conversations
list |
|---|
[
{
"role": "message-agent",
"value": "Thought: I need to select only 1 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"81009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-18 09:53:07.000000+00:00\", \"2023-05-11 04:14:01.000000+00:00\", \"2022-12-30 10:43:40.000000+00:00\"], \"session_ids\": [\"8c88ddd0-ab7a-4786-a70f-ed4c5f828b65\", \"5d240104-ebdb-41a4-8012-1e2e39c22883\", \"74faca37-9f1a-4560-83ee-ffd8a35747e2\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.12}}]\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[{\"81009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-03-18 09:53:07.000000+00:00\", \"2023-05-11 04:14:01.000000+00:00\", \"2022-12-30 10:43:40.000000+00:00\"], \"session_ids\": [\"8c88ddd0-ab7a-4786-a70f-ed4c5f828b65\", \"5d240104-ebdb-41a4-8012-1e2e39c22883\", \"74faca37-9f1a-4560-83ee-ffd8a35747e2\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.12}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the 3 users who live in cities Stockholm, Singapore City, Zurich, Ho Chi Minh City and in addition do sorting by sum of sessions from the largest to the smallest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"33901\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-06 16:21:28.000000+00:00\", \"2021-01-23 10:21:56.000000+00:00\"], \"session_ids\": [\"28218bc5-3321-4b95-9296-dc5a9da0fc50\", \"59d3420a-fde4-4e43-882d-b47c7a315673\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 2.095}, \"72261\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-29 19:42:58.000000+00:00\", \"2021-08-12 00:41:48.000000+00:00\"], \"session_ids\": [\"f270bab6-e37e-42d5-8ae2-734e38e50aaf\", \"e30004aa-7ade-464d-ae4a-47d450fcaf47\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 5.429}, \"38307\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-31 20:16:22.000000+00:00\", \"2020-11-17 23:43:53.000000+00:00\", \"2021-08-29 08:59:03.000000+00:00\", \"2019-02-14 04:18:25.000000+00:00\", \"2022-05-28 22:01:26.000000+00:00\"], \"session_ids\": [\"804c3b46-b5c7-4f05-a5bb-1fb41da2d773\", \"96dcad50-755c-41c8-ba9a-ccec6ea157eb\", \"06c9e005-b360-4647-9022-36a5e3304f1f\", \"bf67d6da-a450-4fb0-a8db-68e7ad32eb69\", \"4ddf37f0-530a-41a4-999c-983ed325983f\"], \"total_duration\": 155.0, \"total_sessions\": 5, \"mean_week_duration\": 0.901}, \"22305\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-24 19:22:44.000000+00:00\", \"2019-05-26 12:04:57.000000+00:00\"], \"session_ids\": [\"07ccc1d2-1d77-4384-9f9c-3df86e47bba5\", \"393cbd3b-b5b5-4e04-a15b-d04162828b9e\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.165}, \"56262\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-08 19:08:26.000000+00:00\", \"2019-08-01 13:22:14.000000+00:00\"], \"session_ids\": [\"13ddfaad-3905-4784-a613-18fdf5040913\", \"68ef7628-72a5-40b0-93a8-99749f1c7e69\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.607}, \"1245\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-02-04 12:04:57.000000+00:00\", \"2021-07-26 18:39:20.000000+00:00\"], \"session_ids\": [\"4de0be08-1b37-4cab-9873-ee14586621e8\", \"d52dc5cf-3fc3-436d-8b50-881751857614\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.786}, \"64993\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-04 14:33:46.000000+00:00\", \"2020-10-12 