conversations
list |
|---|
[
{
"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{\"80947\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-11-09 07:19:41.000000+00:00\", \"2020-09-24 18:46:15.000000+00:00\"], \"session_ids\": [\"fa4d67c8-d0b7-463b-a8be-e8a74d880014\", \"84e681aa-774c-4b6d-94ce-4779be042d14\"], \"total_duration\": 272.0, \"total_sessions\": 2, \"mean_week_duration\": 4.61}, \"80236\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-11 17:47:51.000000+00:00\", \"2022-08-04 17:26:33.000000+00:00\"], \"session_ids\": [\"0241d73f-1441-4982-8e99-def7cfec5b4d\", \"26727baa-717e-4de4-820e-e1aaa0e06494\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.581}, \"26396\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-30 20:24:44.000000+00:00\", \"2023-01-18 10:08:28.000000+00:00\", \"2020-10-05 23:02:21.000000+00:00\"], \"session_ids\": [\"bf1681ac-ef8b-441d-9ebd-4da3a23f41cd\", \"d60884ec-7fef-47df-a1b8-884c0c2647d9\", \"12827042-aa91-4634-8909-1fbef41c12ca\"], \"total_duration\": 519.0, \"total_sessions\": 3, \"mean_week_duration\": 2.732}, \"6898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-09 15:37:12.000000+00:00\", \"2022-05-28 18:52:14.000000+00:00\", \"2022-11-08 03:44:30.000000+00:00\"], \"session_ids\": [\"9b70166c-b540-4cb2-aa43-53a89b45dcb9\", \"202cbcf1-6316-45b3-9eb8-65a5bb597fcd\", \"1b62416f-f43e-4149-b90d-72c2fbbf70d0\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}, \"31453\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-03-26 05:40:57.000000+00:00\", \"2023-05-24 14:45:20.000000+00:00\", \"2019-09-20 21:28:19.000000+00:00\", \"2020-04-19 05:23:37.000000+00:00\"], \"session_ids\": [\"2604b886-29f9-41c0-a5b4-4e76b937e9fd\", \"4fa76306-bd2f-483d-8aa2-87157c3c14da\", \"43266768-b687-4d31-964c-8205177c0e87\", \"a20eb581-5dd8-43b8-9cd1-063acd012bbe\"], \"total_duration\": 989.0, \"total_sessions\": 4, \"mean_week_duration\": 4.537}, \"63760\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-30 13:34:44.000000+00:00\", \"2022-07-20 17:23:09.000000+00:00\"], \"session_ids\": [\"099b3e20-9673-4b0e-810f-062a7ba40d2e\", \"f3268c96-010e-43b9-b8ce-76f5920df335\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 21.545}, \"72431\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-01-06 09:55:54.000000+00:00\", \"2020-11-02 02:14:07.000000+00:00\"], \"session_ids\": [\"dc59533b-547e-4ec6-88ab-fc100f23f577\", \"e5d1b1eb-bd46-49c0-8ad7-32f0dd594f53\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.653}, \"92071\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-30 23:51:12.000000+00:00\", \"2022-04-29 00:08:32.000000+00:00\", \"2022-08-25 17:09:07.000000+00:00\"], \"session_ids\": [\"28ca6b4d-666d-4ae4-8757-26835635ac35\", \"94be5b35-8153-4c2f-8bbb-b7aeaa250810\", \"a099e35a-5219-45aa-aaa5-8e076521e883\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.256}, \"7472\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-14 15:47:36.000000+00:00\", \"2021-09-08 01:17:40.000000+00:00\", \"2022-03-18 03:20:05.000000+00:00\"], \"session_ids\": [\"db2b91b3-66ae-4e64-82b2-3c6b6783faa0\", \"98c90c4f-7326-405d-a05f-6be63813597f\", \"eb5afe2a-5e3c-45e0-9bd0-ceca21a1fdb5\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.861}, \"34132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-13 09:26:47.000000+00:00\", \"2022-03-29 07:41:57.000000+00:00\", \"2023-06-10 20:16:56.000000+00:00\", \"2019-10-01 23:51:25.000000+00:00\"], \"session_ids\": [\"f55df594-39b0-4090-9f33-536fbf70e42b\", \"aafb7afa-649d-4c1d-ad72-020f1f72df44\", \"769ddab6-8b45-45db-ab96-4b60b1bcccd3\", \"9491e2b0-9db7-4ad5-bba9-05f32ad51bfb\"], \"total_duration\": 85.0, \"total_sessions\": 4, \"mean_week_duration\": 0.44}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are 3"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"26396\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-30 20:24:44.000000+00:00\", \"2023-01-18 10:08:28.000000+00:00\", \"2020-10-05 23:02:21.000000+00:00\"], \"session_ids\": [\"bf1681ac-ef8b-441d-9ebd-4da3a23f41cd\", \"d60884ec-7fef-47df-a1b8-884c0c2647d9\", \"12827042-aa91-4634-8909-1fbef41c12ca\"], \"total_duration\": 519.0, \"total_sessions\": 3, \"mean_week_duration\": 2.732}, \"6898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-09 15:37:12.000000+00:00\", \"2022-05-28 18:52:14.000000+00:00\", \"2022-11-08 03:44:30.000000+00:00\"], \"session_ids\": [\"9b70166c-b540-4cb2-aa43-53a89b45dcb9\", \"202cbcf1-6316-45b3-9eb8-65a5bb597fcd\", \"1b62416f-f43e-4149-b90d-72c2fbbf70d0\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}, \"92071\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-30 23:51:12.000000+00:00\", \"2022-04-29 00:08:32.000000+00:00\", \"2022-08-25 17:09:07.000000+00:00\"], \"session_ids\": [\"28ca6b4d-666d-4ae4-8757-26835635ac35\", \"94be5b35-8153-4c2f-8bbb-b7aeaa250810\", \"a099e35a-5219-45aa-aaa5-8e076521e883\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.256}, \"7472\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-14 15:47:36.000000+00:00\", \"2021-09-08 01:17:40.000000+00:00\", \"2022-03-18 03:20:05.000000+00:00\"], \"session_ids\": [\"db2b91b3-66ae-4e64-82b2-3c6b6783faa0\", \"98c90c4f-7326-405d-a05f-6be63813597f\", \"eb5afe2a-5e3c-45e0-9bd0-ceca21a1fdb5\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.861}}\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[{\"92071\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-30 23:51:12.000000+00:00\", \"2022-04-29 00:08:32.000000+00:00\", \"2022-08-25 17:09:07.000000+00:00\"], \"session_ids\": [\"28ca6b4d-666d-4ae4-8757-26835635ac35\", \"94be5b35-8153-4c2f-8bbb-b7aeaa250810\", \"a099e35a-5219-45aa-aaa5-8e076521e883\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.256}}, {\"6898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-09 15:37:12.000000+00:00\", \"2022-05-28 18:52:14.000000+00:00\", \"2022-11-08 03:44:30.000000+00:00\"], \"session_ids\": [\"9b70166c-b540-4cb2-aa43-53a89b45dcb9\", \"202cbcf1-6316-45b3-9eb8-65a5bb597fcd\", \"1b62416f-f43e-4149-b90d-72c2fbbf70d0\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}}, {\"7472\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-14 15:47:36.000000+00:00\", \"2021-09-08 01:17:40.000000+00:00\", \"2022-03-18 03:20:05.000000+00:00\"], \"session_ids\": [\"db2b91b3-66ae-4e64-82b2-3c6b6783faa0\", \"98c90c4f-7326-405d-a05f-6be63813597f\", \"eb5afe2a-5e3c-45e0-9bd0-ceca21a1fdb5\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.861}}, {\"26396\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-30 20:24:44.000000+00:00\", \"2023-01-18 10:08:28.000000+00:00\", \"2020-10-05 23:02:21.000000+00:00\"], \"session_ids\": [\"bf1681ac-ef8b-441d-9ebd-4da3a23f41cd\", \"d60884ec-7fef-47df-a1b8-884c0c2647d9\", \"12827042-aa91-4634-8909-1fbef41c12ca\"], \"total_duration\": 519.0, \"total_sessions\": 3, \"mean_week_duration\": 2.732}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"92071\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-30 23:51:12.000000+00:00\", \"2022-04-29 00:08:32.000000+00:00\", \"2022-08-25 17:09:07.000000+00:00\"], \"session_ids\": [\"28ca6b4d-666d-4ae4-8757-26835635ac35\", \"94be5b35-8153-4c2f-8bbb-b7aeaa250810\", \"a099e35a-5219-45aa-aaa5-8e076521e883\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.256}}, {\"6898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-09 15:37:12.000000+00:00\", \"2022-05-28 18:52:14.000000+00:00\", \"2022-11-08 03:44:30.000000+00:00\"], \"session_ids\": [\"9b70166c-b540-4cb2-aa43-53a89b45dcb9\", \"202cbcf1-6316-45b3-9eb8-65a5bb597fcd\", \"1b62416f-f43e-4149-b90d-72c2fbbf70d0\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}}, {\"7472\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-14 15:47:36.000000+00:00\", \"2021-09-08 01:17:40.000000+00:00\", \"2022-03-18 03:20:05.000000+00:00\"], \"session_ids\": [\"db2b91b3-66ae-4e64-82b2-3c6b6783faa0\", \"98c90c4f-7326-405d-a05f-6be63813597f\", \"eb5afe2a-5e3c-45e0-9bd0-ceca21a1fdb5\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.861}}, {\"26396\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-30 20:24:44.000000+00:00\", \"2023-01-18 10:08:28.000000+00:00\", \"2020-10-05 23:02:21.000000+00:00\"], \"session_ids\": [\"bf1681ac-ef8b-441d-9ebd-4da3a23f41cd\", \"d60884ec-7fef-47df-a1b8-884c0c2647d9\", \"12827042-aa91-4634-8909-1fbef41c12ca\"], \"total_duration\": 519.0, \"total_sessions\": 3, \"mean_week_duration\": 2.732}}]\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[{\"92071\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-30 23:51:12.000000+00:00\", \"2022-04-29 00:08:32.000000+00:00\", \"2022-08-25 17:09:07.000000+00:00\"], \"session_ids\": [\"28ca6b4d-666d-4ae4-8757-26835635ac35\", \"94be5b35-8153-4c2f-8bbb-b7aeaa250810\", \"a099e35a-5219-45aa-aaa5-8e076521e883\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.256}}, {\"6898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-09 15:37:12.000000+00:00\", \"2022-05-28 18:52:14.000000+00:00\", \"2022-11-08 03:44:30.000000+00:00\"], \"session_ids\": [\"9b70166c-b540-4cb2-aa43-53a89b45dcb9\", \"202cbcf1-6316-45b3-9eb8-65a5bb597fcd\", \"1b62416f-f43e-4149-b90d-72c2fbbf70d0\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}}, {\"7472\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-14 15:47:36.000000+00:00\", \"2021-09-08 01:17:40.000000+00:00\", \"2022-03-18 03:20:05.000000+00:00\"], \"session_ids\": [\"db2b91b3-66ae-4e64-82b2-3c6b6783faa0\", \"98c90c4f-7326-405d-a05f-6be63813597f\", \"eb5afe2a-5e3c-45e0-9bd0-ceca21a1fdb5\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.861}}, {\"26396\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-30 20:24:44.000000+00:00\", \"2023-01-18 10:08:28.000000+00:00\", \"2020-10-05 23:02:21.000000+00:00\"], \"session_ids\": [\"bf1681ac-ef8b-441d-9ebd-4da3a23f41cd\", \"d60884ec-7fef-47df-a1b8-884c0c2647d9\", \"12827042-aa91-4634-8909-1fbef41c12ca\"], \"total_duration\": 519.0, \"total_sessions\": 3, \"mean_week_duration\": 2.732}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Can you give me information regarding 5 users who don't currently live in city Lima , moreover sort by town center name form the lowest to the highest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"8613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-20 05:53:33.000000+00:00\", \"2021-06-27 15:50:01.000000+00:00\", \"2021-12-05 17:37:25.000000+00:00\", \"2023-05-19 12:43:58.000000+00:00\", \"2021-12-07 06:18:37.000000+00:00\", \"2022-03-16 18:58:24.000000+00:00\", \"2021-12-13 02:01:00.000000+00:00\"], \"session_ids\": [\"f8af7228-4f03-4d02-b10e-f9fe21820a98\", \"90a7e164-69f5-4eba-b12c-853dd79a847e\", \"d5d8b273-a422-4d2e-b642-e2e1b51876ba\", \"add3395f-c14e-4783-8330-53852b03596c\", \"a96680cf-b57e-44f5-be06-3578316b39b0\", \"fd17f836-7614-4205-a580-ad982923469d\", \"580c8e2c-74d7-4fcf-8d88-780caf989202\"], \"total_duration\": 411.0, \"total_sessions\": 7, \"mean_week_duration\": 1.93}, \"79189\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-26 08:29:52.000000+00:00\", \"2019-11-13 03:13:02.000000+00:00\"], \"session_ids\": [\"70f2c610-9545-4fae-a86c-1b2acb447001\", \"1867d773-d74f-4d09-a1ef-4f047f9bb023\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 11.241}, \"84165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-04 03:33:05.000000+00:00\", \"2022-04-02 21:14:07.000000+00:00\"], \"session_ids\": [\"77a3a8ee-ef91-4bab-8cd4-88da673abe92\", \"b285e1ce-0723-4f63-a826-59da6c392361\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.313}, \"15871\": {\"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\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-19 10:08:00.000000+00:00\", \"2019-02-21 09:11:17.000000+00:00\"], \"session_ids\": [\"e4ead36c-4f74-4818-94eb-e6a93af6a7f7\", \"bd53f413-b95e-4436-a46b-6fcc142a1339\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}, \"5814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-08 14:10:11.000000+00:00\", \"2021-12-23 16:30:55.000000+00:00\", \"2021-05-21 04:42:49.000000+00:00\"], \"session_ids\": [\"957b18a8-7759-4257-90cd-f517a49a71b9\", \"0c25d3bb-9630-4752-9cc7-721a7f1e07a5\", \"384c89f3-3d61-4604-bbb4-26e4d8846d0e\"], \"total_duration\": 151.0, \"total_sessions\": 3, \"mean_week_duration\": 2.745}, \"35800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-10-25 23:42:54.000000+00:00\", \"2021-12-24 16:37:05.000000+00:00\"], \"session_ids\": [\"5e74809f-2baa-4774-95a0-4570192d84b5\", \"a5664699-fdd1-486b-9c1f-3b41e97dd149\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.205}, \"11811\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-21 15:03:48.000000+00:00\", \"2020-01-28 04:28:34.000000+00:00\"], \"session_ids\": [\"a2aac0e8-fdcb-4ad3-a9a0-854ec6ff681e\", \"fd81a4b0-e048-4082-8d02-03c91f93a345\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.939}, \"25458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-13 19:16:59.000000+00:00\", \"2021-06-02 01:22:23.000000+00:00\"], \"session_ids\": [\"8f843f2f-0b22-4856-a83f-3ae61562e643\", \"aeb8f3b7-d98b-4d1c-8608-c5c4240c81ea\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 17.4}, \"33260\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-09-27 06:21:02.000000+00:00\", \"2020-09-05 02:21:49.000000+00:00\"], \"session_ids\": [\"287b3e28-a3e5-4a31-a1c0-f740e826a93e\", \"23415589-489e-4fcc-94de-a97545a3dfe4\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 24.25}, \"27882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-11-08 13:04:55.000000+00:00\", \"2020-12-13 17:11:21.000000+00:00\", \"2021-07-11 17:30:07.000000+00:00\"], \"session_ids\": [\"838fd81e-b3d9-4af8-8948-13b8d7d597fd\", \"fcf4db3e-025d-46cd-8531-5a344f6785ee\", \"31613a5b-6061-40b4-8b8b-6e1dd4900e0e\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 1.07}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Lima"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Lima\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"8613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-20 05:53:33.000000+00:00\", \"2021-06-27 15:50:01.000000+00:00\", \"2021-12-05 17:37:25.000000+00:00\", \"2023-05-19 12:43:58.000000+00:00\", \"2021-12-07 06:18:37.000000+00:00\", \"2022-03-16 18:58:24.000000+00:00\", \"2021-12-13 02:01:00.000000+00:00\"], \"session_ids\": [\"f8af7228-4f03-4d02-b10e-f9fe21820a98\", \"90a7e164-69f5-4eba-b12c-853dd79a847e\", \"d5d8b273-a422-4d2e-b642-e2e1b51876ba\", \"add3395f-c14e-4783-8330-53852b03596c\", \"a96680cf-b57e-44f5-be06-3578316b39b0\", \"fd17f836-7614-4205-a580-ad982923469d\", \"580c8e2c-74d7-4fcf-8d88-780caf989202\"], \"total_duration\": 411.0, \"total_sessions\": 7, \"mean_week_duration\": 1.93}, \"79189\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-26 08:29:52.000000+00:00\", \"2019-11-13 03:13:02.000000+00:00\"], \"session_ids\": [\"70f2c610-9545-4fae-a86c-1b2acb447001\", \"1867d773-d74f-4d09-a1ef-4f047f9bb023\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 11.241}, \"84165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-04 03:33:05.000000+00:00\", \"2022-04-02 21:14:07.000000+00:00\"], \"session_ids\": [\"77a3a8ee-ef91-4bab-8cd4-88da673abe92\", \"b285e1ce-0723-4f63-a826-59da6c392361\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.313}, \"15871\": {\"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\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-19 10:08:00.000000+00:00\", \"2019-02-21 09:11:17.000000+00:00\"], \"session_ids\": [\"e4ead36c-4f74-4818-94eb-e6a93af6a7f7\", \"bd53f413-b95e-4436-a46b-6fcc142a1339\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}, \"5814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-08 14:10:11.000000+00:00\", \"2021-12-23 16:30:55.000000+00:00\", \"2021-05-21 04:42:49.000000+00:00\"], \"session_ids\": [\"957b18a8-7759-4257-90cd-f517a49a71b9\", \"0c25d3bb-9630-4752-9cc7-721a7f1e07a5\", \"384c89f3-3d61-4604-bbb4-26e4d8846d0e\"], \"total_duration\": 151.0, \"total_sessions\": 3, \"mean_week_duration\": 2.745}, \"35800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-10-25 23:42:54.000000+00:00\", \"2021-12-24 16:37:05.000000+00:00\"], \"session_ids\": [\"5e74809f-2baa-4774-95a0-4570192d84b5\", \"a5664699-fdd1-486b-9c1f-3b41e97dd149\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.205}, \"11811\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-21 15:03:48.000000+00:00\", \"2020-01-28 04:28:34.000000+00:00\"], \"session_ids\": [\"a2aac0e8-fdcb-4ad3-a9a0-854ec6ff681e\", \"fd81a4b0-e048-4082-8d02-03c91f93a345\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.939}, \"25458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-13 19:16:59.000000+00:00\", \"2021-06-02 01:22:23.000000+00:00\"], \"session_ids\": [\"8f843f2f-0b22-4856-a83f-3ae61562e643\", \"aeb8f3b7-d98b-4d1c-8608-c5c4240c81ea\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 17.4}, \"33260\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-09-27 06:21:02.000000+00:00\", \"2020-09-05 02:21:49.000000+00:00\"], \"session_ids\": [\"287b3e28-a3e5-4a31-a1c0-f740e826a93e\", \"23415589-489e-4fcc-94de-a97545a3dfe4\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 24.25}, \"27882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-11-08 13:04:55.000000+00:00\", \"2020-12-13 17:11:21.000000+00:00\", \"2021-07-11 17:30:07.000000+00:00\"], \"session_ids\": [\"838fd81e-b3d9-4af8-8948-13b8d7d597fd\", \"fcf4db3e-025d-46cd-8531-5a344f6785ee\", \"31613a5b-6061-40b4-8b8b-6e1dd4900e0e\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 1.07}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"8613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-20 05:53:33.000000+00:00\", \"2021-06-27 15:50:01.000000+00:00\", \"2021-12-05 17:37:25.000000+00:00\", \"2023-05-19 12:43:58.000000+00:00\", \"2021-12-07 06:18:37.000000+00:00\", \"2022-03-16 18:58:24.000000+00:00\", \"2021-12-13 02:01:00.000000+00:00\"], \"session_ids\": [\"f8af7228-4f03-4d02-b10e-f9fe21820a98\", \"90a7e164-69f5-4eba-b12c-853dd79a847e\", \"d5d8b273-a422-4d2e-b642-e2e1b51876ba\", \"add3395f-c14e-4783-8330-53852b03596c\", \"a96680cf-b57e-44f5-be06-3578316b39b0\", \"fd17f836-7614-4205-a580-ad982923469d\", \"580c8e2c-74d7-4fcf-8d88-780caf989202\"], \"total_duration\": 411.0, \"total_sessions\": 7, \"mean_week_duration\": 1.93}}, {\"79189\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-26 08:29:52.000000+00:00\", \"2019-11-13 03:13:02.000000+00:00\"], \"session_ids\": [\"70f2c610-9545-4fae-a86c-1b2acb447001\", \"1867d773-d74f-4d09-a1ef-4f047f9bb023\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 11.241}}, {\"11811\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-21 15:03:48.000000+00:00\", \"2020-01-28 04:28:34.000000+00:00\"], \"session_ids\": [\"a2aac0e8-fdcb-4ad3-a9a0-854ec6ff681e\", \"fd81a4b0-e048-4082-8d02-03c91f93a345\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.939}}, {\"84165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-04 03:33:05.000000+00:00\", \"2022-04-02 21:14:07.000000+00:00\"], \"session_ids\": [\"77a3a8ee-ef91-4bab-8cd4-88da673abe92\", \"b285e1ce-0723-4f63-a826-59da6c392361\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.313}}, {\"15871\": {\"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\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-19 10:08:00.000000+00:00\", \"2019-02-21 09:11:17.000000+00:00\"], \"session_ids\": [\"e4ead36c-4f74-4818-94eb-e6a93af6a7f7\", \"bd53f413-b95e-4436-a46b-6fcc142a1339\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}}, {\"5814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-08 14:10:11.000000+00:00\", \"2021-12-23 16:30:55.000000+00:00\", \"2021-05-21 04:42:49.000000+00:00\"], \"session_ids\": [\"957b18a8-7759-4257-90cd-f517a49a71b9\", \"0c25d3bb-9630-4752-9cc7-721a7f1e07a5\", \"384c89f3-3d61-4604-bbb4-26e4d8846d0e\"], \"total_duration\": 151.0, \"total_sessions\": 3, \"mean_week_duration\": 2.745}}, {\"27882\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-11-08 13:04:55.000000+00:00\", \"2020-12-13 17:11:21.000000+00:00\", \"2021-07-11 17:30:07.000000+00:00\"], \"session_ids\": [\"838fd81e-b3d9-4af8-8948-13b8d7d597fd\", \"fcf4db3e-025d-46cd-8531-5a344f6785ee\", \"31613a5b-6061-40b4-8b8b-6e1dd4900e0e\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 1.07}}, {\"25458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-13 19:16:59.000000+00:00\", \"2021-06-02 01:22:23.000000+00:00\"], \"session_ids\": [\"8f843f2f-0b22-4856-a83f-3ae61562e643\", \"aeb8f3b7-d98b-4d1c-8608-c5c4240c81ea\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 17.4}}, {\"35800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-10-25 23:42:54.000000+00:00\", \"2021-12-24 16:37:05.000000+00:00\"], \"session_ids\": [\"5e74809f-2baa-4774-95a0-4570192d84b5\", \"a5664699-fdd1-486b-9c1f-3b41e97dd149\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.205}}, {\"33260\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-09-27 06:21:02.000000+00:00\", \"2020-09-05 02:21:49.000000+00:00\"], \"session_ids\": [\"287b3e28-a3e5-4a31-a1c0-f740e826a93e\", \"23415589-489e-4fcc-94de-a97545a3dfe4\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 24.25}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"8613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-20 05:53:33.000000+00:00\", \"2021-06-27 15:50:01.000000+00:00\", \"2021-12-05 17:37:25.000000+00:00\", \"2023-05-19 12:43:58.000000+00:00\", \"2021-12-07 06:18:37.000000+00:00\", \"2022-03-16 18:58:24.000000+00:00\", \"2021-12-13 02:01:00.000000+00:00\"], \"session_ids\": [\"f8af7228-4f03-4d02-b10e-f9fe21820a98\", \"90a7e164-69f5-4eba-b12c-853dd79a847e\", \"d5d8b273-a422-4d2e-b642-e2e1b51876ba\", \"add3395f-c14e-4783-8330-53852b03596c\", \"a96680cf-b57e-44f5-be06-3578316b39b0\", \"fd17f836-7614-4205-a580-ad982923469d\", \"580c8e2c-74d7-4fcf-8d88-780caf989202\"], \"total_duration\": 411.0, \"total_sessions\": 7, \"mean_week_duration\": 1.93}}, {\"79189\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-26 08:29:52.000000+00:00\", \"2019-11-13 03:13:02.000000+00:00\"], \"session_ids\": [\"70f2c610-9545-4fae-a86c-1b2acb447001\", \"1867d773-d74f-4d09-a1ef-4f047f9bb023\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 11.241}}, {\"11811\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-21 15:03:48.000000+00:00\", \"2020-01-28 04:28:34.000000+00:00\"], \"session_ids\": [\"a2aac0e8-fdcb-4ad3-a9a0-854ec6ff681e\", \"fd81a4b0-e048-4082-8d02-03c91f93a345\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.939}}, {\"84165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-04 03:33:05.000000+00:00\", \"2022-04-02 21:14:07.000000+00:00\"], \"session_ids\": [\"77a3a8ee-ef91-4bab-8cd4-88da673abe92\", \"b285e1ce-0723-4f63-a826-59da6c392361\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.313}}, {\"15871\": {\"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\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-19 10:08:00.000000+00:00\", \"2019-02-21 09:11:17.000000+00:00\"], \"session_ids\": [\"e4ead36c-4f74-4818-94eb-e6a93af6a7f7\", \"bd53f413-b95e-4436-a46b-6fcc142a1339\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}}]\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[{\"8613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-20 05:53:33.000000+00:00\", \"2021-06-27 