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{\"54937\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-22 21:01:03.000000+00:00\", \"2021-03-16 21:37:21.000000+00:00\"], \"session_ids\": [\"0135b20c-b220-44eb-abae-0aef1f6bed1d\", \"05d98992-9ee7-4ad6-a438-939d6baaf737\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 11.219}, \"68979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-18 01:33:35.000000+00:00\", \"2022-03-24 02:53:14.000000+00:00\"], \"session_ids\": [\"d3bfb41f-0710-4505-a515-e69262747e20\", \"a3bceb7c-1131-438f-bf2e-3aa234fb2f08\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 18.429}, \"81851\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-06-07 14:38:12.000000+00:00\", \"2020-04-04 06:26:15.000000+00:00\"], \"session_ids\": [\"c392f559-632f-42f5-ae0b-9211faa0ecf2\", \"81c2f9cb-996c-45c0-93bf-5d857f84b039\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.102}, \"87745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-04-19 12:00:20.000000+00:00\", \"2019-11-25 16:38:49.000000+00:00\"], \"session_ids\": [\"3f0540ed-654b-4704-ab17-19588c6d367e\", \"4c487549-18a5-44a9-b335-207b84891c06\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.425}, \"57647\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-21 02:21:36.000000+00:00\", \"2023-06-24 03:21:39.000000+00:00\"], \"session_ids\": [\"cd356dd7-87f0-4d6e-be56-9a0b95ad1076\", \"2d8b1dc4-38e9-438d-8e60-ef217948e426\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.489}, \"19095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-13 05:20:30.000000+00:00\", \"2022-05-04 01:15:31.000000+00:00\", \"2023-01-09 08:04:56.000000+00:00\", \"2020-01-29 11:25:49.000000+00:00\"], \"session_ids\": [\"b7d1477f-bdee-4565-863a-59357a5f086e\", \"d4bf5713-bb9b-4b9b-96c6-2b2992a34481\", \"e8df4b22-9b0d-4850-9e16-e61c818baa4e\", \"5da4a3c0-1d19-4476-aff3-6b4484cdf7f5\"], \"total_duration\": 449.0, \"total_sessions\": 4, \"mean_week_duration\": 2.351}, \"72357\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-27 00:46:08.000000+00:00\", \"2022-02-17 11:44:05.000000+00:00\"], \"session_ids\": [\"ecbc0074-8ee5-4917-91a9-b2b9af4e306d\", \"db08fdea-13a3-4f40-a0b0-2cc9a0a53b81\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.125}, \"50278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-09 06:31:22.000000+00:00\", \"2021-12-15 20:06:50.000000+00:00\"], \"session_ids\": [\"82536b78-ae68-4593-8b87-8a8817991f3d\", \"dd857580-efe6-47de-9907-a223f0a55022\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"69641\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-03-21 07:04:16.000000+00:00\", \"2020-05-02 12:38:51.000000+00:00\"], \"session_ids\": [\"9f834afa-53a0-42cd-a377-c33ae692fd6b\", \"e4fe55ef-8f1f-4a3d-83c6-a889e4bddc3a\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.458}, \"57737\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-03-20 03:11:18.000000+00:00\", \"2019-01-08 01:36:43.000000+00:00\"], \"session_ids\": [\"d4e418c5-c832-4910-91c7-f99015b7f188\", \"0854255f-f4ef-41d0-9bec-baca5bdfc042\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 2.556}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 16 and are equal or less than 36"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 36]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"68979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-18 01:33:35.000000+00:00\", \"2022-03-24 02:53:14.000000+00:00\"], \"session_ids\": [\"d3bfb41f-0710-4505-a515-e69262747e20\", \"a3bceb7c-1131-438f-bf2e-3aa234fb2f08\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 18.429}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"68979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-18 01:33:35.000000+00:00\", \"2022-03-24 02:53:14.000000+00:00\"], \"session_ids\": [\"d3bfb41f-0710-4505-a515-e69262747e20\", \"a3bceb7c-1131-438f-bf2e-3aa234fb2f08\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 18.429}}]\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[{\"68979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-18 01:33:35.000000+00:00\", \"2022-03-24 02:53:14.000000+00:00\"], \"session_ids\": [\"d3bfb41f-0710-4505-a515-e69262747e20\", \"a3bceb7c-1131-438f-bf2e-3aa234fb2f08\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 18.429}}]\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[{\"68979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-18 01:33:35.000000+00:00\", \"2022-03-24 02:53:14.000000+00:00\"], \"session_ids\": [\"d3bfb41f-0710-4505-a515-e69262747e20\", \"a3bceb7c-1131-438f-bf2e-3aa234fb2f08\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 18.429}}]\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 4 users who are residing in cities San Pedro, Rome, Copenhagen , do sorting by total_sessions ascendingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"44276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-30 21:27:08.000000+00:00\", \"2022-10-29 22:12:07.000000+00:00\", \"2019-02-14 05:31:13.000000+00:00\", \"2020-04-08 18:05:34.000000+00:00\", \"2022-08-13 22:48:47.000000+00:00\", \"2022-06-16 09:01:27.000000+00:00\", \"2019-06-07 22:37:05.000000+00:00\"], \"session_ids\": [\"7bea84ad-bf20-418b-a444-57680934f39d\", \"b8b04a39-465d-4328-b1bb-56954bc2b5c5\", \"1ee7d909-a400-4eaa-810c-904ca61bdba2\", \"8128e0b6-07bd-4001-8578-6555e0d70371\", \"9aa96b88-ec01-4f35-af72-7f5223d91951\", \"65d1e510-109c-48fb-8adc-7d874fa38ec4\", \"1581644c-25fa-415a-acb3-1a17cc152066\"], \"total_duration\": 11215.0, \"total_sessions\": 7, \"mean_week_duration\": 56.641}, \"16680\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-22 22:37:39.000000+00:00\", \"2020-02-07 11:35:07.000000+00:00\"], \"session_ids\": [\"d5a5f754-5aed-441f-82aa-4e7d3a650a66\", \"52248d63-67c6-496e-802a-e8f221312aba\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 1.476}, \"25681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-17 01:18:19.000000+00:00\", \"2020-10-04 23:35:59.000000+00:00\", \"2019-05-31 13:00:07.000000+00:00\"], \"session_ids\": [\"596d7e7b-ee2c-4881-9a7a-8fe4087412df\", \"bbb9f514-3ee1-4870-8de3-6277c4f9ba36\", \"564c9ebc-7775-4dea-b468-e3efb9dc54a1\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 0.635}, \"43913\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-28 23:32:59.000000+00:00\", \"2020-01-07 08:46:00.000000+00:00\"], \"session_ids\": [\"8358adb8-7b38-49fb-9faf-e0de4ec7b345\", \"9ff6bc7c-f4b8-4b18-9e9f-fa9657cc4245\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 55.0}, \"71533\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-02-07 08:17:27.000000+00:00\", \"2020-10-05 06:45:48.000000+00:00\", \"2021-12-17 14:00:07.000000+00:00\", \"2021-01-20 09:03:32.000000+00:00\", \"2020-09-04 12:28:40.000000+00:00\", \"2021-04-05 06:31:32.000000+00:00\", \"2020-06-01 07:50:17.000000+00:00\", \"2022-03-20 03:52:37.000000+00:00\", \"2019-02-08 14:30:37.000000+00:00\", \"2022-11-16 01:08:11.000000+00:00\"], \"session_ids\": [\"621519db-e271-4f47-9319-eef8c570f810\", \"2235deeb-0fd0-4062-9a57-3cb2e362905b\", \"93c06d55-24f5-4c61-8f9e-16365261000b\", \"eae3bd6a-feac-44ac-9a2f-a52442e3c43c\", \"ef4099c6-552f-4b27-ab3c-fe7db8bec4fc\", \"2faf3d41-499e-4b97-b946-6b3fd19057ce\", \"b0f777f9-ff98-4e5a-8b25-d12c5a18fa45\", \"abbe28f1-c92f-444d-82ad-1a61b1ddbd50\", \"b392bb21-fd85-48dd-80a1-af056673ec4f\", \"59e2c5c1-884d-4e94-bd94-2682d31cd7f9\"], \"total_duration\": 1449.0, \"total_sessions\": 10, \"mean_week_duration\": 7.355}, \"35209\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-11 22:02:48.000000+00:00\", \"2023-06-23 00:42:12.000000+00:00\"], \"session_ids\": [\"1b6a014f-f814-4922-8b78-67742216f562\", \"d81b0280-8854-44d1-93d1-b5f7f9356f73\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.634}, \"47750\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-17 22:38:41.000000+00:00\", \"2020-03-30 16:59:42.000000+00:00\"], \"session_ids\": [\"67b77d82-c014-4ac5-9031-6328b2679d38\", \"47a44c2c-957d-47e2-90bd-e697eee2d8c0\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 23.812}, \"90067\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-05-18 07:23:33.000000+00:00\", \"2022-06-15 10:13:54.000000+00:00\", \"2020-03-30 14:51:10.000000+00:00\", \"2019-05-20 20:02:29.000000+00:00\", \"2019-05-20 09:48:35.000000+00:00\", \"2020-06-23 17:13:05.000000+00:00\", \"2019-09-10 01:53:10.000000+00:00\", \"2022-01-10 17:50:46.000000+00:00\", \"2022-09-10 09:42:47.000000+00:00\"], \"session_ids\": [\"09bb02b9-26e3-48c8-bb33-707edb9d16df\", \"39fb8480-68b8-41d1-891a-050aecfb8d30\", \"0f86dc91-c67f-4653-8518-b9830955b433\", \"0921c2e2-0935-4094-b830-4212eac60025\", \"233f8f7a-171a-440c-bae3-56da7150bb10\", \"ef1e393d-ae19-4ab4-b63d-ef454da56154\", \"3731f136-1365-473d-81ca-db5b4716df5c\", \"6e955c64-9ebf-42c8-97db-f9dbb5bad47f\", \"8ba209a7-2f9b-4211-ad68-be39edcdddac\"], \"total_duration\": 11025.0, \"total_sessions\": 9, \"mean_week_duration\": 52.751}, \"57693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-11 13:52:58.000000+00:00\", \"2019-03-09 22:53:32.000000+00:00\"], \"session_ids\": [\"60acc728-45db-4a4a-af19-cc9902dccf6a\", \"e1c5427d-0b2c-4d6d-a2ba-4c2cb378a610\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 2.102}, \"36389\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-26 11:19:12.000000+00:00\", \"2021-06-04 02:33:16.000000+00:00\", \"2022-04-19 12:09:52.000000+00:00\"], \"session_ids\": [\"f8dd2c9c-a59a-4cfd-b516-00b57f91208b\", \"46f1b8e8-3815-410d-abad-0464fdb7b7e5\", \"cfd8a386-ae3c-4a4c-a5d2-b8c406ac0115\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.244}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are San Pedro, Rome, Copenhagen"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"San Pedro\", \"Rome\", \"Copenhagen\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"47750\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-17 22:38:41.000000+00:00\", \"2020-03-30 16:59:42.000000+00:00\"], \"session_ids\": [\"67b77d82-c014-4ac5-9031-6328b2679d38\", \"47a44c2c-957d-47e2-90bd-e697eee2d8c0\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 23.812}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"47750\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-17 22:38:41.000000+00:00\", \"2020-03-30 16:59:42.000000+00:00\"], \"session_ids\": [\"67b77d82-c014-4ac5-9031-6328b2679d38\", \"47a44c2c-957d-47e2-90bd-e697eee2d8c0\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 23.812}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 4 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"47750\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-17 22:38:41.000000+00:00\", \"2020-03-30 16:59:42.000000+00:00\"], \"session_ids\": [\"67b77d82-c014-4ac5-9031-6328b2679d38\", \"47a44c2c-957d-47e2-90bd-e697eee2d8c0\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 23.812}}]\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[{\"47750\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-17 22:38:41.000000+00:00\", \"2020-03-30 16:59:42.000000+00:00\"], \"session_ids\": [\"67b77d82-c014-4ac5-9031-6328b2679d38\", \"47a44c2c-957d-47e2-90bd-e697eee2d8c0\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 23.812}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display to me 2 users pieces of information with a time using the app per week that is higher than 6 and lower than 36, exclusive both nums , sort by overall duration of sessions per week descendingly , moreover save 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{\"24432\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-12-23 01:47:27.000000+00:00\", \"2020-12-30 07:33:18.000000+00:00\", \"2022-02-24 05:34:11.000000+00:00\"], \"session_ids\": [\"4b0bc720-6beb-4c6f-baa8-4f7d679b5dae\", \"6d931b37-2a69-4602-9303-2726b606543a\", \"36000515-ffe7-462f-99b2-03132d6c53a5\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 3.442}, \"58256\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-22 02:34:53.000000+00:00\", \"2020-01-17 01:28:03.000000+00:00\"], \"session_ids\": [\"9418d684-3294-4502-9a78-da1d8c800ae5\", \"5ffe9162-388c-4808-a74b-cbb584911a8d\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 1.564}, \"34849\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-29 06:55:16.000000+00:00\", \"2019-04-06 09:58:05.000000+00:00\", \"2021-11-12 09:45:36.000000+00:00\", \"2021-11-08 06:33:49.000000+00:00\"], \"session_ids\": [\"7d2b7854-6741-4852-9a74-28153e3eb8ac\", \"06640b12-59b6-41be-9f1f-51ea8125b7d7\", \"d510b099-da4a-4240-a85a-1b3afe4f34e3\", \"7163f732-9836-4dd6-bbfc-63db96b0a338\"], \"total_duration\": 329.0, \"total_sessions\": 4, \"mean_week_duration\": 2.006}, \"18403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-28 06:52:01.000000+00:00\", \"2021-07-28 13:36:28.000000+00:00\", \"2019-03-02 12:08:50.000000+00:00\"], \"session_ids\": [\"c534642f-0b12-4b62-a42a-4692b28f4287\", \"ac9e158f-44ab-4626-a1d8-ab964523ea14\", \"66bb377e-6e9f-4099-a82f-703d268b2850\"], \"total_duration\": 1093.0, \"total_sessions\": 3, \"mean_week_duration\": 6.467}, \"89898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-09-29 08:56:20.000000+00:00\", \"2020-08-11 09:23:21.000000+00:00\"], \"session_ids\": [\"f9f905e7-6e3d-4cfa-8905-2fe1a526d8b2\", \"ef714a59-199a-4e6f-bdd2-2d0da7ea2630\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 11.857}, \"22341\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-12-25 19:41:22.000000+00:00\", \"2022-05-22 11:46:08.000000+00:00\"], \"session_ids\": [\"8516c28f-3b7e-418e-b51f-949f1fe8b335\", \"ceb2e99d-8cbd-4007-ae1a-e09e33ba7c80\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 3.203}, \"59075\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-11-21 07:53:56.000000+00:00\", \"2022-09-12 12:49:26.000000+00:00\", \"2022-02-04 10:27:00.000000+00:00\", \"2019-06-21 13:54:40.000000+00:00\", \"2021-08-14 14:50:30.000000+00:00\", \"2022-07-05 06:50:28.000000+00:00\", \"2022-11-08 07:46:14.000000+00:00\", \"2020-02-25 14:14:59.000000+00:00\", \"2021-06-16 01:12:52.000000+00:00\", \"2023-03-30 18:05:55.000000+00:00\", \"2021-10-30 08:38:28.000000+00:00\"], \"session_ids\": [\"a3267736-b9a2-4d77-afe3-f2a3782a5e22\", \"8f700531-e569-45aa-9690-c76092620300\", \"fc9b803c-97ba-43da-9940-4e7ac43df5b2\", \"e14f0091-caa3-44c9-9a00-16cb22c318d0\", \"a48e5303-cd45-489c-abca-2957e9eb4569\", \"fd8b05ac-07e0-4671-afe4-efd741eb6920\", \"49b318ee-d4d6-46fb-ac85-d4216fd32c6f\", \"a2b8ba03-b313-4202-8135-4dc43e4604cb\", \"de0ad61e-1cd3-41d3-9d15-5dba3ca51599\", \"b63d966b-e2ef-449b-9058-c18107e4f8f6\", \"25b0abd2-6f02-44bb-801d-005fd9ef43cf\"], \"total_duration\": 294.0, \"total_sessions\": 11, \"mean_week_duration\": 1.492}, \"25477\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 11, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-05 08:06:55.000000+00:00\", \"2021-06-21 03:43:27.000000+00:00\", \"2020-12-09 08:49:59.000000+00:00\", \"2022-06-06 18:39:42.000000+00:00\", \"2022-07-17 06:22:52.000000+00:00\"], \"session_ids\": [\"5a2a6d2e-d2eb-4dd4-a618-d3186441a590\", \"0d886b11-fb90-414d-a44c-f1d6155f4ac4\", \"90200787-d6f4-48d9-88f7-5d9d0dbe2c11\", \"b8962b07-a80b-41c2-b8a0-cac0801589d1\", \"fd90b378-b45d-49d9-95ec-9c082bd9dd86\"], \"total_duration\": 3768.0, \"total_sessions\": 5, \"mean_week_duration\": 21.907}, \"98015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-12 08:29:30.000000+00:00\", \"2021-11-05 23:00:07.000000+00:00\"], \"session_ids\": [\"e09c7e31-d429-48a0-9604-a1b57bf6a660\", \"bcd4fa1e-0ee9-40f9-9a42-7d1f78544190\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 6.615}, \"52942\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-03 08:52:56.000000+00:00\", \"2022-04-10 18:27:04.000000+00:00\"], \"session_ids\": [\"55f89e9d-9fcb-4852-9546-f4682023678a\", \"2bca5d40-be7c-4f60-b7c1-cdf1900692bd\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.672}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 6 and are less than 36"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 36]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"18403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-28 06:52:01.000000+00:00\", \"2021-07-28 13:36:28.000000+00:00\", \"2019-03-02 12:08:50.000000+00:00\"], \"session_ids\": [\"c534642f-0b12-4b62-a42a-4692b28f4287\", \"ac9e158f-44ab-4626-a1d8-ab964523ea14\", \"66bb377e-6e9f-4099-a82f-703d268b2850\"], \"total_duration\": 1093.0, \"total_sessions\": 3, \"mean_week_duration\": 6.467}, \"89898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-09-29 08:56:20.000000+00:00\", \"2020-08-11 09:23:21.000000+00:00\"], \"session_ids\": [\"f9f905e7-6e3d-4cfa-8905-2fe1a526d8b2\", \"ef714a59-199a-4e6f-bdd2-2d0da7ea2630\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 11.857}, \"25477\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 11, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-05 08:06:55.000000+00:00\", \"2021-06-21 03:43:27.000000+00:00\", \"2020-12-09 08:49:59.000000+00:00\", \"2022-06-06 18:39:42.000000+00:00\", \"2022-07-17 06:22:52.000000+00:00\"], \"session_ids\": [\"5a2a6d2e-d2eb-4dd4-a618-d3186441a590\", \"0d886b11-fb90-414d-a44c-f1d6155f4ac4\", \"90200787-d6f4-48d9-88f7-5d9d0dbe2c11\", \"b8962b07-a80b-41c2-b8a0-cac0801589d1\", \"fd90b378-b45d-49d9-95ec-9c082bd9dd86\"], \"total_duration\": 3768.0, \"total_sessions\": 5, \"mean_week_duration\": 21.907}, \"98015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-12 08:29:30.000000+00:00\", \"2021-11-05 23:00:07.000000+00:00\"], \"session_ids\": [\"e09c7e31-d429-48a0-9604-a1b57bf6a660\", \"bcd4fa1e-0ee9-40f9-9a42-7d1f78544190\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 6.615}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"25477\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 11, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-05 08:06:55.000000+00:00\", \"2021-06-21 03:43:27.000000+00:00\", \"2020-12-09 08:49:59.000000+00:00\", \"2022-06-06 18:39:42.000000+00:00\", \"2022-07-17 06:22:52.000000+00:00\"], \"session_ids\": [\"5a2a6d2e-d2eb-4dd4-a618-d3186441a590\", \"0d886b11-fb90-414d-a44c-f1d6155f4ac4\", \"90200787-d6f4-48d9-88f7-5d9d0dbe2c11\", \"b8962b07-a80b-41c2-b8a0-cac0801589d1\", \"fd90b378-b45d-49d9-95ec-9c082bd9dd86\"], \"total_duration\": 3768.0, \"total_sessions\": 5, \"mean_week_duration\": 21.907}}, {\"89898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-09-29 08:56:20.000000+00:00\", \"2020-08-11 09:23:21.000000+00:00\"], \"session_ids\": [\"f9f905e7-6e3d-4cfa-8905-2fe1a526d8b2\", \"ef714a59-199a-4e6f-bdd2-2d0da7ea2630\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 11.857}}, {\"98015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-12 08:29:30.000000+00:00\", \"2021-11-05 23:00:07.000000+00:00\"], \"session_ids\": [\"e09c7e31-d429-48a0-9604-a1b57bf6a660\", \"bcd4fa1e-0ee9-40f9-9a42-7d1f78544190\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 6.615}}, {\"18403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-28 06:52:01.000000+00:00\", \"2021-07-28 13:36:28.000000+00:00\", \"2019-03-02 12:08:50.000000+00:00\"], \"session_ids\": [\"c534642f-0b12-4b62-a42a-4692b28f4287\", \"ac9e158f-44ab-4626-a1d8-ab964523ea14\", \"66bb377e-6e9f-4099-a82f-703d268b2850\"], \"total_duration\": 1093.0, \"total_sessions\": 3, \"mean_week_duration\": 6.467}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"25477\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 11, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-05 08:06:55.000000+00:00\", \"2021-06-21 03:43:27.000000+00:00\", \"2020-12-09 08:49:59.000000+00:00\", \"2022-06-06 18:39:42.000000+00:00\", \"2022-07-17 06:22:52.000000+00:00\"], \"session_ids\": [\"5a2a6d2e-d2eb-4dd4-a618-d3186441a590\", \"0d886b11-fb90-414d-a44c-f1d6155f4ac4\", \"90200787-d6f4-48d9-88f7-5d9d0dbe2c11\", \"b8962b07-a80b-41c2-b8a0-cac0801589d1\", \"fd90b378-b45d-49d9-95ec-9c082bd9dd86\"], \"total_duration\": 3768.0, \"total_sessions\": 5, \"mean_week_duration\": 21.907}}, {\"89898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-09-29 08:56:20.000000+00:00\", \"2020-08-11 09:23:21.000000+00:00\"], \"session_ids\": [\"f9f905e7-6e3d-4cfa-8905-2fe1a526d8b2\", \"ef714a59-199a-4e6f-bdd2-2d0da7ea2630\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 11.857}}, {\"98015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-12 08:29:30.000000+00:00\", \"2021-11-05 23:00:07.000000+00:00\"], \"session_ids\": [\"e09c7e31-d429-48a0-9604-a1b57bf6a660\", \"bcd4fa1e-0ee9-40f9-9a42-7d1f78544190\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 6.615}}, {\"18403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-28 06:52:01.000000+00:00\", \"2021-07-28 13:36:28.000000+00:00\", \"2019-03-02 12:08:50.000000+00:00\"], \"session_ids\": [\"c534642f-0b12-4b62-a42a-4692b28f4287\", \"ac9e158f-44ab-4626-a1d8-ab964523ea14\", \"66bb377e-6e9f-4099-a82f-703d268b2850\"], \"total_duration\": 1093.0, \"total_sessions\": 3, \"mean_week_duration\": 6.467}}]\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[{\"25477\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 11, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-05 08:06:55.000000+00:00\", \"2021-06-21 03:43:27.000000+00:00\", \"2020-12-09 08:49:59.000000+00:00\", \"2022-06-06 18:39:42.000000+00:00\", \"2022-07-17 06:22:52.000000+00:00\"], \"session_ids\": [\"5a2a6d2e-d2eb-4dd4-a618-d3186441a590\", \"0d886b11-fb90-414d-a44c-f1d6155f4ac4\", \"90200787-d6f4-48d9-88f7-5d9d0dbe2c11\", \"b8962b07-a80b-41c2-b8a0-cac0801589d1\", \"fd90b378-b45d-49d9-95ec-9c082bd9dd86\"], \"total_duration\": 3768.0, \"total_sessions\": 5, \"mean_week_duration\": 21.907}}, {\"89898\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-09-29 08:56:20.000000+00:00\", \"2020-08-11 09:23:21.000000+00:00\"], \"session_ids\": [\"f9f905e7-6e3d-4cfa-8905-2fe1a526d8b2\", \"ef714a59-199a-4e6f-bdd2-2d0da7ea2630\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 11.857}}, {\"98015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-12 08:29:30.000000+00:00\", \"2021-11-05 23:00:07.000000+00:00\"], \"session_ids\": [\"e09c7e31-d429-48a0-9604-a1b57bf6a660\", \"bcd4fa1e-0ee9-40f9-9a42-7d1f78544190\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 6.615}}, {\"18403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-28 06:52:01.000000+00:00\", \"2021-07-28 13:36:28.000000+00:00\", \"2019-03-02 12:08:50.000000+00:00\"], \"session_ids\": [\"c534642f-0b12-4b62-a42a-4692b28f4287\", \"ac9e158f-44ab-4626-a1d8-ab964523ea14\", \"66bb377e-6e9f-4099-a82f-703d268b2850\"], \"total_duration\": 1093.0, \"total_sessions\": 3, \"mean_week_duration\": 6.467}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about 2 users who are inhabitants of cities New York City, Mumbai, Buenos Aires , moreover execute sorting by time in app per week desc in addition remain only 2 records."