23:32:07.000000+00:00\"], \"session_ids\": [\"84b013c1-0c48-416f-9419-38070ba3dffd\", \"8b5c9654-4c8e-437c-8549-f57187320970\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 4.866}, \"62198\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-23 16:56:58.000000+00:00\", \"2023-06-11 14:41:45.000000+00:00\", \"2021-09-24 06:34:47.000000+00:00\"], \"session_ids\": [\"babb59cd-07e9-4c58-93e8-9eea5bdab989\", \"00b8ef7b-46c6-4825-bce9-9a5ec15e2608\", \"6badb83e-3def-4615-bf01-efabc6b2175f\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.578}, \"46260\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-15 12:46:21.000000+00:00\", \"2023-06-14 04:06:52.000000+00:00\", \"2023-02-13 06:10:39.000000+00:00\", \"2022-09-28 20:38:46.000000+00:00\"], \"session_ids\": [\"bcef58b1-f99d-4523-8bb7-76b2326bdba1\", \"2e1a9065-3faa-4e31-aa7f-d5650544f9a3\", \"fb61cb90-0ea4-4b95-a3ba-13e1cd36bd68\", \"df12e70e-6f58-4c6e-826c-8fc9b16a001d\"], \"total_duration\": 1330.0, \"total_sessions\": 4, \"mean_week_duration\": 20.462}, \"14723\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-29 19:34:16.000000+00:00\", \"2021-02-11 22:49:41.000000+00:00\"], \"session_ids\": [\"a4dcd7c5-ee88-4440-9a3f-68b2521f88ce\", \"63e3d99a-756c-495a-99a5-5d7fd6ccc822\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 3.389}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Stockholm, Singapore City, Zurich, Ho Chi Minh City"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Stockholm\", \"Singapore City\", \"Zurich\", \"Ho Chi Minh City\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"62198\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-23 16:56:58.000000+00:00\", \"2023-06-11 14:41:45.000000+00:00\", \"2021-09-24 06:34:47.000000+00:00\"], \"session_ids\": [\"babb59cd-07e9-4c58-93e8-9eea5bdab989\", \"00b8ef7b-46c6-4825-bce9-9a5ec15e2608\", \"6badb83e-3def-4615-bf01-efabc6b2175f\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.578}}\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[{\"62198\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-23 16:56:58.000000+00:00\", \"2023-06-11 14:41:45.000000+00:00\", \"2021-09-24 06:34:47.000000+00:00\"], \"session_ids\": [\"babb59cd-07e9-4c58-93e8-9eea5bdab989\", \"00b8ef7b-46c6-4825-bce9-9a5ec15e2608\", \"6badb83e-3def-4615-bf01-efabc6b2175f\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.578}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"62198\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-23 16:56:58.000000+00:00\", \"2023-06-11 14:41:45.000000+00:00\", \"2021-09-24 06:34:47.000000+00:00\"], \"session_ids\": [\"babb59cd-07e9-4c58-93e8-9eea5bdab989\", \"00b8ef7b-46c6-4825-bce9-9a5ec15e2608\", \"6badb83e-3def-4615-bf01-efabc6b2175f\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.578}}]\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[{\"62198\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-23 16:56:58.000000+00:00\", \"2023-06-11 14:41:45.000000+00:00\", \"2021-09-24 06:34:47.000000+00:00\"], \"session_ids\": [\"babb59cd-07e9-4c58-93e8-9eea5bdab989\", \"00b8ef7b-46c6-4825-bce9-9a5ec15e2608\", \"6badb83e-3def-4615-bf01-efabc6b2175f\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.578}}]\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 user who isn't residing in cities Santo Domingo, Vienna, Cairo , moreover do sorting by urban title from the smallest to the largest."