15:50:01.000000+00:00\", \"2021-12-05 17:37:25.000000+00:00\", \"2023-05-19 12:43:58.000000+00:00\", \"2021-12-07 06:18:37.000000+00:00\", \"2022-03-16 18:58:24.000000+00:00\", \"2021-12-13 02:01:00.000000+00:00\"], \"session_ids\": [\"f8af7228-4f03-4d02-b10e-f9fe21820a98\", \"90a7e164-69f5-4eba-b12c-853dd79a847e\", \"d5d8b273-a422-4d2e-b642-e2e1b51876ba\", \"add3395f-c14e-4783-8330-53852b03596c\", \"a96680cf-b57e-44f5-be06-3578316b39b0\", \"fd17f836-7614-4205-a580-ad982923469d\", \"580c8e2c-74d7-4fcf-8d88-780caf989202\"], \"total_duration\": 411.0, \"total_sessions\": 7, \"mean_week_duration\": 1.93}}, {\"79189\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-26 08:29:52.000000+00:00\", \"2019-11-13 03:13:02.000000+00:00\"], \"session_ids\": [\"70f2c610-9545-4fae-a86c-1b2acb447001\", \"1867d773-d74f-4d09-a1ef-4f047f9bb023\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 11.241}}, {\"11811\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-21 15:03:48.000000+00:00\", \"2020-01-28 04:28:34.000000+00:00\"], \"session_ids\": [\"a2aac0e8-fdcb-4ad3-a9a0-854ec6ff681e\", \"fd81a4b0-e048-4082-8d02-03c91f93a345\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.939}}, {\"84165\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-04 03:33:05.000000+00:00\", \"2022-04-02 21:14:07.000000+00:00\"], \"session_ids\": [\"77a3a8ee-ef91-4bab-8cd4-88da673abe92\", \"b285e1ce-0723-4f63-a826-59da6c392361\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.313}}, {\"15871\": {\"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\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-19 10:08:00.000000+00:00\", \"2019-02-21 09:11:17.000000+00:00\"], \"session_ids\": [\"e4ead36c-4f74-4818-94eb-e6a93af6a7f7\", \"bd53f413-b95e-4436-a46b-6fcc142a1339\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}}]\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 4 users I can't find living in city Jakarta , moreover execute sorting by overall total duration in ascending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"12377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-01-13 05:54:31.000000+00:00\", \"2020-09-16 01:46:57.000000+00:00\"], \"session_ids\": [\"58e89051-ef90-4196-b7d0-7389aae60937\", \"534226fe-9a2d-4b55-bdd0-578dcc0c2783\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.516}, \"2153\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-12 02:01:18.000000+00:00\", \"2022-12-15 02:21:37.000000+00:00\", \"2020-12-14 05:46:49.000000+00:00\"], \"session_ids\": [\"8e264196-935c-43be-af20-a36ecdaba40f\", \"5734dd49-5976-4e0e-b0be-8a91b5454157\", \"2a36b843-7dde-427e-b692-770fb869bca4\"], \"total_duration\": 1072.0, \"total_sessions\": 3, \"mean_week_duration\": 6.828}, \"76822\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2020-11-03 11:34:37.000000+00:00\", \"2021-04-28 23:06:15.000000+00:00\"], \"session_ids\": [\"c68575f9-6c84-428d-a6ab-25c62d29c627\", \"3c3db898-7ba0-4dba-aac8-350a7bc6f51d\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.808}, \"4340\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-06 19:26:12.000000+00:00\", \"2021-06-17 06:27:10.000000+00:00\"], \"session_ids\": [\"bf7b1294-30b8-44bf-9930-53d726b9756f\", \"e228ebb0-76a6-4eb9-bad5-618c208adf30\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 14.517}, \"34738\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-09 01:38:42.000000+00:00\", \"2022-10-08 03:14:34.000000+00:00\", \"2021-10-18 02:57:30.000000+00:00\", \"2021-05-18 15:25:25.000000+00:00\", \"2019-05-25 19:38:00.000000+00:00\", \"2020-11-22 09:23:24.000000+00:00\", \"2020-04-18 03:21:09.000000+00:00\"], \"session_ids\": [\"1ff1f3d9-e375-4b2d-aa34-12d347d51c02\", \"52a73f8e-557d-431b-bc18-abb574be8c2e\", \"b10ad9ee-0c49-4df5-a0e7-38d906ed05c6\", \"5506ebe5-164c-4f31-9625-a3bbf7b496e4\", \"ce24a63b-28d3-4b59-92a5-d910d4409ae8\", \"82bc90c8-ff0c-468b-bef7-64ae52f6db88\", \"dadd9cab-729c-4418-b3a4-f0794f442a92\"], \"total_duration\": 5257.0, \"total_sessions\": 7, \"mean_week_duration\": 29.869}, \"47850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-12 12:36:59.000000+00:00\", \"2021-04-08 23:57:02.000000+00:00\", \"2023-05-15 11:24:33.000000+00:00\"], \"session_ids\": [\"2c016192-747e-4b55-817e-4c6a69cd71db\", \"7bd21980-e28b-48a5-a3c5-45bf23e9fc5f\", \"beababbc-7bd5-4746-8896-d940b8234e34\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.207}, \"66300\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-06-30 05:13:34.000000+00:00\", \"2019-01-14 22:52:52.000000+00:00\"], \"session_ids\": [\"032a8df3-fdae-42e1-bc1d-91e2ea22b209\", \"d39fccbe-880f-4eeb-8434-0cdee82b9b4a\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}, \"89485\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-16 12:20:21.000000+00:00\", \"2022-04-28 04:35:01.000000+00:00\"], \"session_ids\": [\"73c6e9f7-3f53-42ec-8dea-84c6a34f773b\", \"7e676a83-1f94-4c8b-9349-a3ca8d8c187f\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 2.454}, \"62611\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-14 11:43:10.000000+00:00\", \"2020-02-27 07:30:03.000000+00:00\", \"2021-03-26 06:28:39.000000+00:00\"], \"session_ids\": [\"29992420-34b4-4d98-a2db-16037fbedcc1\", \"97ae8938-d786-4b5c-84ba-0c7d4a667ca4\", \"14dc714f-a435-4ccf-becc-32bd4d4743d6\"], \"total_duration\": 812.0, \"total_sessions\": 3, \"mean_week_duration\": 7.382}, \"11841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-11 00:25:10.000000+00:00\", \"2021-06-11 00:33:27.000000+00:00\"], \"session_ids\": [\"3372ac25-8a80-42a1-8d2d-8bafd97de133\", \"3992cc5a-99e5-48df-9cc7-9c9997223d5c\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 1.257}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is not Jakarta"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Jakarta\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"12377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-01-13 05:54:31.000000+00:00\", \"2020-09-16 01:46:57.000000+00:00\"], \"session_ids\": [\"58e89051-ef90-4196-b7d0-7389aae60937\", \"534226fe-9a2d-4b55-bdd0-578dcc0c2783\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.516}, \"2153\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-12 02:01:18.000000+00:00\", \"2022-12-15 02:21:37.000000+00:00\", \"2020-12-14 05:46:49.000000+00:00\"], \"session_ids\": [\"8e264196-935c-43be-af20-a36ecdaba40f\", \"5734dd49-5976-4e0e-b0be-8a91b5454157\", \"2a36b843-7dde-427e-b692-770fb869bca4\"], \"total_duration\": 1072.0, \"total_sessions\": 3, \"mean_week_duration\": 6.828}, \"76822\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2020-11-03 11:34:37.000000+00:00\", \"2021-04-28 23:06:15.000000+00:00\"], \"session_ids\": [\"c68575f9-6c84-428d-a6ab-25c62d29c627\", \"3c3db898-7ba0-4dba-aac8-350a7bc6f51d\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.808}, \"4340\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-06 19:26:12.000000+00:00\", \"2021-06-17 06:27:10.000000+00:00\"], \"session_ids\": [\"bf7b1294-30b8-44bf-9930-53d726b9756f\", \"e228ebb0-76a6-4eb9-bad5-618c208adf30\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 14.517}, \"34738\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-09 01:38:42.000000+00:00\", \"2022-10-08 03:14:34.000000+00:00\", \"2021-10-18 02:57:30.000000+00:00\", \"2021-05-18 15:25:25.000000+00:00\", \"2019-05-25 19:38:00.000000+00:00\", \"2020-11-22 09:23:24.000000+00:00\", \"2020-04-18 03:21:09.000000+00:00\"], \"session_ids\": [\"1ff1f3d9-e375-4b2d-aa34-12d347d51c02\", \"52a73f8e-557d-431b-bc18-abb574be8c2e\", \"b10ad9ee-0c49-4df5-a0e7-38d906ed05c6\", \"5506ebe5-164c-4f31-9625-a3bbf7b496e4\", \"ce24a63b-28d3-4b59-92a5-d910d4409ae8\", \"82bc90c8-ff0c-468b-bef7-64ae52f6db88\", \"dadd9cab-729c-4418-b3a4-f0794f442a92\"], \"total_duration\": 5257.0, \"total_sessions\": 7, \"mean_week_duration\": 29.869}, \"47850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-12 12:36:59.000000+00:00\", \"2021-04-08 23:57:02.000000+00:00\", \"2023-05-15 11:24:33.000000+00:00\"], \"session_ids\": [\"2c016192-747e-4b55-817e-4c6a69cd71db\", \"7bd21980-e28b-48a5-a3c5-45bf23e9fc5f\", \"beababbc-7bd5-4746-8896-d940b8234e34\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.207}, \"66300\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-06-30 05:13:34.000000+00:00\", \"2019-01-14 22:52:52.000000+00:00\"], \"session_ids\": [\"032a8df3-fdae-42e1-bc1d-91e2ea22b209\", \"d39fccbe-880f-4eeb-8434-0cdee82b9b4a\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}, \"89485\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-16 12:20:21.000000+00:00\", \"2022-04-28 04:35:01.000000+00:00\"], \"session_ids\": [\"73c6e9f7-3f53-42ec-8dea-84c6a34f773b\", \"7e676a83-1f94-4c8b-9349-a3ca8d8c187f\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 2.454}, \"62611\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-14 11:43:10.000000+00:00\", \"2020-02-27 07:30:03.000000+00:00\", \"2021-03-26 06:28:39.000000+00:00\"], \"session_ids\": [\"29992420-34b4-4d98-a2db-16037fbedcc1\", \"97ae8938-d786-4b5c-84ba-0c7d4a667ca4\", \"14dc714f-a435-4ccf-becc-32bd4d4743d6\"], \"total_duration\": 812.0, \"total_sessions\": 3, \"mean_week_duration\": 7.382}, \"11841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-11 00:25:10.000000+00:00\", \"2021-06-11 00:33:27.000000+00:00\"], \"session_ids\": [\"3372ac25-8a80-42a1-8d2d-8bafd97de133\", \"3992cc5a-99e5-48df-9cc7-9c9997223d5c\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 1.257}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"76822\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2020-11-03 11:34:37.000000+00:00\", \"2021-04-28 23:06:15.000000+00:00\"], \"session_ids\": [\"c68575f9-6c84-428d-a6ab-25c62d29c627\", \"3c3db898-7ba0-4dba-aac8-350a7bc6f51d\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.808}}, {\"66300\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-06-30 05:13:34.000000+00:00\", \"2019-01-14 22:52:52.000000+00:00\"], \"session_ids\": [\"032a8df3-fdae-42e1-bc1d-91e2ea22b209\", \"d39fccbe-880f-4eeb-8434-0cdee82b9b4a\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}}, {\"47850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-12 12:36:59.000000+00:00\", \"2021-04-08 23:57:02.000000+00:00\", \"2023-05-15 11:24:33.000000+00:00\"], \"session_ids\": [\"2c016192-747e-4b55-817e-4c6a69cd71db\", \"7bd21980-e28b-48a5-a3c5-45bf23e9fc5f\", \"beababbc-7bd5-4746-8896-d940b8234e34\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.207}}, {\"11841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-11 00:25:10.000000+00:00\", \"2021-06-11 00:33:27.000000+00:00\"], \"session_ids\": [\"3372ac25-8a80-42a1-8d2d-8bafd97de133\", \"3992cc5a-99e5-48df-9cc7-9c9997223d5c\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 1.257}}, {\"12377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-01-13 05:54:31.000000+00:00\", \"2020-09-16 01:46:57.000000+00:00\"], \"session_ids\": [\"58e89051-ef90-4196-b7d0-7389aae60937\", \"534226fe-9a2d-4b55-bdd0-578dcc0c2783\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.516}}, {\"89485\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-16 12:20:21.000000+00:00\", \"2022-04-28 04:35:01.000000+00:00\"], \"session_ids\": [\"73c6e9f7-3f53-42ec-8dea-84c6a34f773b\", \"7e676a83-1f94-4c8b-9349-a3ca8d8c187f\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 2.454}}, {\"4340\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-06 19:26:12.000000+00:00\", \"2021-06-17 06:27:10.000000+00:00\"], \"session_ids\": [\"bf7b1294-30b8-44bf-9930-53d726b9756f\", \"e228ebb0-76a6-4eb9-bad5-618c208adf30\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 14.517}}, {\"62611\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-14 11:43:10.000000+00:00\", \"2020-02-27 07:30:03.000000+00:00\", \"2021-03-26 06:28:39.000000+00:00\"], \"session_ids\": [\"29992420-34b4-4d98-a2db-16037fbedcc1\", \"97ae8938-d786-4b5c-84ba-0c7d4a667ca4\", \"14dc714f-a435-4ccf-becc-32bd4d4743d6\"], \"total_duration\": 812.0, \"total_sessions\": 3, \"mean_week_duration\": 7.382}}, {\"2153\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-12 02:01:18.000000+00:00\", \"2022-12-15 02:21:37.000000+00:00\", \"2020-12-14 05:46:49.000000+00:00\"], \"session_ids\": [\"8e264196-935c-43be-af20-a36ecdaba40f\", \"5734dd49-5976-4e0e-b0be-8a91b5454157\", \"2a36b843-7dde-427e-b692-770fb869bca4\"], \"total_duration\": 1072.0, \"total_sessions\": 3, \"mean_week_duration\": 6.828}}, {\"34738\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-09 01:38:42.000000+00:00\", \"2022-10-08 03:14:34.000000+00:00\", \"2021-10-18 02:57:30.000000+00:00\", \"2021-05-18 15:25:25.000000+00:00\", \"2019-05-25 19:38:00.000000+00:00\", \"2020-11-22 09:23:24.000000+00:00\", \"2020-04-18 03:21:09.000000+00:00\"], \"session_ids\": [\"1ff1f3d9-e375-4b2d-aa34-12d347d51c02\", \"52a73f8e-557d-431b-bc18-abb574be8c2e\", \"b10ad9ee-0c49-4df5-a0e7-38d906ed05c6\", \"5506ebe5-164c-4f31-9625-a3bbf7b496e4\", \"ce24a63b-28d3-4b59-92a5-d910d4409ae8\", \"82bc90c8-ff0c-468b-bef7-64ae52f6db88\", \"dadd9cab-729c-4418-b3a4-f0794f442a92\"], \"total_duration\": 5257.0, \"total_sessions\": 7, \"mean_week_duration\": 29.869}}]\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[{\"76822\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2020-11-03 11:34:37.000000+00:00\", \"2021-04-28 23:06:15.000000+00:00\"], \"session_ids\": [\"c68575f9-6c84-428d-a6ab-25c62d29c627\", \"3c3db898-7ba0-4dba-aac8-350a7bc6f51d\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.808}}, {\"66300\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-06-30 05:13:34.000000+00:00\", \"2019-01-14 22:52:52.000000+00:00\"], \"session_ids\": [\"032a8df3-fdae-42e1-bc1d-91e2ea22b209\", \"d39fccbe-880f-4eeb-8434-0cdee82b9b4a\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}}, {\"47850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-12 12:36:59.000000+00:00\", \"2021-04-08 23:57:02.000000+00:00\", \"2023-05-15 11:24:33.000000+00:00\"], \"session_ids\": [\"2c016192-747e-4b55-817e-4c6a69cd71db\", \"7bd21980-e28b-48a5-a3c5-45bf23e9fc5f\", \"beababbc-7bd5-4746-8896-d940b8234e34\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.207}}, {\"11841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-11 00:25:10.000000+00:00\", \"2021-06-11 00:33:27.000000+00:00\"], \"session_ids\": [\"3372ac25-8a80-42a1-8d2d-8bafd97de133\", \"3992cc5a-99e5-48df-9cc7-9c9997223d5c\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 1.257}}]\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[{\"76822\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2020-11-03 11:34:37.000000+00:00\", \"2021-04-28 23:06:15.000000+00:00\"], \"session_ids\": [\"c68575f9-6c84-428d-a6ab-25c62d29c627\", \"3c3db898-7ba0-4dba-aac8-350a7bc6f51d\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.808}}, {\"66300\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-06-30 05:13:34.000000+00:00\", \"2019-01-14 22:52:52.000000+00:00\"], \"session_ids\": [\"032a8df3-fdae-42e1-bc1d-91e2ea22b209\", \"d39fccbe-880f-4eeb-8434-0cdee82b9b4a\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}}, {\"47850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-01-12 12:36:59.000000+00:00\", \"2021-04-08 23:57:02.000000+00:00\", \"2023-05-15 11:24:33.000000+00:00\"], \"session_ids\": [\"2c016192-747e-4b55-817e-4c6a69cd71db\", \"7bd21980-e28b-48a5-a3c5-45bf23e9fc5f\", \"beababbc-7bd5-4746-8896-d940b8234e34\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.207}}, {\"11841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-11 00:25:10.000000+00:00\", \"2021-06-11 00:33:27.000000+00:00\"], \"session_ids\": [\"3372ac25-8a80-42a1-8d2d-8bafd97de133\", \"3992cc5a-99e5-48df-9cc7-9c9997223d5c\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 1.257}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about 5 users who have the greatest total duration amount plus apply sorting by overall total duration in ascending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"72357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-06 16:31:57.000000+00:00\", \"2019-04-22 16:50:26.000000+00:00\"], \"session_ids\": [\"b69ea4e6-50c9-4f6e-a767-06e03e902429\", \"6a615869-8857-4e89-ba52-14fd968bc447\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}, \"59812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-30 18:32:00.000000+00:00\", \"2022-06-13 23:38:14.000000+00:00\", \"2022-06-13 20:38:09.000000+00:00\", \"2021-11-23 22:15:01.000000+00:00\"], \"session_ids\": [\"b80a4ef2-9e14-47a0-9086-a7ea58102a0d\", \"8db3b051-9333-473b-9655-cfc80eee1493\", \"c658733d-19cd-491f-82b4-759196beadb9\", \"18fcd8d4-75e8-472f-93b8-d5e07c7bdcbc\"], \"total_duration\": 1272.0, \"total_sessions\": 4, \"mean_week_duration\": 20.19}, \"71314\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-30 10:04:09.000000+00:00\", \"2019-06-14 21:31:54.000000+00:00\"], \"session_ids\": [\"9249c826-ee77-4d11-89d6-b672b24ad6f2\", \"53cbe554-a4cf-476e-9ac3-b1bb94888f47\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.395}, \"71708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-07 15:55:50.000000+00:00\", \"2023-03-19 04:13:15.000000+00:00\", \"2022-10-26 12:46:45.000000+00:00\", \"2022-04-06 18:54:05.000000+00:00\", \"2023-04-20 19:14:57.000000+00:00\", \"2021-04-15 00:20:22.000000+00:00\"], \"session_ids\": [\"e8d19aa1-b596-4c47-9c57-10401d25cce9\", \"b785fc69-f5f7-4698-ad40-923a057441f7\", \"112b7ab9-a2f8-4172-9add-351395645c2f\", \"69cdd4de-d913-4ed7-80c6-69528ae48ba6\", \"096c15d0-57d9-4851-8fe4-0f362202dacb\", \"9b69eacf-d64a-4dc5-bf90-745a3b603ffe\"], \"total_duration\": 4769.0, \"total_sessions\": 6, \"mean_week_duration\": 30.968}, \"25784\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-04-06 06:24:57.000000+00:00\", \"2019-09-27 13:57:39.000000+00:00\"], \"session_ids\": [\"89b38c1a-40ef-46ea-8db6-71dda902a725\", \"91f265e9-33e0-40e7-8c16-b52778d45c55\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 3.571}, \"42030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-02 20:32:05.000000+00:00\", \"2021-07-09 20:02:36.000000+00:00\", \"2019-04-11 15:22:04.000000+00:00\"], \"session_ids\": [\"d7686ddb-5049-4c3b-9403-ac841cb128b4\", \"7e56a7c7-66e1-4ea6-a86f-e13d9669edb3\", \"9740f959-b678-4c61-8f33-9c47ecfbbdf3\"], \"total_duration\": 762.0, \"total_sessions\": 3, \"mean_week_duration\": 6.458}, \"57452\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-23 14:16:38.000000+00:00\", \"2019-05-10 19:36:21.000000+00:00\"], \"session_ids\": [\"2003c3e4-8900-41bb-9d41-fba5f47f0308\", \"f54db6ec-05c1-4678-9d94-52135e4f4aad\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.106}, \"45645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-02-15 00:08:54.000000+00:00\", \"2021-04-03 03:14:55.000000+00:00\", \"2020-06-07 19:03:37.000000+00:00\"], \"session_ids\": [\"278fc56d-98fb-462d-a1ea-6c3ae19c938c\", \"dbc9396a-1294-4532-aee4-533e47c5540d\", \"c83ce0c6-17f2-49c7-a9fc-c3e42b9181fc\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 7.014}, \"84220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-09 16:53:50.000000+00:00\", \"2022-06-07 13:50:18.000000+00:00\", \"2019-05-11 10:02:20.000000+00:00\"], \"session_ids\": [\"fcfaa9d4-c89f-499c-8265-07ce4fc31449\", \"dadaa7f4-a693-48ab-9213-28c78caf6b7e\", \"71257b00-7e33-4193-b2e2-ca9c539dda4c\"], \"total_duration\": 827.0, \"total_sessions\": 3, \"mean_week_duration\": 5.137}, \"20351\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-08-30 18:31:11.000000+00:00\", \"2019-10-23 14:46:24.000000+00:00\"], \"session_ids\": [\"78d80184-d223-47ea-b595-67ecd5479eb8\", \"78b4bd9f-c6a1-47e9-b2bd-683cfe460540\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 7.489}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the highest 5 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 5}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"71708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-07 15:55:50.000000+00:00\", \"2023-03-19 04:13:15.000000+00:00\", \"2022-10-26 12:46:45.000000+00:00\", \"2022-04-06 18:54:05.000000+00:00\", \"2023-04-20 19:14:57.000000+00:00\", \"2021-04-15 00:20:22.000000+00:00\"], \"session_ids\": [\"e8d19aa1-b596-4c47-9c57-10401d25cce9\", \"b785fc69-f5f7-4698-ad40-923a057441f7\", \"112b7ab9-a2f8-4172-9add-351395645c2f\", \"69cdd4de-d913-4ed7-80c6-69528ae48ba6\", \"096c15d0-57d9-4851-8fe4-0f362202dacb\", \"9b69eacf-d64a-4dc5-bf90-745a3b603ffe\"], \"total_duration\": 4769.0, \"total_sessions\": 6, \"mean_week_duration\": 30.968}}, {\"59812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-30 18:32:00.000000+00:00\", \"2022-06-13 23:38:14.000000+00:00\", \"2022-06-13 20:38:09.000000+00:00\", \"2021-11-23 22:15:01.000000+00:00\"], \"session_ids\": [\"b80a4ef2-9e14-47a0-9086-a7ea58102a0d\", \"8db3b051-9333-473b-9655-cfc80eee1493\", \"c658733d-19cd-491f-82b4-759196beadb9\", \"18fcd8d4-75e8-472f-93b8-d5e07c7bdcbc\"], \"total_duration\": 1272.0, \"total_sessions\": 4, \"mean_week_duration\": 20.19}}, {\"45645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-02-15 00:08:54.000000+00:00\", \"2021-04-03 03:14:55.000000+00:00\", \"2020-06-07 19:03:37.000000+00:00\"], \"session_ids\": [\"278fc56d-98fb-462d-a1ea-6c3ae19c938c\", \"dbc9396a-1294-4532-aee4-533e47c5540d\", \"c83ce0c6-17f2-49c7-a9fc-c3e42b9181fc\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 7.014}}, {\"84220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-09 16:53:50.000000+00:00\", \"2022-06-07 13:50:18.000000+00:00\", \"2019-05-11 10:02:20.000000+00:00\"], \"session_ids\": [\"fcfaa9d4-c89f-499c-8265-07ce4fc31449\", \"dadaa7f4-a693-48ab-9213-28c78caf6b7e\", \"71257b00-7e33-4193-b2e2-ca9c539dda4c\"], \"total_duration\": 827.0, \"total_sessions\": 3, \"mean_week_duration\": 5.137}}, {\"42030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-02 20:32:05.000000+00:00\", \"2021-07-09 20:02:36.000000+00:00\", \"2019-04-11 15:22:04.000000+00:00\"], \"session_ids\": [\"d7686ddb-5049-4c3b-9403-ac841cb128b4\", \"7e56a7c7-66e1-4ea6-a86f-e13d9669edb3\", \"9740f959-b678-4c61-8f33-9c47ecfbbdf3\"], \"total_duration\": 762.0, \"total_sessions\": 3, \"mean_week_duration\": 6.458}}]\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[{\"42030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-02 20:32:05.000000+00:00\", \"2021-07-09 20:02:36.000000+00:00\", \"2019-04-11 15:22:04.000000+00:00\"], \"session_ids\": [\"d7686ddb-5049-4c3b-9403-ac841cb128b4\", \"7e56a7c7-66e1-4ea6-a86f-e13d9669edb3\", \"9740f959-b678-4c61-8f33-9c47ecfbbdf3\"], \"total_duration\": 762.0, \"total_sessions\": 3, \"mean_week_duration\": 6.458}}, {\"84220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-09 16:53:50.000000+00:00\", \"2022-06-07 13:50:18.000000+00:00\", \"2019-05-11 10:02:20.000000+00:00\"], \"session_ids\": [\"fcfaa9d4-c89f-499c-8265-07ce4fc31449\", \"dadaa7f4-a693-48ab-9213-28c78caf6b7e\", \"71257b00-7e33-4193-b2e2-ca9c539dda4c\"], \"total_duration\": 827.0, \"total_sessions\": 3, \"mean_week_duration\": 5.137}}, {\"45645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-02-15 00:08:54.000000+00:00\", \"2021-04-03 03:14:55.000000+00:00\", \"2020-06-07 19:03:37.000000+00:00\"], \"session_ids\": [\"278fc56d-98fb-462d-a1ea-6c3ae19c938c\", \"dbc9396a-1294-4532-aee4-533e47c5540d\", \"c83ce0c6-17f2-49c7-a9fc-c3e42b9181fc\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 