\", \"2022-07-26 06:29:06.000000+00:00\", \"2020-05-21 20:50:14.000000+00:00\", \"2023-03-06 09:03:32.000000+00:00\", \"2021-12-25 16:16:30.000000+00:00\", \"2019-02-27 11:13:08.000000+00:00\"], \"session_ids\": [\"86766667-39a4-48c0-b013-a82ce6e0b243\", \"0b8cbede-48f0-411c-973a-62b0caa4f826\", \"bffb5268-f765-4adc-858e-dda023db4a6b\", \"e2ca169a-9b3e-46dd-98dc-8698ddd2f07d\", \"b7d169d9-63f7-40f9-a464-fae7b6bbae0c\", \"8a5f3a92-c3c0-4e4f-8b14-2b308dda806d\"], \"total_duration\": 1709.0, \"total_sessions\": 6, \"mean_week_duration\": 8.138}}, {\"69449\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-03 00:12:07.000000+00:00\", \"2022-02-17 21:59:49.000000+00:00\", \"2022-05-04 18:44:44.000000+00:00\", \"2020-08-26 01:21:32.000000+00:00\", \"2021-05-24 10:31:32.000000+00:00\"], \"session_ids\": [\"9386a362-2e7f-4036-9744-d96cd99287eb\", \"d27fdecc-f750-458a-a323-bda4ec7772fc\", \"6621810e-3d80-4783-a912-0ea2ab747558\", \"2b9afb30-b829-4871-89c5-8bd4ff82bf3b\", \"5d13868c-88ae-40d0-8ee8-eea980d8cb4f\"], \"total_duration\": 3899.0, \"total_sessions\": 5, \"mean_week_duration\": 44.307}}]\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[{\"91186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-08-04 09:42:21.000000+00:00\", \"2021-09-13 22:17:41.000000+00:00\"], \"session_ids\": [\"1ca779e9-407d-41eb-a516-fe7a2489f2c2\", \"b540de54-33a8-4028-ba08-3f28de0d1bbb\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}}, {\"21463\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-28 06:51:56.000000+00:00\", \"2023-06-06 06:18:18.000000+00:00\"], \"session_ids\": [\"2a4a74af-80f4-4796-94fc-7ec580966c4c\", \"f08429f4-c652-4c65-8859-c98087bd7af0\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.268}}]\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[{\"91186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-08-04 09:42:21.000000+00:00\", \"2021-09-13 22:17:41.000000+00:00\"], \"session_ids\": [\"1ca779e9-407d-41eb-a516-fe7a2489f2c2\", \"b540de54-33a8-4028-ba08-3f28de0d1bbb\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 2.667}}, {\"21463\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-28 06:51:56.000000+00:00\", \"2023-06-06 06:18:18.000000+00:00\"], \"session_ids\": [\"2a4a74af-80f4-4796-94fc-7ec580966c4c\", \"f08429f4-c652-4c65-8859-c98087bd7af0\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.268}}]\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 who are topleast users based on duration of sessions per week , carry out sorting by sessions summation from the smallest value to the largest value and in addition provide me only with 3 pieces of data."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"8328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-05 01:40:34.000000+00:00\", \"2022-06-24 02:43:33.000000+00:00\", \"2023-02-03 10:13:03.000000+00:00\"], \"session_ids\": [\"ec7d99ff-40be-49b2-a1e4-9c2519cf0226\", \"5499a451-7b12-48a9-ad48-cb9f561e0331\", \"95a0d1f0-96ab-4238-b241-8b9c1756bfd0\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 4.313}, \"66863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-24 15:13:14.000000+00:00\", \"2020-04-07 14:06:58.000000+00:00\"], \"session_ids\": [\"90f3e58e-d3e8-4bb6-9540-a84993b7c517\", \"df14d765-3ee3-4f79-890a-4bbc1c093f2f\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"75382\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-11-20 05:14:06.000000+00:00\", \"2023-03-03 08:33:42.000000+00:00\", \"2022-07-08 12:49:32.000000+00:00\", \"2023-03-27 02:37:28.000000+00:00\", \"2021-11-16 14:24:43.000000+00:00\", \"2023-04-15 