}
] |
[
{
"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{\"92029\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-31 00:52:31.000000+00:00\", \"2020-02-01 01:24:07.000000+00:00\", \"2019-09-10 20:54:56.000000+00:00\"], \"session_ids\": [\"094cb5cf-6ea5-449f-b057-2d9c95563b4c\", \"1ada3b72-e330-4f52-9112-58f02fe1809d\", \"82992a78-7925-4b7d-aab1-8380a0a238a3\"], \"total_duration\": 963.0, \"total_sessions\": 3, \"mean_week_duration\": 21.886}, \"88259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-28 02:16:05.000000+00:00\", \"2020-02-22 17:15:42.000000+00:00\", \"2022-11-27 00:06:58.000000+00:00\"], \"session_ids\": [\"6a3c73da-3aa8-48b0-a26e-bf7be69482c9\", \"6e86bf56-2dba-4e1c-9868-40333cce9116\", \"121d8c75-8363-49da-a820-2383b1131c5e\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.417}, \"51946\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-23 19:02:08.000000+00:00\", \"2023-02-09 17:13:00.000000+00:00\"], \"session_ids\": [\"f7da42c3-28c5-4239-90ca-b4700af1d243\", \"7192c392-3c89-4b8c-a552-e9ef22207a86\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 2.148}, \"73636\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-15 18:52:35.000000+00:00\", \"2019-06-30 17:53:50.000000+00:00\"], \"session_ids\": [\"a1b78203-823f-477d-9110-6236248f89aa\", \"4208481e-4bfe-4121-a87a-e5029b670850\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 2.927}, \"15208\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-25 18:31:35.000000+00:00\", \"2021-09-24 15:57:08.000000+00:00\", \"2023-01-04 19:29:45.000000+00:00\"], \"session_ids\": [\"77b840a9-eb89-4aa1-ba41-9321d23f5f5a\", \"42958289-611d-484e-a1bf-8fad9b7576cd\", \"06ce7e03-b59f-431d-891c-3d571af3ed65\"], \"total_duration\": 729.0, \"total_sessions\": 3, \"mean_week_duration\": 10.881}, \"83632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-08 09:13:05.000000+00:00\", \"2023-03-10 07:52:41.000000+00:00\", \"2020-08-07 01:06:20.000000+00:00\"], \"session_ids\": [\"eec622cd-bae8-4470-b320-8308e2a26f13\", \"5fd134fa-2adc-4a20-a898-bede3cccb9a4\", \"e735a464-3ac6-43e1-b897-0ef5c0533a72\"], \"total_duration\": 865.0, \"total_sessions\": 3, \"mean_week_duration\": 6.407}, \"21964\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-11 15:43:38.000000+00:00\", \"2021-07-29 08:43:44.000000+00:00\"], \"session_ids\": [\"ebad0ec8-dc23-4493-9a7e-6d07469e58cb\", \"039873f4-dc99-4c83-ac01-3ce25c78d05e\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 4.8}, \"27008\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-02-07 21:48:09.000000+00:00\", \"2021-07-16 01:12:09.000000+00:00\"], \"session_ids\": [\"79ad829e-1dae-4ab2-bf6d-45879121c107\", \"9d37b986-12cd-4aec-9f1e-e2c8e2e65c2c\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"75066\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-03 09:27:06.000000+00:00\", \"2019-05-11 22:27:05.000000+00:00\", \"2021-05-04 11:26:03.000000+00:00\"], \"session_ids\": [\"e802f2a2-bf75-45e6-9e0f-447dc6c42c0a\", \"e2c18429-e6b5-4672-acc4-935aa653e753\", \"20547f1e-b8e8-4ec2-985b-1b230686d1e9\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.327}, \"66986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-03 09:56:13.000000+00:00\", \"2023-06-12 06:16:11.000000+00:00\"], \"session_ids\": [\"bfa197dc-7668-4c88-8e3b-588dfdc89c9b\", \"22960185-fe4b-4d22-8398-279faedd6cae\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are