7.014}}, {\"59812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-30 18:32:00.000000+00:00\", \"2022-06-13 23:38:14.000000+00:00\", \"2022-06-13 20:38:09.000000+00:00\", \"2021-11-23 22:15:01.000000+00:00\"], \"session_ids\": [\"b80a4ef2-9e14-47a0-9086-a7ea58102a0d\", \"8db3b051-9333-473b-9655-cfc80eee1493\", \"c658733d-19cd-491f-82b4-759196beadb9\", \"18fcd8d4-75e8-472f-93b8-d5e07c7bdcbc\"], \"total_duration\": 1272.0, \"total_sessions\": 4, \"mean_week_duration\": 20.19}}, {\"71708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-07 15:55:50.000000+00:00\", \"2023-03-19 04:13:15.000000+00:00\", \"2022-10-26 12:46:45.000000+00:00\", \"2022-04-06 18:54:05.000000+00:00\", \"2023-04-20 19:14:57.000000+00:00\", \"2021-04-15 00:20:22.000000+00:00\"], \"session_ids\": [\"e8d19aa1-b596-4c47-9c57-10401d25cce9\", \"b785fc69-f5f7-4698-ad40-923a057441f7\", \"112b7ab9-a2f8-4172-9add-351395645c2f\", \"69cdd4de-d913-4ed7-80c6-69528ae48ba6\", \"096c15d0-57d9-4851-8fe4-0f362202dacb\", \"9b69eacf-d64a-4dc5-bf90-745a3b603ffe\"], \"total_duration\": 4769.0, \"total_sessions\": 6, \"mean_week_duration\": 30.968}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"42030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-02 20:32:05.000000+00:00\", \"2021-07-09 20:02:36.000000+00:00\", \"2019-04-11 15:22:04.000000+00:00\"], \"session_ids\": [\"d7686ddb-5049-4c3b-9403-ac841cb128b4\", \"7e56a7c7-66e1-4ea6-a86f-e13d9669edb3\", \"9740f959-b678-4c61-8f33-9c47ecfbbdf3\"], \"total_duration\": 762.0, \"total_sessions\": 3, \"mean_week_duration\": 6.458}}, {\"84220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-09 16:53:50.000000+00:00\", \"2022-06-07 13:50:18.000000+00:00\", \"2019-05-11 10:02:20.000000+00:00\"], \"session_ids\": [\"fcfaa9d4-c89f-499c-8265-07ce4fc31449\", \"dadaa7f4-a693-48ab-9213-28c78caf6b7e\", \"71257b00-7e33-4193-b2e2-ca9c539dda4c\"], \"total_duration\": 827.0, \"total_sessions\": 3, \"mean_week_duration\": 5.137}}, {\"45645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-02-15 00:08:54.000000+00:00\", \"2021-04-03 03:14:55.000000+00:00\", \"2020-06-07 19:03:37.000000+00:00\"], \"session_ids\": [\"278fc56d-98fb-462d-a1ea-6c3ae19c938c\", \"dbc9396a-1294-4532-aee4-533e47c5540d\", \"c83ce0c6-17f2-49c7-a9fc-c3e42b9181fc\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 7.014}}, {\"59812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-30 18:32:00.000000+00:00\", \"2022-06-13 23:38:14.000000+00:00\", \"2022-06-13 20:38:09.000000+00:00\", \"2021-11-23 22:15:01.000000+00:00\"], \"session_ids\": [\"b80a4ef2-9e14-47a0-9086-a7ea58102a0d\", \"8db3b051-9333-473b-9655-cfc80eee1493\", \"c658733d-19cd-491f-82b4-759196beadb9\", \"18fcd8d4-75e8-472f-93b8-d5e07c7bdcbc\"], \"total_duration\": 1272.0, \"total_sessions\": 4, \"mean_week_duration\": 20.19}}, {\"71708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-07 15:55:50.000000+00:00\", \"2023-03-19 04:13:15.000000+00:00\", \"2022-10-26 12:46:45.000000+00:00\", \"2022-04-06 18:54:05.000000+00:00\", \"2023-04-20 19:14:57.000000+00:00\", \"2021-04-15 00:20:22.000000+00:00\"], \"session_ids\": [\"e8d19aa1-b596-4c47-9c57-10401d25cce9\", \"b785fc69-f5f7-4698-ad40-923a057441f7\", \"112b7ab9-a2f8-4172-9add-351395645c2f\", \"69cdd4de-d913-4ed7-80c6-69528ae48ba6\", \"096c15d0-57d9-4851-8fe4-0f362202dacb\", \"9b69eacf-d64a-4dc5-bf90-745a3b603ffe\"], \"total_duration\": 4769.0, \"total_sessions\": 6, \"mean_week_duration\": 30.968}}]\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[{\"42030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-02 20:32:05.000000+00:00\", \"2021-07-09 20:02:36.000000+00:00\", \"2019-04-11 15:22:04.000000+00:00\"], \"session_ids\": [\"d7686ddb-5049-4c3b-9403-ac841cb128b4\", \"7e56a7c7-66e1-4ea6-a86f-e13d9669edb3\", \"9740f959-b678-4c61-8f33-9c47ecfbbdf3\"], \"total_duration\": 762.0, \"total_sessions\": 3, \"mean_week_duration\": 6.458}}, {\"84220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-09 16:53:50.000000+00:00\", \"2022-06-07 13:50:18.000000+00:00\", \"2019-05-11 10:02:20.000000+00:00\"], \"session_ids\": [\"fcfaa9d4-c89f-499c-8265-07ce4fc31449\", \"dadaa7f4-a693-48ab-9213-28c78caf6b7e\", \"71257b00-7e33-4193-b2e2-ca9c539dda4c\"], \"total_duration\": 827.0, \"total_sessions\": 3, \"mean_week_duration\": 5.137}}, {\"45645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-02-15 00:08:54.000000+00:00\", \"2021-04-03 03:14:55.000000+00:00\", \"2020-06-07 19:03:37.000000+00:00\"], \"session_ids\": [\"278fc56d-98fb-462d-a1ea-6c3ae19c938c\", \"dbc9396a-1294-4532-aee4-533e47c5540d\", \"c83ce0c6-17f2-49c7-a9fc-c3e42b9181fc\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 7.014}}, {\"59812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-30 18:32:00.000000+00:00\", \"2022-06-13 23:38:14.000000+00:00\", \"2022-06-13 20:38:09.000000+00:00\", \"2021-11-23 22:15:01.000000+00:00\"], \"session_ids\": [\"b80a4ef2-9e14-47a0-9086-a7ea58102a0d\", \"8db3b051-9333-473b-9655-cfc80eee1493\", \"c658733d-19cd-491f-82b4-759196beadb9\", \"18fcd8d4-75e8-472f-93b8-d5e07c7bdcbc\"], \"total_duration\": 1272.0, \"total_sessions\": 4, \"mean_week_duration\": 20.19}}, {\"71708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-07 15:55:50.000000+00:00\", \"2023-03-19 04:13:15.000000+00:00\", \"2022-10-26 12:46:45.000000+00:00\", \"2022-04-06 18:54:05.000000+00:00\", \"2023-04-20 19:14:57.000000+00:00\", \"2021-04-15 00:20:22.000000+00:00\"], \"session_ids\": [\"e8d19aa1-b596-4c47-9c57-10401d25cce9\", \"b785fc69-f5f7-4698-ad40-923a057441f7\", \"112b7ab9-a2f8-4172-9add-351395645c2f\", \"69cdd4de-d913-4ed7-80c6-69528ae48ba6\", \"096c15d0-57d9-4851-8fe4-0f362202dacb\", \"9b69eacf-d64a-4dc5-bf90-745a3b603ffe\"], \"total_duration\": 4769.0, \"total_sessions\": 6, \"mean_week_duration\": 30.968}}]\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 2 users who have the lowest total_duration , implement sorting by median of duration of sessions per week in ascending as well as 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{\"20539\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-03 01:08:34.000000+00:00\", \"2020-12-29 19:46:55.000000+00:00\", \"2019-10-02 16:05:19.000000+00:00\", \"2021-07-05 12:01:13.000000+00:00\"], \"session_ids\": [\"4d26ca16-2e3d-4da3-a599-61cd74e81559\", \"4db8067d-fd15-4e08-87ed-5e0bb7e8a5ff\", \"b618d778-f416-4030-9d16-bceb417ecd42\", \"8c41e406-f15c-435c-b311-da7b30866f42\"], \"total_duration\": 874.0, \"total_sessions\": 4, \"mean_week_duration\": 9.5}, \"97368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-03-30 10:09:17.000000+00:00\", \"2021-08-28 01:20:32.000000+00:00\", \"2019-05-18 11:28:26.000000+00:00\", \"2023-03-28 16:31:04.000000+00:00\", \"2021-11-29 13:33:45.000000+00:00\", \"2023-06-21 07:58:43.000000+00:00\"], \"session_ids\": [\"caa80a75-b0fc-4d46-8e71-0bf9fc6f6795\", \"1d405184-a50a-4d7e-b9d9-eda55332b6e4\", \"cf5aa16c-441a-473c-b5e5-bc28a38ec2d2\", \"9140a3aa-1882-40d5-ba91-74923f2fdd58\", \"f26045c4-b302-4b36-be3b-b0fe5ea02d47\", \"c2014394-2556-4c21-95c4-9cfac35dbd4b\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.313}, \"96692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-24 06:03:37.000000+00:00\", \"2022-07-10 06:57:21.000000+00:00\", \"2022-05-06 10:28:06.000000+00:00\"], \"session_ids\": [\"bb69c876-b34f-4c1c-a9f1-6a500c0811ad\", \"4fb1c822-9809-4a48-ab94-6a878f843475\", \"89966049-65bd-435c-b51e-ae0547334964\"], \"total_duration\": 361.0, \"total_sessions\": 3, \"mean_week_duration\": 2.911}, \"11409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-08 07:04:51.000000+00:00\", \"2022-11-08 13:46:07.000000+00:00\"], \"session_ids\": [\"49523383-9cd7-4551-a9a2-7912f6dc0c95\", \"0573e38c-abf1-403d-bdb6-89bedfe26fdd\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 3.412}, \"73038\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-25 14:54:47.000000+00:00\", \"2019-10-24 11:16:11.000000+00:00\", \"2019-09-14 23:06:26.000000+00:00\", \"2021-06-25 11:40:24.000000+00:00\", \"2021-05-05 21:34:41.000000+00:00\", \"2022-08-07 07:19:41.000000+00:00\"], \"session_ids\": [\"f8a17b4e-eb96-4f62-9430-146bd6607d2a\", \"0dc6d5d3-e810-4623-8584-e5f4cd8559ea\", \"cea3cfaf-6629-4f2d-892c-ae6f6120a089\", \"565e069b-3c9c-4618-8e74-8881c5d88cb8\", \"16bf3fa0-5112-491e-a61e-283774d5fb68\", \"2be508a8-2d23-42c9-888a-ff0d1e28b716\"], \"total_duration\": 3437.0, \"total_sessions\": 6, \"mean_week_duration\": 22.762}, \"65967\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-12 10:01:38.000000+00:00\", \"2020-04-04 00:31:42.000000+00:00\", \"2019-12-21 10:36:10.000000+00:00\", \"2022-06-06 13:51:10.000000+00:00\", \"2022-11-03 02:33:41.000000+00:00\", \"2020-02-05 07:01:47.000000+00:00\", \"2019-08-14 16:28:46.000000+00:00\", \"2022-05-05 03:43:42.000000+00:00\", \"2019-02-24 05:38:56.000000+00:00\", \"2022-03-26 12:37:52.000000+00:00\"], \"session_ids\": [\"c29a7cf0-6bc7-4b4e-b72e-e60a4f4836ee\", \"490b0f0d-f68b-44bc-8ccb-2b15203f0964\", \"840049fc-7164-4ae3-a718-87bb0107aa05\", \"33a19e7f-8a48-4c23-b05d-8af27f517fac\", \"3cade0e7-ede3-4fe8-934e-5e04088a6c47\", \"52654c24-f117-4324-bfdc-9ade7ba56f72\", \"a325b921-944b-4ed8-ab26-4fbb70a9c943\", \"d7b1816d-ea64-4163-9505-326b399923ad\", \"0f589fdc-863a-4f22-94a9-94a139ada7dd\", \"77d119af-7a6f-4b7b-9b66-5dd56d5050b7\"], \"total_duration\": 30304.0, \"total_sessions\": 10, \"mean_week_duration\": 157.016}, \"10379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-11 22:26:30.000000+00:00\", \"2020-09-05 16:02:21.000000+00:00\", \"2020-07-16 12:33:16.000000+00:00\"], \"session_ids\": [\"e68de07a-bcf9-49c7-aef2-5100244bf1b0\", \"6fc3ba3a-64ca-4dea-987c-0d3c7176e938\", \"c4dce7e7-5aed-430b-9447-8ab7bdd68ded\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 1.189}, \"80626\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-03-18 16:50:07.000000+00:00\", \"2023-02-13 11:48:42.000000+00:00\"], \"session_ids\": [\"b5713723-22de-4205-a75c-f1112b10150f\", \"1c506b8a-447b-4501-a879-635f40b7f144\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 2.382}, \"13763\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-08 07:22:17.000000+00:00\", \"2022-01-25 15:18:30.000000+00:00\", \"2019-04-28 22:47:45.000000+00:00\", \"2019-06-22 17:02:03.000000+00:00\", \"2020-01-16 09:03:47.000000+00:00\", \"2019-12-16 01:10:33.000000+00:00\", \"2019-06-18 20:39:20.000000+00:00\", \"2021-11-26 12:11:09.000000+00:00\", \"2019-02-08 00:39:13.000000+00:00\"], \"session_ids\": [\"2720a8f2-2778-45ee-9a9c-564cc50f58f4\", \"9187ae7f-1eb7-47df-a3a8-71cfdfde293a\", \"205f1702-59ea-421b-ac63-3e2c4981f367\", \"d069be70-ea7d-44b5-b8e8-bc357be4c4c2\", \"83fc7653-9db0-4a9f-a9e3-a84eb545e163\", \"4bcd4c5f-7d06-4421-a54c-2f29c28d4c0a\", \"27bad745-75e5-4d23-8dc8-15eda97a18c8\", \"4f4fa0e8-f4f1-48ec-8ce8-f8bf9b8f261a\", \"8b8d78a4-d70c-4b98-a1c0-c429b8ccf30d\"], \"total_duration\": 6412.0, \"total_sessions\": 9, \"mean_week_duration\": 41.368}, \"51984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-08-22 20:41:25.000000+00:00\", \"2019-10-21 00:59:05.000000+00:00\"], \"session_ids\": [\"a0468fd8-eec9-4f82-9a3b-e8f419bbe128\", \"d8623417-5d71-41e8-ae7d-c186a7cfa1a9\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 0.818}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the lowest 2 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 2}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"11409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-08 07:04:51.000000+00:00\", \"2022-11-08 13:46:07.000000+00:00\"], \"session_ids\": [\"49523383-9cd7-4551-a9a2-7912f6dc0c95\", \"0573e38c-abf1-403d-bdb6-89bedfe26fdd\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 3.412}}, {\"97368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-03-30 10:09:17.000000+00:00\", \"2021-08-28 01:20:32.000000+00:00\", \"2019-05-18 11:28:26.000000+00:00\", \"2023-03-28 16:31:04.000000+00:00\", \"2021-11-29 13:33:45.000000+00:00\", \"2023-06-21 07:58:43.000000+00:00\"], \"session_ids\": [\"caa80a75-b0fc-4d46-8e71-0bf9fc6f6795\", \"1d405184-a50a-4d7e-b9d9-eda55332b6e4\", \"cf5aa16c-441a-473c-b5e5-bc28a38ec2d2\", \"9140a3aa-1882-40d5-ba91-74923f2fdd58\", \"f26045c4-b302-4b36-be3b-b0fe5ea02d47\", \"c2014394-2556-4c21-95c4-9cfac35dbd4b\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.313}}, {\"10379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-11 22:26:30.000000+00:00\", \"2020-09-05 16:02:21.000000+00:00\", \"2020-07-16 12:33:16.000000+00:00\"], \"session_ids\": [\"e68de07a-bcf9-49c7-aef2-5100244bf1b0\", \"6fc3ba3a-64ca-4dea-987c-0d3c7176e938\", \"c4dce7e7-5aed-430b-9447-8ab7bdd68ded\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 1.189}}]\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[{\"97368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-03-30 10:09:17.000000+00:00\", \"2021-08-28 01:20:32.000000+00:00\", \"2019-05-18 11:28:26.000000+00:00\", \"2023-03-28 16:31:04.000000+00:00\", \"2021-11-29 13:33:45.000000+00:00\", \"2023-06-21 07:58:43.000000+00:00\"], \"session_ids\": [\"caa80a75-b0fc-4d46-8e71-0bf9fc6f6795\", \"1d405184-a50a-4d7e-b9d9-eda55332b6e4\", \"cf5aa16c-441a-473c-b5e5-bc28a38ec2d2\", \"9140a3aa-1882-40d5-ba91-74923f2fdd58\", \"f26045c4-b302-4b36-be3b-b0fe5ea02d47\", \"c2014394-2556-4c21-95c4-9cfac35dbd4b\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.313}}, {\"10379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-11 22:26:30.000000+00:00\", \"2020-09-05 16:02:21.000000+00:00\", \"2020-07-16 12:33:16.000000+00:00\"], \"session_ids\": [\"e68de07a-bcf9-49c7-aef2-5100244bf1b0\", \"6fc3ba3a-64ca-4dea-987c-0d3c7176e938\", \"c4dce7e7-5aed-430b-9447-8ab7bdd68ded\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 1.189}}, {\"11409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-08 07:04:51.000000+00:00\", \"2022-11-08 13:46:07.000000+00:00\"], \"session_ids\": [\"49523383-9cd7-4551-a9a2-7912f6dc0c95\", \"0573e38c-abf1-403d-bdb6-89bedfe26fdd\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 3.412}}]\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[{\"97368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-03-30 10:09:17.000000+00:00\", \"2021-08-28 01:20:32.000000+00:00\", \"2019-05-18 11:28:26.000000+00:00\", \"2023-03-28 16:31:04.000000+00:00\", \"2021-11-29 13:33:45.000000+00:00\", \"2023-06-21 07:58:43.000000+00:00\"], \"session_ids\": [\"caa80a75-b0fc-4d46-8e71-0bf9fc6f6795\", \"1d405184-a50a-4d7e-b9d9-eda55332b6e4\", \"cf5aa16c-441a-473c-b5e5-bc28a38ec2d2\", \"9140a3aa-1882-40d5-ba91-74923f2fdd58\", \"f26045c4-b302-4b36-be3b-b0fe5ea02d47\", \"c2014394-2556-4c21-95c4-9cfac35dbd4b\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.313}}, {\"10379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-11 22:26:30.000000+00:00\", \"2020-09-05 16:02:21.000000+00:00\", \"2020-07-16 12:33:16.000000+00:00\"], \"session_ids\": [\"e68de07a-bcf9-49c7-aef2-5100244bf1b0\", \"6fc3ba3a-64ca-4dea-987c-0d3c7176e938\", \"c4dce7e7-5aed-430b-9447-8ab7bdd68ded\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 1.189}}, {\"11409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-08 07:04:51.000000+00:00\", \"2022-11-08 13:46:07.000000+00:00\"], \"session_ids\": [\"49523383-9cd7-4551-a9a2-7912f6dc0c95\", \"0573e38c-abf1-403d-bdb6-89bedfe26fdd\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 3.412}}]\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[{\"97368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-03-30 10:09:17.000000+00:00\", \"2021-08-28 01:20:32.000000+00:00\", \"2019-05-18 11:28:26.000000+00:00\", \"2023-03-28 16:31:04.000000+00:00\", \"2021-11-29 13:33:45.000000+00:00\", \"2023-06-21 07:58:43.000000+00:00\"], \"session_ids\": [\"caa80a75-b0fc-4d46-8e71-0bf9fc6f6795\", \"1d405184-a50a-4d7e-b9d9-eda55332b6e4\", \"cf5aa16c-441a-473c-b5e5-bc28a38ec2d2\", \"9140a3aa-1882-40d5-ba91-74923f2fdd58\", \"f26045c4-b302-4b36-be3b-b0fe5ea02d47\", \"c2014394-2556-4c21-95c4-9cfac35dbd4b\"], \"total_duration\": 67.0, \"total_sessions\": 6, \"mean_week_duration\": 0.313}}, {\"10379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-11 22:26:30.000000+00:00\", \"2020-09-05 16:02:21.000000+00:00\", \"2020-07-16 12:33:16.000000+00:00\"], \"session_ids\": [\"e68de07a-bcf9-49c7-aef2-5100244bf1b0\", \"6fc3ba3a-64ca-4dea-987c-0d3c7176e938\", \"c4dce7e7-5aed-430b-9447-8ab7bdd68ded\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 1.189}}, {\"11409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-08 07:04:51.000000+00:00\", \"2022-11-08 13:46:07.000000+00:00\"], \"session_ids\": [\"49523383-9cd7-4551-a9a2-7912f6dc0c95\", \"0573e38c-abf1-403d-bdb6-89bedfe26fdd\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 3.412}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'd like to be informed about 4 users with a count of sessions that is lower than 5, inclusive 5 and in addition carry out sorting by time in app in descending 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{\"88356\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-01 17:07:56.000000+00:00\", \"2019-11-17 02:24:40.000000+00:00\"], \"session_ids\": [\"7b1e5241-0f35-4a9c-9f95-dd09076849ca\", \"33622d8c-2200-40f1-938f-1e79cdd68574\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 1.13}, \"43293\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-03-28 09:29:23.000000+00:00\", \"2022-07-05 17:54:11.000000+00:00\", \"2020-11-22 13:56:19.000000+00:00\", \"2023-04-06 16:12:27.000000+00:00\", \"2020-11-06 18:43:14.000000+00:00\"], \"session_ids\": [\"d9086334-53bc-4109-baed-ffe7ad5885e7\", \"2c3e685d-f0e1-42c3-ab89-8c7edd566149\", \"cfb5e776-3dc8-4e86-81e7-b68ac84ecb55\", \"d361e797-5984-45d0-a92f-00977dd0a9de\", \"a5f896ab-a271-4eeb-b8fe-705e5cbbe571\"], \"total_duration\": 1182.0, \"total_sessions\": 5, \"mean_week_duration\": 9.381}, \"71548\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-07 04:43:05.000000+00:00\", \"2022-07-26 08:29:09.000000+00:00\"], \"session_ids\": [\"22ccf206-a83d-48af-b64e-f0a8efdeb3b8\", \"2f70dd63-fe11-40c0-b973-fc65523f1d43\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}, \"73447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-25 06:17:15.000000+00:00\", \"2020-02-01 18:36:17.000000+00:00\", \"2022-04-01 21:18:33.000000+00:00\"], \"session_ids\": [\"d07d55ed-7d80-41ca-a53d-57efb4d93b9a\", \"184c5ca1-136a-4155-86fe-25609b66afd7\", \"6071df02-6d0c-4f01-a142-5c01744441a5\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.221}, \"9165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-11 22:43:17.000000+00:00\", \"2022-06-28 00:47:37.000000+00:00\"], \"session_ids\": [\"4f3ea5a5-c9f1-40cd-8e12-f8ac0b1cb3ca\", \"0a66de49-6565-4c42-a3f7-3f780e4ee69f\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.305}, \"73821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-08 04:54:55.000000+00:00\", \"2019-08-14 20:04:54.000000+00:00\", \"2021-04-04 16:46:17.000000+00:00\", \"2022-07-13 04:33:33.000000+00:00\", \"2020-12-03 06:21:34.000000+00:00\"], \"session_ids\": [\"f274917f-1a0a-4f81-af6a-9672179d10cf\", \"5c2401ce-8eac-4d4a-8870-72075fd8f46d\", \"413c01d5-0a81-488d-a95d-f6910ba13005\", \"b27f9f73-c549-41bc-9a62-f616bda4a78b\", \"354e5cf8-9623-4449-9009-677f44aed5b7\"], \"total_duration\": 345.0, \"total_sessions\": 5, \"mean_week_duration\": 2.27}, \"1261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-04 01:02:48.000000+00:00\", \"2020-08-20 04:40:55.000000+00:00\"], \"session_ids\": [\"4dd276cc-ed52-4628-940c-f575b05c1050\", \"d952b9d9-1e8f-476b-b762-ed5896ac76e6\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.892}, \"46404\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-11 08:57:13.000000+00:00\", \"2019-03-11 11:33:53.000000+00:00\", \"2019-10-02 04:31:53.000000+00:00\", \"2021-07-20 07:15:52.000000+00:00\"], \"session_ids\": [\"1a534f02-216d-45d2-9521-934c3f31eec8\", \"5672bc10-2f10-436d-a4c6-cfde346462b2\", \"a5c0ee68-9b56-4236-8608-e1c3c6a008c6\", \"1bf7f8b4-c420-4556-acc5-c900a742402e\"], \"total_duration\": 719.0, \"total_sessions\": 4, \"mean_week_duration\": 4.993}, \"27852\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-30 19:35:16.000000+00:00\", \"2020-02-15 14:52:55.000000+00:00\"], \"session_ids\": [\"0d86f9a5-e123-4646-b96f-d829f7ce992e\", \"3c694497-db23-4182-832c-1ea58131d578\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.524}, \"95680\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-22 19:24:42.000000+00:00\", \"2019-11-04 09:38:22.000000+00:00\"], \"session_ids\": [\"abf318d2-99fc-4dc2-a072-8a63855dfeb0\", \"8eff53b8-362f-414c-9c94-978a030744b9\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"88356\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-01 17:07:56.000000+00:00\", \"2019-11-17 02:24:40.000000+00:00\"], \"session_ids\": [\"7b1e5241-0f35-4a9c-9f95-dd09076849ca\", \"33622d8c-2200-40f1-938f-1e79cdd68574\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 1.13}, \"43293\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-03-28 09:29:23.000000+00:00\", \"2022-07-05 17:54:11.000000+00:00\", \"2020-11-22 13:56:19.000000+00:00\", \"2023-04-06 16:12:27.000000+00:00\", \"2020-11-06 18:43:14.000000+00:00\"], \"session_ids\": [\"d9086334-53bc-4109-baed-ffe7ad5885e7\", \"2c3e685d-f0e1-42c3-ab89-8c7edd566149\", \"cfb5e776-3dc8-4e86-81e7-b68ac84ecb55\", \"d361e797-5984-45d0-a92f-00977dd0a9de\", \"a5f896ab-a271-4eeb-b8fe-705e5cbbe571\"], \"total_duration\": 1182.0, \"total_sessions\": 5, \"mean_week_duration\": 9.381}, \"71548\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-07 04:43:05.000000+00:00\", \"2022-07-26 08:29:09.000000+00:00\"], \"session_ids\": [\"22ccf206-a83d-48af-b64e-f0a8efdeb3b8\", \"2f70dd63-fe11-40c0-b973-fc65523f1d43\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}, \"73447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-25 06:17:15.000000+00:00\", \"2020-02-01 18:36:17.000000+00:00\", \"2022-04-01 21:18:33.000000+00:00\"], \"session_ids\": [\"d07d55ed-7d80-41ca-a53d-57efb4d93b9a\", \"184c5ca1-136a-4155-86fe-25609b66afd7\", \"6071df02-6d0c-4f01-a142-5c01744441a5\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.221}, \"9165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-11 22:43:17.000000+00:00\", \"2022-06-28 00:47:37.000000+00:00\"], \"session_ids\": [\"4f3ea5a5-c9f1-40cd-8e12-f8ac0b1cb3ca\", \"0a66de49-6565-4c42-a3f7-3f780e4ee69f\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.305}, \"73821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-08 04:54:55.000000+00:00\", \"2019-08-14 20:04:54.000000+00:00\", \"2021-04-04 16:46:17.000000+00:00\", \"2022-07-13 04:33:33.000000+00:00\", \"2020-12-03 06:21:34.000000+00:00\"], \"session_ids\": [\"f274917f-1a0a-4f81-af6a-9672179d10cf\", \"5c2401ce-8eac-4d4a-8870-72075fd8f46d\", \"413c01d5-0a81-488d-a95d-f6910ba13005\", \"b27f9f73-c549-41bc-9a62-f616bda4a78b\", \"354e5cf8-9623-4449-9009-677f44aed5b7\"], \"total_duration\": 345.0, \"total_sessions\": 5, \"mean_week_duration\": 2.27}, \"1261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-04 01:02:48.000000+00:00\", \"2020-08-20 04:40:55.000000+00:00\"], \"session_ids\": [\"4dd276cc-ed52-4628-940c-f575b05c1050\", \"d952b9d9-1e8f-476b-b762-ed5896ac76e6\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.892}, \"46404\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-11 