}
] |
[
{
"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{\"72571\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-11-15 00:25:21.000000+00:00\", \"2022-09-29 22:10:35.000000+00:00\"], \"session_ids\": [\"39e2e9e5-2166-4ca9-8c51-27843d394452\", \"94af668f-58b2-4826-b16d-f411425be551\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 35.714}, \"46448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-08-23 16:55:36.000000+00:00\", \"2019-01-26 02:30:08.000000+00:00\"], \"session_ids\": [\"571a11d7-6609-4239-8def-d8fc243ba859\", \"51115b69-d054-4bd0-9ce8-df7b80be5b42\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}, \"78712\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-14 02:17:24.000000+00:00\", \"2021-09-21 18:18:03.000000+00:00\", \"2022-02-16 07:32:36.000000+00:00\", \"2020-05-22 04:24:14.000000+00:00\", \"2021-06-27 03:31:01.000000+00:00\", \"2022-08-13 00:27:02.000000+00:00\", \"2022-01-14 19:07:22.000000+00:00\"], \"session_ids\": [\"98ed9fdf-4382-4525-b400-8e8982fb825b\", \"c713fa01-efca-4651-a80a-89bb78515135\", \"72a5af7c-dc17-4f75-ab7d-722232be22e5\", \"26729c64-d055-44df-82f0-5bf9cc2a6495\", \"d2230be4-52f7-4850-aded-51863bbbb3b8\", \"c479ff59-1d33-4178-a0af-94617929feda\", \"2e8d6709-d8bc-45cd-95d1-8bfb46de09f3\"], \"total_duration\": 91.0, \"total_sessions\": 7, \"mean_week_duration\": 0.784}, \"93003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-11 03:56:59.000000+00:00\", \"2019-07-06 18:04:51.000000+00:00\"], \"session_ids\": [\"abeb30df-f815-404a-b0f4-97f9a528de63\", \"efb6fddb-032d-4855-ba6f-2f7f4a706fbf\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.303}, \"57831\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-19 23:56:36.000000+00:00\", \"2020-11-17 11:27:38.000000+00:00\", \"2019-08-16 08:03:45.000000+00:00\"], \"session_ids\": [\"6fc795f5-772a-48b9-9f61-4b4be68cd30d\", \"fcafa239-afe3-478c-ac6c-59d877225fc9\", \"8f18a8ea-4b0f-481d-b407-c59ca0ff5d80\"], \"total_duration\": 222.0, \"total_sessions\": 3, \"mean_week_duration\": 1.542}, \"70113\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-22 03:24:38.000000+00:00\", \"2022-12-23 21:01:08.000000+00:00\", \"2023-06-05 09:38:23.000000+00:00\"], \"session_ids\": [\"9b787239-2e50-45e9-933b-f43f99d94f53\", \"ee90d6b6-c660-4df5-b067-90a158b383a1\", \"073cf385-e95c-4e59-8bce-46ec6c28afe4\"], \"total_duration\": 410.0, \"total_sessions\": 3, \"mean_week_duration\": 2.071}, \"3382\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-10-28 02:14:14.000000+00:00\", \"2020-07-06 20:12:55.000000+00:00\", \"2020-07-16 17:47:18.000000+00:00\"], \"session_ids\": [\"02d8d10b-67e1-4b86-8015-d79162156c9e\", \"bcc61750-dbe1-41d2-b2bc-492574f4ce2e\", \"6b98c604-3eaa-4b66-b87b-7ff45cb1732d\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.565}, \"43827\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-10-16 16:58:42.000000+00:00\", \"2019-10-02 10:57:14.000000+00:00\", \"2020-12-09 22:29:21.000000+00:00\"], \"session_ids\": [\"61b5731b-e690-4867-a4fc-3ba71e628fc2\", \"ca8ffb2a-248c-48e6-8493-444263e67c12\", \"82919d9b-270b-44aa-8939-24ba40139285\"], \"total_duration\": 74.0, \"total_sessions\": 3, \"mean_week_duration\": 1.194}, \"27060\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-09-18 02:59:12.000000+00:00\", \"2022-02-22 13:23:47.000000+00:00\", \"2020-10-04 00:45:56.000000+00:00\", \"2021-08-26 06:22:02.000000+00:00\", \"2019-08-14 12:20:55.000000+00:00\", \"2019-11-05 10:23:26.000000+00:00\", \"2021-04-07 20:54:01.000000+00:00\", \"2021-08-07 18:10:22.000000+00:00\", \"2022-12-05 18:32:50.000000+00:00\", \"2021-02-18 20:51:20.000000+00:00\", \"2022-02-05 16:43:22.000000+00:00\"], \"session_ids\": [\"dadda75c-ceb1-41d6-acde-28d8f58103ff\", \"775f1431-16fd-4790-b825-122e0b478702\", \"69aaa396-c476-462b-a998-17267762ed91\", \"0b038952-516b-44ba-850f-13740373b306\", \"512eed75-6ddd-408e-81c3-b5b5ed4625df\", \"e425256b-0b4a-4229-a4d5-13ee31fd1eb3\", \"2b10fe07-c846-4fac-bcc6-5503f3203288\", \"dd04672c-ec2e-46a5-a43b-e23e1ca6cf90\", \"45ee4d31-c88d-4080-a60e-d0470cc91066\", \"582c11f5-9400-4c35-a627-2faf798c7546\", \"4a7ed965-bb1e-4a85-8cae-781e9ce224da\"], \"total_duration\": 207.0, \"total_sessions\": 11, \"mean_week_duration\": 1.197}, \"95632\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-08-10 09:43:28.000000+00:00\", \"2020-09-13 01:46:34.000000+00:00\", \"2020-02-08 14:26:13.000000+00:00\"], \"session_ids\": [\"609cc9b5-a8c2-4a2f-a6ec-97f6ce1eb79d\", \"1595da0b-94db-4b99-9820-7671b72bcad5\", \"b01076f0-ab62-4cd4-864c-7dd4d4d8aac0\"], \"total_duration\": 715.0, \"total_sessions\": 3, \"mean_week_duration\": 9.051}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are New York City, Mumbai, Buenos Aires"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"New York City\", \"Mumbai\", \"Buenos Aires\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show 2 users to me with a all sessions quantity = 5 also put to use sorting by total duration in desc order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"51129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-04-06 02:33:22.000000+00:00\", \"2019-05-05 00:53:26.000000+00:00\", \"2020-02-23 15:47:52.000000+00:00\"], \"session_ids\": [\"f1842df7-c7a4-4d7f-8dfd-0696c2282ce6\", \"949aea29-3a80-4fb3-8a58-63daa14ed3c1\", \"2cf9ccbf-9c9f-4685-a432-afa37bf84b24\"], \"total_duration\": 798.0, \"total_sessions\": 3, \"mean_week_duration\": 5.216}, \"6296\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-10-07 05:13:01.000000+00:00\", \"2019-03-02 20:42:01.000000+00:00\", \"2022-09-12 22:49:07.000000+00:00\"], \"session_ids\": [\"0b3f3b5d-b021-4061-9a22-39af83f864e2\", \"68851a44-9a74-4d27-be70-17f86a8defc9\", \"7af00571-f3b0-4c8d-993c-0a84d2bbe62f\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.112}, \"40228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-06-03 17:19:07.000000+00:00\", \"2021-06-05 06:14:30.000000+00:00\", \"2020-04-22 00:49:16.000000+00:00\", \"2023-01-22 22:40:51.000000+00:00\", \"2022-10-02 16:18:55.000000+00:00\", \"2020-12-27 17:27:51.000000+00:00\"], \"session_ids\": [\"2713b045-827d-40dd-b992-4f96db016a43\", \"fa048f82-f7cc-4ee3-a89e-2feba1c3366b\", \"e588d377-a5eb-49a0-8859-ce4e74feff74\", \"434d7249-59b2-49ce-9cd0-690517042c57\", \"fbdfba3b-206b-4037-b905-7c141389b4c2\", \"f7159970-0065-4575-b61c-30402eb0173c\"], \"total_duration\": 1038.0, \"total_sessions\": 6, \"mean_week_duration\": 7.208}, \"25842\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-04 10:01:08.000000+00:00\", \"2022-12-26 06:17:32.000000+00:00\"], \"session_ids\": [\"748d80ad-3e6b-4a1c-b774-c37daae6c674\", \"8cabd230-21b1-4292-8e7b-e1303d62ba58\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.619}, \"77291\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-03 21:58:32.000000+00:00\", \"2021-08-12 11:44:00.000000+00:00\"], \"session_ids\": [\"01288525-2804-4123-a63a-362ef12e9936\", \"a85c91fa-217a-4c83-8606-0069c1b4f119\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.275}, \"24744\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-11 22:24:24.000000+00:00\", \"2022-01-17 11:30:19.000000+00:00\"], \"session_ids\": [\"99f40f60-a1ec-4130-8464-dd951d47e14d\", \"f5d2a47f-1461-4903-8bd6-f6b2c1a3eea9\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 29.917}, \"58481\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-10 19:09:55.000000+00:00\", \"2020-08-02 04:12:57.000000+00:00\"], \"session_ids\": [\"63604d80-0469-44b2-b62a-07d91c9ef886\", \"23952e59-fce1-4fca-96fc-7c280fc82c2c\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.419}, \"73571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-27 03:50:00.000000+00:00\", \"2021-12-02 01:05:37.000000+00:00\", \"2019-02-11 04:27:35.000000+00:00\", \"2021-02-05 03:41:44.000000+00:00\", \"2019-12-26 02:39:21.000000+00:00\"], \"session_ids\": [\"d290aebe-d34f-4166-b9cb-77c75992281c\", \"0073ef71-8d3c-4e71-b896-a555831b39d9\", \"e4fbf037-93db-4c3e-a0a4-ea34dfb838d4\", \"a0243272-9885-49cd-a789-32897e0ba4b9\", \"3c49d751-463d-4f31-a589-19c16a925412\"], \"total_duration\": 928.0, \"total_sessions\": 5, \"mean_week_duration\": 6.313}, \"88502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-01 01:04:25.000000+00:00\", \"2020-06-30 10:58:24.000000+00:00\", \"2021-02-14 20:01:08.000000+00:00\"], \"session_ids\": [\"005c08ba-d9fa-43d2-a2c2-7c23a76ef623\", \"aa1f4926-55d0-44d3-b6df-446704bd4b91\", \"fce29262-18b2-49bc-9514-fefe23227722\"], \"total_duration\": 233.0, \"total_sessions\": 3, \"mean_week_duration\": 1.726}, \"43801\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-09 16:11:13.000000+00:00\", \"2019-10-08 17:24:44.000000+00:00\", \"2020-05-02 23:56:18.000000+00:00\"], \"session_ids\": [\"1d2019f9-c1f0-4227-925e-f4cffd2d04fa\", \"275e565a-b78f-489a-9d18-f9412f2d2dfd\", \"88e2ed5d-f533-423e-96d6-08259804db62\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 3.904}}\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, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"73571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-27 03:50:00.000000+00:00\", \"2021-12-02 01:05:37.000000+00:00\", \"2019-02-11 04:27:35.000000+00:00\", \"2021-02-05 03:41:44.000000+00:00\", \"2019-12-26 02:39:21.000000+00:00\"], \"session_ids\": [\"d290aebe-d34f-4166-b9cb-77c75992281c\", \"0073ef71-8d3c-4e71-b896-a555831b39d9\", \"e4fbf037-93db-4c3e-a0a4-ea34dfb838d4\", \"a0243272-9885-49cd-a789-32897e0ba4b9\", \"3c49d751-463d-4f31-a589-19c16a925412\"], \"total_duration\": 928.0, \"total_sessions\": 5, \"mean_week_duration\": 6.313}}\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[{\"73571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-27 03:50:00.000000+00:00\", \"2021-12-02 01:05:37.000000+00:00\", \"2019-02-11 04:27:35.000000+00:00\", \"2021-02-05 03:41:44.000000+00:00\", \"2019-12-26 02:39:21.000000+00:00\"], \"session_ids\": [\"d290aebe-d34f-4166-b9cb-77c75992281c\", \"0073ef71-8d3c-4e71-b896-a555831b39d9\", \"e4fbf037-93db-4c3e-a0a4-ea34dfb838d4\", \"a0243272-9885-49cd-a789-32897e0ba4b9\", \"3c49d751-463d-4f31-a589-19c16a925412\"], \"total_duration\": 928.0, \"total_sessions\": 5, \"mean_week_duration\": 6.313}}]\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[{\"73571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-27 03:50:00.000000+00:00\", \"2021-12-02 01:05:37.000000+00:00\", \"2019-02-11 04:27:35.000000+00:00\", \"2021-02-05 03:41:44.000000+00:00\", \"2019-12-26 02:39:21.000000+00:00\"], \"session_ids\": [\"d290aebe-d34f-4166-b9cb-77c75992281c\", \"0073ef71-8d3c-4e71-b896-a555831b39d9\", \"e4fbf037-93db-4c3e-a0a4-ea34dfb838d4\", \"a0243272-9885-49cd-a789-32897e0ba4b9\", \"3c49d751-463d-4f31-a589-19c16a925412\"], \"total_duration\": 928.0, \"total_sessions\": 5, \"mean_week_duration\": 6.313}}]\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[{\"73571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-27 03:50:00.000000+00:00\", \"2021-12-02 01:05:37.000000+00:00\", \"2019-02-11 04:27:35.000000+00:00\", \"2021-02-05 03:41:44.000000+00:00\", \"2019-12-26 02:39:21.000000+00:00\"], \"session_ids\": [\"d290aebe-d34f-4166-b9cb-77c75992281c\", \"0073ef71-8d3c-4e71-b896-a555831b39d9\", \"e4fbf037-93db-4c3e-a0a4-ea34dfb838d4\", \"a0243272-9885-49cd-a789-32897e0ba4b9\", \"3c49d751-463d-4f31-a589-19c16a925412\"], \"total_duration\": 928.0, \"total_sessions\": 5, \"mean_week_duration\": 6.313}}]\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 users who are users with smallest value of mean of duration of sessions per week as well as sort by total sessions 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{\"99334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-12-12 11:20:53.000000+00:00\", \"2020-09-12 15:58:26.000000+00:00\"], \"session_ids\": [\"ace769a7-45ea-494a-aebe-f8ab94aea9c4\", \"8516ea54-c740-4fed-aedf-0c9e6d63ddbf\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.8}, \"72753\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-07-10 13:03:39.000000+00:00\", \"2023-06-25 08:12:05.000000+00:00\", \"2021-10-05 04:14:44.000000+00:00\", \"2019-10-31 08:08:43.000000+00:00\", \"2021-09-02 09:04:38.000000+00:00\"], \"session_ids\": [\"1420f6f1-7c45-452e-8b8e-e4e730e073cc\", \"f7ca4302-2bc9-4c71-938b-647cb89aaae1\", \"0a2b0eb0-5edd-4331-8417-2e40e6afac95\", \"26bb8e02-da05-4cad-9da6-db1e797327c9\", \"5d60ae91-39f9-4172-846c-a7c88e890786\"], \"total_duration\": 2466.0, \"total_sessions\": 5, \"mean_week_duration\": 11.913}, \"76901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-23 15:01:22.000000+00:00\", \"2021-09-06 09:39:53.000000+00:00\", \"2020-06-01 21:06:46.000000+00:00\"], \"session_ids\": [\"2a903fa1-590f-47f2-881d-a7285a43c374\", \"227e4f50-5da7-4290-a26f-18f8bce9cafe\", \"49f147ea-dedf-4324-9e8c-ae54e1a98033\"], \"total_duration\": 328.0, \"total_sessions\": 3, \"mean_week_duration\": 3.814}, \"62590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-12-24 13:00:44.000000+00:00\", \"2020-08-09 12:34:52.000000+00:00\"], \"session_ids\": [\"491f44ab-576d-40ee-8996-552dfcf27583\", \"44e087cf-cad8-4c3d-8a2a-3a5863091d0d\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 9.75}, \"91116\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-04 00:23:00.000000+00:00\", \"2023-05-08 19:39:27.000000+00:00\"], \"session_ids\": [\"c4fcbd05-1fb7-4ebc-a278-2d4b1d2208d4\", \"b64199be-dccf-4d18-a1d7-1011a8d8e3f8\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 4.659}, \"45332\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-08-27 03:24:17.000000+00:00\", \"2022-04-20 19:27:00.000000+00:00\", \"2022-12-30 18:58:57.000000+00:00\"], \"session_ids\": [\"9db7be3f-41c1-47ea-a377-2627c41cd31d\", \"13a0a042-6cf2-4b2d-97e5-913dcfe6cfe3\", \"a45a101f-af99-4bdf-bcdc-48f6f9a4afcf\"], \"total_duration\": 357.0, \"total_sessions\": 3, \"mean_week_duration\": 9.649}, \"5453\": {\"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\": \"Santiago\", \"datetimes\": [\"2019-03-22 23:14:47.000000+00:00\", \"2022-04-03 12:27:14.000000+00:00\", \"2019-05-16 08:14:10.000000+00:00\"], \"session_ids\": [\"41a96af9-ea64-40c9-8cfa-0eb115d366cb\", \"8f83f6d0-0431-4032-ac14-6785ef52d10d\", \"003a20c7-cf20-4a6b-8fcd-b1acfb2e7870\"], \"total_duration\": 242.0, \"total_sessions\": 3, \"mean_week_duration\": 1.522}, \"5169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-12 14:59:39.000000+00:00\", \"2022-03-09 20:34:25.000000+00:00\"], \"session_ids\": [\"334620b5-1b8e-4796-84ac-8bd6d7a618fb\", \"7609f82d-87cb-4680-80ef-15501896f67d\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.507}, \"94243\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-01 05:29:55.000000+00:00\", \"2022-08-20 11:11:03.000000+00:00\"], \"session_ids\": [\"44deef8b-73af-4504-add1-030662ee6df7\", \"4cff4aa6-0af3-48b2-9f85-cd7158fdf52e\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.18}, \"65706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-10-26 15:39:44.000000+00:00\", \"2023-06-06 20:21:02.000000+00:00\"], \"session_ids\": [\"bfeb42d9-7ce4-46a9-8322-ec7ab016c2c0\", \"149a7967-9f59-4497-b090-ec503f395662\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": -1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-10-26 15:39:44.000000+00:00\", \"2023-06-06 20:21:02.000000+00:00\"], \"session_ids\": [\"bfeb42d9-7ce4-46a9-8322-ec7ab016c2c0\", \"149a7967-9f59-4497-b090-ec503f395662\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}}, {\"94243\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-01 05:29:55.000000+00:00\", \"2022-08-20 11:11:03.000000+00:00\"], \"session_ids\": [\"44deef8b-73af-4504-add1-030662ee6df7\", \"4cff4aa6-0af3-48b2-9f85-cd7158fdf52e\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.18}}, {\"5169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-12 14:59:39.000000+00:00\", \"2022-03-09 20:34:25.000000+00:00\"], \"session_ids\": [\"334620b5-1b8e-4796-84ac-8bd6d7a618fb\", \"7609f82d-87cb-4680-80ef-15501896f67d\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.507}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-10-26 15:39:44.000000+00:00\", \"2023-06-06 20:21:02.000000+00:00\"], \"session_ids\": [\"bfeb42d9-7ce4-46a9-8322-ec7ab016c2c0\", \"149a7967-9f59-4497-b090-ec503f395662\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}}, {\"94243\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-01 05:29:55.000000+00:00\", \"2022-08-20 11:11:03.000000+00:00\"], \"session_ids\": [\"44deef8b-73af-4504-add1-030662ee6df7\", \"4cff4aa6-0af3-48b2-9f85-cd7158fdf52e\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.18}}, {\"5169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-12 14:59:39.000000+00:00\", \"2022-03-09 20:34:25.000000+00:00\"], \"session_ids\": [\"334620b5-1b8e-4796-84ac-8bd6d7a618fb\", \"7609f82d-87cb-4680-80ef-15501896f67d\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.507}}]\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[{\"65706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-10-26 15:39:44.000000+00:00\", \"2023-06-06 20:21:02.000000+00:00\"], \"session_ids\": [\"bfeb42d9-7ce4-46a9-8322-ec7ab016c2c0\", \"149a7967-9f59-4497-b090-ec503f395662\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}}, {\"94243\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-01 05:29:55.000000+00:00\", \"2022-08-20 11:11:03.000000+00:00\"], \"session_ids\": [\"44deef8b-73af-4504-add1-030662ee6df7\", \"4cff4aa6-0af3-48b2-9f85-cd7158fdf52e\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.18}}, {\"5169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-12 14:59:39.000000+00:00\", \"2022-03-09 20:34:25.000000+00:00\"], \"session_ids\": [\"334620b5-1b8e-4796-84ac-8bd6d7a618fb\", \"7609f82d-87cb-4680-80ef-15501896f67d\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.507}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please provide insights on user whose sessions summation is exactly 5 in addition implement sorting by time using the app per week desc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"33191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-23 02:11:40.000000+00:00\", \"2020-11-19 16:59:02.000000+00:00\", \"2021-06-27 05:53:18.000000+00:00\", \"2023-06-04 07:07:51.000000+00:00\"], \"session_ids\": [\"5ddf41a5-872a-4293-a354-06cde872e21b\", \"b5a78b32-6d5f-44a9-b82b-fd48c76a371c\", \"27c5bd77-aa59-43cb-aae6-f3090e71298c\", \"3dc37560-f001-459f-964a-669299a11166\"], \"total_duration\": 190.0, \"total_sessions\": 4, \"mean_week_duration\": 0.884}, \"38148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-07 13:11:30.000000+00:00\", \"2022-10-22 02:48:52.000000+00:00\", \"2020-07-17 10:13:05.000000+00:00\", \"2020-12-31 02:05:39.000000+00:00\"], \"session_ids\": [\"b8f3c720-aa14-4b68-bda0-e8e10f82c979\", \"9787c161-f15e-41f7-aa96-e12468b45d5a\", \"e77b2470-3837-4b81-96cc-71b9971dd51d\", \"9141a021-7fbb-476a-bde8-50bb4ca9efb3\"], \"total_duration\": 1409.0, \"total_sessions\": 4, \"mean_week_duration\": 11.941}, \"50301\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-09 04:00:40.000000+00:00\", \"2022-04-19 19:12:38.000000+00:00\", \"2019-02-26 17:37:43.000000+00:00\", \"2020-04-07 10:17:06.000000+00:00\", \"2022-11-01 23:24:10.000000+00:00\", \"2022-02-19 13:35:16.000000+00:00\", \"2021-02-25 