not Santo Domingo, Vienna, Cairo"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Santo Domingo\", \"Vienna\", \"Cairo\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"92029\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-31 00:52:31.000000+00:00\", \"2020-02-01 01:24:07.000000+00:00\", \"2019-09-10 20:54:56.000000+00:00\"], \"session_ids\": [\"094cb5cf-6ea5-449f-b057-2d9c95563b4c\", \"1ada3b72-e330-4f52-9112-58f02fe1809d\", \"82992a78-7925-4b7d-aab1-8380a0a238a3\"], \"total_duration\": 963.0, \"total_sessions\": 3, \"mean_week_duration\": 21.886}, \"88259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-28 02:16:05.000000+00:00\", \"2020-02-22 17:15:42.000000+00:00\", \"2022-11-27 00:06:58.000000+00:00\"], \"session_ids\": [\"6a3c73da-3aa8-48b0-a26e-bf7be69482c9\", \"6e86bf56-2dba-4e1c-9868-40333cce9116\", \"121d8c75-8363-49da-a820-2383b1131c5e\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.417}, \"51946\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-23 19:02:08.000000+00:00\", \"2023-02-09 17:13:00.000000+00:00\"], \"session_ids\": [\"f7da42c3-28c5-4239-90ca-b4700af1d243\", \"7192c392-3c89-4b8c-a552-e9ef22207a86\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 2.148}, \"73636\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-15 18:52:35.000000+00:00\", \"2019-06-30 17:53:50.000000+00:00\"], \"session_ids\": [\"a1b78203-823f-477d-9110-6236248f89aa\", \"4208481e-4bfe-4121-a87a-e5029b670850\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 2.927}, \"15208\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-25 18:31:35.000000+00:00\", \"2021-09-24 15:57:08.000000+00:00\", \"2023-01-04 19:29:45.000000+00:00\"], \"session_ids\": [\"77b840a9-eb89-4aa1-ba41-9321d23f5f5a\", \"42958289-611d-484e-a1bf-8fad9b7576cd\", \"06ce7e03-b59f-431d-891c-3d571af3ed65\"], \"total_duration\": 729.0, \"total_sessions\": 3, \"mean_week_duration\": 10.881}, \"83632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-08 09:13:05.000000+00:00\", \"2023-03-10 07:52:41.000000+00:00\", \"2020-08-07 01:06:20.000000+00:00\"], \"session_ids\": [\"eec622cd-bae8-4470-b320-8308e2a26f13\", \"5fd134fa-2adc-4a20-a898-bede3cccb9a4\", \"e735a464-3ac6-43e1-b897-0ef5c0533a72\"], \"total_duration\": 865.0, \"total_sessions\": 3, \"mean_week_duration\": 6.407}, \"21964\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-11 15:43:38.000000+00:00\", \"2021-07-29 08:43:44.000000+00:00\"], \"session_ids\": [\"ebad0ec8-dc23-4493-9a7e-6d07469e58cb\", \"039873f4-dc99-4c83-ac01-3ce25c78d05e\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 4.8}, \"27008\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-02-07 21:48:09.000000+00:00\", \"2021-07-16 01:12:09.000000+00:00\"], \"session_ids\": [\"79ad829e-1dae-4ab2-bf6d-45879121c107\", \"9d37b986-12cd-4aec-9f1e-e2c8e2e65c2c\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"75066\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-03 09:27:06.000000+00:00\", \"2019-05-11 22:27:05.000000+00:00\", \"2021-05-04 11:26:03.000000+00:00\"], \"session_ids\": [\"e802f2a2-bf75-45e6-9e0f-447dc6c42c0a\", \"e2c18429-e6b5-4672-acc4-935aa653e753\", \"20547f1e-b8e8-4ec2-985b-1b230686d1e9\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.327}, \"66986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-03 