08:57:13.000000+00:00\", \"2019-03-11 11:33:53.000000+00:00\", \"2019-10-02 04:31:53.000000+00:00\", \"2021-07-20 07:15:52.000000+00:00\"], \"session_ids\": [\"1a534f02-216d-45d2-9521-934c3f31eec8\", \"5672bc10-2f10-436d-a4c6-cfde346462b2\", \"a5c0ee68-9b56-4236-8608-e1c3c6a008c6\", \"1bf7f8b4-c420-4556-acc5-c900a742402e\"], \"total_duration\": 719.0, \"total_sessions\": 4, \"mean_week_duration\": 4.993}, \"27852\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-30 19:35:16.000000+00:00\", \"2020-02-15 14:52:55.000000+00:00\"], \"session_ids\": [\"0d86f9a5-e123-4646-b96f-d829f7ce992e\", \"3c694497-db23-4182-832c-1ea58131d578\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.524}, \"95680\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-22 19:24:42.000000+00:00\", \"2019-11-04 09:38:22.000000+00:00\"], \"session_ids\": [\"abf318d2-99fc-4dc2-a072-8a63855dfeb0\", \"8eff53b8-362f-414c-9c94-978a030744b9\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}\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[{\"43293\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-03-28 09:29:23.000000+00:00\", \"2022-07-05 17:54:11.000000+00:00\", \"2020-11-22 13:56:19.000000+00:00\", \"2023-04-06 16:12:27.000000+00:00\", \"2020-11-06 18:43:14.000000+00:00\"], \"session_ids\": [\"d9086334-53bc-4109-baed-ffe7ad5885e7\", \"2c3e685d-f0e1-42c3-ab89-8c7edd566149\", \"cfb5e776-3dc8-4e86-81e7-b68ac84ecb55\", \"d361e797-5984-45d0-a92f-00977dd0a9de\", \"a5f896ab-a271-4eeb-b8fe-705e5cbbe571\"], \"total_duration\": 1182.0, \"total_sessions\": 5, \"mean_week_duration\": 9.381}}, {\"46404\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-11 08:57:13.000000+00:00\", \"2019-03-11 11:33:53.000000+00:00\", \"2019-10-02 04:31:53.000000+00:00\", \"2021-07-20 07:15:52.000000+00:00\"], \"session_ids\": [\"1a534f02-216d-45d2-9521-934c3f31eec8\", \"5672bc10-2f10-436d-a4c6-cfde346462b2\", \"a5c0ee68-9b56-4236-8608-e1c3c6a008c6\", \"1bf7f8b4-c420-4556-acc5-c900a742402e\"], \"total_duration\": 719.0, \"total_sessions\": 4, \"mean_week_duration\": 4.993}}, {\"71548\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-07 04:43:05.000000+00:00\", \"2022-07-26 08:29:09.000000+00:00\"], \"session_ids\": [\"22ccf206-a83d-48af-b64e-f0a8efdeb3b8\", \"2f70dd63-fe11-40c0-b973-fc65523f1d43\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}}, {\"73821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-08 04:54:55.000000+00:00\", \"2019-08-14 20:04:54.000000+00:00\", \"2021-04-04 16:46:17.000000+00:00\", \"2022-07-13 04:33:33.000000+00:00\", \"2020-12-03 06:21:34.000000+00:00\"], \"session_ids\": [\"f274917f-1a0a-4f81-af6a-9672179d10cf\", \"5c2401ce-8eac-4d4a-8870-72075fd8f46d\", \"413c01d5-0a81-488d-a95d-f6910ba13005\", \"b27f9f73-c549-41bc-9a62-f616bda4a78b\", \"354e5cf8-9623-4449-9009-677f44aed5b7\"], \"total_duration\": 345.0, \"total_sessions\": 5, \"mean_week_duration\": 2.27}}, {\"1261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-04 01:02:48.000000+00:00\", \"2020-08-20 04:40:55.000000+00:00\"], \"session_ids\": [\"4dd276cc-ed52-4628-940c-f575b05c1050\", \"d952b9d9-1e8f-476b-b762-ed5896ac76e6\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.892}}, {\"9165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-11 22:43:17.000000+00:00\", \"2022-06-28 00:47:37.000000+00:00\"], \"session_ids\": [\"4f3ea5a5-c9f1-40cd-8e12-f8ac0b1cb3ca\", \"0a66de49-6565-4c42-a3f7-3f780e4ee69f\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.305}}, {\"95680\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-22 19:24:42.000000+00:00\", \"2019-11-04 09:38:22.000000+00:00\"], \"session_ids\": [\"abf318d2-99fc-4dc2-a072-8a63855dfeb0\", \"8eff53b8-362f-414c-9c94-978a030744b9\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}, {\"88356\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-01 17:07:56.000000+00:00\", \"2019-11-17 02:24:40.000000+00:00\"], \"session_ids\": [\"7b1e5241-0f35-4a9c-9f95-dd09076849ca\", \"33622d8c-2200-40f1-938f-1e79cdd68574\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 1.13}}, {\"73447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-25 06:17:15.000000+00:00\", \"2020-02-01 18:36:17.000000+00:00\", \"2022-04-01 21:18:33.000000+00:00\"], \"session_ids\": [\"d07d55ed-7d80-41ca-a53d-57efb4d93b9a\", \"184c5ca1-136a-4155-86fe-25609b66afd7\", \"6071df02-6d0c-4f01-a142-5c01744441a5\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.221}}, {\"27852\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-30 19:35:16.000000+00:00\", \"2020-02-15 14:52:55.000000+00:00\"], \"session_ids\": [\"0d86f9a5-e123-4646-b96f-d829f7ce992e\", \"3c694497-db23-4182-832c-1ea58131d578\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.524}}]\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[{\"43293\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-03-28 09:29:23.000000+00:00\", \"2022-07-05 17:54:11.000000+00:00\", \"2020-11-22 13:56:19.000000+00:00\", \"2023-04-06 16:12:27.000000+00:00\", \"2020-11-06 18:43:14.000000+00:00\"], \"session_ids\": [\"d9086334-53bc-4109-baed-ffe7ad5885e7\", \"2c3e685d-f0e1-42c3-ab89-8c7edd566149\", \"cfb5e776-3dc8-4e86-81e7-b68ac84ecb55\", \"d361e797-5984-45d0-a92f-00977dd0a9de\", \"a5f896ab-a271-4eeb-b8fe-705e5cbbe571\"], \"total_duration\": 1182.0, \"total_sessions\": 5, \"mean_week_duration\": 9.381}}, {\"46404\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-11 08:57:13.000000+00:00\", \"2019-03-11 11:33:53.000000+00:00\", \"2019-10-02 04:31:53.000000+00:00\", \"2021-07-20 07:15:52.000000+00:00\"], \"session_ids\": [\"1a534f02-216d-45d2-9521-934c3f31eec8\", \"5672bc10-2f10-436d-a4c6-cfde346462b2\", \"a5c0ee68-9b56-4236-8608-e1c3c6a008c6\", \"1bf7f8b4-c420-4556-acc5-c900a742402e\"], \"total_duration\": 719.0, \"total_sessions\": 4, \"mean_week_duration\": 4.993}}, {\"71548\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-07 04:43:05.000000+00:00\", \"2022-07-26 08:29:09.000000+00:00\"], \"session_ids\": [\"22ccf206-a83d-48af-b64e-f0a8efdeb3b8\", \"2f70dd63-fe11-40c0-b973-fc65523f1d43\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}}, {\"73821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-08 04:54:55.000000+00:00\", \"2019-08-14 20:04:54.000000+00:00\", \"2021-04-04 16:46:17.000000+00:00\", \"2022-07-13 04:33:33.000000+00:00\", \"2020-12-03 06:21:34.000000+00:00\"], \"session_ids\": [\"f274917f-1a0a-4f81-af6a-9672179d10cf\", \"5c2401ce-8eac-4d4a-8870-72075fd8f46d\", \"413c01d5-0a81-488d-a95d-f6910ba13005\", \"b27f9f73-c549-41bc-9a62-f616bda4a78b\", \"354e5cf8-9623-4449-9009-677f44aed5b7\"], \"total_duration\": 345.0, \"total_sessions\": 5, \"mean_week_duration\": 2.27}}]\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[{\"43293\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-03-28 09:29:23.000000+00:00\", \"2022-07-05 17:54:11.000000+00:00\", \"2020-11-22 13:56:19.000000+00:00\", \"2023-04-06 16:12:27.000000+00:00\", \"2020-11-06 18:43:14.000000+00:00\"], \"session_ids\": [\"d9086334-53bc-4109-baed-ffe7ad5885e7\", \"2c3e685d-f0e1-42c3-ab89-8c7edd566149\", \"cfb5e776-3dc8-4e86-81e7-b68ac84ecb55\", \"d361e797-5984-45d0-a92f-00977dd0a9de\", \"a5f896ab-a271-4eeb-b8fe-705e5cbbe571\"], \"total_duration\": 1182.0, \"total_sessions\": 5, \"mean_week_duration\": 9.381}}, {\"46404\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-11 08:57:13.000000+00:00\", \"2019-03-11 11:33:53.000000+00:00\", \"2019-10-02 04:31:53.000000+00:00\", \"2021-07-20 07:15:52.000000+00:00\"], \"session_ids\": [\"1a534f02-216d-45d2-9521-934c3f31eec8\", \"5672bc10-2f10-436d-a4c6-cfde346462b2\", \"a5c0ee68-9b56-4236-8608-e1c3c6a008c6\", \"1bf7f8b4-c420-4556-acc5-c900a742402e\"], \"total_duration\": 719.0, \"total_sessions\": 4, \"mean_week_duration\": 4.993}}, {\"71548\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-07 04:43:05.000000+00:00\", \"2022-07-26 08:29:09.000000+00:00\"], \"session_ids\": [\"22ccf206-a83d-48af-b64e-f0a8efdeb3b8\", \"2f70dd63-fe11-40c0-b973-fc65523f1d43\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}}, {\"73821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-08 04:54:55.000000+00:00\", \"2019-08-14 20:04:54.000000+00:00\", \"2021-04-04 16:46:17.000000+00:00\", \"2022-07-13 04:33:33.000000+00:00\", \"2020-12-03 06:21:34.000000+00:00\"], \"session_ids\": [\"f274917f-1a0a-4f81-af6a-9672179d10cf\", \"5c2401ce-8eac-4d4a-8870-72075fd8f46d\", \"413c01d5-0a81-488d-a95d-f6910ba13005\", \"b27f9f73-c549-41bc-9a62-f616bda4a78b\", \"354e5cf8-9623-4449-9009-677f44aed5b7\"], \"total_duration\": 345.0, \"total_sessions\": 5, \"mean_week_duration\": 2.27}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm interested in learning about users with a duration summation of sessions per week that is above 22 and below 47, exclusive both nums and carry out sorting by urban center name in descending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"72766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-07 00:06:53.000000+00:00\", \"2021-10-10 04:52:58.000000+00:00\"], \"session_ids\": [\"0c0b352a-2d3c-4f5f-8336-4f2e08a8daba\", \"a5ff76e3-2409-40e3-a481-5f2d77e59f49\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"2295\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-25 02:13:11.000000+00:00\", \"2020-09-27 11:55:21.000000+00:00\"], \"session_ids\": [\"0b905385-4180-40a4-ae3b-309640a99d40\", \"1a6a02c8-1770-42d5-929f-6e39fb46b0ae\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.943}, \"28226\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-22 00:26:59.000000+00:00\", \"2022-10-15 01:39:34.000000+00:00\"], \"session_ids\": [\"39465ad4-3ef5-4a1e-a9f6-4e7d3398a646\", \"7aa24e83-840e-4c0b-8e69-14faa15073c0\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 1.995}, \"94549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-14 17:39:50.000000+00:00\", \"2019-05-21 04:18:43.000000+00:00\", \"2022-09-26 07:21:10.000000+00:00\"], \"session_ids\": [\"fa7c3028-f003-428f-9c8a-ff24cf30865a\", \"1e6b62d8-7070-4e54-8b49-f2319cc4f401\", \"8f54ff7d-2a0f-426e-92e2-2b76f813a2a9\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 0.68}, \"78631\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-01-16 17:34:42.000000+00:00\", \"2019-05-19 22:48:26.000000+00:00\", \"2022-01-04 08:59:01.000000+00:00\", \"2019-06-07 10:49:49.000000+00:00\", \"2020-06-08 10:37:43.000000+00:00\", \"2020-10-14 18:28:20.000000+00:00\", \"2023-05-12 16:45:10.000000+00:00\", \"2021-09-08 16:51:19.000000+00:00\"], \"session_ids\": [\"65f62aa8-3c23-4212-aa0f-b4d84afedaa4\", \"81e70b38-ffbf-444a-bfe6-267ba0a86ed4\", \"49b67575-4d32-4db4-a0c1-b0e28beeb8f1\", \"0cb88509-e4b8-46b8-8472-774a8a1699ba\", \"3ad02936-356f-47b9-a8fd-423c736fcf42\", \"1ae5b999-ed83-49e6-af19-e1e6d59edabe\", \"2883f091-e30c-490c-88e7-e9a457d2d5a3\", \"b1f83e17-285e-4704-9159-e8eebe8686cf\"], \"total_duration\": 322.0, \"total_sessions\": 8, \"mean_week_duration\": 1.425}, \"23669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-10-15 18:58:51.000000+00:00\", \"2019-10-11 16:52:10.000000+00:00\"], \"session_ids\": [\"7421a4ca-1cff-4492-a5a9-c5460f2d2feb\", \"5a61c3c4-350f-4a65-a2db-a68872899091\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}, \"37571\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-09-05 10:24:33.000000+00:00\", \"2019-04-04 20:47:10.000000+00:00\", \"2022-03-13 23:08:30.000000+00:00\", \"2019-02-03 05:49:18.000000+00:00\", \"2022-03-05 02:26:28.000000+00:00\", \"2020-02-09 03:28:24.000000+00:00\"], \"session_ids\": [\"1f6575dd-6e85-4b80-aa9d-1f059395f424\", \"8a292a65-ddeb-4001-b1dd-685f62d346cf\", \"ff4fd502-179e-44d7-a87c-458c73a3ab5b\", \"2293d375-d08d-431c-861f-aaf8245d077d\", \"45666aa4-fd47-4c0a-9649-f296cd878b06\", \"ea38f182-d729-4f2d-938d-6b0a91b8ac48\"], \"total_duration\": 2451.0, \"total_sessions\": 6, \"mean_week_duration\": 15.13}, \"81817\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-30 14:41:15.000000+00:00\", \"2019-11-06 09:40:59.000000+00:00\", \"2022-09-24 10:55:44.000000+00:00\"], \"session_ids\": [\"dfe15c44-0bd1-4154-95bf-375e1df9367f\", \"4d806c2c-2898-4c27-b080-2864fd01385b\", \"061f0c97-4c47-4e1e-89bb-c8510048b2cb\"], \"total_duration\": 240.0, \"total_sessions\": 3, \"mean_week_duration\": 1.538}, \"67472\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-05 03:13:10.000000+00:00\", \"2021-05-03 19:33:51.000000+00:00\", \"2019-05-13 09:15:57.000000+00:00\", \"2022-07-18 14:14:23.000000+00:00\", \"2023-06-03 19:17:51.000000+00:00\"], \"session_ids\": [\"a2ee1c43-b7c5-4e8a-bcdd-96de727de589\", \"3fa0daed-2655-4d7f-b379-f96cab54554f\", \"5cb63221-704c-4c0e-a02c-48ba1adf3899\", \"7f661f60-97c1-47f8-87aa-b13e7d163638\", \"41e76311-48f2-432a-8014-20bedf6ef724\"], \"total_duration\": 2853.0, \"total_sessions\": 5, \"mean_week_duration\": 13.458}, \"89790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-15 19:40:34.000000+00:00\", \"2022-04-27 21:29:00.000000+00:00\", \"2020-04-07 11:10:51.000000+00:00\", \"2022-08-27 17:09:29.000000+00:00\", \"2021-01-24 14:29:48.000000+00:00\", \"2020-10-24 04:44:42.000000+00:00\", \"2022-12-01 17:20:57.000000+00:00\", \"2021-09-09 14:17:33.000000+00:00\", \"2023-01-06 16:35:40.000000+00:00\"], \"session_ids\": [\"843bfe15-a860-46ad-85d4-917fcf80192c\", \"f497ede0-98dc-43b8-b5a6-370a0dfcf83a\", \"d103c448-5788-4a95-92a5-8eb1fb8d85de\", \"0cff0dde-0484-4fb0-8e57-45cdd5000653\", \"e2c5362c-52e9-49d0-bdbb-c0c23e346291\", \"46ec98d3-19c1-4282-b415-529633fbfd86\", \"0cb8dd0e-db60-4cb9-9a8d-16646858546d\", \"ee4a501b-ecf0-4d8b-9431-e23cbab8ac2d\", \"98802f23-5fbd-4e33-9df6-da778c315797\"], \"total_duration\": 3913.0, \"total_sessions\": 9, \"mean_week_duration\": 27.174}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 22 and are less than 47"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[22, 47]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"89790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-15 19:40:34.000000+00:00\", \"2022-04-27 21:29:00.000000+00:00\", \"2020-04-07 11:10:51.000000+00:00\", \"2022-08-27 17:09:29.000000+00:00\", \"2021-01-24 14:29:48.000000+00:00\", \"2020-10-24 04:44:42.000000+00:00\", \"2022-12-01 17:20:57.000000+00:00\", \"2021-09-09 14:17:33.000000+00:00\", \"2023-01-06 16:35:40.000000+00:00\"], \"session_ids\": [\"843bfe15-a860-46ad-85d4-917fcf80192c\", \"f497ede0-98dc-43b8-b5a6-370a0dfcf83a\", \"d103c448-5788-4a95-92a5-8eb1fb8d85de\", \"0cff0dde-0484-4fb0-8e57-45cdd5000653\", \"e2c5362c-52e9-49d0-bdbb-c0c23e346291\", \"46ec98d3-19c1-4282-b415-529633fbfd86\", \"0cb8dd0e-db60-4cb9-9a8d-16646858546d\", \"ee4a501b-ecf0-4d8b-9431-e23cbab8ac2d\", \"98802f23-5fbd-4e33-9df6-da778c315797\"], \"total_duration\": 3913.0, \"total_sessions\": 9, \"mean_week_duration\": 27.174}}\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[{\"89790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-15 19:40:34.000000+00:00\", \"2022-04-27 21:29:00.000000+00:00\", \"2020-04-07 11:10:51.000000+00:00\", \"2022-08-27 17:09:29.000000+00:00\", \"2021-01-24 14:29:48.000000+00:00\", \"2020-10-24 04:44:42.000000+00:00\", \"2022-12-01 17:20:57.000000+00:00\", \"2021-09-09 14:17:33.000000+00:00\", \"2023-01-06 16:35:40.000000+00:00\"], \"session_ids\": [\"843bfe15-a860-46ad-85d4-917fcf80192c\", \"f497ede0-98dc-43b8-b5a6-370a0dfcf83a\", \"d103c448-5788-4a95-92a5-8eb1fb8d85de\", \"0cff0dde-0484-4fb0-8e57-45cdd5000653\", \"e2c5362c-52e9-49d0-bdbb-c0c23e346291\", \"46ec98d3-19c1-4282-b415-529633fbfd86\", \"0cb8dd0e-db60-4cb9-9a8d-16646858546d\", \"ee4a501b-ecf0-4d8b-9431-e23cbab8ac2d\", \"98802f23-5fbd-4e33-9df6-da778c315797\"], \"total_duration\": 3913.0, \"total_sessions\": 9, \"mean_week_duration\": 27.174}}]\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[{\"89790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-15 19:40:34.000000+00:00\", \"2022-04-27 21:29:00.000000+00:00\", \"2020-04-07 11:10:51.000000+00:00\", \"2022-08-27 17:09:29.000000+00:00\", \"2021-01-24 14:29:48.000000+00:00\", \"2020-10-24 04:44:42.000000+00:00\", \"2022-12-01 17:20:57.000000+00:00\", \"2021-09-09 14:17:33.000000+00:00\", \"2023-01-06 16:35:40.000000+00:00\"], \"session_ids\": [\"843bfe15-a860-46ad-85d4-917fcf80192c\", \"f497ede0-98dc-43b8-b5a6-370a0dfcf83a\", \"d103c448-5788-4a95-92a5-8eb1fb8d85de\", \"0cff0dde-0484-4fb0-8e57-45cdd5000653\", \"e2c5362c-52e9-49d0-bdbb-c0c23e346291\", \"46ec98d3-19c1-4282-b415-529633fbfd86\", \"0cb8dd0e-db60-4cb9-9a8d-16646858546d\", \"ee4a501b-ecf0-4d8b-9431-e23cbab8ac2d\", \"98802f23-5fbd-4e33-9df6-da778c315797\"], \"total_duration\": 3913.0, \"total_sessions\": 9, \"mean_week_duration\": 27.174}}]\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 8 users whose overall duration of sessions per week is less than 3 and greater than 40 , sort by time using the app per week ascending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"39554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-07 11:18:08.000000+00:00\", \"2019-05-21 21:49:02.000000+00:00\"], \"session_ids\": [\"2a59721e-f58c-4d48-929a-83ac4b795740\", \"076f653c-aaf5-4272-906b-6b67b6b964d8\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 1.916}, \"58306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-11 07:10:40.000000+00:00\", \"2019-05-11 08:47:17.000000+00:00\"], \"session_ids\": [\"c8860b34-e679-47f5-b7d1-d0ced7879bf5\", \"0d4d8d85-006a-49e0-be5f-22f7a92edd75\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 210.0}, \"67810\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-08-13 17:48:45.000000+00:00\", \"2019-09-27 23:27:44.000000+00:00\", \"2021-12-27 14:12:00.000000+00:00\", \"2022-09-05 14:16:27.000000+00:00\", \"2022-07-10 09:24:58.000000+00:00\", \"2019-06-27 19:01:35.000000+00:00\"], \"session_ids\": [\"8bcff5d0-3987-44e4-b710-2758324a0507\", \"62276903-073a-46ba-9a89-acd538648e0e\", \"7a417c40-cef0-4f18-950a-c2c5993ec868\", \"a6de2849-43e7-4a1c-95d1-b0babeec2154\", \"c93f750a-6efd-4de6-97ba-5097aebae209\", \"e4d22c6c-182f-4b43-92e9-056fb34b5e27\"], \"total_duration\": 2929.0, \"total_sessions\": 6, \"mean_week_duration\": 17.539}, \"29991\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-11-14 04:26:16.000000+00:00\", \"2023-04-14 10:43:37.000000+00:00\"], \"session_ids\": [\"4df51762-4283-498f-97ab-7a55d56f1d75\", \"d34006d7-4d31-4401-988b-334629a7faeb\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.636}, \"25928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-13 09:39:48.000000+00:00\", \"2019-07-03 17:40:02.000000+00:00\"], \"session_ids\": [\"3805e27e-a018-4408-9906-c94307edfb38\", \"4f1d0232-fcef-4019-b0c8-145a8bf9205c\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 2.311}, \"76419\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-05-31 10:05:08.000000+00:00\", \"2020-08-19 17:18:01.000000+00:00\"], \"session_ids\": [\"f1fdba9d-827a-4285-8cf9-91f5f7815bff\", \"c53a2c00-c253-413a-8716-7b8c212d98f6\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 34.833}, \"73356\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-05 15:20:05.000000+00:00\", \"2021-08-04 15:55:01.000000+00:00\", \"2019-07-20 07:50:43.000000+00:00\", \"2022-05-28 17:29:12.000000+00:00\"], \"session_ids\": [\"d5aec2f8-1468-4230-8a35-6ed95bb6b5a7\", \"5a557531-afb5-44ac-b04e-c36d633466b5\", \"b0509b61-0434-4434-89ae-a2fb6102b297\", \"6d797598-b53f-4219-a712-46e4fd692ab4\"], \"total_duration\": 175.0, \"total_sessions\": 4, \"mean_week_duration\": 1.174}, \"15217\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-06-19 23:48:14.000000+00:00\", \"2020-06-03 19:58:53.000000+00:00\"], \"session_ids\": [\"52e9653e-f9cb-4c57-8fae-cea9c018bf99\", \"9cbfc6b0-0f35-470b-a363-db79200676cf\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.96}, \"98964\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-24 05:43:02.000000+00:00\", \"2019-10-05 22:00:44.000000+00:00\"], \"session_ids\": [\"4d2c2d4b-c7fd-4c12-a85c-46eaeda13d56\", \"4dc5b8ba-1f57-4b91-b9b5-09079bd14e91\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 6.082}, \"58565\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-06-05 22:07:40.000000+00:00\", \"2021-08-09 03:08:54.000000+00:00\", \"2019-07-09 15:09:06.000000+00:00\", \"2019-12-15 02:22:37.000000+00:00\", \"2021-11-18 22:26:08.000000+00:00\", \"2021-06-29 16:07:57.000000+00:00\", \"2021-03-27 08:40:10.000000+00:00\", \"2019-01-25 17:52:28.000000+00:00\", \"2020-05-29 23:48:51.000000+00:00\", \"2022-01-09 07:59:33.000000+00:00\", \"2022-08-26 01:30:54.000000+00:00\"], \"session_ids\": [\"a498df5e-4519-4fd5-b707-763316f47924\", \"2cac7e0a-3698-40b2-9302-213f16b77ee5\", \"fa4c2630-5754-4482-947c-29fcc7c0becc\", \"445ce66a-4a31-4b53-a6c9-df7776f32913\", \"03cff85c-ae48-4f1f-9d79-9bf168d51c32\", \"6b37b800-03af-48b1-b31f-d7b3bbb92846\", \"5af34034-0ec0-40ba-9c9d-a16f93448b2a\", \"9245570a-a1f7-4f5d-915e-2c028dae7840\", \"98c282ed-c6e7-46e2-bf7e-293d216dbff5\", \"dee7c8ce-146c-483b-839d-f38693d1f553\", \"1376faab-baca-415e-bac5-e71fb1026a66\"], \"total_duration\": 2693.0, \"total_sessions\": 11, \"mean_week_duration\": 11.811}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 3 and are equal or greater than 40"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[3, 40]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"39554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-07 11:18:08.000000+00:00\", \"2019-05-21 21:49:02.000000+00:00\"], \"session_ids\": [\"2a59721e-f58c-4d48-929a-83ac4b795740\", \"076f653c-aaf5-4272-906b-6b67b6b964d8\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 1.916}, \"29991\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-11-14 04:26:16.000000+00:00\", \"2023-04-14 10:43:37.000000+00:00\"], \"session_ids\": [\"4df51762-4283-498f-97ab-7a55d56f1d75\", \"d34006d7-4d31-4401-988b-334629a7faeb\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.636}, \"25928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-13 09:39:48.000000+00:00\", \"2019-07-03 17:40:02.000000+00:00\"], \"session_ids\": [\"3805e27e-a018-4408-9906-c94307edfb38\", \"4f1d0232-fcef-4019-b0c8-145a8bf9205c\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 2.311}, \"73356\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-05 15:20:05.000000+00:00\", \"2021-08-04 15:55:01.000000+00:00\", \"2019-07-20 07:50:43.000000+00:00\", \"2022-05-28 17:29:12.000000+00:00\"], \"session_ids\": [\"d5aec2f8-1468-4230-8a35-6ed95bb6b5a7\", \"5a557531-afb5-44ac-b04e-c36d633466b5\", \"b0509b61-0434-4434-89ae-a2fb6102b297\", \"6d797598-b53f-4219-a712-46e4fd692ab4\"], \"total_duration\": 175.0, \"total_sessions\": 4, \"mean_week_duration\": 1.174}, \"15217\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-06-19 23:48:14.000000+00:00\", \"2020-06-03 19:58:53.000000+00:00\"], \"session_ids\": [\"52e9653e-f9cb-4c57-8fae-cea9c018bf99\", \"9cbfc6b0-0f35-470b-a363-db79200676cf\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.96}, \"58306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-11 07:10:40.000000+00:00\", \"2019-05-11 08:47:17.000000+00:00\"], \"session_ids\": [\"c8860b34-e679-47f5-b7d1-d0ced7879bf5\", \"0d4d8d85-006a-49e0-be5f-22f7a92edd75\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 210.0}}\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[{\"15217\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-06-19 