02:37:05.000000+00:00\", \"2019-09-05 16:19:07.000000+00:00\", \"2022-09-15 01:42:51.000000+00:00\"], \"session_ids\": [\"8b38ea47-b70b-4634-81bc-43bd2f8d44fa\", \"3d9ecc6b-0f5c-43b8-a0a7-232e7309987c\", \"fa764f6f-5ca6-43d7-be4a-101b6a5e2173\", \"5bafc132-2f76-4070-b577-cafb8ee6f329\", \"69d11979-3eaf-40c4-b668-17211673fd81\", \"c4c4e91d-cfe6-409d-87ff-e9a5b5759681\", \"98a39de8-2873-4d0d-9b51-232e7665c348\", \"4c4c95dd-e1e8-4987-8066-13845d60abf9\", \"76d81547-c888-4b6a-ad26-503c3b698a26\"], \"total_duration\": 5219.0, \"total_sessions\": 9, \"mean_week_duration\": 23.831}, \"17021\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-05-30 10:15:52.000000+00:00\", \"2021-08-25 17:26:17.000000+00:00\"], \"session_ids\": [\"829417c6-92a5-42cb-9c0d-4469ca6dd75f\", \"39361911-3215-4136-8831-8adb5d073627\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 11.0}, \"27054\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-05 19:46:43.000000+00:00\", \"2021-11-04 15:11:05.000000+00:00\"], \"session_ids\": [\"dd5686a7-93fc-48f0-a0b0-01e8518a526e\", \"9f07da82-4412-4ee7-8500-aabab597e9c4\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 15.682}, \"84867\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-05-10 22:57:05.000000+00:00\", \"2019-09-28 18:44:48.000000+00:00\", \"2023-04-22 22:29:18.000000+00:00\"], \"session_ids\": [\"863e6873-14a6-430f-ac54-4418583fd87b\", \"c628dce0-1177-4412-b139-eabe44ffd558\", \"c345aa98-e7fb-4eec-9ed2-f4e4b6b1de00\"], \"total_duration\": 328.0, \"total_sessions\": 3, \"mean_week_duration\": 1.763}, \"14691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-04 18:58:19.000000+00:00\", \"2022-07-20 15:56:10.000000+00:00\", \"2020-07-12 03:51:41.000000+00:00\", \"2021-06-01 13:33:49.000000+00:00\", \"2023-03-01 03:36:53.000000+00:00\"], \"session_ids\": [\"ab7353a2-bca7-4081-9a82-e4093c74607d\", \"ca0cba01-b9f5-4337-ab00-292188b0b981\", \"31c8932d-f9d5-4799-a247-222fa4065207\", \"352c3621-3df2-463b-a078-61b84b5f4945\", \"1e2a4296-6531-40e4-89c3-55552a654ae2\"], \"total_duration\": 344.0, \"total_sessions\": 5, \"mean_week_duration\": 2.493}, \"47597\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-01-19 14:38:41.000000+00:00\", \"2022-11-16 17:45:43.000000+00:00\", \"2022-03-21 19:27:39.000000+00:00\"], \"session_ids\": [\"2526fc4c-b2fe-4e29-9a48-a4bb0cfda369\", \"b265ea4c-17ba-4721-b074-44cc7b6e1102\", \"2d4184de-a2ff-45ed-9caa-9cd272a79b7a\"], \"total_duration\": 202.0, \"total_sessions\": 3, \"mean_week_duration\": 1.365}, \"22944\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-03-11 22:07:44.000000+00:00\", \"2019-06-07 19:12:04.000000+00:00\"], \"session_ids\": [\"beee5e0d-dd77-4b94-8931-ed7f3b691a41\", \"0b4a173c-f5a1-492a-8c8e-f61ce99fd5ae\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 4.7}, \"32334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-04-17 12:36:44.000000+00:00\", \"2021-05-14 10:02:34.000000+00:00\", \"2022-09-15 11:27:47.000000+00:00\", \"2022-08-08 00:11:56.000000+00:00\"], \"session_ids\": [\"74235740-66a6-459c-befe-0fc82b68281d\", \"8d92b444-bc2d-4c59-ad37-d23fe52b6e73\", \"ad2bec39-672f-460c-93cd-7ea56c759c37\", \"74fa941c-13d1-486c-b3d9-fcb63834927e\"], \"total_duration\": 30.0, \"total_sessions\": 4, \"mean_week_duration\": 0.429}}\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, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"14691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-04 18:58:19.000000+00:00\", \"2022-07-20 15:56:10.000000+00:00\", \"2020-07-12 03:51:41.000000+00:00\", \"2021-06-01 13:33:49.000000+00:00\", \"2023-03-01 03:36:53.000000+00:00\"], \"session_ids\": [\"ab7353a2-bca7-4081-9a82-e4093c74607d\", \"ca0cba01-b9f5-4337-ab00-292188b0b981\", \"31c8932d-f9d5-4799-a247-222fa4065207\", \"352c3621-3df2-463b-a078-61b84b5f4945\", \"1e2a4296-6531-40e4-89c3-55552a654ae2\"], \"total_duration\": 344.0, \"total_sessions\": 5, \"mean_week_duration\": 2.493}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by mean_week_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"14691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-04 18:58:19.000000+00:00\", \"2022-07-20 15:56:10.000000+00:00\", \"2020-07-12 03:51:41.000000+00:00\", \"2021-06-01 13:33:49.000000+00:00\", \"2023-03-01 03:36:53.000000+00:00\"], \"session_ids\": [\"ab7353a2-bca7-4081-9a82-e4093c74607d\", \"ca0cba01-b9f5-4337-ab00-292188b0b981\", \"31c8932d-f9d5-4799-a247-222fa4065207\", \"352c3621-3df2-463b-a078-61b84b5f4945\", \"1e2a4296-6531-40e4-89c3-55552a654ae2\"], \"total_duration\": 344.0, \"total_sessions\": 5, \"mean_week_duration\": 2.493}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"14691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-04 18:58:19.000000+00:00\", \"2022-07-20 15:56:10.000000+00:00\", \"2020-07-12 03:51:41.000000+00:00\", \"2021-06-01 13:33:49.000000+00:00\", \"2023-03-01 03:36:53.000000+00:00\"], \"session_ids\": [\"ab7353a2-bca7-4081-9a82-e4093c74607d\", \"ca0cba01-b9f5-4337-ab00-292188b0b981\", \"31c8932d-f9d5-4799-a247-222fa4065207\", \"352c3621-3df2-463b-a078-61b84b5f4945\", \"1e2a4296-6531-40e4-89c3-55552a654ae2\"], \"total_duration\": 344.0, \"total_sessions\": 5, \"mean_week_duration\": 2.493}}]\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[{\"14691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-04 18:58:19.000000+00:00\", \"2022-07-20 15:56:10.000000+00:00\", \"2020-07-12 03:51:41.000000+00:00\", \"2021-06-01 13:33:49.000000+00:00\", \"2023-03-01 03:36:53.000000+00:00\"], \"session_ids\": [\"ab7353a2-bca7-4081-9a82-e4093c74607d\", \"ca0cba01-b9f5-4337-ab00-292188b0b981\", \"31c8932d-f9d5-4799-a247-222fa4065207\", \"352c3621-3df2-463b-a078-61b84b5f4945\", \"1e2a4296-6531-40e4-89c3-55552a654ae2\"], \"total_duration\": 344.0, \"total_sessions\": 5, \"mean_week_duration\": 2.493}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you tell me about 5 users who have total sessoins count strictly bigger than 3 and smaller than 5 + perform sorting by mean week duration in ascending 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{\"11589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-01-23 14:27:54.000000+00:00\", \"2019-01-13 08:48:24.000000+00:00\", \"2019-04-06 17:30:28.000000+00:00\", \"2020-03-30 10:24:53.000000+00:00\", \"2023-03-18 14:27:33.000000+00:00\", \"2019-03-07 00:36:29.000000+00:00\", \"2020-02-28 21:40:26.000000+00:00\"], \"session_ids\": [\"e0429ec1-6fad-445e-8583-2905cfb5336d\", \"90d8d26f-1f96-4f4f-8171-d673ef759f2b\", \"c2c8ef82-d6e1-4699-a337-d28f2a98b199\", \"5951b6af-5623-4926-b6ee-3778876ea3d6\", \"9de52644-58c6-4b19-9446-cecb08f9e173\", \"c03f2d4c-c988-495c-a004-5e596caf6cbd\", \"e89d9050-4bea-4914-b59c-655e22a9087e\"], \"total_duration\": 3402.0, \"total_sessions\": 7, \"mean_week_duration\": 15.606}, \"27274\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-11 07:18:36.000000+00:00\", \"2019-07-25 16:01:13.000000+00:00\", \"2020-03-14 08:36:41.000000+00:00\", \"2019-04-23 12:53:20.000000+00:00\", \"2019-08-27 21:23:23.000000+00:00\", \"2020-03-12 06:15:09.000000+00:00\", \"2023-05-16 01:44:13.000000+00:00\", \"2021-03-08 23:30:45.000000+00:00\", \"2020-09-03 19:43:42.000000+00:00\"], \"session_ids\": [\"f5f13bad-ed22-477e-876f-8a1de7078e99\", \"49672bc7-7e48-4f46-9769-e3c143e2a9b3\", \"3b16d56d-bcf4-48e9-88d4-fab7c006b269\", \"121bdd7d-f63f-40c7-b65a-e4f505a046cb\", \"6b2fc2e9-059a-4dff-8cb1-41bd57d60c2a\", \"e6261727-dc63-4df4-b830-1e5d664cf0bd\", \"e6d4a6fd-b444-4d15-9733-92513f6c1487\", \"6506e5f9-978a-4030-99d4-79f3874e98d3\", \"420fac5f-7ff2-4c26-8873-d0689c56b90c\"], \"total_duration\": 1495.0, \"total_sessions\": 9, \"mean_week_duration\": 7.052}, \"51619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-04 11:02:02.000000+00:00\", \"2021-04-17 17:19:07.000000+00:00\", \"2022-03-07 05:05:31.000000+00:00\", \"2019-10-01 20:29:51.000000+00:00\"], \"session_ids\": [\"c8b54c0a-7dca-42c7-8d49-906b62749afd\", \"6869ff3b-4e34-4ad1-8b94-8ee3e4c5922e\", \"2383e364-a72a-4ddb-8824-cce691307d59\", \"b1e728ed-f023-4a39-a8f8-40f2cb8cc249\"], \"total_duration\": 83.0, \"total_sessions\": 4, \"mean_week_duration\": 0.615}, \"38922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-14 09:14:13.000000+00:00\", \"2020-05-14 13:47:22.000000+00:00\", \"2019-12-09 15:54:40.000000+00:00\", \"2022-08-27 22:41:27.000000+00:00\"], \"session_ids\": [\"8978eb4a-d470-482a-96bb-df033c2c754a\", \"f0e398b7-d60c-4f0d-b30e-231eceb5c060\", \"d71a4188-3b00-4891-afe1-3d78a05bd39e\", \"4ce80c18-80f4-45a9-9541-a65179780648\"], \"total_duration\": 1693.0, \"total_sessions\": 4, \"mean_week_duration\": 11.923}, \"28836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-26 18:15:30.000000+00:00\", \"2022-02-21 02:04:42.000000+00:00\", \"2022-12-07 21:04:02.000000+00:00\", \"2019-03-17 18:38:34.000000+00:00\", \"2023-03-07 15:56:32.000000+00:00\"], \"session_ids\": [\"68926e47-78a6-4896-9b4d-75d5a444267c\", \"d39af172-d438-4e8f-961d-96d2922eb6a1\", \"2e5ffdc8-72d5-4c07-9a67-809e99c95697\", \"c1f11263-45c1-4a5f-8230-6b425e117bf4\", \"728cfd16-4954-4220-9c7b-7e4a348695c0\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.236}, \"82316\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-08 01:19:01.000000+00:00\", \"2021-12-24 12:07:57.000000+00:00\"], \"session_ids\": [\"ad4b89b3-726f-44f2-8691-c54d9c4fff3b\", \"6a1cd188-c35b-47b0-9b6f-cab90a53f39f\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.88}, \"77727\": {\"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\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-11-11 06:07:23.000000+00:00\", \"2022-01-15 12:00:13.000000+00:00\", \"2022-08-10 13:15:10.000000+00:00\", \"2021-01-20 12:11:12.000000+00:00\", \"2020-04-05 17:48:02.000000+00:00\", \"2020-11-15 08:09:47.000000+00:00\"], \"session_ids\": [\"fafc5847-5bf5-4093-95cc-df416e355a6b\", \"66c01810-3ade-467d-a582-01d49d81d17d\", \"88e093ad-a8c2-41b2-9c5c-9c5856120fbb\", \"68ce2e1f-ac7e-4f1b-b3cb-28adb58ed24a\", \"5d52db66-485b-4651-9a08-596606f849dd\", \"a2792f0a-44fc-415f-a40e-776f89c1230e\"], \"total_duration\": 6010.0, \"total_sessions\": 6, \"mean_week_duration\": 41.736}, \"97097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-05-11 15:07:39.000000+00:00\", \"2021-01-10 08:46:39.000000+00:00\", \"2021-09-01 11:27:01.000000+00:00\", \"2020-03-04 17:50:45.000000+00:00\", \"2023-05-22 06:10:34.000000+00:00\", \"2019-08-08 16:20:03.000000+00:00\"], \"session_ids\": [\"46e32000-a6de-4d71-a944-8b745309f6c7\", \"178e3217-19f5-4ca9-b5ea-7b4ec813f225\", \"27e46707-09da-4434-bdd0-e4d9073d3962\", \"2ac45171-8323-4ba3-bd47-4d72862d8b3d\", \"1c0acfa5-e25c-4d0e-bc8b-ecb22cf295f7\", \"35bbfd49-7203-4821-8ba4-5a4c2baca44c\"], \"total_duration\": 600.0, \"total_sessions\": 6, \"mean_week_duration\": 3.03}, \"51423\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-07-01 13:22:19.000000+00:00\", \"2021-11-05 04:06:01.000000+00:00\"], \"session_ids\": [\"806a146e-ea72-4142-abd0-30beafe3ad70\", \"4280fb1d-446a-4742-833d-9f2faf8e5e11\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 2.35}, \"1223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-05-10 06:01:18.000000+00:00\", \"2020-07-11 05:50:25.000000+00:00\", \"2019-04-16 07:03:40.000000+00:00\"], \"session_ids\": [\"2d8bf40d-e5be-4e60-bb1f-31a4ea205147\", \"fde73476-af82-4b29-bd0e-91d520b5caf6\", \"cc97de51-927f-4599-9f6f-4e6b447bf19f\"], \"total_duration\": 586.0, \"total_sessions\": 3, \"mean_week_duration\": 5.426}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are greater than 3 and 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\": [[3, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"51619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-04 11:02:02.000000+00:00\", \"2021-04-17 17:19:07.000000+00:00\", \"2022-03-07 05:05:31.000000+00:00\", \"2019-10-01 20:29:51.000000+00:00\"], \"session_ids\": [\"c8b54c0a-7dca-42c7-8d49-906b62749afd\", \"6869ff3b-4e34-4ad1-8b94-8ee3e4c5922e\", \"2383e364-a72a-4ddb-8824-cce691307d59\", \"b1e728ed-f023-4a39-a8f8-40f2cb8cc249\"], \"total_duration\": 83.0, \"total_sessions\": 4, \"mean_week_duration\": 0.615}, \"38922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-14 09:14:13.000000+00:00\", \"2020-05-14 13:47:22.000000+00:00\", \"2019-12-09 15:54:40.000000+00:00\", \"2022-08-27 22:41:27.000000+00:00\"], \"session_ids\": [\"8978eb4a-d470-482a-96bb-df033c2c754a\", \"f0e398b7-d60c-4f0d-b30e-231eceb5c060\", \"d71a4188-3b00-4891-afe1-3d78a05bd39e\", \"4ce80c18-80f4-45a9-9541-a65179780648\"], \"total_duration\": 1693.0, \"total_sessions\": 4, \"mean_week_duration\": 11.923}, \"28836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-26 18:15:30.000000+00:00\", \"2022-02-21 02:04:42.000000+00:00\", \"2022-12-07 21:04:02.000000+00:00\", \"2019-03-17 18:38:34.000000+00:00\", \"2023-03-07 15:56:32.000000+00:00\"], \"session_ids\": [\"68926e47-78a6-4896-9b4d-75d5a444267c\", \"d39af172-d438-4e8f-961d-96d2922eb6a1\", \"2e5ffdc8-72d5-4c07-9a67-809e99c95697\", \"c1f11263-45c1-4a5f-8230-6b425e117bf4\", \"728cfd16-4954-4220-9c7b-7e4a348695c0\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.236}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"28836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-26 18:15:30.000000+00:00\", \"2022-02-21 02:04:42.000000+00:00\", \"2022-12-07 21:04:02.000000+00:00\", \"2019-03-17 18:38:34.000000+00:00\", \"2023-03-07 15:56:32.000000+00:00\"], \"session_ids\": [\"68926e47-78a6-4896-9b4d-75d5a444267c\", \"d39af172-d438-4e8f-961d-96d2922eb6a1\", \"2e5ffdc8-72d5-4c07-9a67-809e99c95697\", \"c1f11263-45c1-4a5f-8230-6b425e117bf4\", \"728cfd16-4954-4220-9c7b-7e4a348695c0\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.236}}, {\"51619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-04 11:02:02.000000+00:00\", \"2021-04-17 17:19:07.000000+00:00\", \"2022-03-07 05:05:31.000000+00:00\", \"2019-10-01 20:29:51.000000+00:00\"], \"session_ids\": [\"c8b54c0a-7dca-42c7-8d49-906b62749afd\", \"6869ff3b-4e34-4ad1-8b94-8ee3e4c5922e\", \"2383e364-a72a-4ddb-8824-cce691307d59\", \"b1e728ed-f023-4a39-a8f8-40f2cb8cc249\"], \"total_duration\": 83.0, \"total_sessions\": 4, \"mean_week_duration\": 0.615}}, {\"38922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-14 09:14:13.000000+00:00\", \"2020-05-14 13:47:22.000000+00:00\", \"2019-12-09 15:54:40.000000+00:00\", \"2022-08-27 22:41:27.000000+00:00\"], \"session_ids\": [\"8978eb4a-d470-482a-96bb-df033c2c754a\", \"f0e398b7-d60c-4f0d-b30e-231eceb5c060\", \"d71a4188-3b00-4891-afe1-3d78a05bd39e\", \"4ce80c18-80f4-45a9-9541-a65179780648\"], \"total_duration\": 1693.0, \"total_sessions\": 4, \"mean_week_duration\": 11.923}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 5 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"28836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-26 18:15:30.000000+00:00\", \"2022-02-21 02:04:42.000000+00:00\", \"2022-12-07 21:04:02.000000+00:00\", \"2019-03-17 18:38:34.000000+00:00\", \"2023-03-07 15:56:32.000000+00:00\"], \"session_ids\": [\"68926e47-78a6-4896-9b4d-75d5a444267c\", \"d39af172-d438-4e8f-961d-96d2922eb6a1\", \"2e5ffdc8-72d5-4c07-9a67-809e99c95697\", \"c1f11263-45c1-4a5f-8230-6b425e117bf4\", \"728cfd16-4954-4220-9c7b-7e4a348695c0\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.236}}, {\"51619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-04 11:02:02.000000+00:00\", \"2021-04-17 17:19:07.000000+00:00\", \"2022-03-07 05:05:31.000000+00:00\", \"2019-10-01 20:29:51.000000+00:00\"], \"session_ids\": [\"c8b54c0a-7dca-42c7-8d49-906b62749afd\", \"6869ff3b-4e34-4ad1-8b94-8ee3e4c5922e\", \"2383e364-a72a-4ddb-8824-cce691307d59\", \"b1e728ed-f023-4a39-a8f8-40f2cb8cc249\"], \"total_duration\": 83.0, \"total_sessions\": 4, \"mean_week_duration\": 0.615}}, {\"38922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-14 09:14:13.000000+00:00\", \"2020-05-14 13:47:22.000000+00:00\", \"2019-12-09 15:54:40.000000+00:00\", \"2022-08-27 22:41:27.000000+00:00\"], \"session_ids\": [\"8978eb4a-d470-482a-96bb-df033c2c754a\", \"f0e398b7-d60c-4f0d-b30e-231eceb5c060\", \"d71a4188-3b00-4891-afe1-3d78a05bd39e\", \"4ce80c18-80f4-45a9-9541-a65179780648\"], \"total_duration\": 1693.0, \"total_sessions\": 4, \"mean_week_duration\": 11.923}}]\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[{\"28836\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-26 18:15:30.000000+00:00\", \"2022-02-21 02:04:42.000000+00:00\", \"2022-12-07 21:04:02.000000+00:00\", \"2019-03-17 18:38:34.000000+00:00\", \"2023-03-07 15:56:32.000000+00:00\"], \"session_ids\": [\"68926e47-78a6-4896-9b4d-75d5a444267c\", \"d39af172-d438-4e8f-961d-96d2922eb6a1\", \"2e5ffdc8-72d5-4c07-9a67-809e99c95697\", \"c1f11263-45c1-4a5f-8230-6b425e117bf4\", \"728cfd16-4954-4220-9c7b-7e4a348695c0\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.236}}, {\"51619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-04 11:02:02.000000+00:00\", \"2021-04-17 17:19:07.000000+00:00\", \"2022-03-07 05:05:31.000000+00:00\", \"2019-10-01 20:29:51.000000+00:00\"], \"session_ids\": [\"c8b54c0a-7dca-42c7-8d49-906b62749afd\", \"6869ff3b-4e34-4ad1-8b94-8ee3e4c5922e\", \"2383e364-a72a-4ddb-8824-cce691307d59\", \"b1e728ed-f023-4a39-a8f8-40f2cb8cc249\"], \"total_duration\": 83.0, \"total_sessions\": 4, \"mean_week_duration\": 0.615}}, {\"38922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-14 09:14:13.000000+00:00\", \"2020-05-14 13:47:22.000000+00:00\", \"2019-12-09 15:54:40.000000+00:00\", \"2022-08-27 22:41:27.000000+00:00\"], \"session_ids\": [\"8978eb4a-d470-482a-96bb-df033c2c754a\", \"f0e398b7-d60c-4f0d-b30e-231eceb5c060\", \"d71a4188-3b00-4891-afe1-3d78a05bd39e\", \"4ce80c18-80f4-45a9-9541-a65179780648\"], \"total_duration\": 1693.0, \"total_sessions\": 4, \"mean_week_duration\": 11.923}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show 3 users to me whose quantity of sessions is same as 4 additionaly do sorting by total_sessions form the highest to the lowest plus remain 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{\"57178\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-28 05:23:03.000000+00:00\", \"2022-12-31 20:24:26.000000+00:00\", \"2020-02-10 18:58:01.000000+00:00\", \"2020-08-03 00:29:25.000000+00:00\", \"2020-09-29 03:23:57.000000+00:00\", \"2021-08-27 17:50:50.000000+00:00\", \"2020-10-03 15:23:50.000000+00:00\", \"2022-06-04 05:26:22.000000+00:00\"], \"session_ids\": [\"549878c7-b84c-47c2-8416-59b3b2ddebae\", \"1b2a2080-c055-42a9-84c2-c12d5d1620dd\", \"03e79dd9-54cb-4145-871c-a2b2ba99380d\", \"6e719106-114b-4b43-a488-5e9a14d863f2\", \"c7692644-a296-4dc4-bdfa-54fd468deade\", \"4c37f368-4029-4c00-83d5-0e6d95e58823\", \"aa25a2e3-67d0-4e95-a71f-e4f620cd5789\", \"2b092918-5793-4d5d-b34b-b850a25fd764\"], \"total_duration\": 9052.0, \"total_sessions\": 8, \"mean_week_duration\": 59.947}, \"18664\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-29 08:07:28.000000+00:00\", \"2019-12-15 20:16:16.000000+00:00\"], \"session_ids\": [\"bd6b2a1d-3c17-4b4f-9d13-d31b921a8654\", \"9c0e725f-803f-4026-8bc1-efb34892e22c\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.518}, \"90821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-23 01:09:19.000000+00:00\", \"2022-03-09 04:19:01.000000+00:00\", \"2021-02-20 22:57:41.000000+00:00\", \"2022-07-30 