09:56:13.000000+00:00\", \"2023-06-12 06:16:11.000000+00:00\"], \"session_ids\": [\"bfa197dc-7668-4c88-8e3b-588dfdc89c9b\", \"22960185-fe4b-4d22-8398-279faedd6cae\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}\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[{\"66986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-03 09:56:13.000000+00:00\", \"2023-06-12 06:16:11.000000+00:00\"], \"session_ids\": [\"bfa197dc-7668-4c88-8e3b-588dfdc89c9b\", \"22960185-fe4b-4d22-8398-279faedd6cae\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}, {\"88259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-28 02:16:05.000000+00:00\", \"2020-02-22 17:15:42.000000+00:00\", \"2022-11-27 00:06:58.000000+00:00\"], \"session_ids\": [\"6a3c73da-3aa8-48b0-a26e-bf7be69482c9\", \"6e86bf56-2dba-4e1c-9868-40333cce9116\", \"121d8c75-8363-49da-a820-2383b1131c5e\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.417}}, {\"83632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-08 09:13:05.000000+00:00\", \"2023-03-10 07:52:41.000000+00:00\", \"2020-08-07 01:06:20.000000+00:00\"], \"session_ids\": [\"eec622cd-bae8-4470-b320-8308e2a26f13\", \"5fd134fa-2adc-4a20-a898-bede3cccb9a4\", \"e735a464-3ac6-43e1-b897-0ef5c0533a72\"], \"total_duration\": 865.0, \"total_sessions\": 3, \"mean_week_duration\": 6.407}}, {\"92029\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-03-31 00:52:31.000000+00:00\", \"2020-02-01 01:24:07.000000+00:00\", \"2019-09-10 20:54:56.000000+00:00\"], \"session_ids\": [\"094cb5cf-6ea5-449f-b057-2d9c95563b4c\", \"1ada3b72-e330-4f52-9112-58f02fe1809d\", \"82992a78-7925-4b7d-aab1-8380a0a238a3\"], \"total_duration\": 963.0, \"total_sessions\": 3, \"mean_week_duration\": 21.886}}, {\"73636\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-15 18:52:35.000000+00:00\", \"2019-06-30 17:53:50.000000+00:00\"], \"session_ids\": [\"a1b78203-823f-477d-9110-6236248f89aa\", \"4208481e-4bfe-4121-a87a-e5029b670850\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 2.927}}, {\"21964\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-11 15:43:38.000000+00:00\", \"2021-07-29 08:43:44.000000+00:00\"], \"session_ids\": [\"ebad0ec8-dc23-4493-9a7e-6d07469e58cb\", \"039873f4-dc99-4c83-ac01-3ce25c78d05e\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 4.8}}, {\"15208\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-25 18:31:35.000000+00:00\", \"2021-09-24 15:57:08.000000+00:00\", \"2023-01-04 19:29:45.000000+00:00\"], \"session_ids\": [\"77b840a9-eb89-4aa1-ba41-9321d23f5f5a\", \"42958289-611d-484e-a1bf-8fad9b7576cd\", \"06ce7e03-b59f-431d-891c-3d571af3ed65\"], \"total_duration\": 729.0, \"total_sessions\": 3, \"mean_week_duration\": 10.881}}, {\"75066\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-03 09:27:06.000000+00:00\", \"2019-05-11 22:27:05.000000+00:00\", \"2021-05-04 11:26:03.000000+00:00\"], \"session_ids\": [\"e802f2a2-bf75-45e6-9e0f-447dc6c42c0a\", \"e2c18429-e6b5-4672-acc4-935aa653e753\", \"20547f1e-b8e8-4ec2-985b-1b230686d1e9\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.327}}, {\"51946\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-23 19:02:08.000000+00:00\", \"2023-02-09 17:13:00.000000+00:00\"], \"session_ids\": [\"f7da42c3-28c5-4239-90ca-b4700af1d243\", \"7192c392-3c89-4b8c-a552-e9ef22207a86\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 