23:48:14.000000+00:00\", \"2020-06-03 19:58:53.000000+00:00\"], \"session_ids\": [\"52e9653e-f9cb-4c57-8fae-cea9c018bf99\", \"9cbfc6b0-0f35-470b-a363-db79200676cf\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.96}}, {\"73356\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-05 15:20:05.000000+00:00\", \"2021-08-04 15:55:01.000000+00:00\", \"2019-07-20 07:50:43.000000+00:00\", \"2022-05-28 17:29:12.000000+00:00\"], \"session_ids\": [\"d5aec2f8-1468-4230-8a35-6ed95bb6b5a7\", \"5a557531-afb5-44ac-b04e-c36d633466b5\", \"b0509b61-0434-4434-89ae-a2fb6102b297\", \"6d797598-b53f-4219-a712-46e4fd692ab4\"], \"total_duration\": 175.0, \"total_sessions\": 4, \"mean_week_duration\": 1.174}}, {\"29991\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-11-14 04:26:16.000000+00:00\", \"2023-04-14 10:43:37.000000+00:00\"], \"session_ids\": [\"4df51762-4283-498f-97ab-7a55d56f1d75\", \"d34006d7-4d31-4401-988b-334629a7faeb\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.636}}, {\"39554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-07 11:18:08.000000+00:00\", \"2019-05-21 21:49:02.000000+00:00\"], \"session_ids\": [\"2a59721e-f58c-4d48-929a-83ac4b795740\", \"076f653c-aaf5-4272-906b-6b67b6b964d8\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 1.916}}, {\"25928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-13 09:39:48.000000+00:00\", \"2019-07-03 17:40:02.000000+00:00\"], \"session_ids\": [\"3805e27e-a018-4408-9906-c94307edfb38\", \"4f1d0232-fcef-4019-b0c8-145a8bf9205c\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 2.311}}, {\"58306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-11 07:10:40.000000+00:00\", \"2019-05-11 08:47:17.000000+00:00\"], \"session_ids\": [\"c8860b34-e679-47f5-b7d1-d0ced7879bf5\", \"0d4d8d85-006a-49e0-be5f-22f7a92edd75\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 210.0}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 8 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"15217\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-06-19 23:48:14.000000+00:00\", \"2020-06-03 19:58:53.000000+00:00\"], \"session_ids\": [\"52e9653e-f9cb-4c57-8fae-cea9c018bf99\", \"9cbfc6b0-0f35-470b-a363-db79200676cf\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.96}}, {\"73356\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-05 15:20:05.000000+00:00\", \"2021-08-04 15:55:01.000000+00:00\", \"2019-07-20 07:50:43.000000+00:00\", \"2022-05-28 17:29:12.000000+00:00\"], \"session_ids\": [\"d5aec2f8-1468-4230-8a35-6ed95bb6b5a7\", \"5a557531-afb5-44ac-b04e-c36d633466b5\", \"b0509b61-0434-4434-89ae-a2fb6102b297\", \"6d797598-b53f-4219-a712-46e4fd692ab4\"], \"total_duration\": 175.0, \"total_sessions\": 4, \"mean_week_duration\": 1.174}}, {\"29991\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-11-14 04:26:16.000000+00:00\", \"2023-04-14 10:43:37.000000+00:00\"], \"session_ids\": [\"4df51762-4283-498f-97ab-7a55d56f1d75\", \"d34006d7-4d31-4401-988b-334629a7faeb\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.636}}, {\"39554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-07 11:18:08.000000+00:00\", \"2019-05-21 21:49:02.000000+00:00\"], \"session_ids\": [\"2a59721e-f58c-4d48-929a-83ac4b795740\", \"076f653c-aaf5-4272-906b-6b67b6b964d8\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 1.916}}, {\"25928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-13 09:39:48.000000+00:00\", \"2019-07-03 17:40:02.000000+00:00\"], \"session_ids\": [\"3805e27e-a018-4408-9906-c94307edfb38\", \"4f1d0232-fcef-4019-b0c8-145a8bf9205c\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 2.311}}, {\"58306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-11 07:10:40.000000+00:00\", \"2019-05-11 08:47:17.000000+00:00\"], \"session_ids\": [\"c8860b34-e679-47f5-b7d1-d0ced7879bf5\", \"0d4d8d85-006a-49e0-be5f-22f7a92edd75\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 210.0}}]\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[{\"15217\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-06-19 23:48:14.000000+00:00\", \"2020-06-03 19:58:53.000000+00:00\"], \"session_ids\": [\"52e9653e-f9cb-4c57-8fae-cea9c018bf99\", \"9cbfc6b0-0f35-470b-a363-db79200676cf\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.96}}, {\"73356\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-05 15:20:05.000000+00:00\", \"2021-08-04 15:55:01.000000+00:00\", \"2019-07-20 07:50:43.000000+00:00\", \"2022-05-28 17:29:12.000000+00:00\"], \"session_ids\": [\"d5aec2f8-1468-4230-8a35-6ed95bb6b5a7\", \"5a557531-afb5-44ac-b04e-c36d633466b5\", \"b0509b61-0434-4434-89ae-a2fb6102b297\", \"6d797598-b53f-4219-a712-46e4fd692ab4\"], \"total_duration\": 175.0, \"total_sessions\": 4, \"mean_week_duration\": 1.174}}, {\"29991\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-11-14 04:26:16.000000+00:00\", \"2023-04-14 10:43:37.000000+00:00\"], \"session_ids\": [\"4df51762-4283-498f-97ab-7a55d56f1d75\", \"d34006d7-4d31-4401-988b-334629a7faeb\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.636}}, {\"39554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-07 11:18:08.000000+00:00\", \"2019-05-21 21:49:02.000000+00:00\"], \"session_ids\": [\"2a59721e-f58c-4d48-929a-83ac4b795740\", \"076f653c-aaf5-4272-906b-6b67b6b964d8\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 1.916}}, {\"25928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-13 09:39:48.000000+00:00\", \"2019-07-03 17:40:02.000000+00:00\"], \"session_ids\": [\"3805e27e-a018-4408-9906-c94307edfb38\", \"4f1d0232-fcef-4019-b0c8-145a8bf9205c\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 2.311}}, {\"58306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-11 07:10:40.000000+00:00\", \"2019-05-11 08:47:17.000000+00:00\"], \"session_ids\": [\"c8860b34-e679-47f5-b7d1-d0ced7879bf5\", \"0d4d8d85-006a-49e0-be5f-22f7a92edd75\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 210.0}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about users who have the greatest site usage time per week also apply sorting by average of total time spent in the app per week in ascending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"67224\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-16 04:48:14.000000+00:00\", \"2019-10-20 11:34:59.000000+00:00\"], \"session_ids\": [\"3a5e7f19-ff80-4cbc-ae74-cf71f2224caf\", \"30825727-85ed-4cd2-a059-a78b2227805b\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 4.67}, \"10017\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-30 14:28:08.000000+00:00\", \"2019-09-15 17:04:47.000000+00:00\"], \"session_ids\": [\"190206d5-cedc-42df-8953-468e7d396c05\", \"09a4f918-eab8-41ac-8c7f-531a659fb15c\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 2.06}, \"39987\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-06-29 10:15:10.000000+00:00\", \"2020-02-09 21:05:36.000000+00:00\"], \"session_ids\": [\"3d5cf74c-9f62-40f3-b827-9a1cdf354516\", \"8b86505d-d0f4-4cf9-bfaf-5b64c673a9e9\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 0.752}, \"43949\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-02-24 02:05:39.000000+00:00\", \"2022-04-27 05:04:36.000000+00:00\"], \"session_ids\": [\"b76974a5-f4a3-499a-9746-1af614a185f2\", \"1fe320dc-1a62-422d-979e-5a36c5418f98\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 31.0}, \"81603\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-08 01:20:47.000000+00:00\", \"2020-09-11 02:18:57.000000+00:00\"], \"session_ids\": [\"5a2ff1fc-1f1a-4365-8374-5d59c70c8275\", \"6c676d9f-9582-4f0f-8f4d-e51623968433\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 1.274}, \"82745\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-10-15 05:30:37.000000+00:00\", \"2020-11-27 09:31:32.000000+00:00\"], \"session_ids\": [\"7da8cf23-27a1-4040-b2f5-46abddd472b1\", \"092a975d-bf96-4127-94a1-260452652b6f\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.288}, \"18955\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-20 18:16:44.000000+00:00\", \"2021-06-23 12:10:42.000000+00:00\"], \"session_ids\": [\"d60967f6-b2a9-410a-8a65-1cbff304c67e\", \"3eb4fcf3-933f-4601-b1b1-6abbf3942261\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 2.904}, \"25904\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-09 19:49:24.000000+00:00\", \"2020-11-07 09:08:47.000000+00:00\"], \"session_ids\": [\"b063c13f-b6b8-4ec9-a44f-8f3013e7cfe3\", \"4acf4144-6d9f-450c-b138-4c09b1621cdf\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 3.008}, \"25773\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-12 03:24:55.000000+00:00\", \"2022-07-11 21:52:17.000000+00:00\", \"2022-10-19 20:07:07.000000+00:00\", \"2023-04-15 15:06:23.000000+00:00\", \"2020-08-24 19:37:01.000000+00:00\"], \"session_ids\": [\"64b33961-d258-4a0a-83c1-77e381d07381\", \"65ab189d-80e8-4e88-bdc7-efc953c290af\", \"e22d6c1d-4dc0-48c9-bfc3-9c1653ad4d4f\", \"c215c7b9-7e3c-4a27-b5b1-382bb61f52b1\", \"cc9d5cb3-cded-4486-bb13-ec190d1b7670\"], \"total_duration\": 183.0, \"total_sessions\": 5, \"mean_week_duration\": 0.855}, \"51512\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-21 21:03:51.000000+00:00\", \"2019-08-03 21:13:57.000000+00:00\", \"2019-11-11 08:46:03.000000+00:00\", \"2022-02-06 03:09:30.000000+00:00\", \"2020-03-17 09:25:13.000000+00:00\", \"2023-04-12 12:52:42.000000+00:00\", \"2021-10-08 18:04:34.000000+00:00\"], \"session_ids\": [\"23633c78-b87b-4fb3-aea4-5379e48c4bb5\", \"e501f22a-fca9-4c9b-8b6d-84c0a8028445\", \"62fa66f7-c465-4d22-8291-2064c173616a\", \"4e5d186f-c2c2-403f-a0ea-58f9e61f44e2\", \"cbd60676-9b16-47eb-8792-6d548b31535a\", \"fb2f6ab9-f528-4d6e-9214-6a1cdbd207da\", \"b1f3970b-0121-4de4-96e5-ab47362c7c61\"], \"total_duration\": 3179.0, \"total_sessions\": 7, \"mean_week_duration\": 16.472}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the highest mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": -1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"43949\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-02-24 02:05:39.000000+00:00\", \"2022-04-27 05:04:36.000000+00:00\"], \"session_ids\": [\"b76974a5-f4a3-499a-9746-1af614a185f2\", \"1fe320dc-1a62-422d-979e-5a36c5418f98\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 31.0}}, {\"51512\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-21 21:03:51.000000+00:00\", \"2019-08-03 21:13:57.000000+00:00\", \"2019-11-11 08:46:03.000000+00:00\", \"2022-02-06 03:09:30.000000+00:00\", \"2020-03-17 09:25:13.000000+00:00\", \"2023-04-12 12:52:42.000000+00:00\", \"2021-10-08 18:04:34.000000+00:00\"], \"session_ids\": [\"23633c78-b87b-4fb3-aea4-5379e48c4bb5\", \"e501f22a-fca9-4c9b-8b6d-84c0a8028445\", \"62fa66f7-c465-4d22-8291-2064c173616a\", \"4e5d186f-c2c2-403f-a0ea-58f9e61f44e2\", \"cbd60676-9b16-47eb-8792-6d548b31535a\", \"fb2f6ab9-f528-4d6e-9214-6a1cdbd207da\", \"b1f3970b-0121-4de4-96e5-ab47362c7c61\"], \"total_duration\": 3179.0, \"total_sessions\": 7, \"mean_week_duration\": 16.472}}, {\"67224\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-16 04:48:14.000000+00:00\", \"2019-10-20 11:34:59.000000+00:00\"], \"session_ids\": [\"3a5e7f19-ff80-4cbc-ae74-cf71f2224caf\", \"30825727-85ed-4cd2-a059-a78b2227805b\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 4.67}}]\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[{\"67224\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-16 04:48:14.000000+00:00\", \"2019-10-20 11:34:59.000000+00:00\"], \"session_ids\": [\"3a5e7f19-ff80-4cbc-ae74-cf71f2224caf\", \"30825727-85ed-4cd2-a059-a78b2227805b\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 4.67}}, {\"51512\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-21 21:03:51.000000+00:00\", \"2019-08-03 21:13:57.000000+00:00\", \"2019-11-11 08:46:03.000000+00:00\", \"2022-02-06 03:09:30.000000+00:00\", \"2020-03-17 09:25:13.000000+00:00\", \"2023-04-12 12:52:42.000000+00:00\", \"2021-10-08 18:04:34.000000+00:00\"], \"session_ids\": [\"23633c78-b87b-4fb3-aea4-5379e48c4bb5\", \"e501f22a-fca9-4c9b-8b6d-84c0a8028445\", \"62fa66f7-c465-4d22-8291-2064c173616a\", \"4e5d186f-c2c2-403f-a0ea-58f9e61f44e2\", \"cbd60676-9b16-47eb-8792-6d548b31535a\", \"fb2f6ab9-f528-4d6e-9214-6a1cdbd207da\", \"b1f3970b-0121-4de4-96e5-ab47362c7c61\"], \"total_duration\": 3179.0, \"total_sessions\": 7, \"mean_week_duration\": 16.472}}, {\"43949\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-02-24 02:05:39.000000+00:00\", \"2022-04-27 05:04:36.000000+00:00\"], \"session_ids\": [\"b76974a5-f4a3-499a-9746-1af614a185f2\", \"1fe320dc-1a62-422d-979e-5a36c5418f98\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 31.0}}]\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[{\"67224\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-16 04:48:14.000000+00:00\", \"2019-10-20 11:34:59.000000+00:00\"], \"session_ids\": [\"3a5e7f19-ff80-4cbc-ae74-cf71f2224caf\", \"30825727-85ed-4cd2-a059-a78b2227805b\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 4.67}}, {\"51512\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-21 21:03:51.000000+00:00\", \"2019-08-03 21:13:57.000000+00:00\", \"2019-11-11 08:46:03.000000+00:00\", \"2022-02-06 03:09:30.000000+00:00\", \"2020-03-17 09:25:13.000000+00:00\", \"2023-04-12 12:52:42.000000+00:00\", \"2021-10-08 18:04:34.000000+00:00\"], \"session_ids\": [\"23633c78-b87b-4fb3-aea4-5379e48c4bb5\", \"e501f22a-fca9-4c9b-8b6d-84c0a8028445\", \"62fa66f7-c465-4d22-8291-2064c173616a\", \"4e5d186f-c2c2-403f-a0ea-58f9e61f44e2\", \"cbd60676-9b16-47eb-8792-6d548b31535a\", \"fb2f6ab9-f528-4d6e-9214-6a1cdbd207da\", \"b1f3970b-0121-4de4-96e5-ab47362c7c61\"], \"total_duration\": 3179.0, \"total_sessions\": 7, \"mean_week_duration\": 16.472}}, {\"43949\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-02-24 02:05:39.000000+00:00\", \"2022-04-27 05:04:36.000000+00:00\"], \"session_ids\": [\"b76974a5-f4a3-499a-9746-1af614a185f2\", \"1fe320dc-1a62-422d-979e-5a36c5418f98\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 31.0}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm curious about 6 users who have app usage time strictly bigger than 1970 and strictly smaller than 4134 , moreover implement sorting by app usage time per week 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{\"34811\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-06 04:50:39.000000+00:00\", \"2019-06-20 08:19:29.000000+00:00\"], \"session_ids\": [\"cea8de95-0e63-4290-b139-335857004493\", \"71bb9c38-9227-47ab-a7cc-2b8f22aa369d\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 15.857}, \"89132\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-11 15:59:23.000000+00:00\", \"2023-03-08 06:57:32.000000+00:00\"], \"session_ids\": [\"b62556e2-6c00-4c24-afb5-f940a1cd42df\", \"ce424f34-8f53-416d-a4c8-9a75bd8b418a\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 1.462}, \"80476\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-13 18:25:06.000000+00:00\", \"2023-01-16 08:02:09.000000+00:00\"], \"session_ids\": [\"29cbb120-dffa-460c-a267-90e242ce7804\", \"ccd8b330-78f4-4bb7-8796-75d75aee4795\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.109}, \"77795\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-03 02:24:44.000000+00:00\", \"2020-07-17 17:28:52.000000+00:00\"], \"session_ids\": [\"b364b9fe-f53c-43d7-9e3b-188f2358c915\", \"6d1060f9-bb3f-4874-b182-e3fae580b1d5\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}, \"60525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-07 07:08:11.000000+00:00\", \"2021-11-03 17:15:59.000000+00:00\"], \"session_ids\": [\"5ea4d468-c7ee-47a8-8bea-ff904ac114af\", \"b37aaafa-f1fa-4810-b284-dc48712cc8ea\"], \"total_duration\": 287.0, \"total_sessions\": 2, \"mean_week_duration\": 2.87}, \"18427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-26 04:32:45.000000+00:00\", \"2023-02-26 00:00:26.000000+00:00\", \"2020-10-23 14:43:34.000000+00:00\", \"2021-12-09 16:27:13.000000+00:00\", \"2019-04-24 12:08:05.000000+00:00\", \"2022-05-09 23:38:19.000000+00:00\"], \"session_ids\": [\"c6702f33-e968-43b9-90b3-5b4129633085\", \"e791a9f2-739e-448f-bab9-2e2c3ea73f58\", \"08bc3fa7-9548-4be7-a5cc-9dd4e4d35de3\", \"1e55d97e-5b33-4fb0-8669-d601681abc93\", \"bcc5bb97-ee8f-45ca-a3fa-93f37118d864\", \"f421f270-ed2e-4658-8e13-da31e9128ca8\"], \"total_duration\": 1571.0, \"total_sessions\": 6, \"mean_week_duration\": 7.816}, \"75655\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-17 19:16:46.000000+00:00\", \"2020-03-27 21:45:19.000000+00:00\"], \"session_ids\": [\"c5031159-d65b-4702-a746-7eed0c4f3a40\", \"fe109318-29bc-4cbf-a376-35f9922db292\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 18.7}, \"2600\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-10-30 13:23:57.000000+00:00\", \"2020-10-23 12:49:11.000000+00:00\"], \"session_ids\": [\"fdc70efb-849f-4066-8d9e-a7c9dfa97e41\", \"a41875f4-9506-4d33-b181-1c4f15bb2cf5\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.241}, \"41393\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-11 04:48:20.000000+00:00\", \"2019-01-10 21:57:38.000000+00:00\", \"2020-02-03 04:13:30.000000+00:00\", \"2020-11-04 18:46:14.000000+00:00\"], \"session_ids\": [\"51a248f3-885e-42a9-9a79-6e2a3a98df85\", \"0de89165-5d2b-43fe-865c-55a9986d2076\", \"ab0753ad-99f1-42c3-9544-c6200f09c077\", \"d3fd0587-7361-4c30-aad9-632c3c4719df\"], \"total_duration\": 74.0, \"total_sessions\": 4, \"mean_week_duration\": 0.32}, \"64495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-10-17 10:35:23.000000+00:00\", \"2021-08-10 23:10:48.000000+00:00\"], \"session_ids\": [\"1cb70ffa-5c1d-4d11-a15d-8d83a08c9d4a\", \"32410f9f-c503-4fff-b487-59fe0bb64d8c\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 47.5}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are greater than 1970 and are less than 4134"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1970, 4134]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the users who are leading users based on app usage time + put to use sorting by total amount of duration in desc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"59104\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 03:01:18.000000+00:00\", \"2020-08-05 00:55:21.000000+00:00\", \"2019-09-17 08:44:32.000000+00:00\", \"2019-01-01 10:31:09.000000+00:00\", \"2022-01-06 07:50:57.000000+00:00\", \"2021-03-16 13:13:24.000000+00:00\", \"2020-03-07 14:37:40.000000+00:00\", \"2020-07-18 16:40:04.000000+00:00\", \"2020-05-04 02:31:15.000000+00:00\"], \"session_ids\": [\"93677e0d-5a66-4730-aaa4-928e99ca4c7c\", \"ba5613d0-114a-47b5-83e8-86526e25d3d0\", \"547854db-415a-41a8-b01f-6b9aff760e9d\", \"6bd3acdb-fa77-4a6f-9a10-3b40dab81519\", \"56466211-9a22-4384-b9cf-ea6fa5aeb0ac\", \"f26b1bde-167a-44d8-9e57-66928fc438ef\", \"3a0c8c08-be67-43be-95fd-c06909990cde\", \"10885a37-8b77-4fc7-9997-4a634a368b55\", \"f975b51b-89ae-4cd9-aa8b-1d11eeb9ffc4\"], \"total_duration\": 17608.0, \"total_sessions\": 9, \"mean_week_duration\": 111.443}, \"34023\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-13 09:46:31.000000+00:00\", \"2020-03-30 10:33:39.000000+00:00\", \"2019-03-18 05:36:01.000000+00:00\", \"2021-05-28 16:42:48.000000+00:00\", \"2020-05-10 13:09:58.000000+00:00\", \"2022-11-10 00:37:17.000000+00:00\", \"2021-06-25 16:23:37.000000+00:00\"], \"session_ids\": [\"047771b7-57f3-4a1a-bd45-286116643bdd\", \"9903c589-78a7-4843-bb3d-9b1b4e0fadde\", \"677d0c69-c7df-4ecc-b59a-48b634ca11de\", \"cfdef681-3a0b-4f18-9d35-9153614a8143\", \"8c13b9f3-9af1-432d-a986-a5893d3a06d5\", \"b793d963-9227-4a8b-9ffc-03f8e9b8b4ed\", \"a3b892b7-ee8f-4903-b193-dca1690bb4b2\"], \"total_duration\": 1546.0, \"total_sessions\": 7, \"mean_week_duration\": 8.094}, \"43952\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-08-13 23:02:38.000000+00:00\", \"2019-06-21 23:15:12.000000+00:00\"], \"session_ids\": [\"8377444a-ddee-46e6-8ed4-b62a3a6a2bf0\", \"55d843f6-13d0-4bf1-b302-874856f7b590\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 7.45}, \"31368\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-05 07:55:38.000000+00:00\", \"2020-12-17 09:35:16.000000+00:00\"], \"session_ids\": [\"a296b60f-80d9-4ad0-80e9-b5eab6710d7a\", \"2387a1b8-dff1-40af-a076-ccd7327d91f8\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 10.52}, \"84982\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-04 18:36:08.000000+00:00\", \"2023-01-27 02:06:37.000000+00:00\"], \"session_ids\": [\"cb4cb76c-fbd5-4ca3-b5bd-d0bb62ffbd61\", \"48c163ec-51eb-43b0-8a6b-7a722415abb9\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 5.359}, \"69821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-21 20:11:17.000000+00:00\", \"2022-08-13 01:17:43.000000+00:00\", \"2022-04-16 00:56:04.000000+00:00\", \"2022-06-05 20:49:51.000000+00:00\", \"2021-11-16 12:55:52.000000+00:00\", \"2019-11-18 13:44:17.000000+00:00\"], \"session_ids\": [\"b36cdb6e-9ba9-49a2-bde9-1ba0f112a7ff\", \"03239670-8228-44d6-bb6b-3ee6a19d712e\", \"498ac439-38d3-493d-915a-426a0140b80a\", \"c92f38c7-43ff-40e9-be85-61107dcde23c\", \"b001b642-c5dd-429a-a5d6-0ec271ee68fa\", \"519827fb-098b-4846-b672-cabd117f4441\"], \"total_duration\": 152.0, \"total_sessions\": 6, \"mean_week_duration\": 0.809}, \"97042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-05-13 23:47:24.000000+00:00\", \"2023-06-06 14:47:42.000000+00:00\"], \"session_ids\": [\"b65393e9-9a93-4e86-87a5-9e496a9685b7\", \"eeaa175f-2ade-4e99-9e3c-7b9e7a69a49e\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.519}, \"15124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-06 14:51:58.000000+00:00\", \"2019-10-21 11:29:44.000000+00:00\"], \"session_ids\": [\"ae62f788-6006-4a99-9c58-d71589dc364e\", \"c5da283c-e849-4c74-a42d-9834db5986c8\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 13.103}, \"2368\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-06-01 04:11:02.000000+00:00\", \"2022-03-02 03:19:10.000000+00:00\"], \"session_ids\": [\"1287a0ab-cfad-4c90-a8d9-6164ca233485\", \"e84bb8db-b2dc-4b4f-a654-78650e9f0ee6\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}, \"7243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-12-28 20:24:37.000000+00:00\", \"2020-08-31 15:30:42.000000+00:00\"], \"session_ids\": [\"9988fc2c-d0cd-4940-a865-d827d6d3beb1\", \"fa2a8fb4-f1eb-41cf-ac75-d545c2cc16a6\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 4.059}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the highest total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": -1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"59104\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 03:01:18.000000+00:00\", \"2020-08-05 00:55:21.000000+00:00\", \"2019-09-17 08:44:32.000000+00:00\", \"2019-01-01 10:31:09.000000+00:00\", \"2022-01-06 07:50:57.000000+00:00\", \"2021-03-16 13:13:24.000000+00:00\", \"2020-03-07 14:37:40.000000+00:00\", \"2020-07-18 16:40:04.000000+00:00\", \"2020-05-04 02:31:15.000000+00:00\"], \"session_ids\": [\"93677e0d-5a66-4730-aaa4-928e99ca4c7c\", \"ba5613d0-114a-47b5-83e8-86526e25d3d0\", \"547854db-415a-41a8-b01f-6b9aff760e9d\", \"6bd3acdb-fa77-4a6f-9a10-3b40dab81519\", \"56466211-9a22-4384-b9cf-ea6fa5aeb0ac\", \"f26b1bde-167a-44d8-9e57-66928fc438ef\", \"3a0c8c08-be67-43be-95fd-c06909990cde\", \"10885a37-8b77-4fc7-9997-4a634a368b55\", \"f975b51b-89ae-4cd9-aa8b-1d11eeb9ffc4\"], \"total_duration\": 17608.0, \"total_sessions\": 