20:43:31.000000+00:00\"], \"session_ids\": [\"1f76137c-8753-4b8f-9c83-823ed0e0c27e\", \"5c7d6bdd-7d6c-4def-8536-ab767b780ddd\", \"e9b855c1-5557-4a03-a513-ac20d1acc95b\", \"964e16d7-3de9-4556-8cca-4e5d4ba4df4e\"], \"total_duration\": 660.0, \"total_sessions\": 4, \"mean_week_duration\": 7.174}, \"14120\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-02 18:38:28.000000+00:00\", \"2021-11-24 23:46:58.000000+00:00\"], \"session_ids\": [\"4390c02c-2531-447f-a756-ce9d8b231f09\", \"2ffa1af9-0193-4fa3-8836-0cf3cc95c230\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.3}, \"98102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-19 23:27:30.000000+00:00\", \"2019-04-15 07:43:05.000000+00:00\", \"2019-11-14 11:07:41.000000+00:00\"], \"session_ids\": [\"d3fcd732-e000-4a36-8d43-01d35ae876c1\", \"d930b340-740d-4507-a31e-a5a5eeab4ca9\", \"72921d20-6953-41f8-bbfb-1633a1474ea5\"], \"total_duration\": 554.0, \"total_sessions\": 3, \"mean_week_duration\": 4.197}, \"11630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-13 11:38:33.000000+00:00\", \"2021-12-09 18:03:33.000000+00:00\"], \"session_ids\": [\"96a18aab-3353-4bde-979f-6819b59c2ca3\", \"ef26b84b-009e-4792-a8b5-3246b3cdf7f1\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 5.091}, \"38329\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-31 00:18:19.000000+00:00\", \"2019-01-05 10:53:17.000000+00:00\"], \"session_ids\": [\"1a91410f-34fb-4118-bbc5-64136360c0c4\", \"f679920c-2775-4f59-b67c-6e83f13c45b3\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.136}, \"53464\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-03-08 03:35:49.000000+00:00\", \"2019-10-18 09:44:05.000000+00:00\", \"2019-06-17 23:50:49.000000+00:00\", \"2022-09-05 16:20:05.000000+00:00\", \"2022-04-12 20:20:53.000000+00:00\"], \"session_ids\": [\"2d6232d0-53f1-456b-9a47-b661f21f2fc9\", \"86598e51-1ede-49a2-b215-f9047f4063b4\", \"1a7ebc80-52f6-4437-ac36-add4c149f47a\", \"75bc5bd3-e8c0-48d3-aa02-de31346d0924\", \"ba496ece-3e65-4419-8d1e-f0179d21a2cb\"], \"total_duration\": 461.0, \"total_sessions\": 5, \"mean_week_duration\": 2.364}, \"6531\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-17 05:11:56.000000+00:00\", \"2022-07-20 20:22:35.000000+00:00\", \"2019-07-13 03:23:30.000000+00:00\", \"2019-11-23 05:24:36.000000+00:00\", \"2022-03-24 01:12:15.000000+00:00\", \"2020-10-12 09:26:50.000000+00:00\", \"2019-03-21 17:30:40.000000+00:00\", \"2022-11-24 03:51:29.000000+00:00\"], \"session_ids\": [\"4f11cc72-39ea-4ce7-98e8-6be65062774a\", \"61ff5805-26a5-44aa-9b44-361ac1fdf302\", \"40f07926-eb49-49b5-967c-19c077ac1c29\", \"1ecc8e71-fdaa-47db-bdb3-6b023f7429fd\", \"002018c6-2119-4e82-886d-68f7f6b86768\", \"8b36574c-1350-484f-bf77-c6e51168ccd0\", \"d0dc653c-beb9-41f4-b6a6-df001d968da1\", \"c0a6df12-1d0f-4e6d-b2c7-a46d965c199f\"], \"total_duration\": 14335.0, \"total_sessions\": 8, \"mean_week_duration\": 74.661}, \"74795\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-29 15:49:44.000000+00:00\", \"2019-01-22 21:02:35.000000+00:00\"], \"session_ids\": [\"3407ef85-c553-439b-a293-15551e791f57\", \"51d040a9-244c-4dd1-a253-61b2ee610eae\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 1.449}}\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, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"90821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-23 01:09:19.000000+00:00\", \"2022-03-09 04:19:01.000000+00:00\", \"2021-02-20 22:57:41.000000+00:00\", \"2022-07-30 20:43:31.000000+00:00\"], \"session_ids\": [\"1f76137c-8753-4b8f-9c83-823ed0e0c27e\", \"5c7d6bdd-7d6c-4def-8536-ab767b780ddd\", \"e9b855c1-5557-4a03-a513-ac20d1acc95b\", \"964e16d7-3de9-4556-8cca-4e5d4ba4df4e\"], \"total_duration\": 660.0, \"total_sessions\": 4, \"mean_week_duration\": 7.174}}\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[{\"90821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-23 01:09:19.000000+00:00\", \"2022-03-09 04:19:01.000000+00:00\", \"2021-02-20 22:57:41.000000+00:00\", \"2022-07-30 20:43:31.000000+00:00\"], \"session_ids\": [\"1f76137c-8753-4b8f-9c83-823ed0e0c27e\", \"5c7d6bdd-7d6c-4def-8536-ab767b780ddd\", \"e9b855c1-5557-4a03-a513-ac20d1acc95b\", \"964e16d7-3de9-4556-8cca-4e5d4ba4df4e\"], \"total_duration\": 660.0, \"total_sessions\": 4, \"mean_week_duration\": 7.174}}]\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[{\"90821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-23 01:09:19.000000+00:00\", \"2022-03-09 04:19:01.000000+00:00\", \"2021-02-20 22:57:41.000000+00:00\", \"2022-07-30 20:43:31.000000+00:00\"], \"session_ids\": [\"1f76137c-8753-4b8f-9c83-823ed0e0c27e\", \"5c7d6bdd-7d6c-4def-8536-ab767b780ddd\", \"e9b855c1-5557-4a03-a513-ac20d1acc95b\", \"964e16d7-3de9-4556-8cca-4e5d4ba4df4e\"], \"total_duration\": 660.0, \"total_sessions\": 4, \"mean_week_duration\": 7.174}}]\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[{\"90821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-23 01:09:19.000000+00:00\", \"2022-03-09 04:19:01.000000+00:00\", \"2021-02-20 22:57:41.000000+00:00\", \"2022-07-30 20:43:31.000000+00:00\"], \"session_ids\": [\"1f76137c-8753-4b8f-9c83-823ed0e0c27e\", \"5c7d6bdd-7d6c-4def-8536-ab767b780ddd\", \"e9b855c1-5557-4a03-a513-ac20d1acc95b\", \"964e16d7-3de9-4556-8cca-4e5d4ba4df4e\"], \"total_duration\": 660.0, \"total_sessions\": 4, \"mean_week_duration\": 7.174}}]\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": "Share insights on 2 users I can't find living in cities Ho Chi Minh City, Sydney, Tokyo, Dubai, Mumbai, Jakarta , sort by town name form the highest value to the lowest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"49311\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-14 03:50:18.000000+00:00\", \"2023-04-19 09:02:49.000000+00:00\"], \"session_ids\": [\"18770947-d81e-4557-a9dc-42398f012fe8\", \"6842f0e4-dec1-4fac-88d5-192637b35f27\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 2.218}, \"11362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-07-28 20:58:45.000000+00:00\", \"2019-05-07 09:19:10.000000+00:00\", \"2019-07-07 06:15:16.000000+00:00\", \"2022-10-29 02:46:34.000000+00:00\", \"2019-08-07 07:35:49.000000+00:00\", \"2020-12-23 18:26:18.000000+00:00\", \"2023-05-14 10:23:40.000000+00:00\", \"2019-04-20 06:00:12.000000+00:00\", \"2019-07-27 17:13:50.000000+00:00\", \"2021-07-21 07:36:29.000000+00:00\"], \"session_ids\": [\"3aa09a2e-a7d9-46bc-8d49-14eac5b5cbd8\", \"039c638f-c419-44cd-96a8-ff86ee49e795\", \"63c44245-916f-4935-9841-8d35f91f1707\", \"95ccbea7-2f2b-4e8d-a10b-00f35d2a3c44\", \"adc940b0-8b91-4cf0-8c50-1d71b11e2809\", \"4dc86fdc-44e2-4795-87c2-947d4044d677\", \"a755f0e5-1059-4728-9f4b-64f8065d0fa1\", \"8ab28459-8639-4239-8a02-db4f967840d6\", \"d1eb4acf-91ea-46b7-a5d0-69555417f322\", \"bdf2ba44-312e-4f90-a4ed-5847e3828cf5\"], \"total_duration\": 406.0, \"total_sessions\": 10, \"mean_week_duration\": 1.906}, \"34599\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-09 08:40:20.000000+00:00\", \"2019-10-26 09:08:51.000000+00:00\", \"2022-06-30 02:18:47.000000+00:00\", \"2019-01-16 11:40:03.000000+00:00\"], \"session_ids\": [\"4a73f99c-857e-430b-a6fb-19618834c071\", \"f7ac4a87-8ae4-4ae8-aa10-a15209843fc7\", \"5058eb31-c866-4b58-bc7a-8d6e872af79b\", \"b5ff2bde-89e9-495d-9f01-dea5aa179ab7\"], \"total_duration\": 2102.0, \"total_sessions\": 4, \"mean_week_duration\": 10.304}, \"66126\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-11-12 09:23:08.000000+00:00\", \"2022-07-29 04:42:05.000000+00:00\", \"2020-10-29 18:48:39.000000+00:00\", \"2020-04-15 20:12:12.000000+00:00\", \"2020-09-21 17:56:03.000000+00:00\"], \"session_ids\": [\"ebca36dd-37e4-425b-96a9-a7da091b4787\", \"643f1300-c254-47cf-8cc5-f50b204bc304\", \"cd488c99-27ba-40cc-b939-83c0971ce0f6\", \"442861d1-bf73-452d-ac6a-fce97113e15b\", \"957bdc5e-35fc-4f78-88d6-fa9ecef03125\"], \"total_duration\": 769.0, \"total_sessions\": 5, \"mean_week_duration\": 6.408}, \"14271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-20 00:11:03.000000+00:00\", \"2022-12-05 15:35:13.000000+00:00\"], \"session_ids\": [\"8416c48c-a98e-4f56-b5da-a6bfdf7a4d4c\", \"d7d3d274-e3d1-4231-ab11-40aa1d09266f\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.863}, \"39426\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-13 16:27:23.000000+00:00\", \"2022-06-14 18:22:04.000000+00:00\", \"2020-09-05 11:10:41.000000+00:00\", \"2019-11-30 05:54:36.000000+00:00\"], \"session_ids\": [\"5f83f4b3-9824-40cf-889b-79ba7d2511bf\", \"f9ec31ad-4842-4cee-b5fe-226979bdea43\", \"e7ff101e-6bba-4732-babf-19ece3ed4919\", \"90cb5f78-b12a-496c-ad11-d8c8f45c70f9\"], \"total_duration\": 530.0, \"total_sessions\": 4, \"mean_week_duration\": 3.985}, \"96519\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-04 01:26:57.000000+00:00\", \"2022-06-04 09:16:42.000000+00:00\"], \"session_ids\": [\"c52769de-bd4f-4476-a80a-6bafa07f657f\", \"f66a6491-1a4a-416b-a7b6-3c0298014f55\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}, \"75409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-31 10:54:01.000000+00:00\", \"2022-12-24 23:46:39.000000+00:00\"], \"session_ids\": [\"710344b7-9747-47aa-8578-cf5989e8967f\", \"fc9b2af7-ccbc-42bf-ba44-6f38c7d5df7b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.511}, \"15787\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-16 18:14:00.000000+00:00\", \"2022-10-12 00:57:17.000000+00:00\"], \"session_ids\": [\"2ec3f051-b2bd-4bf6-aff1-876c54345015\", \"54b9a7e3-3112-4bfb-b608-fa8d038b8afb\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 3.538}, \"30834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-30 19:07:43.000000+00:00\", \"2020-02-20 07:01:30.000000+00:00\"], \"session_ids\": [\"8ab2b135-4077-48de-a925-70d5edc54d91\", \"c986a344-2a15-4ffb-b2ea-244397e09e03\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 3.812}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are not Ho Chi Minh City, Sydney, Tokyo, Dubai, Mumbai, Jakarta"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Ho Chi Minh City\", \"Sydney\", \"Tokyo\", \"Dubai\", \"Mumbai\", \"Jakarta\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"49311\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-14 03:50:18.000000+00:00\", \"2023-04-19 09:02:49.000000+00:00\"], \"session_ids\": [\"18770947-d81e-4557-a9dc-42398f012fe8\", \"6842f0e4-dec1-4fac-88d5-192637b35f27\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 2.218}, \"11362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-07-28 20:58:45.000000+00:00\", \"2019-05-07 09:19:10.000000+00:00\", \"2019-07-07 06:15:16.000000+00:00\", \"2022-10-29 02:46:34.000000+00:00\", \"2019-08-07 07:35:49.000000+00:00\", \"2020-12-23 18:26:18.000000+00:00\", \"2023-05-14 10:23:40.000000+00:00\", \"2019-04-20 06:00:12.000000+00:00\", \"2019-07-27 17:13:50.000000+00:00\", \"2021-07-21 07:36:29.000000+00:00\"], \"session_ids\": [\"3aa09a2e-a7d9-46bc-8d49-14eac5b5cbd8\", \"039c638f-c419-44cd-96a8-ff86ee49e795\", \"63c44245-916f-4935-9841-8d35f91f1707\", \"95ccbea7-2f2b-4e8d-a10b-00f35d2a3c44\", \"adc940b0-8b91-4cf0-8c50-1d71b11e2809\", \"4dc86fdc-44e2-4795-87c2-947d4044d677\", \"a755f0e5-1059-4728-9f4b-64f8065d0fa1\", \"8ab28459-8639-4239-8a02-db4f967840d6\", \"d1eb4acf-91ea-46b7-a5d0-69555417f322\", \"bdf2ba44-312e-4f90-a4ed-5847e3828cf5\"], \"total_duration\": 406.0, \"total_sessions\": 10, \"mean_week_duration\": 1.906}, \"34599\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-09 08:40:20.000000+00:00\", \"2019-10-26 09:08:51.000000+00:00\", \"2022-06-30 02:18:47.000000+00:00\", \"2019-01-16 11:40:03.000000+00:00\"], \"session_ids\": [\"4a73f99c-857e-430b-a6fb-19618834c071\", \"f7ac4a87-8ae4-4ae8-aa10-a15209843fc7\", \"5058eb31-c866-4b58-bc7a-8d6e872af79b\", \"b5ff2bde-89e9-495d-9f01-dea5aa179ab7\"], \"total_duration\": 2102.0, \"total_sessions\": 4, \"mean_week_duration\": 10.304}, \"66126\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-11-12 09:23:08.000000+00:00\", \"2022-07-29 04:42:05.000000+00:00\", \"2020-10-29 18:48:39.000000+00:00\", \"2020-04-15 20:12:12.000000+00:00\", \"2020-09-21 17:56:03.000000+00:00\"], \"session_ids\": [\"ebca36dd-37e4-425b-96a9-a7da091b4787\", \"643f1300-c254-47cf-8cc5-f50b204bc304\", \"cd488c99-27ba-40cc-b939-83c0971ce0f6\", \"442861d1-bf73-452d-ac6a-fce97113e15b\", \"957bdc5e-35fc-4f78-88d6-fa9ecef03125\"], \"total_duration\": 769.0, \"total_sessions\": 5, \"mean_week_duration\": 6.408}, \"39426\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-13 16:27:23.000000+00:00\", \"2022-06-14 18:22:04.000000+00:00\", \"2020-09-05 11:10:41.000000+00:00\", \"2019-11-30 05:54:36.000000+00:00\"], \"session_ids\": [\"5f83f4b3-9824-40cf-889b-79ba7d2511bf\", \"f9ec31ad-4842-4cee-b5fe-226979bdea43\", \"e7ff101e-6bba-4732-babf-19ece3ed4919\", \"90cb5f78-b12a-496c-ad11-d8c8f45c70f9\"], \"total_duration\": 530.0, \"total_sessions\": 4, \"mean_week_duration\": 3.985}, \"96519\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-04 01:26:57.000000+00:00\", \"2022-06-04 09:16:42.000000+00:00\"], \"session_ids\": [\"c52769de-bd4f-4476-a80a-6bafa07f657f\", \"f66a6491-1a4a-416b-a7b6-3c0298014f55\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}, \"75409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-31 10:54:01.000000+00:00\", \"2022-12-24 23:46:39.000000+00:00\"], \"session_ids\": [\"710344b7-9747-47aa-8578-cf5989e8967f\", \"fc9b2af7-ccbc-42bf-ba44-6f38c7d5df7b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.511}, \"15787\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-16 18:14:00.000000+00:00\", \"2022-10-12 00:57:17.000000+00:00\"], \"session_ids\": [\"2ec3f051-b2bd-4bf6-aff1-876c54345015\", \"54b9a7e3-3112-4bfb-b608-fa8d038b8afb\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 3.538}, \"30834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-30 19:07:43.000000+00:00\", \"2020-02-20 07:01:30.000000+00:00\"], \"session_ids\": [\"8ab2b135-4077-48de-a925-70d5edc54d91\", \"c986a344-2a15-4ffb-b2ea-244397e09e03\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 3.812}}\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[{\"30834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-30 19:07:43.000000+00:00\", \"2020-02-20 07:01:30.000000+00:00\"], \"session_ids\": [\"8ab2b135-4077-48de-a925-70d5edc54d91\", \"c986a344-2a15-4ffb-b2ea-244397e09e03\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 3.812}}, {\"49311\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-14 03:50:18.000000+00:00\", \"2023-04-19 09:02:49.000000+00:00\"], \"session_ids\": [\"18770947-d81e-4557-a9dc-42398f012fe8\", \"6842f0e4-dec1-4fac-88d5-192637b35f27\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 2.218}}, {\"39426\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-13 16:27:23.000000+00:00\", \"2022-06-14 18:22:04.000000+00:00\", \"2020-09-05 11:10:41.000000+00:00\", \"2019-11-30 05:54:36.000000+00:00\"], \"session_ids\": [\"5f83f4b3-9824-40cf-889b-79ba7d2511bf\", \"f9ec31ad-4842-4cee-b5fe-226979bdea43\", \"e7ff101e-6bba-4732-babf-19ece3ed4919\", \"90cb5f78-b12a-496c-ad11-d8c8f45c70f9\"], \"total_duration\": 530.0, \"total_sessions\": 4, \"mean_week_duration\": 3.985}}, {\"75409\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-31 10:54:01.000000+00:00\", \"2022-12-24 23:46:39.000000+00:00\"], \"session_ids\": [\"710344b7-9747-47aa-8578-cf5989e8967f\", \"fc9b2af7-ccbc-42bf-ba44-6f38c7d5df7b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.511}}, {\"66126\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-11-12 09:23:08.000000+00:00\", \"2022-07-29 04:42:05.000000+00:00\", \"2020-10-29 18:48:39.000000+00:00\", \"2020-04-15 20:12:12.000000+00:00\", \"2020-09-21 17:56:03.000000+00:00\"], \"session_ids\": [\"ebca36dd-37e4-425b-96a9-a7da091b4787\", \"643f1300-c254-47cf-8cc5-f50b204bc304\", \"cd488c99-27ba-40cc-b939-83c0971ce0f6\", \"442861d1-bf73-452d-ac6a-fce97113e15b\", \"957bdc5e-35fc-4f78-88d6-fa9ecef03125\"], \"total_duration\": 769.0, \"total_sessions\": 5, \"mean_week_duration\": 6.408}}, {\"11362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-07-28 20:58:45.000000+00:00\", \"2019-05-07 09:19:10.000000+00:00\", \"2019-07-07 06:15:16.000000+00:00\", \"2022-10-29 02:46:34.000000+00:00\", \"2019-08-07 07:35:49.000000+00:00\", \"2020-12-23 18:26:18.000000+00:00\", \"2023-05-14 10:23:40.000000+00:00\", \"2019-04-20 06:00:12.000000+00:00\", \"2019-07-27 17:13:50.000000+00:00\", \"2021-07-21 07:36:29.000000+00:00\"], \"session_ids\": [\"3aa09a2e-a7d9-46bc-8d49-14eac5b5cbd8\", \"039c638f-c419-44cd-96a8-ff86ee49e795\", \"63c44245-916f-4935-9841-8d35f91f1707\", \"95ccbea7-2f2b-4e8d-a10b-00f35d2a3c44\", \"adc940b0-8b91-4cf0-8c50-1d71b11e2809\", \"4dc86fdc-44e2-4795-87c2-947d4044d677\", \"a755f0e5-1059-4728-9f4b-64f8065d0fa1\", \"8ab28459-8639-4239-8a02-db4f967840d6\", \"d1eb4acf-91ea-46b7-a5d0-69555417f322\", \"bdf2ba44-312e-4f90-a4ed-5847e3828cf5\"], \"total_duration\": 406.0, \"total_sessions\": 10, \"mean_week_duration\": 1.906}}, {\"96519\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-04 01:26:57.000000+00:00\", \"2022-06-04 09:16:42.000000+00:00\"], \"session_ids\": [\"c52769de-bd4f-4476-a80a-6bafa07f657f\", \"f66a6491-1a4a-416b-a7b6-3c0298014f55\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}}, {\"34599\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-09 08:40:20.000000+00:00\", \"2019-10-26 09:08:51.000000+00:00\", \"2022-06-30 02:18:47.000000+00:00\", \"2019-01-16 11:40:03.000000+00:00\"], \"session_ids\": [\"4a73f99c-857e-430b-a6fb-19618834c071\", \"f7ac4a87-8ae4-4ae8-aa10-a15209843fc7\", \"5058eb31-c866-4b58-bc7a-8d6e872af79b\", \"b5ff2bde-89e9-495d-9f01-dea5aa179ab7\"], \"total_duration\": 2102.0, \"total_sessions\": 4, \"mean_week_duration\": 10.304}}, {\"15787\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-16 18:14:00.000000+00:00\", \"2022-10-12 00:57:17.000000+00:00\"], \"session_ids\": [\"2ec3f051-b2bd-4bf6-aff1-876c54345015\", \"54b9a7e3-3112-4bfb-b608-fa8d038b8afb\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 3.538}}]\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[{\"30834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-30 19:07:43.000000+00:00\", \"2020-02-20 07:01:30.000000+00:00\"], \"session_ids\": [\"8ab2b135-4077-48de-a925-70d5edc54d91\", \"c986a344-2a15-4ffb-b2ea-244397e09e03\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 3.812}}, {\"49311\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-14 03:50:18.000000+00:00\", \"2023-04-19 09:02:49.000000+00:00\"], \"session_ids\": [\"18770947-d81e-4557-a9dc-42398f012fe8\", \"6842f0e4-dec1-4fac-88d5-192637b35f27\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 2.218}}]\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[{\"30834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-30 19:07:43.000000+00:00\", \"2020-02-20 07:01:30.000000+00:00\"], \"session_ids\": [\"8ab2b135-4077-48de-a925-70d5edc54d91\", \"c986a344-2a15-4ffb-b2ea-244397e09e03\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 3.812}}, {\"49311\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-14 03:50:18.000000+00:00\", \"2023-04-19 09:02:49.000000+00:00\"], \"session_ids\": [\"18770947-d81e-4557-a9dc-42398f012fe8\", \"6842f0e4-dec1-4fac-88d5-192637b35f27\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 