2.148}}, {\"27008\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-02-07 21:48:09.000000+00:00\", \"2021-07-16 01:12:09.000000+00:00\"], \"session_ids\": [\"79ad829e-1dae-4ab2-bf6d-45879121c107\", \"9d37b986-12cd-4aec-9f1e-e2c8e2e65c2c\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}]\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[{\"66986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-03 09:56:13.000000+00:00\", \"2023-06-12 06:16:11.000000+00:00\"], \"session_ids\": [\"bfa197dc-7668-4c88-8e3b-588dfdc89c9b\", \"22960185-fe4b-4d22-8398-279faedd6cae\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}]\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[{\"66986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-03 09:56:13.000000+00:00\", \"2023-06-12 06:16:11.000000+00:00\"], \"session_ids\": [\"bfa197dc-7668-4c88-8e3b-588dfdc89c9b\", \"22960185-fe4b-4d22-8398-279faedd6cae\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 1.552}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show me 5 users who belong to city Santiago additionaly implement sorting by quantity of sessions 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{\"23719\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-21 16:51:22.000000+00:00\", \"2020-11-11 19:17:26.000000+00:00\"], \"session_ids\": [\"8fd15891-b225-4264-96e6-4fc52b241039\", \"e2fede25-8295-4622-b76f-33b4da9d0c5c\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.388}, \"62457\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-05-09 07:33:43.000000+00:00\", \"2019-05-31 22:39:17.000000+00:00\"], \"session_ids\": [\"e2b0d0dc-7f8e-4b6d-a3ae-fc786cbe27f1\", \"407415fa-02f9-4661-ba6e-9a7c657cbf45\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.221}, \"7918\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-08 03:20:39.000000+00:00\", \"2021-02-24 05:16:26.000000+00:00\", \"2022-01-08 07:06:11.000000+00:00\", \"2019-05-25 08:50:07.000000+00:00\"], \"session_ids\": [\"53f450db-4e21-4c0c-99c7-f8989dbe1c33\", \"72d5094d-a938-4471-a619-73567ef77611\", \"88d0ba42-5ffe-4b96-8c19-a13a93009cd6\", \"40ee23c5-fafe-4d60-abe4-ac99f271fc05\"], \"total_duration\": 52.0, \"total_sessions\": 4, \"mean_week_duration\": 0.38}, \"54154\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-02-02 12:11:00.000000+00:00\", \"2020-04-20 04:01:10.000000+00:00\", \"2023-05-28 10:13:45.000000+00:00\", \"2019-09-15 05:20:19.000000+00:00\", \"2022-08-22 10:33:40.000000+00:00\", \"2023-04-05 07:23:04.000000+00:00\", \"2019-11-05 06:51:04.000000+00:00\", \"2019-01-07 06:46:39.000000+00:00\", \"2022-09-15 09:29:36.000000+00:00\", \"2021-12-25 07:56:28.000000+00:00\"], \"session_ids\": [\"b9ceef7e-ceb1-4cb5-9210-e608f3b01e51\", \"92d4f5c4-0797-40a6-9458-d6f666f1d122\", \"59b5fced-e56a-41c2-bde7-7771cd4adc1f\", \"62e9ad21-9207-49dd-a081-4967174dba41\", \"f77503ac-3c93-4022-84d3-53285f907b54\", \"5222a778-0aca-47a6-a453-b501bbea060b\", \"3cce1100-150f-45ca-a5b7-1a6e37660c40\", \"0b30fb21-d099-46d6-8a40-61671d6bfe34\", \"f318affa-04aa-44db-bb1c-39ec9ecac178\", \"4fe040f6-d6c1-41d6-929c-c6e7e8541614\"], \"total_duration\": 13401.0, \"total_sessions\": 10, \"mean_week_duration\": 58.52}, \"92915\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-04-12 21:41:47.000000+00:00\", \"2021-02-01 21:55:17.000000+00:00\", \"2021-10-30 