9, \"mean_week_duration\": 111.443}}, {\"34023\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-13 09:46:31.000000+00:00\", \"2020-03-30 10:33:39.000000+00:00\", \"2019-03-18 05:36:01.000000+00:00\", \"2021-05-28 16:42:48.000000+00:00\", \"2020-05-10 13:09:58.000000+00:00\", \"2022-11-10 00:37:17.000000+00:00\", \"2021-06-25 16:23:37.000000+00:00\"], \"session_ids\": [\"047771b7-57f3-4a1a-bd45-286116643bdd\", \"9903c589-78a7-4843-bb3d-9b1b4e0fadde\", \"677d0c69-c7df-4ecc-b59a-48b634ca11de\", \"cfdef681-3a0b-4f18-9d35-9153614a8143\", \"8c13b9f3-9af1-432d-a986-a5893d3a06d5\", \"b793d963-9227-4a8b-9ffc-03f8e9b8b4ed\", \"a3b892b7-ee8f-4903-b193-dca1690bb4b2\"], \"total_duration\": 1546.0, \"total_sessions\": 7, \"mean_week_duration\": 8.094}}, {\"43952\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-08-13 23:02:38.000000+00:00\", \"2019-06-21 23:15:12.000000+00:00\"], \"session_ids\": [\"8377444a-ddee-46e6-8ed4-b62a3a6a2bf0\", \"55d843f6-13d0-4bf1-b302-874856f7b590\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 7.45}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"59104\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 03:01:18.000000+00:00\", \"2020-08-05 00:55:21.000000+00:00\", \"2019-09-17 08:44:32.000000+00:00\", \"2019-01-01 10:31:09.000000+00:00\", \"2022-01-06 07:50:57.000000+00:00\", \"2021-03-16 13:13:24.000000+00:00\", \"2020-03-07 14:37:40.000000+00:00\", \"2020-07-18 16:40:04.000000+00:00\", \"2020-05-04 02:31:15.000000+00:00\"], \"session_ids\": [\"93677e0d-5a66-4730-aaa4-928e99ca4c7c\", \"ba5613d0-114a-47b5-83e8-86526e25d3d0\", \"547854db-415a-41a8-b01f-6b9aff760e9d\", \"6bd3acdb-fa77-4a6f-9a10-3b40dab81519\", \"56466211-9a22-4384-b9cf-ea6fa5aeb0ac\", \"f26b1bde-167a-44d8-9e57-66928fc438ef\", \"3a0c8c08-be67-43be-95fd-c06909990cde\", \"10885a37-8b77-4fc7-9997-4a634a368b55\", \"f975b51b-89ae-4cd9-aa8b-1d11eeb9ffc4\"], \"total_duration\": 17608.0, \"total_sessions\": 9, \"mean_week_duration\": 111.443}}, {\"34023\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-13 09:46:31.000000+00:00\", \"2020-03-30 10:33:39.000000+00:00\", \"2019-03-18 05:36:01.000000+00:00\", \"2021-05-28 16:42:48.000000+00:00\", \"2020-05-10 13:09:58.000000+00:00\", \"2022-11-10 00:37:17.000000+00:00\", \"2021-06-25 16:23:37.000000+00:00\"], \"session_ids\": [\"047771b7-57f3-4a1a-bd45-286116643bdd\", \"9903c589-78a7-4843-bb3d-9b1b4e0fadde\", \"677d0c69-c7df-4ecc-b59a-48b634ca11de\", \"cfdef681-3a0b-4f18-9d35-9153614a8143\", \"8c13b9f3-9af1-432d-a986-a5893d3a06d5\", \"b793d963-9227-4a8b-9ffc-03f8e9b8b4ed\", \"a3b892b7-ee8f-4903-b193-dca1690bb4b2\"], \"total_duration\": 1546.0, \"total_sessions\": 7, \"mean_week_duration\": 8.094}}, {\"43952\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-08-13 23:02:38.000000+00:00\", \"2019-06-21 23:15:12.000000+00:00\"], \"session_ids\": [\"8377444a-ddee-46e6-8ed4-b62a3a6a2bf0\", \"55d843f6-13d0-4bf1-b302-874856f7b590\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 7.45}}]\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[{\"59104\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-01 03:01:18.000000+00:00\", \"2020-08-05 00:55:21.000000+00:00\", \"2019-09-17 08:44:32.000000+00:00\", \"2019-01-01 10:31:09.000000+00:00\", \"2022-01-06 07:50:57.000000+00:00\", \"2021-03-16 13:13:24.000000+00:00\", \"2020-03-07 14:37:40.000000+00:00\", \"2020-07-18 16:40:04.000000+00:00\", \"2020-05-04 02:31:15.000000+00:00\"], \"session_ids\": [\"93677e0d-5a66-4730-aaa4-928e99ca4c7c\", \"ba5613d0-114a-47b5-83e8-86526e25d3d0\", \"547854db-415a-41a8-b01f-6b9aff760e9d\", \"6bd3acdb-fa77-4a6f-9a10-3b40dab81519\", \"56466211-9a22-4384-b9cf-ea6fa5aeb0ac\", \"f26b1bde-167a-44d8-9e57-66928fc438ef\", \"3a0c8c08-be67-43be-95fd-c06909990cde\", \"10885a37-8b77-4fc7-9997-4a634a368b55\", \"f975b51b-89ae-4cd9-aa8b-1d11eeb9ffc4\"], \"total_duration\": 17608.0, \"total_sessions\": 9, \"mean_week_duration\": 111.443}}, {\"34023\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-13 09:46:31.000000+00:00\", \"2020-03-30 10:33:39.000000+00:00\", \"2019-03-18 05:36:01.000000+00:00\", \"2021-05-28 16:42:48.000000+00:00\", \"2020-05-10 13:09:58.000000+00:00\", \"2022-11-10 00:37:17.000000+00:00\", \"2021-06-25 16:23:37.000000+00:00\"], \"session_ids\": [\"047771b7-57f3-4a1a-bd45-286116643bdd\", \"9903c589-78a7-4843-bb3d-9b1b4e0fadde\", \"677d0c69-c7df-4ecc-b59a-48b634ca11de\", \"cfdef681-3a0b-4f18-9d35-9153614a8143\", \"8c13b9f3-9af1-432d-a986-a5893d3a06d5\", \"b793d963-9227-4a8b-9ffc-03f8e9b8b4ed\", \"a3b892b7-ee8f-4903-b193-dca1690bb4b2\"], \"total_duration\": 1546.0, \"total_sessions\": 7, \"mean_week_duration\": 8.094}}, {\"43952\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-08-13 23:02:38.000000+00:00\", \"2019-06-21 23:15:12.000000+00:00\"], \"session_ids\": [\"8377444a-ddee-46e6-8ed4-b62a3a6a2bf0\", \"55d843f6-13d0-4bf1-b302-874856f7b590\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 7.45}}]\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 users pieces of information who live in city Bangkok in addition apply sorting by duration summation of sessions per week form the highest value to the lowest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"11775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-04-27 11:20:03.000000+00:00\", \"2019-08-01 08:50:44.000000+00:00\"], \"session_ids\": [\"66c7a78e-1556-4a6e-a312-410c02d72dd6\", \"b6ce220a-b701-40e0-9a3c-9ffaf2fbd1a0\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.503}, \"76199\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-27 01:46:40.000000+00:00\", \"2023-02-04 13:04:33.000000+00:00\", \"2021-01-04 07:51:01.000000+00:00\"], \"session_ids\": [\"effb46ea-3a4e-4017-afe9-813290969ce4\", \"83659b24-c3b7-4305-8828-67939daf795b\", \"d87f8a63-c812-4404-99eb-630fc4e24430\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 0.478}, \"67453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-30 12:51:10.000000+00:00\", \"2021-09-29 02:18:44.000000+00:00\"], \"session_ids\": [\"7bf77adc-a827-4f19-bd4b-bac8577e555b\", \"e44d3d0c-4f5a-4b0d-aac7-64265f877a54\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.82}, \"70679\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-05 18:00:29.000000+00:00\", \"2021-06-01 07:31:16.000000+00:00\"], \"session_ids\": [\"5f439b1a-24d5-4d29-a1fe-752c56359f78\", \"8564de3a-c730-4a1b-a555-0816b127edf8\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 5.604}, \"93195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-21 11:46:44.000000+00:00\", \"2022-06-09 01:57:55.000000+00:00\"], \"session_ids\": [\"2c2f50ea-ede1-4213-ae3c-77ee1873137a\", \"7f8538f9-bd13-4ccf-b7ff-1345d1ba0747\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 6.351}, \"28239\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-14 05:15:04.000000+00:00\", \"2022-11-12 17:55:56.000000+00:00\"], \"session_ids\": [\"cb4eb910-e78c-428b-a4e0-84e1f5d7cd63\", \"d22d263d-49c7-4478-bd02-967bf53fd208\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.87}, \"13631\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-09 20:37:01.000000+00:00\", \"2022-09-13 22:13:13.000000+00:00\", \"2019-08-25 07:31:33.000000+00:00\", \"2022-01-17 05:55:05.000000+00:00\", \"2022-09-28 01:30:42.000000+00:00\", \"2021-08-30 07:25:19.000000+00:00\", \"2022-06-15 17:10:13.000000+00:00\"], \"session_ids\": [\"91533de8-6607-4804-8758-6ea51e687755\", \"84e0b2bd-6cba-4185-98f2-82fb4b8d7d3e\", \"63ef3203-25be-43d7-9143-93405c4d4699\", \"6c08a15e-d368-4a75-a24f-1587ad818735\", \"edff91c4-5dfc-4035-8897-e759d25ca604\", \"60a931a4-a4cc-41a1-8177-50648d0eaea6\", \"f00a1aba-e22d-4414-82d9-c0a1303eecc4\"], \"total_duration\": 441.0, \"total_sessions\": 7, \"mean_week_duration\": 2.722}, \"33659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-08-21 19:59:25.000000+00:00\", \"2019-07-11 13:43:51.000000+00:00\", \"2022-10-08 10:57:21.000000+00:00\", \"2019-08-06 06:52:36.000000+00:00\", \"2021-05-08 22:01:11.000000+00:00\", \"2023-02-20 22:26:43.000000+00:00\", \"2020-09-03 05:48:07.000000+00:00\", \"2021-03-07 17:33:22.000000+00:00\", \"2020-11-17 07:08:56.000000+00:00\"], \"session_ids\": [\"0e13720f-f07f-4e09-86c6-7df361a1e0a0\", \"4658fbbd-7108-431d-b98c-269b9f512c4f\", \"560a78fb-e064-4ef2-9884-b8aa921b2aa1\", \"34f1897d-3c5c-448a-b6b0-f9d0c04b7867\", \"897a2d9c-ca05-4bf0-8371-c9016838551f\", \"6dcc6f54-6f4a-4b59-8adf-262dce8fca10\", \"8f294d3f-b942-42db-aa4c-27a56ae257e0\", \"3aee80ac-3072-4be9-b1ce-69c0914598f0\", \"7460362e-8f3d-44fe-a57c-75a572f09f04\"], \"total_duration\": 27942.0, \"total_sessions\": 9, \"mean_week_duration\": 147.841}, \"22242\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-07 00:57:17.000000+00:00\", \"2021-03-29 09:45:00.000000+00:00\"], \"session_ids\": [\"b490a6d9-6f45-40fe-b263-55d22e75bf93\", \"4aba37f0-8998-4799-918f-014ccbe09df8\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 3.163}, \"66550\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-29 04:41:53.000000+00:00\", \"2021-04-07 19:09:26.000000+00:00\"], \"session_ids\": [\"05846acc-6026-4225-97fa-4279059b232e\", \"42249e7d-00c0-4a75-982e-d0d89f8bf360\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 10.267}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is Bangkok"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Bangkok\"]]}}}\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 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": "Could you tell me about 4 users with a total sessoins count that is 5 in addition execute sorting by time in app per week form the lowest value to the highest 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{\"23525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-01-07 07:49:44.000000+00:00\", \"2023-03-23 07:52:50.000000+00:00\"], \"session_ids\": [\"50f5a5e5-ef02-40d6-8dc6-2c155c26e18d\", \"1cc34b87-b4d6-4294-b52f-64e74fd01808\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 39.364}, \"34641\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-06 05:43:19.000000+00:00\", \"2022-03-31 10:45:52.000000+00:00\", \"2020-03-03 15:06:07.000000+00:00\"], \"session_ids\": [\"d05f0a32-2dc6-49fd-81fe-7eb9faa9adca\", \"9909fdfc-6db0-45aa-ac82-fb8637a6cd09\", \"1e1c2b97-95d3-4a38-8d6a-27bc2a0430d0\"], \"total_duration\": 865.0, \"total_sessions\": 3, \"mean_week_duration\": 7.936}, \"20601\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-19 10:55:28.000000+00:00\", \"2022-01-18 22:26:54.000000+00:00\"], \"session_ids\": [\"adb9dfae-74ff-4445-85b5-483ae4cdeeb6\", \"2a835f15-9a51-4e54-8a1a-76924095f587\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 0.978}, \"59775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-17 23:51:06.000000+00:00\", \"2021-12-10 06:47:36.000000+00:00\", \"2020-07-04 20:03:41.000000+00:00\"], \"session_ids\": [\"4980ce8a-1f48-47b8-a0ef-fce52d9de0cf\", \"5211789c-830b-430e-93cb-5c29cb157f82\", \"9a12cb04-964f-4ba4-b4b1-2fd9dae8592c\"], \"total_duration\": 223.0, \"total_sessions\": 3, \"mean_week_duration\": 2.084}, \"8184\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-12-10 03:04:18.000000+00:00\", \"2020-05-24 20:37:09.000000+00:00\", \"2023-04-02 10:16:52.000000+00:00\"], \"session_ids\": [\"aa7e2caf-24c4-4f4e-86e3-6a7230f83f8e\", \"adb10346-5e0b-46f7-894d-1b7c407c039f\", \"b470c95d-a6db-4dfa-be86-e377596d0abc\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.349}, \"47324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-13 14:50:12.000000+00:00\", \"2020-04-05 20:12:50.000000+00:00\", \"2020-05-11 12:57:10.000000+00:00\", \"2019-04-21 00:19:50.000000+00:00\", \"2021-12-20 01:34:52.000000+00:00\", \"2021-10-20 06:41:00.000000+00:00\", \"2022-11-14 15:30:35.000000+00:00\"], \"session_ids\": [\"db16ed23-690a-4005-8522-b2cdf8c2fe42\", \"b8c8dd27-c6ba-4aa6-870c-102b299da7e8\", \"754b09cd-9b4a-49a4-8234-f49bdd10edad\", \"aacb2be9-0f67-422f-8476-3bb8ada1eaae\", \"c84133ec-81e2-4df2-8bbb-c590d9ceb143\", \"624e36c3-32b4-4e7f-a648-2097dd862f08\", \"db33f1e9-2acd-48c8-9c02-702a1c653016\"], \"total_duration\": 1500.0, \"total_sessions\": 7, \"mean_week_duration\": 8.021}, \"13468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-13 23:35:31.000000+00:00\", \"2023-06-15 00:06:45.000000+00:00\"], \"session_ids\": [\"7afb0b80-2f93-4de2-a023-fae53a62e1d8\", \"b03bba2c-cac7-4fb3-bb0e-aecbf47b584e\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 5.743}, \"69290\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-19 07:50:47.000000+00:00\", \"2021-08-01 05:08:02.000000+00:00\"], \"session_ids\": [\"fc9ffaa6-9f7b-45da-8002-950523514514\", \"6e67e152-92a5-4aaa-aa70-5d225d8b2ddc\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 3.194}, \"83882\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-12 01:19:25.000000+00:00\", \"2021-12-06 16:43:39.000000+00:00\"], \"session_ids\": [\"50b3d53a-b953-4e85-be3f-4758cfcde651\", \"5e1dc0d9-8c9f-4f99-8b53-16e88d459a00\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"65958\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-10 17:57:38.000000+00:00\", \"2019-07-22 05:09:13.000000+00:00\"], \"session_ids\": [\"be290a3a-d4f5-4a83-a72b-cad6f998e1e6\", \"beeb6dd1-5ebf-492a-b6ac-e3429eae52f9\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 1.431}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[5, 7]]}}}\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 need to get information about users who are top-tier based on value of mean of duration of sessions per week also perform sorting by count of sessions descendingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"3069\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-10-27 05:21:26.000000+00:00\", \"2020-08-07 17:27:07.000000+00:00\"], \"session_ids\": [\"a08488a9-5206-4b48-a2fd-f8b3c8f98f5c\", \"2c90cadd-e078-4867-a086-2095e832e73f\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.19}, \"43971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-08 17:40:16.000000+00:00\", \"2020-01-29 07:36:51.000000+00:00\", \"2020-10-09 23:10:06.000000+00:00\", \"2019-02-22 15:01:13.000000+00:00\", \"2020-01-10 16:47:42.000000+00:00\", \"2021-04-02 21:16:21.000000+00:00\", \"2020-01-22 00:47:14.000000+00:00\", \"2019-04-13 01:01:56.000000+00:00\", \"2020-10-14 16:56:55.000000+00:00\", \"2021-02-23 22:26:18.000000+00:00\"], \"session_ids\": [\"b47739ab-cb68-415f-8938-9b32797f1786\", \"2463f7dc-35db-4b4a-bbc4-d16b32b10dd2\", \"d8cd5288-e80d-43c2-8528-a1576187cb0b\", \"f8ecc903-9517-4485-8b03-6d6b08ade015\", \"03386f17-e1e9-4c74-93e4-cd51e51569a4\", \"ec1436f9-8d46-4737-a17b-a0823d7f98a0\", \"eb9d5513-c608-4cc4-bfbb-61dab04bf720\", \"eeabe3b6-f01d-46c8-9009-434093825973\", \"7403a30f-4050-4eae-bf07-1d2a9b9ea732\", \"d336591e-d463-4cf7-a94d-7bf196b8c9a7\"], \"total_duration\": 30608.0, \"total_sessions\": 10, \"mean_week_duration\": 215.549}, \"47450\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-04-12 15:45:08.000000+00:00\", \"2021-01-09 11:08:30.000000+00:00\"], \"session_ids\": [\"1b5bf468-1e4c-446e-bfb2-165ab35ef526\", \"ebc5c5a5-a71c-45d5-8d0f-e8d624471a6a\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 2.714}, \"69107\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-01-27 21:53:20.000000+00:00\", \"2022-10-19 11:27:12.000000+00:00\", \"2019-05-09 01:53:31.000000+00:00\", \"2022-09-10 23:06:44.000000+00:00\"], \"session_ids\": [\"0f2980dd-af37-4a99-9cf3-ef377b5525c2\", \"8549c7dc-8ece-4824-867e-f147e2ae0375\", \"2f687859-0147-4525-8242-d72126497433\", \"3e981cb5-17c0-4416-98ae-6e0e9dde90cf\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.394}, \"95546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-05-12 18:34:46.000000+00:00\", \"2019-02-11 22:16:47.000000+00:00\"], \"session_ids\": [\"c5f4fbac-2f91-4656-9405-0849e304a6ee\", \"9eb31cdb-6280-4fc2-bfc0-e7f02a226907\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 1.653}, \"44436\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-09 20:10:41.000000+00:00\", \"2020-08-18 03:14:27.000000+00:00\"], \"session_ids\": [\"976566f9-3c38-4048-ba2f-57dcf5e97345\", \"53308c60-4d38-4a12-92c7-c2ec3cba6b4d\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.611}, \"81129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 9}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-21 22:13:53.000000+00:00\", \"2023-03-24 04:22:13.000000+00:00\"], \"session_ids\": [\"d3e619c5-ac5c-4e05-a9d8-07d929538f26\", \"a45e14f6-ad48-46da-9493-8b43f8f8c40d\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.693}, \"95762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-05 07:34:43.000000+00:00\", \"2020-08-09 14:19:50.000000+00:00\", \"2022-02-14 21:47:25.000000+00:00\"], \"session_ids\": [\"111bf303-fc75-486e-bb9e-6ec6ceef2059\", \"22fcd725-6aa6-4a97-a3c4-957c31111a71\", \"3c3c6567-3ee2-48ab-ae53-1e11c113f34b\"], \"total_duration\": 1012.0, \"total_sessions\": 3, \"mean_week_duration\": 12.65}, \"88670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-19 18:29:37.000000+00:00\", \"2019-08-02 01:30:26.000000+00:00\", \"2022-01-22 06:53:44.000000+00:00\"], \"session_ids\": [\"fbfeca24-f2ad-4caf-bc1c-3f26deb3502c\", \"39e8193c-1e5c-4955-a6d6-bd85c8c438b5\", \"8eae7cbe-06f7-4b64-ba61-d3ad5533fda4\"], \"total_duration\": 664.0, \"total_sessions\": 3, \"mean_week_duration\": 5.108}, \"11946\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-08-27 11:45:30.000000+00:00\", \"2023-05-08 12:46:51.000000+00:00\"], \"session_ids\": [\"3a6911f2-6fab-4840-be11-24e22a47b153\", \"4bbd5d47-592b-4099-8b68-5175dbfa1b3e\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.254}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the highest mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": -1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"43971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-08 17:40:16.000000+00:00\", \"2020-01-29 07:36:51.000000+00:00\", \"2020-10-09 23:10:06.000000+00:00\", \"2019-02-22 15:01:13.000000+00:00\", \"2020-01-10 16:47:42.000000+00:00\", \"2021-04-02 21:16:21.000000+00:00\", \"2020-01-22 00:47:14.000000+00:00\", \"2019-04-13 01:01:56.000000+00:00\", \"2020-10-14 16:56:55.000000+00:00\", \"2021-02-23 22:26:18.000000+00:00\"], \"session_ids\": [\"b47739ab-cb68-415f-8938-9b32797f1786\", \"2463f7dc-35db-4b4a-bbc4-d16b32b10dd2\", \"d8cd5288-e80d-43c2-8528-a1576187cb0b\", \"f8ecc903-9517-4485-8b03-6d6b08ade015\", \"03386f17-e1e9-4c74-93e4-cd51e51569a4\", \"ec1436f9-8d46-4737-a17b-a0823d7f98a0\", \"eb9d5513-c608-4cc4-bfbb-61dab04bf720\", \"eeabe3b6-f01d-46c8-9009-434093825973\", \"7403a30f-4050-4eae-bf07-1d2a9b9ea732\", \"d336591e-d463-4cf7-a94d-7bf196b8c9a7\"], \"total_duration\": 30608.0, \"total_sessions\": 10, \"mean_week_duration\": 215.549}}, {\"95762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-05 07:34:43.000000+00:00\", \"2020-08-09 14:19:50.000000+00:00\", \"2022-02-14 21:47:25.000000+00:00\"], \"session_ids\": [\"111bf303-fc75-486e-bb9e-6ec6ceef2059\", \"22fcd725-6aa6-4a97-a3c4-957c31111a71\", \"3c3c6567-3ee2-48ab-ae53-1e11c113f34b\"], \"total_duration\": 1012.0, \"total_sessions\": 3, \"mean_week_duration\": 12.65}}, {\"88670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-19 18:29:37.000000+00:00\", \"2019-08-02 01:30:26.000000+00:00\", \"2022-01-22 06:53:44.000000+00:00\"], \"session_ids\": [\"fbfeca24-f2ad-4caf-bc1c-3f26deb3502c\", \"39e8193c-1e5c-4955-a6d6-bd85c8c438b5\", \"8eae7cbe-06f7-4b64-ba61-d3ad5533fda4\"], \"total_duration\": 664.0, \"total_sessions\": 3, \"mean_week_duration\": 5.108}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"43971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-08 17:40:16.000000+00:00\", \"2020-01-29 07:36:51.000000+00:00\", \"2020-10-09 23:10:06.000000+00:00\", \"2019-02-22 15:01:13.000000+00:00\", \"2020-01-10 16:47:42.000000+00:00\", \"2021-04-02 21:16:21.000000+00:00\", \"2020-01-22 00:47:14.000000+00:00\", \"2019-04-13 01:01:56.000000+00:00\", \"2020-10-14 16:56:55.000000+00:00\", \"2021-02-23 22:26:18.000000+00:00\"], \"session_ids\": [\"b47739ab-cb68-415f-8938-9b32797f1786\", \"2463f7dc-35db-4b4a-bbc4-d16b32b10dd2\", \"d8cd5288-e80d-43c2-8528-a1576187cb0b\", \"f8ecc903-9517-4485-8b03-6d6b08ade015\", \"03386f17-e1e9-4c74-93e4-cd51e51569a4\", \"ec1436f9-8d46-4737-a17b-a0823d7f98a0\", \"eb9d5513-c608-4cc4-bfbb-61dab04bf720\", \"eeabe3b6-f01d-46c8-9009-434093825973\", \"7403a30f-4050-4eae-bf07-1d2a9b9ea732\", \"d336591e-d463-4cf7-a94d-7bf196b8c9a7\"], \"total_duration\": 30608.0, \"total_sessions\": 10, \"mean_week_duration\": 215.549}}, {\"95762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-05 07:34:43.000000+00:00\", \"2020-08-09 14:19:50.000000+00:00\", \"2022-02-14 21:47:25.000000+00:00\"], \"session_ids\": [\"111bf303-fc75-486e-bb9e-6ec6ceef2059\", \"22fcd725-6aa6-4a97-a3c4-957c31111a71\", \"3c3c6567-3ee2-48ab-ae53-1e11c113f34b\"], \"total_duration\": 1012.0, \"total_sessions\": 3, \"mean_week_duration\": 12.65}}, {\"88670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-19 18:29:37.000000+00:00\", \"2019-08-02 01:30:26.000000+00:00\", \"2022-01-22 06:53:44.000000+00:00\"], \"session_ids\": [\"fbfeca24-f2ad-4caf-bc1c-3f26deb3502c\", \"39e8193c-1e5c-4955-a6d6-bd85c8c438b5\", \"8eae7cbe-06f7-4b64-ba61-d3ad5533fda4\"], \"total_duration\": 664.0, \"total_sessions\": 3, \"mean_week_duration\": 5.108}}]\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[{\"43971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-08 17:40:16.000000+00:00\", \"2020-01-29 07:36:51.000000+00:00\", \"2020-10-09 23:10:06.000000+00:00\", \"2019-02-22 15:01:13.000000+00:00\", \"2020-01-10 16:47:42.000000+00:00\", \"2021-04-02 21:16:21.000000+00:00\", \"2020-01-22 00:47:14.000000+00:00\", \"2019-04-13 01:01:56.000000+00:00\", \"2020-10-14 16:56:55.000000+00:00\", \"2021-02-23 22:26:18.000000+00:00\"], \"session_ids\": [\"b47739ab-cb68-415f-8938-9b32797f1786\", \"2463f7dc-35db-4b4a-bbc4-d16b32b10dd2\", \"d8cd5288-e80d-43c2-8528-a1576187cb0b\", \"f8ecc903-9517-4485-8b03-6d6b08ade015\", \"03386f17-e1e9-4c74-93e4-cd51e51569a4\", \"ec1436f9-8d46-4737-a17b-a0823d7f98a0\", \"eb9d5513-c608-4cc4-bfbb-61dab04bf720\", \"eeabe3b6-f01d-46c8-9009-434093825973\", \"7403a30f-4050-4eae-bf07-1d2a9b9ea732\", \"d336591e-d463-4cf7-a94d-7bf196b8c9a7\"], \"total_duration\": 30608.0, \"total_sessions\": 10, \"mean_week_duration\": 215.549}}, {\"95762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-05 07:34:43.000000+00:00\", \"2020-08-09 14:19:50.000000+00:00\", \"2022-02-14 21:47:25.000000+00:00\"], \"session_ids\": [\"111bf303-fc75-486e-bb9e-6ec6ceef2059\", \"22fcd725-6aa6-4a97-a3c4-957c31111a71\", \"3c3c6567-3ee2-48ab-ae53-1e11c113f34b\"], \"total_duration\": 1012.0, \"total_sessions\": 3, \"mean_week_duration\": 12.65}}, {\"88670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-19 18:29:37.000000+00:00\", \"2019-08-02 01:30:26.000000+00:00\", \"2022-01-22 06:53:44.000000+00:00\"], \"session_ids\": [\"fbfeca24-f2ad-4caf-bc1c-3f26deb3502c\", \"39e8193c-1e5c-4955-a6d6-bd85c8c438b5\", \"8eae7cbe-06f7-4b64-ba61-d3ad5533fda4\"], \"total_duration\": 664.0, \"total_sessions\": 3, \"mean_week_duration\": 5.108}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please offer data on 2 users who are users with lowest sessions count plus carry out sorting by city naming decliningly."