2.218}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about user who isn't currently living in cities Kuala Lumpur, Karachi, Singapore City, Caracas, London, Sydney, Beijing plus execute sorting by name of the city from the smallest value to the largest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"41416\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-26 13:25:28.000000+00:00\", \"2021-04-21 06:35:44.000000+00:00\", \"2022-10-29 05:15:19.000000+00:00\", \"2019-06-30 22:11:07.000000+00:00\", \"2022-05-16 05:36:48.000000+00:00\", \"2021-10-29 19:55:12.000000+00:00\", \"2019-02-27 23:22:36.000000+00:00\", \"2019-07-16 18:15:52.000000+00:00\", \"2022-07-31 04:08:50.000000+00:00\"], \"session_ids\": [\"8cfbe203-382b-4b67-a1f2-ae179283cdb2\", \"243cc1fe-f0c4-4647-8eab-0c7a406022df\", \"3f643c03-c27b-41da-afd9-0631942ebeb0\", \"b4e599ca-470f-4637-b8b9-72b8c9ced58e\", \"d44c55c3-6d6e-4168-8ab1-ed9421ae3ba7\", \"76742539-dbc4-47f6-90e2-d88dea0c3431\", \"13000cf3-7f78-488a-8200-c4367a72368c\", \"402c5c6d-138c-42d1-be29-46b0411c215d\", \"df60974f-d10d-4fc6-b067-0c65cc012e34\"], \"total_duration\": 10651.0, \"total_sessions\": 9, \"mean_week_duration\": 50.005}, \"40186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-08-22 16:02:53.000000+00:00\", \"2022-02-15 11:58:51.000000+00:00\"], \"session_ids\": [\"13e3ee8b-0ec7-4bdf-aaf7-a6bebb4b3504\", \"d65c6dde-4e6a-456e-946b-9331443e81c3\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}, \"55263\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-01 16:45:48.000000+00:00\", \"2023-04-06 18:02:55.000000+00:00\"], \"session_ids\": [\"ec7428c4-8fe6-4d64-a9fc-969c19ac346e\", \"5db463f3-4b30-4f7c-82d9-5b924bbf1114\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.735}, \"78954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 00:33:17.000000+00:00\", \"2022-12-02 10:19:10.000000+00:00\", \"2022-12-22 07:57:47.000000+00:00\", \"2021-07-03 15:19:04.000000+00:00\"], \"session_ids\": [\"a4649a47-db6d-4760-8c26-118b7f3a75d5\", \"e63c3ac2-a7d4-4906-80cb-b8b91fda9c8c\", \"ea8b459f-c9eb-4a97-bbf9-e86b6f5cb543\", \"23d12fba-daaa-4c96-be2b-c009c2015270\"], \"total_duration\": 505.0, \"total_sessions\": 4, \"mean_week_duration\": 4.391}, \"35567\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-06-25 13:21:22.000000+00:00\", \"2022-04-22 13:11:25.000000+00:00\"], \"session_ids\": [\"07f8419f-5223-482b-b999-a1ea77df5ffe\", \"55ad62f9-8947-44a3-a347-8f71079e22ab\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}, \"78396\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-20 16:35:28.000000+00:00\", \"2022-06-26 10:48:00.000000+00:00\"], \"session_ids\": [\"3c870697-2e35-442a-bf90-8f27f7f54da6\", \"ddd00923-afd2-4b36-8caf-4823b3a1e1c6\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}, \"7955\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-14 02:49:49.000000+00:00\", \"2020-01-05 10:30:33.000000+00:00\", \"2022-10-29 06:03:15.000000+00:00\", \"2020-01-30 20:10:30.000000+00:00\", \"2020-12-05 18:21:24.000000+00:00\", \"2022-05-10 14:09:02.000000+00:00\", \"2021-09-12 03:27:47.000000+00:00\"], \"session_ids\": [\"87af92ea-9603-4bb4-b4e8-54d4b7984053\", \"631f67bc-dd11-4ea4-893b-3e60c2db79b3\", \"9e468ddf-53f5-4bca-b92d-46cd5bbe20fd\", \"7253d6c1-8208-4a1e-abfc-942cf3ee665b\", \"59646aef-5fe1-4619-9924-4455d1a98647\", \"4f118813-d8b2-43e9-b089-e1ab783278ca\", \"c4cf19f5-ee27-41a3-bcd7-1f8d75624a3e\"], \"total_duration\": 650.0, \"total_sessions\": 7, \"mean_week_duration\": 4.422}, \"45533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-02 19:03:13.000000+00:00\", \"2019-05-16 17:54:48.000000+00:00\"], \"session_ids\": [\"ffcd1cd7-553d-4516-b7bd-3b49a380a51b\", \"d8cd96e5-fdde-402c-96f9-285e3335ddc4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.43}, \"24847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-18 06:11:19.000000+00:00\", \"2020-05-16 10:50:36.000000+00:00\"], \"session_ids\": [\"e6460157-3fea-4b36-9832-727d055978d5\", \"c4cf5ee1-2078-48d6-8dc9-ca86040b847f\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 5.387}, \"22554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-12 00:28:03.000000+00:00\", \"2019-12-05 19:34:42.000000+00:00\"], \"session_ids\": [\"a89b59d3-9914-45ef-8f5a-d7b2214027f4\", \"59a29fa1-0647-4dd9-96a9-d252f5c4ed53\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 5.467}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Kuala Lumpur, Karachi, Singapore City, Caracas, London, Sydney, Beijing"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Kuala Lumpur\", \"Karachi\", \"Singapore City\", \"Caracas\", \"London\", \"Sydney\", \"Beijing\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"41416\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-26 13:25:28.000000+00:00\", \"2021-04-21 06:35:44.000000+00:00\", \"2022-10-29 05:15:19.000000+00:00\", \"2019-06-30 22:11:07.000000+00:00\", \"2022-05-16 05:36:48.000000+00:00\", \"2021-10-29 19:55:12.000000+00:00\", \"2019-02-27 23:22:36.000000+00:00\", \"2019-07-16 18:15:52.000000+00:00\", \"2022-07-31 04:08:50.000000+00:00\"], \"session_ids\": [\"8cfbe203-382b-4b67-a1f2-ae179283cdb2\", \"243cc1fe-f0c4-4647-8eab-0c7a406022df\", \"3f643c03-c27b-41da-afd9-0631942ebeb0\", \"b4e599ca-470f-4637-b8b9-72b8c9ced58e\", \"d44c55c3-6d6e-4168-8ab1-ed9421ae3ba7\", \"76742539-dbc4-47f6-90e2-d88dea0c3431\", \"13000cf3-7f78-488a-8200-c4367a72368c\", \"402c5c6d-138c-42d1-be29-46b0411c215d\", \"df60974f-d10d-4fc6-b067-0c65cc012e34\"], \"total_duration\": 10651.0, \"total_sessions\": 9, \"mean_week_duration\": 50.005}, \"40186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-08-22 16:02:53.000000+00:00\", \"2022-02-15 11:58:51.000000+00:00\"], \"session_ids\": [\"13e3ee8b-0ec7-4bdf-aaf7-a6bebb4b3504\", \"d65c6dde-4e6a-456e-946b-9331443e81c3\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}, \"55263\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-01 16:45:48.000000+00:00\", \"2023-04-06 18:02:55.000000+00:00\"], \"session_ids\": [\"ec7428c4-8fe6-4d64-a9fc-969c19ac346e\", \"5db463f3-4b30-4f7c-82d9-5b924bbf1114\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.735}, \"78954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 00:33:17.000000+00:00\", \"2022-12-02 10:19:10.000000+00:00\", \"2022-12-22 07:57:47.000000+00:00\", \"2021-07-03 15:19:04.000000+00:00\"], \"session_ids\": [\"a4649a47-db6d-4760-8c26-118b7f3a75d5\", \"e63c3ac2-a7d4-4906-80cb-b8b91fda9c8c\", \"ea8b459f-c9eb-4a97-bbf9-e86b6f5cb543\", \"23d12fba-daaa-4c96-be2b-c009c2015270\"], \"total_duration\": 505.0, \"total_sessions\": 4, \"mean_week_duration\": 4.391}, \"35567\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-06-25 13:21:22.000000+00:00\", \"2022-04-22 13:11:25.000000+00:00\"], \"session_ids\": [\"07f8419f-5223-482b-b999-a1ea77df5ffe\", \"55ad62f9-8947-44a3-a347-8f71079e22ab\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}, \"78396\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-20 16:35:28.000000+00:00\", \"2022-06-26 10:48:00.000000+00:00\"], \"session_ids\": [\"3c870697-2e35-442a-bf90-8f27f7f54da6\", \"ddd00923-afd2-4b36-8caf-4823b3a1e1c6\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}, \"7955\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-14 02:49:49.000000+00:00\", \"2020-01-05 10:30:33.000000+00:00\", \"2022-10-29 06:03:15.000000+00:00\", \"2020-01-30 20:10:30.000000+00:00\", \"2020-12-05 18:21:24.000000+00:00\", \"2022-05-10 14:09:02.000000+00:00\", \"2021-09-12 03:27:47.000000+00:00\"], \"session_ids\": [\"87af92ea-9603-4bb4-b4e8-54d4b7984053\", \"631f67bc-dd11-4ea4-893b-3e60c2db79b3\", \"9e468ddf-53f5-4bca-b92d-46cd5bbe20fd\", \"7253d6c1-8208-4a1e-abfc-942cf3ee665b\", \"59646aef-5fe1-4619-9924-4455d1a98647\", \"4f118813-d8b2-43e9-b089-e1ab783278ca\", \"c4cf19f5-ee27-41a3-bcd7-1f8d75624a3e\"], \"total_duration\": 650.0, \"total_sessions\": 7, \"mean_week_duration\": 4.422}, \"45533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-02 19:03:13.000000+00:00\", \"2019-05-16 17:54:48.000000+00:00\"], \"session_ids\": [\"ffcd1cd7-553d-4516-b7bd-3b49a380a51b\", \"d8cd96e5-fdde-402c-96f9-285e3335ddc4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.43}, \"24847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-18 06:11:19.000000+00:00\", \"2020-05-16 10:50:36.000000+00:00\"], \"session_ids\": [\"e6460157-3fea-4b36-9832-727d055978d5\", \"c4cf5ee1-2078-48d6-8dc9-ca86040b847f\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 5.387}, \"22554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-12 00:28:03.000000+00:00\", \"2019-12-05 19:34:42.000000+00:00\"], \"session_ids\": [\"a89b59d3-9914-45ef-8f5a-d7b2214027f4\", \"59a29fa1-0647-4dd9-96a9-d252f5c4ed53\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 5.467}}\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[{\"40186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-08-22 16:02:53.000000+00:00\", \"2022-02-15 11:58:51.000000+00:00\"], \"session_ids\": [\"13e3ee8b-0ec7-4bdf-aaf7-a6bebb4b3504\", \"d65c6dde-4e6a-456e-946b-9331443e81c3\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}}, {\"55263\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-01 16:45:48.000000+00:00\", \"2023-04-06 18:02:55.000000+00:00\"], \"session_ids\": [\"ec7428c4-8fe6-4d64-a9fc-969c19ac346e\", \"5db463f3-4b30-4f7c-82d9-5b924bbf1114\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.735}}, {\"78396\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-20 16:35:28.000000+00:00\", \"2022-06-26 10:48:00.000000+00:00\"], \"session_ids\": [\"3c870697-2e35-442a-bf90-8f27f7f54da6\", \"ddd00923-afd2-4b36-8caf-4823b3a1e1c6\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}}, {\"7955\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-14 02:49:49.000000+00:00\", \"2020-01-05 10:30:33.000000+00:00\", \"2022-10-29 06:03:15.000000+00:00\", \"2020-01-30 20:10:30.000000+00:00\", \"2020-12-05 18:21:24.000000+00:00\", \"2022-05-10 14:09:02.000000+00:00\", \"2021-09-12 03:27:47.000000+00:00\"], \"session_ids\": [\"87af92ea-9603-4bb4-b4e8-54d4b7984053\", \"631f67bc-dd11-4ea4-893b-3e60c2db79b3\", \"9e468ddf-53f5-4bca-b92d-46cd5bbe20fd\", \"7253d6c1-8208-4a1e-abfc-942cf3ee665b\", \"59646aef-5fe1-4619-9924-4455d1a98647\", \"4f118813-d8b2-43e9-b089-e1ab783278ca\", \"c4cf19f5-ee27-41a3-bcd7-1f8d75624a3e\"], \"total_duration\": 650.0, \"total_sessions\": 7, \"mean_week_duration\": 4.422}}, {\"41416\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-26 13:25:28.000000+00:00\", \"2021-04-21 06:35:44.000000+00:00\", \"2022-10-29 05:15:19.000000+00:00\", \"2019-06-30 22:11:07.000000+00:00\", \"2022-05-16 05:36:48.000000+00:00\", \"2021-10-29 19:55:12.000000+00:00\", \"2019-02-27 23:22:36.000000+00:00\", \"2019-07-16 18:15:52.000000+00:00\", \"2022-07-31 04:08:50.000000+00:00\"], \"session_ids\": [\"8cfbe203-382b-4b67-a1f2-ae179283cdb2\", \"243cc1fe-f0c4-4647-8eab-0c7a406022df\", \"3f643c03-c27b-41da-afd9-0631942ebeb0\", \"b4e599ca-470f-4637-b8b9-72b8c9ced58e\", \"d44c55c3-6d6e-4168-8ab1-ed9421ae3ba7\", \"76742539-dbc4-47f6-90e2-d88dea0c3431\", \"13000cf3-7f78-488a-8200-c4367a72368c\", \"402c5c6d-138c-42d1-be29-46b0411c215d\", \"df60974f-d10d-4fc6-b067-0c65cc012e34\"], \"total_duration\": 10651.0, \"total_sessions\": 9, \"mean_week_duration\": 50.005}}, {\"78954\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-10 00:33:17.000000+00:00\", \"2022-12-02 10:19:10.000000+00:00\", \"2022-12-22 07:57:47.000000+00:00\", \"2021-07-03 15:19:04.000000+00:00\"], \"session_ids\": [\"a4649a47-db6d-4760-8c26-118b7f3a75d5\", \"e63c3ac2-a7d4-4906-80cb-b8b91fda9c8c\", \"ea8b459f-c9eb-4a97-bbf9-e86b6f5cb543\", \"23d12fba-daaa-4c96-be2b-c009c2015270\"], \"total_duration\": 505.0, \"total_sessions\": 4, \"mean_week_duration\": 4.391}}, {\"45533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-02 19:03:13.000000+00:00\", \"2019-05-16 17:54:48.000000+00:00\"], \"session_ids\": [\"ffcd1cd7-553d-4516-b7bd-3b49a380a51b\", \"d8cd96e5-fdde-402c-96f9-285e3335ddc4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.43}}, {\"24847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-18 06:11:19.000000+00:00\", \"2020-05-16 10:50:36.000000+00:00\"], \"session_ids\": [\"e6460157-3fea-4b36-9832-727d055978d5\", \"c4cf5ee1-2078-48d6-8dc9-ca86040b847f\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 5.387}}, {\"22554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-12 00:28:03.000000+00:00\", \"2019-12-05 19:34:42.000000+00:00\"], \"session_ids\": [\"a89b59d3-9914-45ef-8f5a-d7b2214027f4\", \"59a29fa1-0647-4dd9-96a9-d252f5c4ed53\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 5.467}}, {\"35567\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-06-25 13:21:22.000000+00:00\", \"2022-04-22 13:11:25.000000+00:00\"], \"session_ids\": [\"07f8419f-5223-482b-b999-a1ea77df5ffe\", \"55ad62f9-8947-44a3-a347-8f71079e22ab\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"40186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-08-22 16:02:53.000000+00:00\", \"2022-02-15 11:58:51.000000+00:00\"], \"session_ids\": [\"13e3ee8b-0ec7-4bdf-aaf7-a6bebb4b3504\", \"d65c6dde-4e6a-456e-946b-9331443e81c3\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}}]\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[{\"40186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-08-22 16:02:53.000000+00:00\", \"2022-02-15 11:58:51.000000+00:00\"], \"session_ids\": [\"13e3ee8b-0ec7-4bdf-aaf7-a6bebb4b3504\", \"d65c6dde-4e6a-456e-946b-9331443e81c3\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.315}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about user who belongs to city Kuala Lumpur in addition apply sorting by name of the town risingly."
}
] |
[
{
"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{\"7617\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-15 06:52:27.000000+00:00\", \"2019-08-04 07:25:02.000000+00:00\", \"2019-04-04 05:52:50.000000+00:00\", \"2021-07-22 23:33:15.000000+00:00\", \"2023-05-08 13:38:39.000000+00:00\", \"2019-04-02 04:55:50.000000+00:00\", \"2021-01-21 03:30:18.000000+00:00\", \"2021-02-26 13:55:47.000000+00:00\", \"2019-09-19 22:15:58.000000+00:00\", \"2021-04-29 12:20:21.000000+00:00\"], \"session_ids\": [\"8b88f9c4-2779-4b37-b976-210d52cb5153\", \"29523474-9ae5-4eaa-9b3f-7157aad70443\", \"9c385b4e-b459-4f19-8bd8-22d70d1ce578\", \"60987a0a-ebf4-4c57-9345-c5e1c5894ff1\", \"cae163aa-7866-4114-8d57-522375afd44c\", \"86dacbb5-5469-48a8-8260-166af2023a23\", \"769713e0-8cca-484c-80a0-97ba0a0ccd39\", \"1a4a987e-b6dc-40c0-948d-3983e1d786d3\", \"cfddd03b-88bd-490d-839a-2a4a99a66841\", \"8a2abfb2-bdc7-4e21-ae45-52eaeb2f49c8\"], \"total_duration\": 773.0, \"total_sessions\": 10, \"mean_week_duration\": 3.612}, \"23162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-02-26 04:40:00.000000+00:00\", \"2021-03-30 12:59:03.000000+00:00\", \"2020-08-15 12:27:39.000000+00:00\", \"2020-12-11 20:40:46.000000+00:00\", \"2021-11-25 03:02:44.000000+00:00\", \"2022-05-11 20:49:37.000000+00:00\"], \"session_ids\": [\"785dd458-d0c8-4fce-b96d-df1793e6ee47\", \"7ca06f11-96c4-401b-b181-6d3c720a69eb\", \"bb06ef87-9bb8-43a5-98fc-1cfcaa7ff4a4\", \"d667fc05-3eaf-460d-9de5-a4212705e2ea\", \"1c5a89c1-56fb-4d9a-90b9-4475b53ba180\", \"b21b21d3-a20c-44c1-a9e2-bdde2cd29969\"], \"total_duration\": 4591.0, \"total_sessions\": 6, \"mean_week_duration\": 50.451}, \"74122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-09 15:46:53.000000+00:00\", \"2021-06-23 00:09:27.000000+00:00\", \"2020-02-11 16:01:15.000000+00:00\", \"2019-09-01 18:28:27.000000+00:00\", \"2021-02-12 08:27:20.000000+00:00\"], \"session_ids\": [\"dc552bd9-b73e-4925-b8a0-8cd24dd64f2d\", \"3318b179-a406-4c02-bc0b-10443082b73d\", \"8ad8ed9a-403f-469b-9348-d18159a86aae\", \"eb9d7842-ebf1-468f-8c36-02107fca5606\", \"36f82107-022e-4b48-a4d1-dbdf695c554b\"], \"total_duration\": 957.0, \"total_sessions\": 5, \"mean_week_duration\": 5.731}, \"92680\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-24 22:58:14.000000+00:00\", \"2023-01-21 23:35:44.000000+00:00\", \"2023-06-13 11:35:21.000000+00:00\", \"2019-12-06 19:22:43.000000+00:00\", \"2021-10-27 07:47:20.000000+00:00\", \"2021-04-09 10:04:00.000000+00:00\", \"2021-11-09 05:21:20.000000+00:00\", \"2021-02-27 18:31:15.000000+00:00\", \"2021-10-09 18:39:09.000000+00:00\"], \"session_ids\": [\"829ed6b2-060f-4aff-b059-958898bea3ea\", \"13b7ec77-e825-4978-9cf8-212f35ddc690\", \"7523559d-2537-4d8f-8708-a0e8f0326ea8\", \"15406e83-0746-4d71-957b-ef629fc7d450\", \"ced25a33-1cf9-4b43-ab4e-82e3bac2ea97\", \"2df8aa5e-bed2-45c2-aef5-8df131884ffd\", \"213e64f6-cc2a-429f-ad68-860f407e8d74\", \"7efcada8-6a78-4d5c-ab04-7c5539bfecd9\", \"3f99f58e-8443-411c-8779-eaeaf176f6eb\"], \"total_duration\": 11584.0, \"total_sessions\": 9, \"mean_week_duration\": 58.211}, \"27863\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-09 05:15:49.000000+00:00\", \"2019-03-30 05:57:59.000000+00:00\"], \"session_ids\": [\"f5a925e6-90a5-4ef4-a18e-14077ee283d1\", \"a20cd708-7873-437f-a135-124baab68757\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 0.934}, \"55910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-15 08:09:53.000000+00:00\", \"2021-08-15 10:03:04.000000+00:00\", \"2020-02-23 18:56:47.000000+00:00\"], \"session_ids\": [\"d6372ae0-16fb-4ae5-869e-818722a07be6\", \"2f71b924-20d1-43aa-aabd-25fd3a5233eb\", \"b8176c97-441f-4e6c-94d8-470aca89fa4e\"], \"total_duration\": 243.0, \"total_sessions\": 3, \"mean_week_duration\": 1.855}, \"60076\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-10-04 14:15:12.000000+00:00\", \"2020-11-24 12:15:27.000000+00:00\"], \"session_ids\": [\"cb8a5cfc-d253-4cd7-bb45-b205de377fe9\", \"7569a638-6173-40c5-9311-7675548a9f7f\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 3.732}, \"71501\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-04-19 03:42:05.000000+00:00\", \"2022-02-03 23:39:57.000000+00:00\"], \"session_ids\": [\"0e7453d1-b192-4833-96b3-cb1fa3c686f8\", \"d853f7b5-dac8-4daa-bed4-451dbe514d74\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 5.364}, \"24988\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-08-18 22:01:39.000000+00:00\", \"2023-01-09 14:27:56.000000+00:00\", \"2019-06-06 08:05:37.000000+00:00\", \"2019-09-15 18:02:12.000000+00:00\", \"2021-02-04 10:10:07.000000+00:00\"], \"session_ids\": [\"83a9602e-52c3-4aaa-89ca-a4e23330cbe0\", \"f00792c0-130a-4cbc-b739-d5651eb0d4cc\", \"3e7151ce-094e-429a-9ab1-d658d5f7b18f\", \"004f665e-674c-4225-8200-5339e39b2179\", \"657fcf42-bcc6-49ce-8324-00cfbce4c38a\"], \"total_duration\": 1460.0, \"total_sessions\": 5, \"mean_week_duration\": 7.766}, \"76105\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-18 00:49:38.000000+00:00\", \"2020-10-28 14:56:32.000000+00:00\"], \"session_ids\": [\"a278d0d2-37fc-41e9-86a1-71aa5f7cbf9e\", \"fd28381e-abe9-4fce-9898-ff9175b7298d\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 2.883}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is Kuala Lumpur"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Kuala Lumpur\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Offer me knowledge about 8 users who are topleast users based on sum of sessions , carry out sorting by overall sessions count from the smallest to the largest , and remain only 2 records."