01:50:55.000000+00:00\"], \"session_ids\": [\"04f7340d-c00b-43e4-8374-6c99635223da\", \"2f3b9872-95d9-434a-af2d-e3d9afa00bb6\", \"c0e35e15-99e5-4121-912d-e905dcb2569d\", \"ccdda898-a007-4c6f-903b-f67b9a4fb051\", \"847ac9a7-e183-4344-94a9-364b09f55610\", \"523d6065-2b13-4d1f-aad9-275f9f947a47\"], \"total_duration\": 3627.0, \"total_sessions\": 6, \"mean_week_duration\": 20.376}, \"57514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-02 08:06:42.000000+00:00\", \"2020-11-05 01:10:57.000000+00:00\", \"2020-04-08 07:20:53.000000+00:00\"], \"session_ids\": [\"40b42d57-a9b0-4882-9d69-1cbc04b50264\", \"e1515100-162a-4f27-bcea-b9dbd1e723f2\", \"eae0ebe1-2b0b-4d52-a27a-90e6ba291d60\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.043}, \"58963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-10 20:49:07.000000+00:00\", \"2019-07-03 16:45:25.000000+00:00\", \"2020-11-27 04:18:37.000000+00:00\", \"2019-03-11 14:10:25.000000+00:00\"], \"session_ids\": [\"8c0d816a-280b-4963-a712-40cf8614ef86\", \"a0f8b444-2d2d-4dbe-ae27-b716bd5de4ae\", \"7c8ee5eb-12b3-4d49-b00f-f57ab12ac02f\", \"1642e39c-2267-478c-be07-b2e95f026727\"], \"total_duration\": 385.0, \"total_sessions\": 4, \"mean_week_duration\": 4.278}, \"2242\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-10-31 08:56:34.000000+00:00\", \"2019-05-22 01:00:19.000000+00:00\", \"2020-03-28 12:43:49.000000+00:00\"], \"session_ids\": [\"b69fabf5-b2cf-4e9a-8237-2229e7c57cec\", \"96777383-62c1-49e4-bf9f-0b410b271252\", \"758be007-4f33-4aa7-9000-d9c3141f7c63\"], \"total_duration\": 974.0, \"total_sessions\": 3, \"mean_week_duration\": 5.411}, \"6057\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-20 09:06:31.000000+00:00\", \"2020-12-14 17:01:09.000000+00:00\", \"2021-12-23 17:07:51.000000+00:00\", \"2019-05-18 21:59:55.000000+00:00\", \"2022-04-18 18:56:14.000000+00:00\"], \"session_ids\": [\"bc2def52-e338-4650-b224-acc6c8fb3afc\", \"5b38e3d5-229f-428a-a373-c3757a3cedf0\", \"18c8c34a-6b1b-4ae6-8214-7366aa99c2a0\", \"88305f56-0190-46b0-b692-5c0605eaa32f\", \"43def9b9-6717-496f-90e4-03f9fb5326d4\"], \"total_duration\": 202.0, \"total_sessions\": 5, \"mean_week_duration\": 1.32}, \"46231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-28 16:24:09.000000+00:00\", \"2021-06-16 18:12:31.000000+00:00\", \"2021-02-17 15:50:08.000000+00:00\", \"2021-10-07 13:08:53.000000+00:00\", \"2021-09-29 17:15:43.000000+00:00\", \"2019-05-31 07:27:10.000000+00:00\", \"2020-08-28 09:50:21.000000+00:00\", \"2020-10-23 21:26:38.000000+00:00\"], \"session_ids\": [\"17a8af26-b9fa-4669-b8fa-2eba209a1fb9\", \"f01333ad-874d-4ecc-831e-547ebaee91ac\", \"d0792262-10c6-416d-a912-eb27cb754ef3\", \"b2db4aef-7f97-448d-b8c9-0bedbc33e8ef\", \"eaae6c93-07c2-4c31-b300-dd4aaba17d91\", \"eaa7317c-6243-4741-bb71-4956697ab6fd\", \"8e472967-f6bf-4b22-8c59-4be7957a2ec0\", \"063b629d-a425-4891-aa38-a4ec018ac821\"], \"total_duration\": 1952.0, \"total_sessions\": 8, \"mean_week_duration\": 12.124}, \"69571\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-10 12:24:41.000000+00:00\", \"2022-04-01 23:17:06.000000+00:00\"], \"session_ids\": [\"76a2104b-b092-4f6b-8d88-8a38304a0198\", \"141ee0bb-e88c-49cf-a826-64270be7c317\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 21.25}, \"93098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-11 07:28:37.000000+00:00\", \"2020-12-16 18:59:32.000000+00:00\", \"2022-02-08 20:01:05.000000+00:00\"], \"session_ids\": [\"cb1b33cc-b440-4e27-a568-a9b157065704\", \"d6010229-6879-40ec-a885-de2c305fd57c\", \"c28d6df7-8b1c-4a06-88b5-01bcafdae17b\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 1.119}}\n```\n"
}
] |
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