}
] |
[
{
"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{\"63226\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2023-06-11 22:58:24.000000+00:00\", \"2020-06-12 22:09:05.000000+00:00\", \"2021-06-10 17:12:31.000000+00:00\", \"2021-10-20 01:22:41.000000+00:00\", \"2021-07-03 03:20:58.000000+00:00\"], \"session_ids\": [\"ad4af014-7505-48cb-9769-1069592f1cf6\", \"d131c918-058d-436f-a994-cae771815a4a\", \"fa973d28-1ff7-4605-8c83-c1537b34a79d\", \"20bd071b-8c7d-417c-ac3f-671b5fbe4fa0\", \"c08b8584-70e9-4802-b3f9-5b2d81544299\"], \"total_duration\": 2558.0, \"total_sessions\": 5, \"mean_week_duration\": 16.293}, \"51448\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-10 13:35:39.000000+00:00\", \"2020-04-01 02:11:02.000000+00:00\"], \"session_ids\": [\"ff0ce77e-383f-44b1-8c47-092a24b8cc91\", \"3a03d27f-5256-4a18-ad37-1abc57e4e211\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}, \"29066\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-07-04 07:13:25.000000+00:00\", \"2023-03-21 05:44:51.000000+00:00\", \"2021-12-19 17:05:22.000000+00:00\", \"2023-04-10 17:08:03.000000+00:00\"], \"session_ids\": [\"94ad866f-31c0-4afe-a773-ea24e205ab11\", \"33d46886-b7f6-40ee-8ba2-cf1973805539\", \"261d0f2b-b60b-4cd8-8ec4-c806356937d9\", \"de3fe303-c73a-4854-8514-f7d57ed4e3d5\"], \"total_duration\": 367.0, \"total_sessions\": 4, \"mean_week_duration\": 5.319}, \"42800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-21 08:02:14.000000+00:00\", \"2020-10-06 05:31:47.000000+00:00\"], \"session_ids\": [\"ee04e6d7-3a98-4fc3-bad5-a80da62c8994\", \"fc320c21-4681-4563-b065-58d43f3fe682\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 36.364}, \"44719\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-04-17 21:49:28.000000+00:00\", \"2021-08-29 20:11:23.000000+00:00\"], \"session_ids\": [\"57a00f38-4dc7-472e-8453-22a145de4346\", \"e1d733c6-71e6-40ba-83f0-9f0cd488924e\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}, \"65135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-26 00:23:37.000000+00:00\", \"2020-03-28 02:50:38.000000+00:00\"], \"session_ids\": [\"4ffa8b2e-41ef-4703-ad1d-6c7a2285042b\", \"4db3bede-c0d7-47f3-8d4b-1d319e063e93\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 7.457}, \"22284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-06 01:23:00.000000+00:00\", \"2020-07-31 02:01:00.000000+00:00\"], \"session_ids\": [\"0d7746f7-b3ea-47ae-8ac5-6bf2b24e85f2\", \"8cd51fb4-012b-48ae-ab15-392c24ec8f68\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.107}, \"26068\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-03-25 16:43:31.000000+00:00\", \"2019-09-25 15:22:35.000000+00:00\", \"2021-07-03 17:36:22.000000+00:00\", \"2021-01-30 13:13:30.000000+00:00\"], \"session_ids\": [\"007f1f18-a15a-41af-99b4-aa12e373bbfc\", \"3cfbd3d3-3815-4bc8-95ec-39b252207d46\", \"8d83596e-3406-4598-a5fc-cb8038b02aa7\", \"d46adfca-3005-41ae-84b6-107af9b364ff\"], \"total_duration\": 267.0, \"total_sessions\": 4, \"mean_week_duration\": 2.038}, \"55796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-02-11 21:11:58.000000+00:00\", \"2020-01-16 07:39:14.000000+00:00\", \"2020-12-31 18:12:09.000000+00:00\", \"2021-05-21 01:07:07.000000+00:00\", \"2020-04-14 22:42:29.000000+00:00\", \"2022-02-25 12:16:34.000000+00:00\"], \"session_ids\": [\"83a993a0-7e38-4ed4-b8e7-27c504d5203e\", \"effff468-342d-45b2-a762-9d01c1f36ce2\", \"ad423151-3440-40d5-8895-361a124e21ad\", \"db781dd1-566f-4246-93d3-e2d2566fd4f0\", \"1c4b38a3-5ae4-4d69-b5b6-75622fcc79b6\", \"dc86e0ff-23f8-4251-9dbe-172fb21892da\"], \"total_duration\": 529.0, \"total_sessions\": 6, \"mean_week_duration\": 4.766}, \"68124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-09 01:05:49.000000+00:00\", \"2019-10-20 08:55:17.000000+00:00\"], \"session_ids\": [\"a01107ea-1de8-4454-ab5f-8e51110a5734\", \"43e92468-0400-40d6-9db6-26eecff99a38\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 5.08}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with 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[{\"51448\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-10 13:35:39.000000+00:00\", \"2020-04-01 02:11:02.000000+00:00\"], \"session_ids\": [\"ff0ce77e-383f-44b1-8c47-092a24b8cc91\", \"3a03d27f-5256-4a18-ad37-1abc57e4e211\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}}, {\"42800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-21 08:02:14.000000+00:00\", \"2020-10-06 05:31:47.000000+00:00\"], \"session_ids\": [\"ee04e6d7-3a98-4fc3-bad5-a80da62c8994\", \"fc320c21-4681-4563-b065-58d43f3fe682\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 36.364}}, {\"44719\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-04-17 21:49:28.000000+00:00\", \"2021-08-29 20:11:23.000000+00:00\"], \"session_ids\": [\"57a00f38-4dc7-472e-8453-22a145de4346\", \"e1d733c6-71e6-40ba-83f0-9f0cd488924e\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}}]\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[{\"44719\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-04-17 21:49:28.000000+00:00\", \"2021-08-29 20:11:23.000000+00:00\"], \"session_ids\": [\"57a00f38-4dc7-472e-8453-22a145de4346\", \"e1d733c6-71e6-40ba-83f0-9f0cd488924e\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}}, {\"42800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-21 08:02:14.000000+00:00\", \"2020-10-06 05:31:47.000000+00:00\"], \"session_ids\": [\"ee04e6d7-3a98-4fc3-bad5-a80da62c8994\", \"fc320c21-4681-4563-b065-58d43f3fe682\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 36.364}}, {\"51448\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-10 13:35:39.000000+00:00\", \"2020-04-01 02:11:02.000000+00:00\"], \"session_ids\": [\"ff0ce77e-383f-44b1-8c47-092a24b8cc91\", \"3a03d27f-5256-4a18-ad37-1abc57e4e211\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}}]\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[{\"44719\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-04-17 21:49:28.000000+00:00\", \"2021-08-29 20:11:23.000000+00:00\"], \"session_ids\": [\"57a00f38-4dc7-472e-8453-22a145de4346\", \"e1d733c6-71e6-40ba-83f0-9f0cd488924e\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}}, {\"42800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-21 08:02:14.000000+00:00\", \"2020-10-06 05:31:47.000000+00:00\"], \"session_ids\": [\"ee04e6d7-3a98-4fc3-bad5-a80da62c8994\", \"fc320c21-4681-4563-b065-58d43f3fe682\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 36.364}}]\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[{\"44719\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-04-17 21:49:28.000000+00:00\", \"2021-08-29 20:11:23.000000+00:00\"], \"session_ids\": [\"57a00f38-4dc7-472e-8453-22a145de4346\", \"e1d733c6-71e6-40ba-83f0-9f0cd488924e\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}}, {\"42800\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-21 08:02:14.000000+00:00\", \"2020-10-06 05:31:47.000000+00:00\"], \"session_ids\": [\"ee04e6d7-3a98-4fc3-bad5-a80da62c8994\", \"fc320c21-4681-4563-b065-58d43f3fe682\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 36.364}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about users who have quantity of sessions strictly bigger than 5 and smaller than 10 plus do sorting by name of the town in ascending order + remain only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"9579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-12-05 00:54:20.000000+00:00\", \"2022-04-15 08:59:10.000000+00:00\", \"2019-11-23 00:53:11.000000+00:00\", \"2019-09-15 16:56:42.000000+00:00\", \"2019-09-27 18:20:38.000000+00:00\", \"2019-12-04 16:49:42.000000+00:00\", \"2022-10-18 06:04:21.000000+00:00\"], \"session_ids\": [\"f3633e63-43f0-473b-8291-3b2808541edf\", \"c38024d1-3d12-41a3-b142-f36266b03f9a\", \"dc4dd992-f2ff-4714-8484-85d4cb95af06\", \"d216abe6-70d6-4cbb-b287-fba31cc14976\", \"96d56358-e393-4f15-944a-a9029dc7b19d\", \"377296dc-b001-460b-b4e7-989296919989\", \"03657609-8dae-4160-96aa-40fd24055214\"], \"total_duration\": 298.0, \"total_sessions\": 7, \"mean_week_duration\": 1.84}, \"79654\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-05-26 07:38:44.000000+00:00\", \"2022-12-24 16:56:26.000000+00:00\", \"2022-12-20 16:00:49.000000+00:00\"], \"session_ids\": [\"7aefa00a-0e3b-4a0d-8dc6-2b69045fec87\", \"538a9c35-3811-4f84-a6ab-c876c5b9c325\", \"12f1c50b-fce4-418f-9ca4-59b786d86176\"], \"total_duration\": 405.0, \"total_sessions\": 3, \"mean_week_duration\": 17.609}, \"9533\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-01-04 09:12:59.000000+00:00\", \"2020-01-04 00:55:13.000000+00:00\"], \"session_ids\": [\"d84a655d-bcfc-477d-bf7c-e5c5e6dec2d6\", \"27543538-587d-43a5-bb76-f785b291f1a4\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 281.0}, \"34394\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-08 21:35:43.000000+00:00\", \"2021-04-26 04:19:55.000000+00:00\"], \"session_ids\": [\"fbc6d1a8-30c9-4c23-acf1-af4419f2228e\", \"514803d6-bba8-4104-8070-2955e3f71460\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 2.2}, \"77383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-21 10:01:50.000000+00:00\", \"2021-02-05 14:04:36.000000+00:00\"], \"session_ids\": [\"1dedd7a5-cc11-42c5-bcb3-409f6b94bf49\", \"af25fa20-7403-4ea0-a8dc-60b23a6ab742\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 2.405}, \"20721\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-03-24 22:44:02.000000+00:00\", \"2020-09-11 09:25:09.000000+00:00\"], \"session_ids\": [\"2975ec7a-6c8c-4ac6-ad39-ae0d6f28c6ab\", \"d5bc06d9-bce2-4bae-8d0a-f57904752e57\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.896}, \"46189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-13 12:48:49.000000+00:00\", \"2020-04-02 15:22:32.000000+00:00\", \"2023-05-16 03:30:00.000000+00:00\", \"2020-12-31 00:12:07.000000+00:00\", \"2020-11-04 21:22:14.000000+00:00\", \"2020-02-19 20:36:40.000000+00:00\", \"2021-01-08 22:49:43.000000+00:00\", \"2022-02-22 10:05:04.000000+00:00\", \"2022-12-29 06:10:18.000000+00:00\", \"2021-01-29 10:23:50.000000+00:00\"], \"session_ids\": [\"d3a89bf3-d39d-40f2-ac1d-f5de9856c11e\", \"7611980a-3ea7-46bf-b786-e44f6525782e\", \"66cfe449-5f4b-43e4-b636-80fa0a5745af\", \"22bc1815-f72e-42b5-8cf5-1493d57dceec\", \"2f284e17-7932-4840-a428-999a3672893f\", \"79e6cb47-6257-4d85-8097-bc2db44da567\", \"1a042577-7b8c-4ff5-a154-e518c6ff3939\", \"f1c941dc-1255-4adc-b883-bf3c52931f34\", \"fe6c03f3-6b52-4407-9cc2-ee0d5b569d7a\", \"adb31bc8-133f-4a97-8237-676f0977a979\"], \"total_duration\": 10304.0, \"total_sessions\": 10, \"mean_week_duration\": 53.667}, \"65107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-06 13:12:03.000000+00:00\", \"2019-12-17 22:35:30.000000+00:00\", \"2023-03-20 21:15:33.000000+00:00\", \"2019-10-22 23:19:19.000000+00:00\", \"2022-01-25 17:56:36.000000+00:00\", \"2021-03-28 05:23:06.000000+00:00\", \"2019-04-14 18:01:09.000000+00:00\", \"2021-01-12 06:13:30.000000+00:00\", \"2019-02-16 20:17:52.000000+00:00\", \"2020-10-28 08:05:13.000000+00:00\", \"2019-08-05 02:26:20.000000+00:00\"], \"session_ids\": [\"4a9f4566-32c7-4c2a-a063-36b94955d6b4\", \"bb3aa244-0570-4cdc-8873-864b6119350f\", \"5dd3327c-1616-4468-87ad-c44b996d802d\", \"86b54935-47db-4d54-9dda-d5bd28260ff4\", \"ef7e9da0-fc85-4ee1-887a-3bc951b42657\", \"ce196a1b-4931-4617-8c8a-60bb097362a6\", \"9a4126c4-ea1f-42f9-99ff-05529cb56462\", \"d50c548b-b635-4db0-b3a8-6d16418369ad\", \"31d382fd-6335-4a9d-a93c-abd42ac56183\", \"686e8001-1fb9-463a-a003-788ead0c5c39\", \"9799ee0e-bc9a-41c0-9be8-e372cdb27697\"], \"total_duration\": 21610.0, \"total_sessions\": 11, \"mean_week_duration\": 100.981}, \"75659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-12-16 15:50:51.000000+00:00\", \"2021-07-03 16:23:58.000000+00:00\"], \"session_ids\": [\"e0f58ff6-4c1b-4c63-85fa-f9d6240e0347\", \"9c7a3c77-9d14-4296-8e43-6f70de3e7c50\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 10.931}, \"84462\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-09 18:17:00.000000+00:00\", \"2021-11-06 00:03:49.000000+00:00\"], \"session_ids\": [\"3a55d4d6-b4c7-4e22-8161-8f97ca936ea7\", \"8a9ada07-c649-4f3d-ac81-d923214160a2\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 148.0}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are greater than 5 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\": [[5, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"9579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-12-05 00:54:20.000000+00:00\", \"2022-04-15 08:59:10.000000+00:00\", \"2019-11-23 00:53:11.000000+00:00\", \"2019-09-15 16:56:42.000000+00:00\", \"2019-09-27 18:20:38.000000+00:00\", \"2019-12-04 16:49:42.000000+00:00\", \"2022-10-18 06:04:21.000000+00:00\"], \"session_ids\": [\"f3633e63-43f0-473b-8291-3b2808541edf\", \"c38024d1-3d12-41a3-b142-f36266b03f9a\", \"dc4dd992-f2ff-4714-8484-85d4cb95af06\", \"d216abe6-70d6-4cbb-b287-fba31cc14976\", \"96d56358-e393-4f15-944a-a9029dc7b19d\", \"377296dc-b001-460b-b4e7-989296919989\", \"03657609-8dae-4160-96aa-40fd24055214\"], \"total_duration\": 298.0, \"total_sessions\": 7, \"mean_week_duration\": 1.84}, \"46189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-13 12:48:49.000000+00:00\", \"2020-04-02 15:22:32.000000+00:00\", \"2023-05-16 03:30:00.000000+00:00\", \"2020-12-31 00:12:07.000000+00:00\", \"2020-11-04 21:22:14.000000+00:00\", \"2020-02-19 20:36:40.000000+00:00\", \"2021-01-08 22:49:43.000000+00:00\", \"2022-02-22 10:05:04.000000+00:00\", \"2022-12-29 06:10:18.000000+00:00\", \"2021-01-29 10:23:50.000000+00:00\"], \"session_ids\": [\"d3a89bf3-d39d-40f2-ac1d-f5de9856c11e\", \"7611980a-3ea7-46bf-b786-e44f6525782e\", \"66cfe449-5f4b-43e4-b636-80fa0a5745af\", \"22bc1815-f72e-42b5-8cf5-1493d57dceec\", \"2f284e17-7932-4840-a428-999a3672893f\", \"79e6cb47-6257-4d85-8097-bc2db44da567\", \"1a042577-7b8c-4ff5-a154-e518c6ff3939\", \"f1c941dc-1255-4adc-b883-bf3c52931f34\", \"fe6c03f3-6b52-4407-9cc2-ee0d5b569d7a\", \"adb31bc8-133f-4a97-8237-676f0977a979\"], \"total_duration\": 10304.0, \"total_sessions\": 10, \"mean_week_duration\": 53.667}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"9579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-12-05 00:54:20.000000+00:00\", \"2022-04-15 08:59:10.000000+00:00\", \"2019-11-23 00:53:11.000000+00:00\", \"2019-09-15 16:56:42.000000+00:00\", \"2019-09-27 18:20:38.000000+00:00\", \"2019-12-04 16:49:42.000000+00:00\", \"2022-10-18 06:04:21.000000+00:00\"], \"session_ids\": [\"f3633e63-43f0-473b-8291-3b2808541edf\", \"c38024d1-3d12-41a3-b142-f36266b03f9a\", \"dc4dd992-f2ff-4714-8484-85d4cb95af06\", \"d216abe6-70d6-4cbb-b287-fba31cc14976\", \"96d56358-e393-4f15-944a-a9029dc7b19d\", \"377296dc-b001-460b-b4e7-989296919989\", \"03657609-8dae-4160-96aa-40fd24055214\"], \"total_duration\": 298.0, \"total_sessions\": 7, \"mean_week_duration\": 1.84}}, {\"46189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-13 12:48:49.000000+00:00\", \"2020-04-02 15:22:32.000000+00:00\", \"2023-05-16 03:30:00.000000+00:00\", \"2020-12-31 00:12:07.000000+00:00\", \"2020-11-04 21:22:14.000000+00:00\", \"2020-02-19 20:36:40.000000+00:00\", \"2021-01-08 22:49:43.000000+00:00\", \"2022-02-22 10:05:04.000000+00:00\", \"2022-12-29 06:10:18.000000+00:00\", \"2021-01-29 10:23:50.000000+00:00\"], \"session_ids\": [\"d3a89bf3-d39d-40f2-ac1d-f5de9856c11e\", \"7611980a-3ea7-46bf-b786-e44f6525782e\", \"66cfe449-5f4b-43e4-b636-80fa0a5745af\", \"22bc1815-f72e-42b5-8cf5-1493d57dceec\", \"2f284e17-7932-4840-a428-999a3672893f\", \"79e6cb47-6257-4d85-8097-bc2db44da567\", \"1a042577-7b8c-4ff5-a154-e518c6ff3939\", \"f1c941dc-1255-4adc-b883-bf3c52931f34\", \"fe6c03f3-6b52-4407-9cc2-ee0d5b569d7a\", \"adb31bc8-133f-4a97-8237-676f0977a979\"], \"total_duration\": 10304.0, \"total_sessions\": 10, \"mean_week_duration\": 53.667}}]\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[{\"9579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-12-05 00:54:20.000000+00:00\", \"2022-04-15 08:59:10.000000+00:00\", \"2019-11-23 00:53:11.000000+00:00\", \"2019-09-15 16:56:42.000000+00:00\", \"2019-09-27 18:20:38.000000+00:00\", \"2019-12-04 16:49:42.000000+00:00\", \"2022-10-18 06:04:21.000000+00:00\"], \"session_ids\": [\"f3633e63-43f0-473b-8291-3b2808541edf\", \"c38024d1-3d12-41a3-b142-f36266b03f9a\", \"dc4dd992-f2ff-4714-8484-85d4cb95af06\", \"d216abe6-70d6-4cbb-b287-fba31cc14976\", \"96d56358-e393-4f15-944a-a9029dc7b19d\", \"377296dc-b001-460b-b4e7-989296919989\", \"03657609-8dae-4160-96aa-40fd24055214\"], \"total_duration\": 298.0, \"total_sessions\": 7, \"mean_week_duration\": 1.84}}, {\"46189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-13 12:48:49.000000+00:00\", \"2020-04-02 15:22:32.000000+00:00\", \"2023-05-16 03:30:00.000000+00:00\", \"2020-12-31 00:12:07.000000+00:00\", \"2020-11-04 21:22:14.000000+00:00\", \"2020-02-19 20:36:40.000000+00:00\", \"2021-01-08 22:49:43.000000+00:00\", \"2022-02-22 10:05:04.000000+00:00\", \"2022-12-29 06:10:18.000000+00:00\", \"2021-01-29 10:23:50.000000+00:00\"], \"session_ids\": [\"d3a89bf3-d39d-40f2-ac1d-f5de9856c11e\", \"7611980a-3ea7-46bf-b786-e44f6525782e\", \"66cfe449-5f4b-43e4-b636-80fa0a5745af\", \"22bc1815-f72e-42b5-8cf5-1493d57dceec\", \"2f284e17-7932-4840-a428-999a3672893f\", \"79e6cb47-6257-4d85-8097-bc2db44da567\", \"1a042577-7b8c-4ff5-a154-e518c6ff3939\", \"f1c941dc-1255-4adc-b883-bf3c52931f34\", \"fe6c03f3-6b52-4407-9cc2-ee0d5b569d7a\", \"adb31bc8-133f-4a97-8237-676f0977a979\"], \"total_duration\": 10304.0, \"total_sessions\": 10, \"mean_week_duration\": 53.667}}]\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[{\"9579\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-12-05 00:54:20.000000+00:00\", \"2022-04-15 08:59:10.000000+00:00\", \"2019-11-23 00:53:11.000000+00:00\", \"2019-09-15 16:56:42.000000+00:00\", \"2019-09-27 18:20:38.000000+00:00\", \"2019-12-04 16:49:42.000000+00:00\", \"2022-10-18 06:04:21.000000+00:00\"], \"session_ids\": [\"f3633e63-43f0-473b-8291-3b2808541edf\", \"c38024d1-3d12-41a3-b142-f36266b03f9a\", \"dc4dd992-f2ff-4714-8484-85d4cb95af06\", \"d216abe6-70d6-4cbb-b287-fba31cc14976\", \"96d56358-e393-4f15-944a-a9029dc7b19d\", \"377296dc-b001-460b-b4e7-989296919989\", \"03657609-8dae-4160-96aa-40fd24055214\"], \"total_duration\": 298.0, \"total_sessions\": 7, \"mean_week_duration\": 1.84}}, {\"46189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-13 12:48:49.000000+00:00\", \"2020-04-02 15:22:32.000000+00:00\", \"2023-05-16 03:30:00.000000+00:00\", \"2020-12-31 00:12:07.000000+00:00\", \"2020-11-04 21:22:14.000000+00:00\", \"2020-02-19 20:36:40.000000+00:00\", \"2021-01-08 22:49:43.000000+00:00\", \"2022-02-22 10:05:04.000000+00:00\", \"2022-12-29 06:10:18.000000+00:00\", \"2021-01-29 10:23:50.000000+00:00\"], \"session_ids\": [\"d3a89bf3-d39d-40f2-ac1d-f5de9856c11e\", \"7611980a-3ea7-46bf-b786-e44f6525782e\", \"66cfe449-5f4b-43e4-b636-80fa0a5745af\", \"22bc1815-f72e-42b5-8cf5-1493d57dceec\", \"2f284e17-7932-4840-a428-999a3672893f\", \"79e6cb47-6257-4d85-8097-bc2db44da567\", \"1a042577-7b8c-4ff5-a154-e518c6ff3939\", \"f1c941dc-1255-4adc-b883-bf3c52931f34\", \"fe6c03f3-6b52-4407-9cc2-ee0d5b569d7a\", \"adb31bc8-133f-4a97-8237-676f0977a979\"], \"total_duration\": 10304.0, \"total_sessions\": 10, \"mean_week_duration\": 53.667}}]\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 6 users whose quantity of sessions exceeds 4 while staying below 7, exclusively 7 additionaly implement sorting by app usage time from the smallest value to the largest 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{\"19299\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-09 20:11:02.000000+00:00\", \"2021-12-01 20:35:03.000000+00:00\", \"2021-10-06 08:54:22.000000+00:00\"], \"session_ids\": [\"9e320dca-7c79-416b-889d-f07bfb42d872\", \"3020ef52-4670-4bb4-9c37-50c0a472272f\", \"d3a95f3d-9626-46db-b534-a0c94eced0dd\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.807}, \"13133\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-09 06:35:56.000000+00:00\", \"2023-02-07 01:36:13.000000+00:00\", \"2021-06-29 06:00:14.000000+00:00\"], \"session_ids\": [\"08de2c55-beff-4624-bb83-3bcadf32e499\", \"141301fb-5982-4615-8f44-24c99669a7ad\", \"7c448217-368c-43be-a112-ef3987a5338c\"], \"total_duration\": 1066.0, \"total_sessions\": 3, \"mean_week_duration\": 10.99}, \"56440\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-01-06 12:13:50.000000+00:00\", \"2022-06-15 07:20:41.000000+00:00\"], \"session_ids\": [\"85bb38ad-8017-42ac-b0c8-0b6a9091ea3e\", \"55875b93-1f8d-494a-80e9-65f304b0cded\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 1.039}, \"24928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-10-11 08:02:57.000000+00:00\", \"2019-05-16 