}
] |
[
{
"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{\"41162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-22 14:44:24.000000+00:00\", \"2020-08-16 04:30:39.000000+00:00\"], \"session_ids\": [\"6c598837-b2ad-4f1c-9a19-33f726860239\", \"023cbbe7-c583-495b-bc5e-05eca6f41c1e\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 5.72}, \"14444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-24 17:45:21.000000+00:00\", \"2019-02-02 17:27:01.000000+00:00\"], \"session_ids\": [\"312cc21a-c4a5-4033-88b9-55ce03e28af7\", \"3c4c5ad5-fe37-461b-bba0-a6d93622ebbe\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 2.223}, \"71060\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-12-05 03:29:35.000000+00:00\", \"2021-12-31 14:36:02.000000+00:00\", \"2019-02-08 17:24:50.000000+00:00\", \"2023-05-27 12:19:55.000000+00:00\", \"2020-05-25 19:12:23.000000+00:00\", \"2022-08-20 07:41:13.000000+00:00\", \"2019-04-27 18:38:51.000000+00:00\"], \"session_ids\": [\"bb117fb4-580c-4ef6-a369-9e0471cfe5c4\", \"31b8d94f-bdfd-4a2d-856e-fdd473242ac8\", \"54911d4e-3d75-4ca1-be56-49b171863f91\", \"cd8462c5-6202-4dc4-bdc2-cf3b01e7b939\", \"3ad6adc3-3f11-4502-b55e-3059ac717799\", \"61ef935b-2d2d-41fb-8b80-dc5721798b90\", \"da1cc352-eefd-484d-ada4-3280db9d898d\"], \"total_duration\": 1492.0, \"total_sessions\": 7, \"mean_week_duration\": 6.661}, \"99770\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-31 02:33:05.000000+00:00\", \"2022-05-16 23:09:30.000000+00:00\"], \"session_ids\": [\"b0cf9ac4-02c3-49af-999e-1e7c70f7c252\", \"076c7585-323e-4eb4-b654-2a1c45f9739e\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}, \"43387\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-24 05:23:54.000000+00:00\", \"2021-05-23 03:43:47.000000+00:00\"], \"session_ids\": [\"ba79454d-b1d3-4cf5-bfe9-890bbe6969a0\", \"154ba808-8b26-47bb-9eeb-0e9a1fd22d41\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.222}, \"34146\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-17 13:26:22.000000+00:00\", \"2022-07-03 01:03:59.000000+00:00\"], \"session_ids\": [\"a380e4bd-95f5-4dbe-9a1c-8562721a3ba5\", \"194418a2-a747-4f7e-bd54-8744bb2e4e4a\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 9.5}, \"17453\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-06-25 13:10:20.000000+00:00\", \"2022-11-13 03:39:04.000000+00:00\"], \"session_ids\": [\"7b591e07-4d4b-42f7-9bc0-02f658a846c7\", \"98827495-d669-4eba-9134-011983858b09\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.699}, \"47023\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-15 02:11:02.000000+00:00\", \"2021-12-23 15:13:06.000000+00:00\"], \"session_ids\": [\"959afe84-da52-4b43-b11b-72a77f694d98\", \"1df7ec45-62da-40a7-aabb-4209c4f64f27\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 4.095}, \"79624\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-24 06:51:43.000000+00:00\", \"2019-09-24 01:28:13.000000+00:00\", \"2019-07-02 21:01:24.000000+00:00\"], \"session_ids\": [\"f17e5083-ad04-4ac5-bc42-22da70b763c4\", \"e6e9261a-3f5c-450f-a79c-85492da85cc0\", \"5241ff06-b3a4-49e8-b679-e04d53f26b80\"], \"total_duration\": 577.0, \"total_sessions\": 3, \"mean_week_duration\": 2.959}, \"4454\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-16 14:35:03.000000+00:00\", \"2021-01-26 03:46:29.000000+00:00\", \"2019-06-06 08:46:26.000000+00:00\", \"2020-05-27 23:53:01.000000+00:00\", \"2020-08-15 04:03:39.000000+00:00\", \"2020-10-10 11:49:48.000000+00:00\"], \"session_ids\": [\"c7a26d43-18d9-4429-93fb-1265c3dbec8c\", \"c071b8be-216e-420b-a5fd-6de176b2eba1\", \"f318dc2d-63a9-4913-ae91-514b7424bfe4\", \"b9d7c6c2-70d2-4445-820b-1f7f7bd0139b\", \"38db69c4-0fca-4247-83de-e8fc28e7a24b\", \"eecffc73-1ffc-4360-b7a0-b8ff2b60a089\"], \"total_duration\": 3148.0, \"total_sessions\": 6, \"mean_week_duration\": 15.282}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the lowest 8 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 8}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"41162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-22 14:44:24.000000+00:00\", \"2020-08-16 04:30:39.000000+00:00\"], \"session_ids\": [\"6c598837-b2ad-4f1c-9a19-33f726860239\", \"023cbbe7-c583-495b-bc5e-05eca6f41c1e\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 5.72}}, {\"14444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-24 17:45:21.000000+00:00\", \"2019-02-02 17:27:01.000000+00:00\"], \"session_ids\": [\"312cc21a-c4a5-4033-88b9-55ce03e28af7\", \"3c4c5ad5-fe37-461b-bba0-a6d93622ebbe\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 2.223}}, {\"99770\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-31 02:33:05.000000+00:00\", \"2022-05-16 23:09:30.000000+00:00\"], \"session_ids\": [\"b0cf9ac4-02c3-49af-999e-1e7c70f7c252\", \"076c7585-323e-4eb4-b654-2a1c45f9739e\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}}, {\"43387\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-24 05:23:54.000000+00:00\", \"2021-05-23 03:43:47.000000+00:00\"], \"session_ids\": [\"ba79454d-b1d3-4cf5-bfe9-890bbe6969a0\", \"154ba808-8b26-47bb-9eeb-0e9a1fd22d41\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.222}}, {\"34146\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-17 13:26:22.000000+00:00\", \"2022-07-03 01:03:59.000000+00:00\"], \"session_ids\": [\"a380e4bd-95f5-4dbe-9a1c-8562721a3ba5\", \"194418a2-a747-4f7e-bd54-8744bb2e4e4a\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 9.5}}, {\"17453\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-06-25 13:10:20.000000+00:00\", \"2022-11-13 03:39:04.000000+00:00\"], \"session_ids\": [\"7b591e07-4d4b-42f7-9bc0-02f658a846c7\", \"98827495-d669-4eba-9134-011983858b09\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.699}}, {\"47023\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-15 02:11:02.000000+00:00\", \"2021-12-23 15:13:06.000000+00:00\"], \"session_ids\": [\"959afe84-da52-4b43-b11b-72a77f694d98\", \"1df7ec45-62da-40a7-aabb-4209c4f64f27\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 4.095}}, {\"79624\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-24 06:51:43.000000+00:00\", \"2019-09-24 01:28:13.000000+00:00\", \"2019-07-02 21:01:24.000000+00:00\"], \"session_ids\": [\"f17e5083-ad04-4ac5-bc42-22da70b763c4\", \"e6e9261a-3f5c-450f-a79c-85492da85cc0\", \"5241ff06-b3a4-49e8-b679-e04d53f26b80\"], \"total_duration\": 577.0, \"total_sessions\": 3, \"mean_week_duration\": 2.959}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_sessions attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"41162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-22 14:44:24.000000+00:00\", \"2020-08-16 04:30:39.000000+00:00\"], \"session_ids\": [\"6c598837-b2ad-4f1c-9a19-33f726860239\", \"023cbbe7-c583-495b-bc5e-05eca6f41c1e\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 5.72}}, {\"14444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-24 17:45:21.000000+00:00\", \"2019-02-02 17:27:01.000000+00:00\"], \"session_ids\": [\"312cc21a-c4a5-4033-88b9-55ce03e28af7\", \"3c4c5ad5-fe37-461b-bba0-a6d93622ebbe\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 2.223}}, {\"99770\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-31 02:33:05.000000+00:00\", \"2022-05-16 23:09:30.000000+00:00\"], \"session_ids\": [\"b0cf9ac4-02c3-49af-999e-1e7c70f7c252\", \"076c7585-323e-4eb4-b654-2a1c45f9739e\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}}, {\"43387\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-24 05:23:54.000000+00:00\", \"2021-05-23 03:43:47.000000+00:00\"], \"session_ids\": [\"ba79454d-b1d3-4cf5-bfe9-890bbe6969a0\", \"154ba808-8b26-47bb-9eeb-0e9a1fd22d41\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.222}}, {\"34146\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-17 13:26:22.000000+00:00\", \"2022-07-03 01:03:59.000000+00:00\"], \"session_ids\": [\"a380e4bd-95f5-4dbe-9a1c-8562721a3ba5\", \"194418a2-a747-4f7e-bd54-8744bb2e4e4a\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 9.5}}, {\"17453\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-06-25 13:10:20.000000+00:00\", \"2022-11-13 03:39:04.000000+00:00\"], \"session_ids\": [\"7b591e07-4d4b-42f7-9bc0-02f658a846c7\", \"98827495-d669-4eba-9134-011983858b09\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.699}}, {\"47023\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-15 02:11:02.000000+00:00\", \"2021-12-23 15:13:06.000000+00:00\"], \"session_ids\": [\"959afe84-da52-4b43-b11b-72a77f694d98\", \"1df7ec45-62da-40a7-aabb-4209c4f64f27\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 4.095}}, {\"79624\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-24 06:51:43.000000+00:00\", \"2019-09-24 01:28:13.000000+00:00\", \"2019-07-02 21:01:24.000000+00:00\"], \"session_ids\": [\"f17e5083-ad04-4ac5-bc42-22da70b763c4\", \"e6e9261a-3f5c-450f-a79c-85492da85cc0\", \"5241ff06-b3a4-49e8-b679-e04d53f26b80\"], \"total_duration\": 577.0, \"total_sessions\": 3, \"mean_week_duration\": 2.959}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 2 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"41162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-22 14:44:24.000000+00:00\", \"2020-08-16 04:30:39.000000+00:00\"], \"session_ids\": [\"6c598837-b2ad-4f1c-9a19-33f726860239\", \"023cbbe7-c583-495b-bc5e-05eca6f41c1e\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 5.72}}, {\"14444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-24 17:45:21.000000+00:00\", \"2019-02-02 17:27:01.000000+00:00\"], \"session_ids\": [\"312cc21a-c4a5-4033-88b9-55ce03e28af7\", \"3c4c5ad5-fe37-461b-bba0-a6d93622ebbe\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 2.223}}]\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[{\"41162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-22 14:44:24.000000+00:00\", \"2020-08-16 04:30:39.000000+00:00\"], \"session_ids\": [\"6c598837-b2ad-4f1c-9a19-33f726860239\", \"023cbbe7-c583-495b-bc5e-05eca6f41c1e\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 5.72}}, {\"14444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-24 17:45:21.000000+00:00\", \"2019-02-02 17:27:01.000000+00:00\"], \"session_ids\": [\"312cc21a-c4a5-4033-88b9-55ce03e28af7\", \"3c4c5ad5-fe37-461b-bba0-a6d93622ebbe\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 2.223}}]\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 6 users who aren't folks of cities Edinburgh, San Jose, New York City, Bogota and put to use sorting by town center name ascendingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"85910\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-03-26 19:59:05.000000+00:00\", \"2022-06-06 14:15:32.000000+00:00\", \"2019-04-10 00:30:13.000000+00:00\", \"2023-04-03 08:46:51.000000+00:00\", \"2020-04-18 23:49:29.000000+00:00\", \"2019-11-11 01:59:31.000000+00:00\"], \"session_ids\": [\"bff7e0b4-acad-4807-8da1-67494d6767c6\", \"7f781ce6-4bf2-468d-ab72-107361a3a186\", \"9e28f434-dfb9-41f3-9839-750413c674a5\", \"c882dc85-7e07-4b46-b58f-4b91c82b4141\", \"0c3423cf-7873-432b-b437-f6a7e284fec1\", \"e886cc7e-c5ba-4027-8ed5-4791f84e6b73\"], \"total_duration\": 209.0, \"total_sessions\": 6, \"mean_week_duration\": 1.005}, \"34254\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-18 10:20:04.000000+00:00\", \"2022-05-30 14:59:19.000000+00:00\"], \"session_ids\": [\"e828977a-1ef3-40a8-865f-1b1883daaf60\", \"9a298638-4940-4cb1-aad7-d148f97adf36\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}, \"49975\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-25 18:30:43.000000+00:00\", \"2019-03-19 23:36:04.000000+00:00\", \"2020-12-25 05:29:23.000000+00:00\"], \"session_ids\": [\"3c295d19-a608-429a-a57b-036235687117\", \"8b8d2a20-681a-4b85-adf1-fd69435a4bfb\", \"9ab6de5b-a286-40a4-8b09-2e89d8932606\"], \"total_duration\": 479.0, \"total_sessions\": 3, \"mean_week_duration\": 5.151}, \"78065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-17 03:11:23.000000+00:00\", \"2023-05-25 01:02:22.000000+00:00\", \"2019-06-05 21:10:16.000000+00:00\"], \"session_ids\": [\"50c58e5a-f590-4c18-afc7-1bd43b2a134a\", \"d27746b7-05bb-49c5-9790-0b02802a6a46\", \"84e718b0-9083-4063-b76c-4f07c0d8914d\"], \"total_duration\": 311.0, \"total_sessions\": 3, \"mean_week_duration\": 1.502}, \"53914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-06 07:38:10.000000+00:00\", \"2023-03-16 00:48:02.000000+00:00\"], \"session_ids\": [\"7986f63a-a41e-4b6f-ae2b-0675c82d364c\", \"517ae6d5-1bed-4b18-8db6-b982779b3053\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.625}, \"76375\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-11 06:05:20.000000+00:00\", \"2020-09-15 12:06:46.000000+00:00\", \"2019-10-26 22:38:55.000000+00:00\", \"2020-10-10 11:02:29.000000+00:00\"], \"session_ids\": [\"bdf51903-6ca5-4a65-a1c7-3f7006bd119e\", \"4869e6f4-3122-4767-8ae8-0b29cbe418c2\", \"43bd4d75-91d2-4530-b48f-baa294643d92\", \"94e8fe0d-1113-4a29-b7de-73ea7b947442\"], \"total_duration\": 383.0, \"total_sessions\": 4, \"mean_week_duration\": 2.35}, \"83030\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-26 18:48:38.000000+00:00\", \"2020-06-03 12:34:23.000000+00:00\"], \"session_ids\": [\"c263a5c2-18a4-4a57-9ba7-bfff440dc8fa\", \"231876ee-90f7-401e-8aee-c81af70fa102\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 3.368}, \"58242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-06 14:02:14.000000+00:00\", \"2022-12-05 07:22:25.000000+00:00\", \"2020-07-12 13:10:16.000000+00:00\", \"2021-09-20 05:00:05.000000+00:00\"], \"session_ids\": [\"68803d11-fed0-4f1f-8d35-ca9af6395777\", \"0ae12bd7-fc2b-4fc3-b257-7eb79be926e8\", \"7a2298b2-e303-4a48-a238-7fc8b5cd73a0\", \"da9b7cd0-19b2-4a2a-8bac-b18e35cb9acc\"], \"total_duration\": 998.0, \"total_sessions\": 4, \"mean_week_duration\": 6.566}, \"63379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-23 11:28:07.000000+00:00\", \"2020-04-28 01:20:16.000000+00:00\"], \"session_ids\": [\"96ffffad-c78a-4dd3-97bf-00ad031fc161\", \"a39a952e-6f89-46f1-8f84-8dc468e9a606\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 219.0}, \"52687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-12-31 04:02:48.000000+00:00\", \"2019-12-17 07:25:37.000000+00:00\", \"2021-05-18 15:24:25.000000+00:00\", \"2021-03-27 01:39:50.000000+00:00\", \"2023-04-10 00:33:03.000000+00:00\", \"2019-12-18 21:41:36.000000+00:00\"], \"session_ids\": [\"64105198-2814-415e-9e8c-17b5c4d37395\", \"c2e4e072-3701-42d5-a2ac-4f6e6cb38b61\", \"57c6187f-cc51-4679-b875-f060037d2e74\", \"09fec0d7-406c-4c8c-b3d5-12e373217b00\", \"fcd6c12f-9134-41ae-8575-d06165cb9ea6\", \"6a13e5ed-e3e3-4d2d-9b05-1d177adb7be3\"], \"total_duration\": 5449.0, \"total_sessions\": 6, \"mean_week_duration\": 31.497}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are not Edinburgh, San Jose, New York City, Bogota"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Edinburgh\", \"San Jose\", \"New York City\", \"Bogota\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"85910\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-03-26 19:59:05.000000+00:00\", \"2022-06-06 14:15:32.000000+00:00\", \"2019-04-10 00:30:13.000000+00:00\", \"2023-04-03 08:46:51.000000+00:00\", \"2020-04-18 23:49:29.000000+00:00\", \"2019-11-11 01:59:31.000000+00:00\"], \"session_ids\": [\"bff7e0b4-acad-4807-8da1-67494d6767c6\", \"7f781ce6-4bf2-468d-ab72-107361a3a186\", \"9e28f434-dfb9-41f3-9839-750413c674a5\", \"c882dc85-7e07-4b46-b58f-4b91c82b4141\", \"0c3423cf-7873-432b-b437-f6a7e284fec1\", \"e886cc7e-c5ba-4027-8ed5-4791f84e6b73\"], \"total_duration\": 209.0, \"total_sessions\": 6, \"mean_week_duration\": 1.005}, \"34254\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-18 10:20:04.000000+00:00\", \"2022-05-30 14:59:19.000000+00:00\"], \"session_ids\": [\"e828977a-1ef3-40a8-865f-1b1883daaf60\", \"9a298638-4940-4cb1-aad7-d148f97adf36\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}, \"49975\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-25 18:30:43.000000+00:00\", \"2019-03-19 23:36:04.000000+00:00\", \"2020-12-25 05:29:23.000000+00:00\"], \"session_ids\": [\"3c295d19-a608-429a-a57b-036235687117\", \"8b8d2a20-681a-4b85-adf1-fd69435a4bfb\", \"9ab6de5b-a286-40a4-8b09-2e89d8932606\"], \"total_duration\": 479.0, \"total_sessions\": 3, \"mean_week_duration\": 5.151}, \"78065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-17 03:11:23.000000+00:00\", \"2023-05-25 01:02:22.000000+00:00\", \"2019-06-05 21:10:16.000000+00:00\"], \"session_ids\": [\"50c58e5a-f590-4c18-afc7-1bd43b2a134a\", \"d27746b7-05bb-49c5-9790-0b02802a6a46\", \"84e718b0-9083-4063-b76c-4f07c0d8914d\"], \"total_duration\": 311.0, \"total_sessions\": 3, \"mean_week_duration\": 1.502}, \"53914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-06 07:38:10.000000+00:00\", \"2023-03-16 00:48:02.000000+00:00\"], \"session_ids\": [\"7986f63a-a41e-4b6f-ae2b-0675c82d364c\", \"517ae6d5-1bed-4b18-8db6-b982779b3053\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.625}, \"76375\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-11 06:05:20.000000+00:00\", \"2020-09-15 12:06:46.000000+00:00\", \"2019-10-26 22:38:55.000000+00:00\", \"2020-10-10 11:02:29.000000+00:00\"], \"session_ids\": [\"bdf51903-6ca5-4a65-a1c7-3f7006bd119e\", \"4869e6f4-3122-4767-8ae8-0b29cbe418c2\", \"43bd4d75-91d2-4530-b48f-baa294643d92\", \"94e8fe0d-1113-4a29-b7de-73ea7b947442\"], \"total_duration\": 383.0, \"total_sessions\": 4, \"mean_week_duration\": 2.35}, \"83030\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-26 18:48:38.000000+00:00\", \"2020-06-03 12:34:23.000000+00:00\"], \"session_ids\": [\"c263a5c2-18a4-4a57-9ba7-bfff440dc8fa\", \"231876ee-90f7-401e-8aee-c81af70fa102\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 3.368}, \"58242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-06 14:02:14.000000+00:00\", \"2022-12-05 07:22:25.000000+00:00\", \"2020-07-12 13:10:16.000000+00:00\", \"2021-09-20 05:00:05.000000+00:00\"], \"session_ids\": [\"68803d11-fed0-4f1f-8d35-ca9af6395777\", \"0ae12bd7-fc2b-4fc3-b257-7eb79be926e8\", \"7a2298b2-e303-4a48-a238-7fc8b5cd73a0\", \"da9b7cd0-19b2-4a2a-8bac-b18e35cb9acc\"], \"total_duration\": 998.0, \"total_sessions\": 4, \"mean_week_duration\": 6.566}, \"52687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-12-31 04:02:48.000000+00:00\", \"2019-12-17 07:25:37.000000+00:00\", \"2021-05-18 15:24:25.000000+00:00\", \"2021-03-27 01:39:50.000000+00:00\", \"2023-04-10 00:33:03.000000+00:00\", \"2019-12-18 21:41:36.000000+00:00\"], \"session_ids\": [\"64105198-2814-415e-9e8c-17b5c4d37395\", \"c2e4e072-3701-42d5-a2ac-4f6e6cb38b61\", \"57c6187f-cc51-4679-b875-f060037d2e74\", \"09fec0d7-406c-4c8c-b3d5-12e373217b00\", \"fcd6c12f-9134-41ae-8575-d06165cb9ea6\", \"6a13e5ed-e3e3-4d2d-9b05-1d177adb7be3\"], \"total_duration\": 5449.0, \"total_sessions\": 6, \"mean_week_duration\": 31.497}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by city_name"
},
{
"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[{\"52687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-12-31 04:02:48.000000+00:00\", \"2019-12-17 07:25:37.000000+00:00\", \"2021-05-18 15:24:25.000000+00:00\", \"2021-03-27 01:39:50.000000+00:00\", \"2023-04-10 00:33:03.000000+00:00\", \"2019-12-18 21:41:36.000000+00:00\"], \"session_ids\": [\"64105198-2814-415e-9e8c-17b5c4d37395\", \"c2e4e072-3701-42d5-a2ac-4f6e6cb38b61\", \"57c6187f-cc51-4679-b875-f060037d2e74\", \"09fec0d7-406c-4c8c-b3d5-12e373217b00\", \"fcd6c12f-9134-41ae-8575-d06165cb9ea6\", \"6a13e5ed-e3e3-4d2d-9b05-1d177adb7be3\"], \"total_duration\": 5449.0, \"total_sessions\": 6, \"mean_week_duration\": 31.497}}, {\"49975\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-25 18:30:43.000000+00:00\", \"2019-03-19 23:36:04.000000+00:00\", \"2020-12-25 05:29:23.000000+00:00\"], \"session_ids\": [\"3c295d19-a608-429a-a57b-036235687117\", \"8b8d2a20-681a-4b85-adf1-fd69435a4bfb\", \"9ab6de5b-a286-40a4-8b09-2e89d8932606\"], \"total_duration\": 479.0, \"total_sessions\": 3, \"mean_week_duration\": 5.151}}, {\"34254\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-18 10:20:04.000000+00:00\", \"2022-05-30 14:59:19.000000+00:00\"], \"session_ids\": [\"e828977a-1ef3-40a8-865f-1b1883daaf60\", \"9a298638-4940-4cb1-aad7-d148f97adf36\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}}, {\"78065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-17 03:11:23.000000+00:00\", \"2023-05-25 01:02:22.000000+00:00\", \"2019-06-05 21:10:16.000000+00:00\"], \"session_ids\": [\"50c58e5a-f590-4c18-afc7-1bd43b2a134a\", \"d27746b7-05bb-49c5-9790-0b02802a6a46\", \"84e718b0-9083-4063-b76c-4f07c0d8914d\"], \"total_duration\": 311.0, \"total_sessions\": 3, \"mean_week_duration\": 1.502}}, {\"76375\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-11 06:05:20.000000+00:00\", \"2020-09-15 12:06:46.000000+00:00\", \"2019-10-26 22:38:55.000000+00:00\", \"2020-10-10 11:02:29.000000+00:00\"], \"session_ids\": [\"bdf51903-6ca5-4a65-a1c7-3f7006bd119e\", \"4869e6f4-3122-4767-8ae8-0b29cbe418c2\", \"43bd4d75-91d2-4530-b48f-baa294643d92\", \"94e8fe0d-1113-4a29-b7de-73ea7b947442\"], \"total_duration\": 383.0, \"total_sessions\": 4, \"mean_week_duration\": 2.35}}, {\"83030\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-26 18:48:38.000000+00:00\", \"2020-06-03 12:34:23.000000+00:00\"], \"session_ids\": [\"c263a5c2-18a4-4a57-9ba7-bfff440dc8fa\", \"231876ee-90f7-401e-8aee-c81af70fa102\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 3.368}}, {\"58242\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-06 14:02:14.000000+00:00\", \"2022-12-05 07:22:25.000000+00:00\", \"2020-07-12 13:10:16.000000+00:00\", \"2021-09-20 05:00:05.000000+00:00\"], \"session_ids\": [\"68803d11-fed0-4f1f-8d35-ca9af6395777\", \"0ae12bd7-fc2b-4fc3-b257-7eb79be926e8\", \"7a2298b2-e303-4a48-a238-7fc8b5cd73a0\", \"da9b7cd0-19b2-4a2a-8bac-b18e35cb9acc\"], \"total_duration\": 998.0, \"total_sessions\": 4, \"mean_week_duration\": 6.566}}, {\"53914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-06 07:38:10.000000+00:00\", \"2023-03-16 00:48:02.000000+00:00\"], \"session_ids\": [\"7986f63a-a41e-4b6f-ae2b-0675c82d364c\", \"517ae6d5-1bed-4b18-8db6-b982779b3053\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.625}}, {\"85910\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-03-26 19:59:05.000000+00:00\", \"2022-06-06 14:15:32.000000+00:00\", \"2019-04-10 00:30:13.000000+00:00\", \"2023-04-03 08:46:51.000000+00:00\", \"2020-04-18 23:49:29.000000+00:00\", \"2019-11-11 01:59:31.000000+00:00\"], \"session_ids\": [\"bff7e0b4-acad-4807-8da1-67494d6767c6\", \"7f781ce6-4bf2-468d-ab72-107361a3a186\", \"9e28f434-dfb9-41f3-9839-750413c674a5\", \"c882dc85-7e07-4b46-b58f-4b91c82b4141\", \"0c3423cf-7873-432b-b437-f6a7e284fec1\", \"e886cc7e-c5ba-4027-8ed5-4791f84e6b73\"], \"total_duration\": 209.0, \"total_sessions\": 6, \"mean_week_duration\": 1.005}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 6 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"52687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-12-31 04:02:48.000000+00:00\", \"2019-12-17 07:25:37.000000+00:00\", \"2021-05-18 15:24:25.000000+00:00\", \"2021-03-27 01:39:50.000000+00:00\", \"2023-04-10 00:33:03.000000+00:00\", \"2019-12-18 21:41:36.000000+00:00\"], \"session_ids\": [\"64105198-2814-415e-9e8c-17b5c4d37395\", \"c2e4e072-3701-42d5-a2ac-4f6e6cb38b61\", \"57c6187f-cc51-4679-b875-f060037d2e74\", \"09fec0d7-406c-4c8c-b3d5-12e373217b00\", \"fcd6c12f-9134-41ae-8575-d06165cb9ea6\", \"6a13e5ed-e3e3-4d2d-9b05-1d177adb7be3\"], \"total_duration\": 5449.0, \"total_sessions\": 6, \"mean_week_duration\": 31.497}}, {\"49975\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-25 18:30:43.000000+00:00\", \"2019-03-19 23:36:04.000000+00:00\", \"2020-12-25 05:29:23.000000+00:00\"], \"session_ids\": [\"3c295d19-a608-429a-a57b-036235687117\", \"8b8d2a20-681a-4b85-adf1-fd69435a4bfb\", \"9ab6de5b-a286-40a4-8b09-2e89d8932606\"], \"total_duration\": 479.0, \"total_sessions\": 3, \"mean_week_duration\": 5.151}}, {\"34254\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-18 10:20:04.000000+00:00\", \"2022-05-30 14:59:19.000000+00:00\"], \"session_ids\": [\"e828977a-1ef3-40a8-865f-1b1883daaf60\", \"9a298638-4940-4cb1-aad7-d148f97adf36\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}}, {\"78065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-17 03:11:23.000000+00:00\", \"2023-05-25 01:02:22.000000+00:00\", \"2019-06-05 21:10:16.000000+00:00\"], \"session_ids\": [\"50c58e5a-f590-4c18-afc7-1bd43b2a134a\", \"d27746b7-05bb-49c5-9790-0b02802a6a46\", \"84e718b0-9083-4063-b76c-4f07c0d8914d\"], \"total_duration\": 311.0, \"total_sessions\": 3, \"mean_week_duration\": 1.502}}, {\"76375\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-11 06:05:20.000000+00:00\", \"2020-09-15 12:06:46.000000+00:00\", \"2019-10-26 22:38:55.000000+00:00\", \"2020-10-10 11:02:29.000000+00:00\"], \"session_ids\": [\"bdf51903-6ca5-4a65-a1c7-3f7006bd119e\", \"4869e6f4-3122-4767-8ae8-0b29cbe418c2\", \"43bd4d75-91d2-4530-b48f-baa294643d92\", \"94e8fe0d-1113-4a29-b7de-73ea7b947442\"], \"total_duration\": 383.0, \"total_sessions\": 4, \"mean_week_duration\": 2.35}}, {\"83030\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-26 18:48:38.000000+00:00\", \"2020-06-03 12:34:23.000000+00:00\"], \"session_ids\": [\"c263a5c2-18a4-4a57-9ba7-bfff440dc8fa\", \"231876ee-90f7-401e-8aee-c81af70fa102\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 3.368}}]\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[{\"52687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-12-31 04:02:48.000000+00:00\", \"2019-12-17 07:25:37.000000+00:00\", \"2021-05-18 15:24:25.000000+00:00\", \"2021-03-27 01:39:50.000000+00:00\", \"2023-04-10 00:33:03.000000+00:00\", \"2019-12-18 21:41:36.000000+00:00\"], \"session_ids\": [\"64105198-2814-415e-9e8c-17b5c4d37395\", \"c2e4e072-3701-42d5-a2ac-4f6e6cb38b61\", \"57c6187f-cc51-4679-b875-f060037d2e74\", \"09fec0d7-406c-4c8c-b3d5-12e373217b00\", \"fcd6c12f-9134-41ae-8575-d06165cb9ea6\", \"6a13e5ed-e3e3-4d2d-9b05-1d177adb7be3\"], \"total_duration\": 5449.0, \"total_sessions\": 6, \"mean_week_duration\": 31.497}}, {\"49975\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-25 18:30:43.000000+00:00\", \"2019-03-19 23:36:04.000000+00:00\", \"2020-12-25 05:29:23.000000+00:00\"], \"session_ids\": [\"3c295d19-a608-429a-a57b-036235687117\", \"8b8d2a20-681a-4b85-adf1-fd69435a4bfb\", \"9ab6de5b-a286-40a4-8b09-2e89d8932606\"], \"total_duration\": 479.0, \"total_sessions\": 3, \"mean_week_duration\": 5.151}}, {\"34254\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-18 10:20:04.000000+00:00\", \"2022-05-30 14:59:19.000000+00:00\"], \"session_ids\": [\"e828977a-1ef3-40a8-865f-1b1883daaf60\", \"9a298638-4940-4cb1-aad7-d148f97adf36\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}}, {\"78065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-17 03:11:23.000000+00:00\", \"2023-05-25 01:02:22.000000+00:00\", \"2019-06-05 21:10:16.000000+00:00\"], \"session_ids\": [\"50c58e5a-f590-4c18-afc7-1bd43b2a134a\", \"d27746b7-05bb-49c5-9790-0b02802a6a46\", \"84e718b0-9083-4063-b76c-4f07c0d8914d\"], \"total_duration\": 311.0, \"total_sessions\": 3, \"mean_week_duration\": 1.502}}, {\"76375\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-11 06:05:20.000000+00:00\", \"2020-09-15 12:06:46.000000+00:00\", \"2019-10-26 22:38:55.000000+00:00\", \"2020-10-10 11:02:29.000000+00:00\"], \"session_ids\": [\"bdf51903-6ca5-4a65-a1c7-3f7006bd119e\", \"4869e6f4-3122-4767-8ae8-0b29cbe418c2\", \"43bd4d75-91d2-4530-b48f-baa294643d92\", \"94e8fe0d-1113-4a29-b7de-73ea7b947442\"], \"total_duration\": 383.0, \"total_sessions\": 4, \"mean_week_duration\": 2.35}}, {\"83030\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-26 18:48:38.000000+00:00\", \"2020-06-03 12:34:23.000000+00:00\"], \"session_ids\": [\"c263a5c2-18a4-4a57-9ba7-bfff440dc8fa\", \"231876ee-90f7-401e-8aee-c81af70fa102\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 3.368}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the 2 users who are leading users based on aver of time using the app per week as well as do sorting by total duration amount decliningly additionaly get rid of all records, except 2."