03:31:50.000000+00:00\"], \"session_ids\": [\"533f1358-ce0e-4dd8-8421-40235ba3d8d2\", \"18c22ba0-4647-401c-97ec-833986ec857d\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 1.818}, \"54348\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-25 18:53:03.000000+00:00\", \"2021-12-04 14:16:16.000000+00:00\", \"2023-05-04 09:06:06.000000+00:00\"], \"session_ids\": [\"b07d9694-9d7c-4355-9e23-82696ee6762c\", \"56c39e2b-495e-4a3f-af77-55e8ff251779\", \"b96e4c0d-769d-47b6-8217-20f2108f963a\"], \"total_duration\": 584.0, \"total_sessions\": 3, \"mean_week_duration\": 3.919}, \"27740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2020-12-24 07:03:59.000000+00:00\", \"2019-04-14 17:50:38.000000+00:00\"], \"session_ids\": [\"4e01a995-95b4-4e0d-9db9-0a90118fcca7\", \"f65fa86a-cbb9-43fa-94c8-388bf3ce0447\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 1.236}, \"40514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-03-16 04:23:37.000000+00:00\", \"2022-09-27 22:41:33.000000+00:00\"], \"session_ids\": [\"94fc2e52-d707-4cf6-8bd7-18471749bf95\", \"4698b518-bffe-488f-90b8-5d3a0539f9ec\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.098}, \"97680\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-04 10:41:01.000000+00:00\", \"2020-12-25 19:23:12.000000+00:00\", \"2021-10-02 14:14:34.000000+00:00\", \"2021-03-27 23:35:12.000000+00:00\", \"2022-07-19 20:36:58.000000+00:00\"], \"session_ids\": [\"42f3f475-d377-437f-95a8-dfe61b415868\", \"f7db0fd3-d277-4911-b3a4-ee1b470c0065\", \"21690477-8289-49ae-bb5f-85c4ae195a39\", \"f17b9a4e-fb5f-4566-9ea0-047e6d4859cd\", \"9723efc8-0d9a-4c03-ae61-6fcd3b995f94\"], \"total_duration\": 77.0, \"total_sessions\": 5, \"mean_week_duration\": 0.513}, \"84597\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-23 01:54:32.000000+00:00\", \"2019-10-01 20:01:01.000000+00:00\"], \"session_ids\": [\"4fde4f0e-2127-4f10-985d-43adbc1a4896\", \"af06eb65-cafe-4340-8dbf-7bdb379b543a\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 2.819}, \"55798\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-02-09 06:13:51.000000+00:00\", \"2020-04-16 16:55:10.000000+00:00\", \"2022-03-16 09:41:26.000000+00:00\", \"2019-09-23 07:12:26.000000+00:00\", \"2022-10-02 04:23:34.000000+00:00\", \"2019-11-05 10:01:51.000000+00:00\", \"2023-03-10 03:15:53.000000+00:00\", \"2021-03-15 18:55:26.000000+00:00\", \"2023-03-09 09:34:19.000000+00:00\", \"2022-05-10 08:49:43.000000+00:00\"], \"session_ids\": [\"99a6162e-0937-4ebe-aab8-5c5545515c74\", \"a83d3998-885d-451e-9d97-f6894d4b3fd2\", \"903c8d97-9018-415e-ab69-282e9382ba93\", \"906995a5-0cb9-47fd-b9f6-4c1f70f5ffdc\", \"48fc3de6-928d-4d93-9b8f-6bb976f57613\", \"ef834af2-601a-46fa-9ebb-b906ab322ee9\", \"998d7ca8-64f7-4984-892a-096ba572b999\", \"fcbd8be7-eee0-427e-b2b9-bbe2f28240b0\", \"6f09a88a-4d5c-4bdb-a407-122d7c40618a\", \"aaf6814d-0356-4f84-934b-ce6d7c85fe80\"], \"total_duration\": 39851.0, \"total_sessions\": 10, \"mean_week_duration\": 220.171}}\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 less than 7"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[4, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"97680\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-04 10:41:01.000000+00:00\", \"2020-12-25 19:23:12.000000+00:00\", \"2021-10-02 14:14:34.000000+00:00\", \"2021-03-27 23:35:12.000000+00:00\", \"2022-07-19 20:36:58.000000+00:00\"], \"session_ids\": [\"42f3f475-d377-437f-95a8-dfe61b415868\", \"f7db0fd3-d277-4911-b3a4-ee1b470c0065\", \"21690477-8289-49ae-bb5f-85c4ae195a39\", \"f17b9a4e-fb5f-4566-9ea0-047e6d4859cd\", \"9723efc8-0d9a-4c03-ae61-6fcd3b995f94\"], \"total_duration\": 77.0, \"total_sessions\": 5, \"mean_week_duration\": 0.513}}\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[{\"97680\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-04 10:41:01.000000+00:00\", \"2020-12-25 19:23:12.000000+00:00\", \"2021-10-02 14:14:34.000000+00:00\", \"2021-03-27 23:35:12.000000+00:00\", \"2022-07-19 20:36:58.000000+00:00\"], \"session_ids\": [\"42f3f475-d377-437f-95a8-dfe61b415868\", \"f7db0fd3-d277-4911-b3a4-ee1b470c0065\", \"21690477-8289-49ae-bb5f-85c4ae195a39\", \"f17b9a4e-fb5f-4566-9ea0-047e6d4859cd\", \"9723efc8-0d9a-4c03-ae61-6fcd3b995f94\"], \"total_duration\": 77.0, \"total_sessions\": 5, \"mean_week_duration\": 0.513}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"97680\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-04 10:41:01.000000+00:00\", \"2020-12-25 19:23:12.000000+00:00\", \"2021-10-02 14:14:34.000000+00:00\", \"2021-03-27 23:35:12.000000+00:00\", \"2022-07-19 20:36:58.000000+00:00\"], \"session_ids\": [\"42f3f475-d377-437f-95a8-dfe61b415868\", \"f7db0fd3-d277-4911-b3a4-ee1b470c0065\", \"21690477-8289-49ae-bb5f-85c4ae195a39\", \"f17b9a4e-fb5f-4566-9ea0-047e6d4859cd\", \"9723efc8-0d9a-4c03-ae61-6fcd3b995f94\"], \"total_duration\": 77.0, \"total_sessions\": 5, \"mean_week_duration\": 0.513}}]\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[{\"97680\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-04 10:41:01.000000+00:00\", \"2020-12-25 19:23:12.000000+00:00\", \"2021-10-02 14:14:34.000000+00:00\", \"2021-03-27 23:35:12.000000+00:00\", \"2022-07-19 20:36:58.000000+00:00\"], \"session_ids\": [\"42f3f475-d377-437f-95a8-dfe61b415868\", \"f7db0fd3-d277-4911-b3a4-ee1b470c0065\", \"21690477-8289-49ae-bb5f-85c4ae195a39\", \"f17b9a4e-fb5f-4566-9ea0-047e6d4859cd\", \"9723efc8-0d9a-4c03-ae61-6fcd3b995f94\"], \"total_duration\": 77.0, \"total_sessions\": 5, \"mean_week_duration\": 0.513}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm interested in learning about 5 users who have overall quantity of sessions = 4 and apply sorting by total_duration ascending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"90972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-17 19:41:12.000000+00:00\", \"2022-11-19 14:37:45.000000+00:00\", \"2023-05-19 07:01:00.000000+00:00\", \"2021-04-05 11:18:55.000000+00:00\", \"2022-10-05 12:13:18.000000+00:00\", \"2022-09-16 17:17:31.000000+00:00\", \"2020-12-29 19:49:02.000000+00:00\"], \"session_ids\": [\"560d194a-5929-44d8-ac63-4f36110c4b0a\", \"7dfccef4-5c52-4c70-96d4-41a63a2cdccd\", \"a90cc9bf-61f4-4453-9061-cc68dcf60366\", \"b1ef8a44-cf6f-4fe2-80d5-ff1c4a9c839d\", \"778935f3-b9c9-4ba5-beb8-adabf40aad2c\", \"21f337e1-b9bc-4ec7-b5ee-65fc1ee2f78f\", \"5541c3ce-764b-4797-891e-f574e9292a13\"], \"total_duration\": 169.0, \"total_sessions\": 7, \"mean_week_duration\": 1.352}, \"37268\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-17 02:33:35.000000+00:00\", \"2020-09-02 22:52:52.000000+00:00\", \"2022-08-12 04:41:08.000000+00:00\", \"2023-04-25 07:30:46.000000+00:00\", \"2022-11-07 18:28:01.000000+00:00\", \"2019-04-14 17:45:12.000000+00:00\", \"2022-03-26 23:13:48.000000+00:00\", \"2021-12-22 15:22:47.000000+00:00\", \"2022-05-23 14:49:41.000000+00:00\", \"2019-03-03 14:32:16.000000+00:00\", \"2021-08-09 12:11:20.000000+00:00\"], \"session_ids\": [\"45e85f38-434a-407d-9972-2a23148bec04\", \"6618ada0-48c4-4b5f-81ab-789cd44bd320\", \"911d32c0-88c6-4804-b71f-98742486d8b4\", \"669f16fc-4910-49af-9e5f-6720e29ba543\", \"0da0bf35-1607-44ec-b2ae-8515e13364c4\", \"8addd61e-ffac-49fe-b18f-b671d76d67f6\", \"f5c7cafe-4aa9-42bd-82ec-ee198f90f995\", \"e27f3f92-06e7-410f-8eab-9fc40c38f79e\", \"917dfbb5-6a35-4075-aef3-3efd1f547168\", \"f3538aae-1164-4ab7-a343-04ca5db6c0c9\", \"795d6a1e-84eb-487d-9569-e5ef84f81201\"], \"total_duration\": 6940.0, \"total_sessions\": 11, \"mean_week_duration\": 31.982}, \"86434\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 10, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-18 00:13:23.000000+00:00\", \"2019-05-18 22:30:54.000000+00:00\", \"2021-03-24 13:36:39.000000+00:00\"], \"session_ids\": [\"dc6e1ffd-6e74-4b3d-8f6d-c557a6b6c4f1\", \"a343675f-da11-46f1-8148-0bffabbb854c\", \"e581ed7c-1205-4548-9be3-259ab3b69ca8\"], \"total_duration\": 310.0, \"total_sessions\": 3, \"mean_week_duration\": 3.196}, \"63741\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-06 11:51:45.000000+00:00\", \"2020-08-30 11:39:26.000000+00:00\", \"2019-08-21 04:39:57.000000+00:00\"], \"session_ids\": [\"e25321ab-b445-4389-a888-b2bd3da63f1d\", \"278ce3ec-7be0-4530-87f1-0cde7db00bba\", \"d234f408-27d4-4c82-8d6a-450ca088ed02\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.457}, \"97535\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-28 02:40:38.000000+00:00\", \"2020-02-11 05:00:59.000000+00:00\", \"2019-07-11 06:42:27.000000+00:00\"], \"session_ids\": [\"f20d6c02-4efd-4c89-a47b-6429d021e4ec\", \"89b8515c-74be-4134-911d-5fa68f33cc16\", \"57b8f5e2-d9b9-4894-9c6a-e5b449b320db\"], \"total_duration\": 292.0, \"total_sessions\": 3, \"mean_week_duration\": 3.244}, \"67545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-09 00:39:37.000000+00:00\", \"2021-01-26 18:25:25.000000+00:00\", \"2019-07-11 16:41:35.000000+00:00\", \"2019-08-27 15:41:39.000000+00:00\"], \"session_ids\": [\"0d138259-ac34-4920-9025-802e246345c4\", \"052696fa-adea-40da-bb52-6692267f3572\", \"79ca230c-f6c6-436c-b9d5-15edd34a4802\", \"b4b3ed1a-16b7-4260-9b1b-4242a1e1b872\"], \"total_duration\": 1234.0, \"total_sessions\": 4, \"mean_week_duration\": 15.235}, \"91167\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-10-23 03:10:25.000000+00:00\", \"2022-09-18 01:06:48.000000+00:00\"], \"session_ids\": [\"21e79693-9aba-4e55-8f6e-809b7b5baa4d\", \"b207bad0-368c-4cb9-bad5-83a63f634b2a\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 31.6}, \"78570\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-09 16:01:05.000000+00:00\", \"2021-07-19 06:19:57.000000+00:00\"], \"session_ids\": [\"3319d514-f658-487f-9ca6-00a8895f7ae9\", \"3b776055-1be9-4b0b-b474-edd5c028785b\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 13.821}, \"13796\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-02-03 04:19:51.000000+00:00\", \"2022-11-12 19:32:41.000000+00:00\", \"2022-11-18 20:27:02.000000+00:00\", \"2023-01-02 12:26:05.000000+00:00\", \"2020-12-14 01:31:25.000000+00:00\", \"2021-06-13 05:45:36.000000+00:00\", \"2021-01-01 21:02:44.000000+00:00\", \"2019-03-28 19:12:13.000000+00:00\"], \"session_ids\": [\"e9123b63-d4af-40f4-ad6c-3a595c470598\", \"23e4d810-26c9-4347-a0e7-83021ef90ea6\", \"20d687d8-cb6e-4c64-ae70-ca697849f825\", \"b672c5ad-61c7-4332-b89f-01f052f300ce\", \"2811eace-acf6-4764-878d-9e5fcd269c07\", \"e945139f-2207-414c-849f-2884fa14118c\", \"127e7673-f0ce-41f5-b343-801d075da605\", \"409b68fd-395f-4c56-8f1c-080eef1cc795\"], \"total_duration\": 261.0, \"total_sessions\": 8, \"mean_week_duration\": 1.325}, \"22976\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-04-07 16:45:19.000000+00:00\", \"2019-07-29 22:48:14.000000+00:00\"], \"session_ids\": [\"f7777d4b-e417-4baf-83de-c7ceb20138db\", \"028e8c01-3b60-43e4-a6f3-6745ac94a93c\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.15}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"67545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-09 00:39:37.000000+00:00\", \"2021-01-26 18:25:25.000000+00:00\", \"2019-07-11 16:41:35.000000+00:00\", \"2019-08-27 15:41:39.000000+00:00\"], \"session_ids\": [\"0d138259-ac34-4920-9025-802e246345c4\", \"052696fa-adea-40da-bb52-6692267f3572\", \"79ca230c-f6c6-436c-b9d5-15edd34a4802\", \"b4b3ed1a-16b7-4260-9b1b-4242a1e1b872\"], \"total_duration\": 1234.0, \"total_sessions\": 4, \"mean_week_duration\": 15.235}}\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[{\"67545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-09 00:39:37.000000+00:00\", \"2021-01-26 18:25:25.000000+00:00\", \"2019-07-11 16:41:35.000000+00:00\", \"2019-08-27 15:41:39.000000+00:00\"], \"session_ids\": [\"0d138259-ac34-4920-9025-802e246345c4\", \"052696fa-adea-40da-bb52-6692267f3572\", \"79ca230c-f6c6-436c-b9d5-15edd34a4802\", \"b4b3ed1a-16b7-4260-9b1b-4242a1e1b872\"], \"total_duration\": 1234.0, \"total_sessions\": 4, \"mean_week_duration\": 15.235}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"67545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-09 00:39:37.000000+00:00\", \"2021-01-26 18:25:25.000000+00:00\", \"2019-07-11 16:41:35.000000+00:00\", \"2019-08-27 15:41:39.000000+00:00\"], \"session_ids\": [\"0d138259-ac34-4920-9025-802e246345c4\", \"052696fa-adea-40da-bb52-6692267f3572\", \"79ca230c-f6c6-436c-b9d5-15edd34a4802\", \"b4b3ed1a-16b7-4260-9b1b-4242a1e1b872\"], \"total_duration\": 1234.0, \"total_sessions\": 4, \"mean_week_duration\": 15.235}}]\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[{\"67545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-09 00:39:37.000000+00:00\", \"2021-01-26 18:25:25.000000+00:00\", \"2019-07-11 16:41:35.000000+00:00\", \"2019-08-27 15:41:39.000000+00:00\"], \"session_ids\": [\"0d138259-ac34-4920-9025-802e246345c4\", \"052696fa-adea-40da-bb52-6692267f3572\", \"79ca230c-f6c6-436c-b9d5-15edd34a4802\", \"b4b3ed1a-16b7-4260-9b1b-4242a1e1b872\"], \"total_duration\": 1234.0, \"total_sessions\": 4, \"mean_week_duration\": 15.235}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm interested in learning about 7 users who have mean_week_duration <= than 13 additionaly put to use sorting by duration of sessions per week 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{\"68535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-01 13:39:28.000000+00:00\", \"2023-04-06 07:49:56.000000+00:00\", \"2022-02-11 03:17:47.000000+00:00\"], \"session_ids\": [\"ea55cee4-1e1f-48d6-9fe6-d98c54b7c492\", \"f7db3e61-6bef-4209-8187-a1bbd37eebc1\", \"f27c1692-862f-47e3-aa8b-680eefa2932c\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.241}, \"85855\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-29 05:55:24.000000+00:00\", \"2023-06-06 20:19:34.000000+00:00\"], \"session_ids\": [\"aaf59d53-fe6f-45c0-a8bb-390d592e5981\", \"c54d7c8f-46aa-4221-a65f-d7033321cff1\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.199}, \"41809\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-05 19:19:49.000000+00:00\", \"2021-11-16 08:53:41.000000+00:00\"], \"session_ids\": [\"aa83c0eb-f2fe-429e-b05c-55b25fa37dd8\", \"a09a02e2-f3f0-4c38-913a-b728e310c5d6\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 19.333}, \"91853\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-17 01:44:13.000000+00:00\", \"2022-01-26 01:20:54.000000+00:00\", \"2019-03-22 05:42:29.000000+00:00\"], \"session_ids\": [\"82525672-b0db-4fa4-94b1-4c9001699c19\", \"42b1646d-6f84-4887-9dd2-b0e04c909dad\", \"8476fb8a-2c2b-4fa1-956e-07536e93283b\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.475}, \"73258\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-11 16:49:49.000000+00:00\", \"2022-02-24 17:47:40.000000+00:00\", \"2021-05-20 23:44:48.000000+00:00\", \"2019-04-29 20:11:54.000000+00:00\"], \"session_ids\": [\"9836a1b3-262f-4aed-bff1-dc788d4b14b0\", \"c16d082d-d1f8-4aa5-93bd-8642b5e33728\", \"5b829fd0-0bc5-46a1-ae81-01d2a6bd6421\", \"e8fdfc43-3448-40e5-93d8-36f67348af9a\"], \"total_duration\": 262.0, \"total_sessions\": 4, \"mean_week_duration\": 1.77}, \"86687\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-29 19:14:51.000000+00:00\", \"2021-05-28 20:14:26.000000+00:00\"], \"session_ids\": [\"fd666396-7405-4ba8-a34f-8f23d9f8baf4\", \"71d246d8-3874-42a3-8123-71e2cb6ae035\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 4.494}, \"13836\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-01 15:39:47.000000+00:00\", \"2021-11-26 19:16:34.000000+00:00\"], \"session_ids\": [\"0ef1d1db-8249-461e-b9c8-c7549b137764\", \"040574ff-c1b4-4308-837a-227344cf1567\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 5.403}, \"29334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-18 10:55:03.000000+00:00\", \"2021-12-13 12:34:19.000000+00:00\", \"2021-12-16 23:40:18.000000+00:00\", \"2021-02-27 14:05:39.000000+00:00\", \"2021-10-08 13:34:00.000000+00:00\", \"2020-12-10 18:38:27.000000+00:00\", \"2019-02-28 20:05:01.000000+00:00\", \"2019-01-27 03:30:54.000000+00:00\"], \"session_ids\": [\"ce77f77d-5459-4575-980a-9b984905bea3\", \"17591964-4dd4-4dd2-b1cb-8b99deb87433\", \"82709ebf-64f3-4010-8c5c-cea6fbd3eae4\", \"2bdd4b40-152f-4045-bf23-7c4ab861b18e\", \"c05c6737-931f-44d9-94fc-e93280b94ccf\", \"12fcdefc-62b5-436c-be17-d30a6af7620c\", \"6dcd1d41-99ea-4e30-988c-dce735f1671f\", \"6ceb3931-04c5-4e32-9ac5-5fce8f8f602e\"], \"total_duration\": 857.0, \"total_sessions\": 8, \"mean_week_duration\": 4.608}, \"70738\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-12-15 16:29:59.000000+00:00\", \"2022-02-24 22:10:53.000000+00:00\"], \"session_ids\": [\"f96b713c-5095-468b-8a40-3e3002622c9e\", \"284aa4de-26b6-4b45-87dc-9db20f808c47\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 6.651}, \"22192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-16 12:17:03.000000+00:00\", \"2022-11-12 00:12:56.000000+00:00\", \"2019-08-26 14:48:46.000000+00:00\", \"2021-05-28 04:45:27.000000+00:00\", \"2020-09-14 17:16:23.000000+00:00\", \"2019-03-04 10:40:38.000000+00:00\", \"2022-07-21 21:13:46.000000+00:00\", \"2020-01-15 22:41:33.000000+00:00\"], \"session_ids\": [\"f0c51117-dd2e-4b77-9bba-9a34eeb9f534\", \"80a6f42a-3881-49d3-8571-fbe2217c62c5\", \"c1b464ae-acdc-4868-aa49-0576bd6dd224\", \"25c577bc-c504-4703-9404-43bc9eacbcbe\", \"5f11052a-2256-4d80-81f3-6e22f9e7eb93\", \"a67e9eb6-78e6-4b83-89b1-2e0a90579d13\", \"a86ffdf2-1194-46b0-8e95-667bc626ee0f\", \"27f88726-bab3-49a7-a05c-6161044bdea1\"], \"total_duration\": 16627.0, \"total_sessions\": 8, \"mean_week_duration\": 86.15}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 13"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[13, 34]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"68535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-01 13:39:28.000000+00:00\", \"2023-04-06 07:49:56.000000+00:00\", \"2022-02-11 03:17:47.000000+00:00\"], \"session_ids\": [\"ea55cee4-1e1f-48d6-9fe6-d98c54b7c492\", \"f7db3e61-6bef-4209-8187-a1bbd37eebc1\", \"f27c1692-862f-47e3-aa8b-680eefa2932c\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.241}, \"85855\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-29 05:55:24.000000+00:00\", \"2023-06-06 20:19:34.000000+00:00\"], \"session_ids\": [\"aaf59d53-fe6f-45c0-a8bb-390d592e5981\", \"c54d7c8f-46aa-4221-a65f-d7033321cff1\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.199}, \"91853\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-06-17 01:44:13.000000+00:00\", \"2022-01-26 01:20:54.000000+00:00\", \"2019-03-22 05:42:29.000000+00:00\"], \"session_ids\": [\"82525672-b0db-4fa4-94b1-4c9001699c19\", \"42b1646d-6f84-4887-9dd2-b0e04c909dad\", \"8476fb8a-2c2b-4fa1-956e-07536e93283b\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 0.475}, \"73258\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-11 16:49:49.000000+00:00\", \"2022-02-24 17:47:40.000000+00:00\", \"2021-05-20 23:44:48.000000+00:00\", \"2019-04-29 20:11:54.000000+00:00\"], \"session_ids\": [\"9836a1b3-262f-4aed-bff1-dc788d4b14b0\", \"c16d082d-d1f8-4aa5-93bd-8642b5e33728\", \"5b829fd0-0bc5-46a1-ae81-01d2a6bd6421\", \"e8fdfc43-3448-40e5-93d8-36f67348af9a\"], \"total_duration\": 262.0, \"total_sessions\": 4, \"mean_week_duration\": 1.77}, \"86687\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-12-29 19:14:51.000000+00:00\", \"2021-05-28 20:14:26.000000+00:00\"], \"session_ids\": [\"fd666396-7405-4ba8-a34f-8f23d9f8baf4\", \"71d246d8-3874-42a3-8123-71e2cb6ae035\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 4.494}, \"13836\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-01 15:39:47.000000+00:00\", \"2021-11-26 19:16:34.000000+00:00\"], \"session_ids\": [\"0ef1d1db-8249-461e-b9c8-c7549b137764\", \"040574ff-c1b4-4308-837a-227344cf1567\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 5.403}, \"29334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-18 10:55:03.000000+00:00\", \"2021-12-13 12:34:19.000000+00:00\", \"2021-12-16 23:40:18.000000+00:00\", \"2021-02-27 14:05:39.000000+00:00\", \"2021-10-08 13:34:00.000000+00:00\", \"2020-12-10 18:38:27.000000+00:00\", \"2019-02-28 20:05:01.000000+00:00\", \"2019-01-27 03:30:54.000000+00:00\"], \"session_ids\": [\"ce77f77d-5459-4575-980a-9b984905bea3\", \"17591964-4dd4-4dd2-b1cb-8b99deb87433\", \"82709ebf-64f3-4010-8c5c-cea6fbd3eae4\", \"2bdd4b40-152f-4045-bf23-7c4ab861b18e\", \"c05c6737-931f-44d9-94fc-e93280b94ccf\", \"12fcdefc-62b5-436c-be17-d30a6af7620c\", \"6dcd1d41-99ea-4e30-988c-dce735f1671f\", \"6ceb3931-04c5-4e32-9ac5-5fce8f8f602e\"], \"total_duration\": 857.0, \"total_sessions\": 8, \"mean_week_duration\": 4.608}, \"70738\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-12-15 16:29:59.000000+00:00\", \"2022-02-24 22:10:53.000000+00:00\"], \"session_ids\": [\"f96b713c-5095-468b-8a40-3e3002622c9e\", \"284aa4de-26b6-4b45-87dc-9db20f808c47\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 6.651}}\n```\n"
}
] |
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