}
] |
[
{
"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{\"87903\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-25 20:33:23.000000+00:00\", \"2020-01-24 13:25:16.000000+00:00\", \"2019-03-08 03:46:33.000000+00:00\", \"2020-10-15 23:22:33.000000+00:00\", \"2023-03-26 06:06:38.000000+00:00\", \"2022-12-21 11:06:53.000000+00:00\", \"2022-03-25 17:15:52.000000+00:00\"], \"session_ids\": [\"d4580fb3-bc92-4253-be16-8e3a82e8d3a4\", \"0981e073-6f06-4372-8bbe-d8b7f23bdd68\", \"84b574e0-7dbb-4984-b687-46fc3e04ae08\", \"a0c2d30d-c088-428b-af86-350d40cc1bf9\", \"c4011762-3d1e-470f-b8b1-306f7ab801e3\", \"109e9b5a-a43b-40ae-ba61-1c2392ac50a5\", \"75c90e32-0eea-45ce-bdf8-bb32eacf0a6f\"], \"total_duration\": 3185.0, \"total_sessions\": 7, \"mean_week_duration\": 15.024}, \"40700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-09-26 12:06:18.000000+00:00\", \"2022-03-19 20:23:11.000000+00:00\", \"2022-02-22 19:24:31.000000+00:00\"], \"session_ids\": [\"a969bc99-e847-428f-bf28-5c4e03b92049\", \"f1881dce-536b-47a4-8816-b8cf4eea5d71\", \"e28056da-7c7f-45e7-a9c7-48d280a49876\"], \"total_duration\": 92.0, \"total_sessions\": 3, \"mean_week_duration\": 3.68}, \"29422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-04-30 01:31:56.000000+00:00\", \"2020-07-22 03:06:11.000000+00:00\"], \"session_ids\": [\"bcf3a815-68c9-4934-89ad-db5096af8184\", \"f806cc01-e280-4ab2-8252-37cc4661651a\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 15.75}, \"11730\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-10 10:29:07.000000+00:00\", \"2019-07-11 10:00:59.000000+00:00\", \"2022-12-18 22:18:01.000000+00:00\", \"2019-06-02 21:57:00.000000+00:00\"], \"session_ids\": [\"1b642ff7-7ec8-4ecc-80b3-57f741423ca6\", \"0d2b3b64-714b-408e-8823-8017aee7fbf1\", \"ecc0cfe6-2001-4828-9666-e4a58210f764\", \"c2fd557e-fce9-4983-b2b4-e9068d15937a\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.178}, \"42916\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-10 00:20:17.000000+00:00\", \"2019-09-16 12:09:57.000000+00:00\", \"2022-09-24 17:18:06.000000+00:00\", \"2022-08-02 01:04:52.000000+00:00\", \"2019-06-13 04:25:25.000000+00:00\", \"2021-05-11 14:04:35.000000+00:00\", \"2021-10-19 13:21:04.000000+00:00\", \"2019-03-30 15:52:03.000000+00:00\", \"2021-03-30 07:12:10.000000+00:00\", \"2023-04-01 06:49:20.000000+00:00\", \"2019-04-02 18:43:08.000000+00:00\"], \"session_ids\": [\"55fa30b8-453b-4027-810a-faeb398c3408\", \"0033c580-2ecd-4f2c-8a2c-1d51eb64eb56\", \"0f79fda1-aa08-4ab5-995e-cc6b32d94904\", \"a4450ea0-99d1-4ed5-8dad-b47affefa2d2\", \"ad59b77e-a353-427b-81bc-b52b9b4acb63\", \"dc950092-4acd-44c7-a1b4-0cd881079748\", \"ec2e1e1d-0ee4-4163-898b-d7824d2ce6b5\", \"454ff45d-1fc6-4ba0-8c53-e24b1a92b7ce\", \"240c68f9-539a-4d4a-b2b3-a0a60f9aa99d\", \"3ee7df2a-6df3-43c9-b708-4133aba8a82b\", \"06cd9ab7-1250-4ed9-ab4a-8e4d22f11014\"], \"total_duration\": 25407.0, \"total_sessions\": 11, \"mean_week_duration\": 121.565}, \"54570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-06 17:29:18.000000+00:00\", \"2020-12-17 14:52:18.000000+00:00\"], \"session_ids\": [\"118f0ee8-3f22-47a5-a399-ca88c576d370\", \"e61012f1-a673-4dcf-9725-72fa71a1871a\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.934}, \"94363\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-12 20:21:12.000000+00:00\", \"2023-05-11 10:25:41.000000+00:00\"], \"session_ids\": [\"1da95513-e32a-491b-af04-bbd22597adb1\", \"0ffaefa1-d811-4166-8fb2-66d3e6002bd2\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 30.538}, \"96200\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-04-11 12:03:19.000000+00:00\", \"2022-06-16 03:46:29.000000+00:00\"], \"session_ids\": [\"a8b93063-1b3b-4dae-a0db-13a2bab90001\", \"3d647435-2f47-4b17-85c9-58edcdff7ca6\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 3.065}, \"3052\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-24 14:14:20.000000+00:00\", \"2022-06-07 05:23:58.000000+00:00\"], \"session_ids\": [\"feb7a993-c620-4c0d-8aa6-4a96d9815034\", \"e0763103-613a-4af6-a12b-d8a9cd9822d2\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 6.652}, \"55755\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-08-23 12:26:25.000000+00:00\", \"2019-09-01 07:07:03.000000+00:00\"], \"session_ids\": [\"83b635a1-ae21-49dd-8bd2-36a40e153cb5\", \"aa58f026-3007-4cfb-b368-55216a889686\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 2.731}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the highest 2 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 2}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"42916\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-10 00:20:17.000000+00:00\", \"2019-09-16 12:09:57.000000+00:00\", \"2022-09-24 17:18:06.000000+00:00\", \"2022-08-02 01:04:52.000000+00:00\", \"2019-06-13 04:25:25.000000+00:00\", \"2021-05-11 14:04:35.000000+00:00\", \"2021-10-19 13:21:04.000000+00:00\", \"2019-03-30 15:52:03.000000+00:00\", \"2021-03-30 07:12:10.000000+00:00\", \"2023-04-01 06:49:20.000000+00:00\", \"2019-04-02 18:43:08.000000+00:00\"], \"session_ids\": [\"55fa30b8-453b-4027-810a-faeb398c3408\", \"0033c580-2ecd-4f2c-8a2c-1d51eb64eb56\", \"0f79fda1-aa08-4ab5-995e-cc6b32d94904\", \"a4450ea0-99d1-4ed5-8dad-b47affefa2d2\", \"ad59b77e-a353-427b-81bc-b52b9b4acb63\", \"dc950092-4acd-44c7-a1b4-0cd881079748\", \"ec2e1e1d-0ee4-4163-898b-d7824d2ce6b5\", \"454ff45d-1fc6-4ba0-8c53-e24b1a92b7ce\", \"240c68f9-539a-4d4a-b2b3-a0a60f9aa99d\", \"3ee7df2a-6df3-43c9-b708-4133aba8a82b\", \"06cd9ab7-1250-4ed9-ab4a-8e4d22f11014\"], \"total_duration\": 25407.0, \"total_sessions\": 11, \"mean_week_duration\": 121.565}}, {\"94363\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-12 20:21:12.000000+00:00\", \"2023-05-11 10:25:41.000000+00:00\"], \"session_ids\": [\"1da95513-e32a-491b-af04-bbd22597adb1\", \"0ffaefa1-d811-4166-8fb2-66d3e6002bd2\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 30.538}}, {\"29422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-04-30 01:31:56.000000+00:00\", \"2020-07-22 03:06:11.000000+00:00\"], \"session_ids\": [\"bcf3a815-68c9-4934-89ad-db5096af8184\", \"f806cc01-e280-4ab2-8252-37cc4661651a\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 15.75}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"42916\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-10 00:20:17.000000+00:00\", \"2019-09-16 12:09:57.000000+00:00\", \"2022-09-24 17:18:06.000000+00:00\", \"2022-08-02 01:04:52.000000+00:00\", \"2019-06-13 04:25:25.000000+00:00\", \"2021-05-11 14:04:35.000000+00:00\", \"2021-10-19 13:21:04.000000+00:00\", \"2019-03-30 15:52:03.000000+00:00\", \"2021-03-30 07:12:10.000000+00:00\", \"2023-04-01 06:49:20.000000+00:00\", \"2019-04-02 18:43:08.000000+00:00\"], \"session_ids\": [\"55fa30b8-453b-4027-810a-faeb398c3408\", \"0033c580-2ecd-4f2c-8a2c-1d51eb64eb56\", \"0f79fda1-aa08-4ab5-995e-cc6b32d94904\", \"a4450ea0-99d1-4ed5-8dad-b47affefa2d2\", \"ad59b77e-a353-427b-81bc-b52b9b4acb63\", \"dc950092-4acd-44c7-a1b4-0cd881079748\", \"ec2e1e1d-0ee4-4163-898b-d7824d2ce6b5\", \"454ff45d-1fc6-4ba0-8c53-e24b1a92b7ce\", \"240c68f9-539a-4d4a-b2b3-a0a60f9aa99d\", \"3ee7df2a-6df3-43c9-b708-4133aba8a82b\", \"06cd9ab7-1250-4ed9-ab4a-8e4d22f11014\"], \"total_duration\": 25407.0, \"total_sessions\": 11, \"mean_week_duration\": 121.565}}, {\"94363\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-12 20:21:12.000000+00:00\", \"2023-05-11 10:25:41.000000+00:00\"], \"session_ids\": [\"1da95513-e32a-491b-af04-bbd22597adb1\", \"0ffaefa1-d811-4166-8fb2-66d3e6002bd2\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 30.538}}, {\"29422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-04-30 01:31:56.000000+00:00\", \"2020-07-22 03:06:11.000000+00:00\"], \"session_ids\": [\"bcf3a815-68c9-4934-89ad-db5096af8184\", \"f806cc01-e280-4ab2-8252-37cc4661651a\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 15.75}}]\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[{\"42916\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-10 00:20:17.000000+00:00\", \"2019-09-16 12:09:57.000000+00:00\", \"2022-09-24 17:18:06.000000+00:00\", \"2022-08-02 01:04:52.000000+00:00\", \"2019-06-13 04:25:25.000000+00:00\", \"2021-05-11 14:04:35.000000+00:00\", \"2021-10-19 13:21:04.000000+00:00\", \"2019-03-30 15:52:03.000000+00:00\", \"2021-03-30 07:12:10.000000+00:00\", \"2023-04-01 06:49:20.000000+00:00\", \"2019-04-02 18:43:08.000000+00:00\"], \"session_ids\": [\"55fa30b8-453b-4027-810a-faeb398c3408\", \"0033c580-2ecd-4f2c-8a2c-1d51eb64eb56\", \"0f79fda1-aa08-4ab5-995e-cc6b32d94904\", \"a4450ea0-99d1-4ed5-8dad-b47affefa2d2\", \"ad59b77e-a353-427b-81bc-b52b9b4acb63\", \"dc950092-4acd-44c7-a1b4-0cd881079748\", \"ec2e1e1d-0ee4-4163-898b-d7824d2ce6b5\", \"454ff45d-1fc6-4ba0-8c53-e24b1a92b7ce\", \"240c68f9-539a-4d4a-b2b3-a0a60f9aa99d\", \"3ee7df2a-6df3-43c9-b708-4133aba8a82b\", \"06cd9ab7-1250-4ed9-ab4a-8e4d22f11014\"], \"total_duration\": 25407.0, \"total_sessions\": 11, \"mean_week_duration\": 121.565}}, {\"94363\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-12 20:21:12.000000+00:00\", \"2023-05-11 10:25:41.000000+00:00\"], \"session_ids\": [\"1da95513-e32a-491b-af04-bbd22597adb1\", \"0ffaefa1-d811-4166-8fb2-66d3e6002bd2\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 30.538}}]\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[{\"42916\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-10 00:20:17.000000+00:00\", \"2019-09-16 12:09:57.000000+00:00\", \"2022-09-24 17:18:06.000000+00:00\", \"2022-08-02 01:04:52.000000+00:00\", \"2019-06-13 04:25:25.000000+00:00\", \"2021-05-11 14:04:35.000000+00:00\", \"2021-10-19 13:21:04.000000+00:00\", \"2019-03-30 15:52:03.000000+00:00\", \"2021-03-30 07:12:10.000000+00:00\", \"2023-04-01 06:49:20.000000+00:00\", \"2019-04-02 18:43:08.000000+00:00\"], \"session_ids\": [\"55fa30b8-453b-4027-810a-faeb398c3408\", \"0033c580-2ecd-4f2c-8a2c-1d51eb64eb56\", \"0f79fda1-aa08-4ab5-995e-cc6b32d94904\", \"a4450ea0-99d1-4ed5-8dad-b47affefa2d2\", \"ad59b77e-a353-427b-81bc-b52b9b4acb63\", \"dc950092-4acd-44c7-a1b4-0cd881079748\", \"ec2e1e1d-0ee4-4163-898b-d7824d2ce6b5\", \"454ff45d-1fc6-4ba0-8c53-e24b1a92b7ce\", \"240c68f9-539a-4d4a-b2b3-a0a60f9aa99d\", \"3ee7df2a-6df3-43c9-b708-4133aba8a82b\", \"06cd9ab7-1250-4ed9-ab4a-8e4d22f11014\"], \"total_duration\": 25407.0, \"total_sessions\": 11, \"mean_week_duration\": 121.565}}, {\"94363\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-02-12 20:21:12.000000+00:00\", \"2023-05-11 10:25:41.000000+00:00\"], \"session_ids\": [\"1da95513-e32a-491b-af04-bbd22597adb1\", \"0ffaefa1-d811-4166-8fb2-66d3e6002bd2\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 30.538}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please provide insights on user who isn't an inhabitant of cities Manila, Tokyo, Amsterdam in addition put to use sorting by total duration form the highest value to the lowest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"78171\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-13 08:23:12.000000+00:00\", \"2019-01-18 16:22:57.000000+00:00\", \"2021-01-29 02:34:19.000000+00:00\", \"2020-03-07 23:45:40.000000+00:00\"], \"session_ids\": [\"cef59f53-e04c-4844-8e10-c154df53fea8\", \"ac97e694-6723-4f5d-8d9a-3a31a5a52e68\", \"cb194de1-2e04-48f1-a79d-e0227ddcaf2f\", \"35a2e482-1424-401a-85b7-a5ec9fbf7278\"], \"total_duration\": 1259.0, \"total_sessions\": 4, \"mean_week_duration\": 6.456}, \"49511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-24 09:08:57.000000+00:00\", \"2023-04-05 10:44:17.000000+00:00\"], \"session_ids\": [\"db5f48df-1d2e-4cbc-9383-cdaa6ae3858c\", \"b1c013ca-f1f1-44ad-b050-abf6cbd83188\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 1.882}, \"44015\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-02-09 10:13:39.000000+00:00\", \"2023-05-13 19:48:46.000000+00:00\"], \"session_ids\": [\"a6bf117a-e524-4f6a-920d-e12d8b7f660b\", \"053b5c0e-6784-4ea0-b027-e30ca10d4583\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 2.214}, \"41247\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-08 22:43:33.000000+00:00\", \"2022-02-04 17:44:46.000000+00:00\", \"2020-05-11 07:19:24.000000+00:00\", \"2021-10-28 23:40:42.000000+00:00\", \"2021-02-05 07:07:22.000000+00:00\", \"2020-03-22 05:43:19.000000+00:00\"], \"session_ids\": [\"c34b33bb-0704-4924-b1f6-bbb35dff16c0\", \"c4d5ee72-0c40-4bb7-9000-3cbba3d8c24a\", \"51a3a282-5104-444d-9109-e6c5bcd1e65c\", \"e9a5f498-d5c2-47e6-a885-526ca39d089e\", \"1d754127-03f3-439e-8f75-1a2300ed01c1\", \"a65d89db-2e13-41dc-a225-e21b12ff900b\"], \"total_duration\": 2489.0, \"total_sessions\": 6, \"mean_week_duration\": 25.398}, \"49117\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-02 14:44:52.000000+00:00\", \"2023-03-31 00:24:16.000000+00:00\"], \"session_ids\": [\"acb1bc2c-1b8e-47c5-9903-5cb3ab8e50f6\", \"249480b4-cb7c-4729-9731-690b75560fcd\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 1.685}, \"61150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-08-12 01:10:45.000000+00:00\", \"2022-10-19 21:01:10.000000+00:00\"], \"session_ids\": [\"85fa4170-4e3e-48d1-b687-a4bcbe9f0bae\", \"9ab2d155-d080-49e9-91af-b08c1a3af5ff\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 12.9}, \"44221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-02 13:40:03.000000+00:00\", \"2020-01-30 22:10:38.000000+00:00\", \"2021-11-06 04:15:03.000000+00:00\", \"2022-03-07 08:29:08.000000+00:00\", \"2022-10-14 21:04:58.000000+00:00\", \"2021-06-26 15:29:42.000000+00:00\", \"2020-08-21 22:07:17.000000+00:00\", \"2019-08-15 14:18:17.000000+00:00\", \"2022-11-15 12:46:26.000000+00:00\"], \"session_ids\": [\"ca82c4cb-8226-40d9-bb82-c8d1f2f07ab1\", \"bf74508c-5e39-4f0d-8c17-d9dc135add61\", \"ff3d6110-97ac-42f6-a87f-32541ebb1250\", \"8033ca58-37fa-46a8-88f3-0914feaae450\", \"48e6c087-bebb-4f63-96e1-8836e4ad191a\", \"c9f46af0-2efd-4a72-ac35-023181960ac6\", \"dbf11af9-c92f-481a-82ad-26cfd2a38b22\", \"e869395a-a42e-4c25-b0f2-51450cab9a4f\", \"dd71cace-3b10-48ea-b14e-e490f833a8ef\"], \"total_duration\": 7141.0, \"total_sessions\": 9, \"mean_week_duration\": 39.453}, \"89195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-02 07:13:10.000000+00:00\", \"2019-11-24 01:07:03.000000+00:00\", \"2020-09-14 16:13:35.000000+00:00\"], \"session_ids\": [\"bedfdd3d-595a-4ef1-87e7-c7e24b5f4be4\", \"5e0710b4-04a6-4478-8568-a14ab71e2961\", \"57484744-7143-4c50-b4d9-0fe5cbbd98bf\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.674}, \"97546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-07-21 10:42:36.000000+00:00\", \"2022-02-01 11:16:25.000000+00:00\"], \"session_ids\": [\"f0ceab97-1d68-42d4-a4ec-4aa07691a5d1\", \"f1caf37d-bf2b-4077-b8ae-c3f83cd82665\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 2.1}, \"49506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-08-29 01:11:22.000000+00:00\", \"2022-12-19 21:11:20.000000+00:00\"], \"session_ids\": [\"7cf54b8a-02a4-4da4-bb6c-3bb3d4b07abf\", \"f5f19835-08a2-4e44-97b3-9fd46911600c\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.405}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are not Manila, Tokyo, Amsterdam"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Manila\", \"Tokyo\", \"Amsterdam\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"78171\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-13 08:23:12.000000+00:00\", \"2019-01-18 16:22:57.000000+00:00\", \"2021-01-29 02:34:19.000000+00:00\", \"2020-03-07 23:45:40.000000+00:00\"], \"session_ids\": [\"cef59f53-e04c-4844-8e10-c154df53fea8\", \"ac97e694-6723-4f5d-8d9a-3a31a5a52e68\", \"cb194de1-2e04-48f1-a79d-e0227ddcaf2f\", \"35a2e482-1424-401a-85b7-a5ec9fbf7278\"], \"total_duration\": 1259.0, \"total_sessions\": 4, \"mean_week_duration\": 6.456}, \"49511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-24 09:08:57.000000+00:00\", \"2023-04-05 10:44:17.000000+00:00\"], \"session_ids\": [\"db5f48df-1d2e-4cbc-9383-cdaa6ae3858c\", \"b1c013ca-f1f1-44ad-b050-abf6cbd83188\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 1.882}, \"44015\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-02-09 10:13:39.000000+00:00\", \"2023-05-13 19:48:46.000000+00:00\"], \"session_ids\": [\"a6bf117a-e524-4f6a-920d-e12d8b7f660b\", \"053b5c0e-6784-4ea0-b027-e30ca10d4583\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 2.214}, \"41247\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-08 22:43:33.000000+00:00\", \"2022-02-04 17:44:46.000000+00:00\", \"2020-05-11 07:19:24.000000+00:00\", \"2021-10-28 23:40:42.000000+00:00\", \"2021-02-05 07:07:22.000000+00:00\", \"2020-03-22 05:43:19.000000+00:00\"], \"session_ids\": [\"c34b33bb-0704-4924-b1f6-bbb35dff16c0\", \"c4d5ee72-0c40-4bb7-9000-3cbba3d8c24a\", \"51a3a282-5104-444d-9109-e6c5bcd1e65c\", \"e9a5f498-d5c2-47e6-a885-526ca39d089e\", \"1d754127-03f3-439e-8f75-1a2300ed01c1\", \"a65d89db-2e13-41dc-a225-e21b12ff900b\"], \"total_duration\": 2489.0, \"total_sessions\": 6, \"mean_week_duration\": 25.398}, \"49117\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-02 14:44:52.000000+00:00\", \"2023-03-31 00:24:16.000000+00:00\"], \"session_ids\": [\"acb1bc2c-1b8e-47c5-9903-5cb3ab8e50f6\", \"249480b4-cb7c-4729-9731-690b75560fcd\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 1.685}, \"61150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-08-12 01:10:45.000000+00:00\", \"2022-10-19 21:01:10.000000+00:00\"], \"session_ids\": [\"85fa4170-4e3e-48d1-b687-a4bcbe9f0bae\", \"9ab2d155-d080-49e9-91af-b08c1a3af5ff\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 12.9}, \"44221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-02 13:40:03.000000+00:00\", \"2020-01-30 22:10:38.000000+00:00\", \"2021-11-06 04:15:03.000000+00:00\", \"2022-03-07 08:29:08.000000+00:00\", \"2022-10-14 21:04:58.000000+00:00\", \"2021-06-26 15:29:42.000000+00:00\", \"2020-08-21 22:07:17.000000+00:00\", \"2019-08-15 14:18:17.000000+00:00\", \"2022-11-15 12:46:26.000000+00:00\"], \"session_ids\": [\"ca82c4cb-8226-40d9-bb82-c8d1f2f07ab1\", \"bf74508c-5e39-4f0d-8c17-d9dc135add61\", \"ff3d6110-97ac-42f6-a87f-32541ebb1250\", \"8033ca58-37fa-46a8-88f3-0914feaae450\", \"48e6c087-bebb-4f63-96e1-8836e4ad191a\", \"c9f46af0-2efd-4a72-ac35-023181960ac6\", \"dbf11af9-c92f-481a-82ad-26cfd2a38b22\", \"e869395a-a42e-4c25-b0f2-51450cab9a4f\", \"dd71cace-3b10-48ea-b14e-e490f833a8ef\"], \"total_duration\": 7141.0, \"total_sessions\": 9, \"mean_week_duration\": 39.453}, \"89195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-02 07:13:10.000000+00:00\", \"2019-11-24 01:07:03.000000+00:00\", \"2020-09-14 16:13:35.000000+00:00\"], \"session_ids\": [\"bedfdd3d-595a-4ef1-87e7-c7e24b5f4be4\", \"5e0710b4-04a6-4478-8568-a14ab71e2961\", \"57484744-7143-4c50-b4d9-0fe5cbbd98bf\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.674}, \"97546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-07-21 10:42:36.000000+00:00\", \"2022-02-01 11:16:25.000000+00:00\"], \"session_ids\": [\"f0ceab97-1d68-42d4-a4ec-4aa07691a5d1\", \"f1caf37d-bf2b-4077-b8ae-c3f83cd82665\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 2.1}, \"49506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-08-29 01:11:22.000000+00:00\", \"2022-12-19 21:11:20.000000+00:00\"], \"session_ids\": [\"7cf54b8a-02a4-4da4-bb6c-3bb3d4b07abf\", \"f5f19835-08a2-4e44-97b3-9fd46911600c\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.405}}\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[{\"44221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-02 13:40:03.000000+00:00\", \"2020-01-30 22:10:38.000000+00:00\", \"2021-11-06 04:15:03.000000+00:00\", \"2022-03-07 08:29:08.000000+00:00\", \"2022-10-14 21:04:58.000000+00:00\", \"2021-06-26 15:29:42.000000+00:00\", \"2020-08-21 22:07:17.000000+00:00\", \"2019-08-15 14:18:17.000000+00:00\", \"2022-11-15 12:46:26.000000+00:00\"], \"session_ids\": [\"ca82c4cb-8226-40d9-bb82-c8d1f2f07ab1\", \"bf74508c-5e39-4f0d-8c17-d9dc135add61\", \"ff3d6110-97ac-42f6-a87f-32541ebb1250\", \"8033ca58-37fa-46a8-88f3-0914feaae450\", \"48e6c087-bebb-4f63-96e1-8836e4ad191a\", \"c9f46af0-2efd-4a72-ac35-023181960ac6\", \"dbf11af9-c92f-481a-82ad-26cfd2a38b22\", \"e869395a-a42e-4c25-b0f2-51450cab9a4f\", \"dd71cace-3b10-48ea-b14e-e490f833a8ef\"], \"total_duration\": 7141.0, \"total_sessions\": 9, \"mean_week_duration\": 39.453}}, {\"41247\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-08 22:43:33.000000+00:00\", \"2022-02-04 17:44:46.000000+00:00\", \"2020-05-11 07:19:24.000000+00:00\", \"2021-10-28 23:40:42.000000+00:00\", \"2021-02-05 07:07:22.000000+00:00\", \"2020-03-22 05:43:19.000000+00:00\"], \"session_ids\": [\"c34b33bb-0704-4924-b1f6-bbb35dff16c0\", \"c4d5ee72-0c40-4bb7-9000-3cbba3d8c24a\", \"51a3a282-5104-444d-9109-e6c5bcd1e65c\", \"e9a5f498-d5c2-47e6-a885-526ca39d089e\", \"1d754127-03f3-439e-8f75-1a2300ed01c1\", \"a65d89db-2e13-41dc-a225-e21b12ff900b\"], \"total_duration\": 2489.0, \"total_sessions\": 6, \"mean_week_duration\": 25.398}}, {\"78171\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 8, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-13 08:23:12.000000+00:00\", \"2019-01-18 16:22:57.000000+00:00\", \"2021-01-29 02:34:19.000000+00:00\", \"2020-03-07 23:45:40.000000+00:00\"], \"session_ids\": [\"cef59f53-e04c-4844-8e10-c154df53fea8\", \"ac97e694-6723-4f5d-8d9a-3a31a5a52e68\", \"cb194de1-2e04-48f1-a79d-e0227ddcaf2f\", \"35a2e482-1424-401a-85b7-a5ec9fbf7278\"], \"total_duration\": 1259.0, \"total_sessions\": 4, \"mean_week_duration\": 6.456}}, {\"49506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-08-29 01:11:22.000000+00:00\", \"2022-12-19 21:11:20.000000+00:00\"], \"session_ids\": [\"7cf54b8a-02a4-4da4-bb6c-3bb3d4b07abf\", \"f5f19835-08a2-4e44-97b3-9fd46911600c\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.405}}, {\"49117\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-02 14:44:52.000000+00:00\", \"2023-03-31 00:24:16.000000+00:00\"], \"session_ids\": [\"acb1bc2c-1b8e-47c5-9903-5cb3ab8e50f6\", \"249480b4-cb7c-4729-9731-690b75560fcd\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 1.685}}, {\"97546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-07-21 10:42:36.000000+00:00\", \"2022-02-01 11:16:25.000000+00:00\"], \"session_ids\": [\"f0ceab97-1d68-42d4-a4ec-4aa07691a5d1\", \"f1caf37d-bf2b-4077-b8ae-c3f83cd82665\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 2.1}}, {\"49511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-24 09:08:57.000000+00:00\", \"2023-04-05 10:44:17.000000+00:00\"], \"session_ids\": [\"db5f48df-1d2e-4cbc-9383-cdaa6ae3858c\", \"b1c013ca-f1f1-44ad-b050-abf6cbd83188\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 1.882}}, {\"61150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-08-12 01:10:45.000000+00:00\", \"2022-10-19 21:01:10.000000+00:00\"], \"session_ids\": [\"85fa4170-4e3e-48d1-b687-a4bcbe9f0bae\", \"9ab2d155-d080-49e9-91af-b08c1a3af5ff\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 12.9}}, {\"44015\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-02-09 10:13:39.000000+00:00\", \"2023-05-13 19:48:46.000000+00:00\"], \"session_ids\": [\"a6bf117a-e524-4f6a-920d-e12d8b7f660b\", \"053b5c0e-6784-4ea0-b027-e30ca10d4583\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 2.214}}, {\"89195\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-02 07:13:10.000000+00:00\", \"2019-11-24 01:07:03.000000+00:00\", \"2020-09-14 16:13:35.000000+00:00\"], \"session_ids\": [\"bedfdd3d-595a-4ef1-87e7-c7e24b5f4be4\", \"5e0710b4-04a6-4478-8568-a14ab71e2961\", \"57484744-7143-4c50-b4d9-0fe5cbbd98bf\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.674}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 1 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"44221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-02 13:40:03.000000+00:00\", \"2020-01-30 22:10:38.000000+00:00\", \"2021-11-06 04:15:03.000000+00:00\", \"2022-03-07 08:29:08.000000+00:00\", \"2022-10-14 21:04:58.000000+00:00\", \"2021-06-26 15:29:42.000000+00:00\", \"2020-08-21 22:07:17.000000+00:00\", \"2019-08-15 14:18:17.000000+00:00\", \"2022-11-15 12:46:26.000000+00:00\"], \"session_ids\": [\"ca82c4cb-8226-40d9-bb82-c8d1f2f07ab1\", \"bf74508c-5e39-4f0d-8c17-d9dc135add61\", \"ff3d6110-97ac-42f6-a87f-32541ebb1250\", \"8033ca58-37fa-46a8-88f3-0914feaae450\", \"48e6c087-bebb-4f63-96e1-8836e4ad191a\", \"c9f46af0-2efd-4a72-ac35-023181960ac6\", \"dbf11af9-c92f-481a-82ad-26cfd2a38b22\", \"e869395a-a42e-4c25-b0f2-51450cab9a4f\", \"dd71cace-3b10-48ea-b14e-e490f833a8ef\"], \"total_duration\": 7141.0, \"total_sessions\": 9, \"mean_week_duration\": 39.453}}]\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[{\"44221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-02 13:40:03.000000+00:00\", \"2020-01-30 22:10:38.000000+00:00\", \"2021-11-06 04:15:03.000000+00:00\", \"2022-03-07 08:29:08.000000+00:00\", \"2022-10-14 21:04:58.000000+00:00\", \"2021-06-26 15:29:42.000000+00:00\", \"2020-08-21 22:07:17.000000+00:00\", \"2019-08-15 14:18:17.000000+00:00\", \"2022-11-15 12:46:26.000000+00:00\"], \"session_ids\": [\"ca82c4cb-8226-40d9-bb82-c8d1f2f07ab1\", \"bf74508c-5e39-4f0d-8c17-d9dc135add61\", \"ff3d6110-97ac-42f6-a87f-32541ebb1250\", \"8033ca58-37fa-46a8-88f3-0914feaae450\", \"48e6c087-bebb-4f63-96e1-8836e4ad191a\", \"c9f46af0-2efd-4a72-ac35-023181960ac6\", \"dbf11af9-c92f-481a-82ad-26cfd2a38b22\", \"e869395a-a42e-4c25-b0f2-51450cab9a4f\", \"dd71cace-3b10-48ea-b14e-e490f833a8ef\"], \"total_duration\": 7141.0, \"total_sessions\": 9, \"mean_week_duration\": 39.453}}]\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 are topleast users based on total sessions plus sort by town naming 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{\"27081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-23 09:25:24.000000+00:00\", \"2022-01-27 18:30:51.000000+00:00\"], \"session_ids\": [\"c5995f41-c7f2-4930-9b1c-c5b757aba457\", \"1cd29e05-5155-4122-aedf-d44aec4f41c0\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 3.519}, \"22441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-27 00:58:32.000000+00:00\", \"2019-03-10 18:15:43.000000+00:00\", \"2022-12-22 10:48:44.000000+00:00\", \"2021-11-22 15:40:59.000000+00:00\"], \"session_ids\": [\"e3671efa-0576-494f-a963-51de349ee8e4\", \"c2d3e887-01a8-4a01-97e3-50f194048f1d\", \"6061dd15-3cb9-465f-b542-fd89c19d9acd\", \"a5c55c54-d633-459e-a9bb-2b8e76535a4f\"], \"total_duration\": 887.0, \"total_sessions\": 4, \"mean_week_duration\": 4.032}, \"43933\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-14 20:50:46.000000+00:00\", \"2022-03-26 07:24:38.000000+00:00\"], \"session_ids\": [\"acb3c816-0f19-4b31-8b32-e56ecf26e38e\", \"44e39581-cc88-4474-bbab-3518756aad78\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 5.429}, \"28793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-20 11:25:02.000000+00:00\", \"2019-02-01 22:03:38.000000+00:00\", \"2022-05-16 09:14:53.000000+00:00\", \"2021-11-07 12:21:38.000000+00:00\", \"2019-03-09 00:11:10.000000+00:00\", \"2022-04-26 22:55:29.000000+00:00\", \"2019-02-06 22:39:35.000000+00:00\", \"2020-04-14 09:41:54.000000+00:00\", \"2020-02-17 05:13:50.000000+00:00\", \"2022-10-23 20:03:31.000000+00:00\"], \"session_ids\": [\"e3a5fa2f-dca7-4840-8c80-85401fcfecd9\", \"b4790a68-23b1-4e19-933d-3596e2e9d2a9\", \"24d97066-1b36-4cbd-8f22-c05c10d1e74a\", \"a355d29f-d95b-40a9-84a6-6a566c9aed48\", \"04d1fb6c-4d5d-44d1-bfda-15064b73b3a2\", \"e89e5f78-6c7b-4fcb-a041-9cb16e1cede2\", \"3316ccdd-6725-4c66-9071-bc7151ef33e5\", \"85b40c4b-9667-4772-9e96-3973287c684a\", \"b0b0cd28-490f-4cb3-8853-9c06fbcd1b1f\", \"860f1793-ff7d-4fcb-9f1d-1fff96bb2aaf\"], \"total_duration\": 4364.0, \"total_sessions\": 10, \"mean_week_duration\": 22.379}, \"5338\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-23 03:44:08.000000+00:00\", \"2019-09-14 10:07:43.000000+00:00\", \"2019-07-22 16:46:48.000000+00:00\", \"2023-03-11 09:43:52.000000+00:00\"], \"session_ids\": [\"d81c4929-ce3f-4532-ae8e-8c454153b1f5\", \"dfac3a8c-f765-4b14-897a-b631b7a25c48\", \"95997e6b-4fad-4d63-b78d-92f66f67af3a\", \"7e296148-e484-46f6-94aa-ed20b2da7c82\"], \"total_duration\": 206.0, \"total_sessions\": 4, \"mean_week_duration\": 1.084}, \"83693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-14 13:09:55.000000+00:00\", \"2021-03-31 21:30:08.000000+00:00\"], \"session_ids\": [\"54d2a2cf-63b4-4d49-af4b-0d23ff8d2eb1\", \"4adc57f7-f17c-44d5-9260-91f98ab0f3e7\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}, \"21285\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-30 10:20:22.000000+00:00\", \"2021-12-08 22:54:31.000000+00:00\", \"2020-10-27 09:13:14.000000+00:00\"], \"session_ids\": [\"93d78470-0d0a-4843-84a4-c9d3021153d9\", \"68373956-4c4f-4c03-80aa-506d62c72813\", \"6049c2ed-4e4c-4406-8d26-ef654959ee98\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 0.907}, \"67542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-18 05:48:34.000000+00:00\", \"2023-03-31 12:06:36.000000+00:00\", \"2022-04-05 16:43:36.000000+00:00\", \"2023-02-07 18:27:37.000000+00:00\"], \"session_ids\": [\"94398ec1-a3b7-4131-abeb-513cff82740b\", \"7835fa91-7fd3-43b3-8460-6e8973aa8528\", \"37e8dc99-1222-4cdf-b5c3-d4aa131fa07a\", \"967cf5c6-7fd4-4fab-98a6-7ee404db6c4b\"], \"total_duration\": 1905.0, \"total_sessions\": 4, \"mean_week_duration\": 35.278}, \"20852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-02 13:27:08.000000+00:00\", \"2019-08-29 09:35:39.000000+00:00\"], \"session_ids\": [\"dd6a4d70-4d7a-4add-89e4-38b10502d22a\", \"f8d4f784-9369-4877-a589-301072a00407\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 11.167}, \"95101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-03-12 15:31:21.000000+00:00\", \"2022-01-05 13:15:46.000000+00:00\"], \"session_ids\": [\"463a1736-1e07-4996-9a1c-1bf4db48ac75\", \"56c84fa8-a8cd-4fb0-a380-b488dfca050b\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.442}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the lowest 5 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 5}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"27081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-23 09:25:24.000000+00:00\", \"2022-01-27 18:30:51.000000+00:00\"], \"session_ids\": [\"c5995f41-c7f2-4930-9b1c-c5b757aba457\", \"1cd29e05-5155-4122-aedf-d44aec4f41c0\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 3.519}}, {\"43933\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-14 20:50:46.000000+00:00\", \"2022-03-26 07:24:38.000000+00:00\"], \"session_ids\": [\"acb3c816-0f19-4b31-8b32-e56ecf26e38e\", \"44e39581-cc88-4474-bbab-3518756aad78\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 5.429}}, {\"83693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-14 13:09:55.000000+00:00\", \"2021-03-31 21:30:08.000000+00:00\"], \"session_ids\": [\"54d2a2cf-63b4-4d49-af4b-0d23ff8d2eb1\", \"4adc57f7-f17c-44d5-9260-91f98ab0f3e7\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"20852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-02 13:27:08.000000+00:00\", \"2019-08-29 09:35:39.000000+00:00\"], \"session_ids\": [\"dd6a4d70-4d7a-4add-89e4-38b10502d22a\", \"f8d4f784-9369-4877-a589-301072a00407\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 11.167}}, {\"95101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-03-12 15:31:21.000000+00:00\", \"2022-01-05 13:15:46.000000+00:00\"], \"session_ids\": [\"463a1736-1e07-4996-9a1c-1bf4db48ac75\", \"56c84fa8-a8cd-4fb0-a380-b488dfca050b\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.442}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"95101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-03-12 15:31:21.000000+00:00\", \"2022-01-05 13:15:46.000000+00:00\"], \"session_ids\": [\"463a1736-1e07-4996-9a1c-1bf4db48ac75\", \"56c84fa8-a8cd-4fb0-a380-b488dfca050b\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.442}}, {\"83693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-14 13:09:55.000000+00:00\", \"2021-03-31 21:30:08.000000+00:00\"], \"session_ids\": [\"54d2a2cf-63b4-4d49-af4b-0d23ff8d2eb1\", \"4adc57f7-f17c-44d5-9260-91f98ab0f3e7\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"27081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-23 09:25:24.000000+00:00\", \"2022-01-27 18:30:51.000000+00:00\"], \"session_ids\": [\"c5995f41-c7f2-4930-9b1c-c5b757aba457\", \"1cd29e05-5155-4122-aedf-d44aec4f41c0\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 3.519}}, {\"43933\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-14 20:50:46.000000+00:00\", \"2022-03-26 07:24:38.000000+00:00\"], \"session_ids\": [\"acb3c816-0f19-4b31-8b32-e56ecf26e38e\", \"44e39581-cc88-4474-bbab-3518756aad78\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 5.429}}, {\"20852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-02 13:27:08.000000+00:00\", \"2019-08-29 09:35:39.000000+00:00\"], \"session_ids\": [\"dd6a4d70-4d7a-4add-89e4-38b10502d22a\", \"f8d4f784-9369-4877-a589-301072a00407\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 11.167}}]\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[{\"95101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-03-12 15:31:21.000000+00:00\", \"2022-01-05 13:15:46.000000+00:00\"], \"session_ids\": [\"463a1736-1e07-4996-9a1c-1bf4db48ac75\", \"56c84fa8-a8cd-4fb0-a380-b488dfca050b\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.442}}, {\"83693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-14 13:09:55.000000+00:00\", \"2021-03-31 21:30:08.000000+00:00\"], \"session_ids\": [\"54d2a2cf-63b4-4d49-af4b-0d23ff8d2eb1\", \"4adc57f7-f17c-44d5-9260-91f98ab0f3e7\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"27081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-23 09:25:24.000000+00:00\", \"2022-01-27 18:30:51.000000+00:00\"], \"session_ids\": [\"c5995f41-c7f2-4930-9b1c-c5b757aba457\", \"1cd29e05-5155-4122-aedf-d44aec4f41c0\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 3.519}}, {\"43933\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-14 20:50:46.000000+00:00\", \"2022-03-26 07:24:38.000000+00:00\"], \"session_ids\": [\"acb3c816-0f19-4b31-8b32-e56ecf26e38e\", \"44e39581-cc88-4474-bbab-3518756aad78\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 5.429}}, {\"20852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-02 13:27:08.000000+00:00\", \"2019-08-29 09:35:39.000000+00:00\"], \"session_ids\": [\"dd6a4d70-4d7a-4add-89e4-38b10502d22a\", \"f8d4f784-9369-4877-a589-301072a00407\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 11.167}}]\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[{\"95101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-03-12 15:31:21.000000+00:00\", \"2022-01-05 13:15:46.000000+00:00\"], \"session_ids\": [\"463a1736-1e07-4996-9a1c-1bf4db48ac75\", \"56c84fa8-a8cd-4fb0-a380-b488dfca050b\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.442}}, {\"83693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-14 13:09:55.000000+00:00\", \"2021-03-31 21:30:08.000000+00:00\"], \"session_ids\": [\"54d2a2cf-63b4-4d49-af4b-0d23ff8d2eb1\", \"4adc57f7-f17c-44d5-9260-91f98ab0f3e7\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.517}}, {\"27081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-23 09:25:24.000000+00:00\", \"2022-01-27 18:30:51.000000+00:00\"], \"session_ids\": [\"c5995f41-c7f2-4930-9b1c-c5b757aba457\", \"1cd29e05-5155-4122-aedf-d44aec4f41c0\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 3.519}}, {\"43933\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-14 20:50:46.000000+00:00\", \"2022-03-26 07:24:38.000000+00:00\"], \"session_ids\": [\"acb3c816-0f19-4b31-8b32-e56ecf26e38e\", \"44e39581-cc88-4474-bbab-3518756aad78\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 5.429}}, {\"20852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-02 13:27:08.000000+00:00\", \"2019-08-29 09:35:39.000000+00:00\"], \"session_ids\": [\"dd6a4d70-4d7a-4add-89e4-38b10502d22a\", \"f8d4f784-9369-4877-a589-301072a00407\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 11.167}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'd like to be informed about 4 users whose time using the app per week is equal to 2 plus execute sorting by overall total duration in descending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"74607\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-25 21:37:37.000000+00:00\", \"2022-11-16 16:40:38.000000+00:00\", \"2022-11-26 11:19:11.000000+00:00\", \"2020-07-14 19:19:38.000000+00:00\"], \"session_ids\": [\"350f9e0e-3459-40df-a97a-9a915b4123f6\", \"e580e76c-220b-4b58-976a-b7462a60fe83\", \"2773db78-b540-41ec-ba5e-80ec17cab87b\", \"fa12688c-033e-4860-8539-3f44b71d938a\"], \"total_duration\": 1637.0, \"total_sessions\": 4, \"mean_week_duration\": 13.202}, \"42859\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-02-17 19:38:59.000000+00:00\", \"2020-09-23 13:13:42.000000+00:00\"], \"session_ids\": [\"9e61d2e9-6d20-4710-aea3-14f86b82a0ce\", \"fc65efd5-e760-4f57-9c02-863f9ba1b3b1\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.797}, \"67490\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-05-02 12:11:24.000000+00:00\", \"2021-11-23 15:04:09.000000+00:00\"], \"session_ids\": [\"03874d7d-a982-43b8-beb0-36d5765ac396\", \"a446b789-a2d4-4e8e-aff0-157182ac856e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.213}, \"64934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-22 02:01:36.000000+00:00\", \"2020-05-09 07:35:28.000000+00:00\", \"2022-04-08 14:17:18.000000+00:00\"], \"session_ids\": [\"70ff8901-c0ac-469a-9694-4c97893879c7\", \"e48e0055-dd46-471f-8c10-4462a1ade3f1\", \"506ce0bb-d489-41f4-a06c-faf4b91fef4e\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.301}, \"37718\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-29 04:19:05.000000+00:00\", \"2021-11-26 11:11:47.000000+00:00\", \"2022-10-21 00:08:53.000000+00:00\", \"2020-06-28 09:10:59.000000+00:00\", \"2019-08-06 11:49:13.000000+00:00\", \"2021-09-22 14:44:39.000000+00:00\"], \"session_ids\": [\"4dd5d43a-3f1e-4627-85b6-0dcd7ae30f8a\", \"b0d67b51-bbb9-4ca5-b6ea-b8a85f87785a\", \"11b1b288-fbd1-4c1b-bd2d-a5f5b64b5871\", \"0e93ea6a-3146-49ef-af08-e98f1306f678\", \"6e25a3ad-acd4-4d15-967d-bda79fe7a2d4\", \"c2ce369d-118c-4271-888c-db8f5798ca84\"], \"total_duration\": 457.0, \"total_sessions\": 6, \"mean_week_duration\": 2.72}, \"13135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-01 19:00:10.000000+00:00\", \"2022-04-17 01:38:42.000000+00:00\", \"2020-01-07 11:11:13.000000+00:00\", \"2020-07-14 18:30:19.000000+00:00\"], \"session_ids\": [\"0008096a-ea12-48ee-8cac-b03d0c326c80\", \"30838967-8b7f-484f-8eff-9065159f70ac\", \"606c232d-8e97-4c1a-9229-011a79fe59ae\", \"436b3872-20f7-4591-8cf2-1e013c6c7c0b\"], \"total_duration\": 2110.0, \"total_sessions\": 4, \"mean_week_duration\": 17.731}, \"42607\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-04 04:25:42.000000+00:00\", \"2021-11-15 19:01:12.000000+00:00\", \"2019-12-22 21:29:13.000000+00:00\"], \"session_ids\": [\"9c54c661-f261-4b05-a40f-8b7a83b60f6d\", \"b805d695-3800-4e07-91a0-c5b58c558ae3\", \"50d7daf7-62f0-4d48-8374-5f4b03452ab8\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.993}, \"30973\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-02-19 00:08:48.000000+00:00\", \"2020-11-13 10:44:38.000000+00:00\", \"2022-03-04 10:20:07.000000+00:00\", \"2019-01-28 03:14:22.000000+00:00\", \"2020-03-20 06:45:09.000000+00:00\", \"2021-09-26 01:15:38.000000+00:00\"], \"session_ids\": [\"f6720a1d-4ece-4a9d-8a80-8bd659fbac1d\", \"4b84a000-8945-4cf9-bb2a-ce64f9e95a7f\", \"308b3f84-f6a1-4bbf-85d8-f2f89a5981c0\", \"2dcaf242-0180-4743-aa0f-e60090c2d85e\", \"1904aad5-462b-4e02-acbe-c53a720542d1\", \"7a8a54d2-46e2-4017-9196-9d1f492764c8\"], \"total_duration\": 2220.0, \"total_sessions\": 6, \"mean_week_duration\": 10.472}, \"99239\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-04-16 06:29:05.000000+00:00\", \"2019-03-06 20:15:19.000000+00:00\", \"2019-05-06 17:02:08.000000+00:00\"], \"session_ids\": [\"ad7fa1b3-7c5e-42b0-8e0f-28ba51d07d13\", \"8a02d6e1-cc94-4401-b98e-142031c5b25a\", \"2636837a-497a-4fd7-adfe-c03c790f3839\"], \"total_duration\": 621.0, \"total_sessions\": 3, \"mean_week_duration\": 10.707}, \"14812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-06 04:55:39.000000+00:00\", \"2019-01-12 15:26:11.000000+00:00\", \"2021-02-28 10:50:48.000000+00:00\", \"2020-01-28 17:22:57.000000+00:00\", \"2022-08-16 12:47:59.000000+00:00\"], \"session_ids\": [\"f27c70e5-556f-4809-91f5-7088baea0a12\", \"aed4b0ef-c99a-448a-9a27-685517412642\", \"7268b639-6a5d-4f85-ad19-be47d44f2e16\", \"a1087282-6125-4795-9506-fc0c2aee2c45\", \"1d46644e-7389-44b5-aad8-4c09e9d1b5f0\"], \"total_duration\": 158.0, \"total_sessions\": 5, \"mean_week_duration\": 0.84}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are 2"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[2, 44]]}}}\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"
}
] |
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