08:28:44.000000+00:00\"], \"session_ids\": [\"c444bd5e-02b0-445a-872a-8a8d6eafaf15\", \"587f37f4-b28c-4492-b2af-9b88e0413843\", \"589373cf-f7bb-4882-ad52-eef633aae4f0\"], \"total_duration\": 428.0, \"total_sessions\": 3, \"mean_week_duration\": 10.974}, \"93380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-10 12:50:57.000000+00:00\", \"2020-12-17 18:39:14.000000+00:00\"], \"session_ids\": [\"9ef9afac-f233-40a3-a424-07b573bbaf78\", \"562098c0-fd90-4060-97bf-9e492def22e8\"], \"total_duration\": 252.0, \"total_sessions\": 2, \"mean_week_duration\": 2.083}, \"12973\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-19 20:32:05.000000+00:00\", \"2023-02-18 19:21:41.000000+00:00\", \"2022-04-12 11:45:37.000000+00:00\", \"2019-06-08 00:14:26.000000+00:00\", \"2022-06-20 01:05:04.000000+00:00\", \"2022-03-18 14:14:18.000000+00:00\", \"2021-05-03 17:12:38.000000+00:00\"], \"session_ids\": [\"1f3cd006-6c15-41db-a6a7-a37dccf30a15\", \"eb7e980b-f8d6-455d-ac2c-aa740400dc96\", \"e7f2d91b-cb26-4c68-9433-50958f2198b5\", \"f2554294-5883-4b60-ae39-6f9d3c22f0b5\", \"84c94939-c3e3-4819-b00f-bf39818ad361\", \"be178a8a-7af1-4f19-95c5-7314b89b6200\", \"b4956ad5-12fd-4d61-97e9-5f58cf25ae51\"], \"total_duration\": 228.0, \"total_sessions\": 7, \"mean_week_duration\": 1.181}, \"53267\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-24 16:03:02.000000+00:00\", \"2020-02-04 15:23:37.000000+00:00\"], \"session_ids\": [\"53246ab0-3109-4e99-a103-56d84295bdbd\", \"2af551fa-be14-4db7-a628-07fd24a99039\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"19956\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-22 21:39:58.000000+00:00\", \"2019-09-21 13:40:52.000000+00:00\", \"2022-12-04 14:23:06.000000+00:00\", \"2022-08-30 20:28:16.000000+00:00\", \"2022-09-20 21:44:31.000000+00:00\", \"2020-06-04 15:30:19.000000+00:00\", \"2022-06-26 22:33:43.000000+00:00\", \"2022-12-04 02:54:41.000000+00:00\", \"2022-02-18 13:12:11.000000+00:00\"], \"session_ids\": [\"3a82c83a-60d5-4690-b411-cc807cb4a5b3\", \"33d46062-8b9e-40ff-ac09-de91761a5b76\", \"9a898419-6c56-4279-9c68-aae083fec334\", \"d9324aa9-0063-48a4-8f4a-af3d6a6774ff\", \"313abdc5-952b-4cde-b5a9-f006a4eeba6c\", \"c8a91a27-0574-44ad-a724-284da2959848\", \"8061f6a3-7b04-4202-a520-af291496063f\", \"f3a0274a-e500-4863-adb4-86ed7bb43eee\", \"0a44a53e-7d1d-49b3-a438-ae0d6c3bbab6\"], \"total_duration\": 1310.0, \"total_sessions\": 9, \"mean_week_duration\": 7.005}, \"51703\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-04 20:01:18.000000+00:00\", \"2019-05-02 06:35:04.000000+00:00\"], \"session_ids\": [\"4d27cb4a-f34c-411d-b4cb-1b6613f49ad2\", \"cb8e7337-770b-4b5e-bc51-b609eb1aab0c\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.257}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is Santiago"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Santiago\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about 7 users with a overall quantity of sessions that is <= 2 , perform sorting by city name in descending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"81365\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-12-19 10:01:10.000000+00:00\", \"2022-12-12 00:26:11.000000+00:00\", \"2023-02-16 01:19:51.000000+00:00\"], \"session_ids\": [\"c3f613c6-167c-46bc-b1c7-4d7d3a83726a\", \"c3dfc130-cf2f-4bd9-9b44-e59a2d8515e4\", \"da4614f9-43c0-4f3e-af90-ebf841cf3adb\"], \"total_duration\": 647.0, \"total_sessions\": 3, \"mean_week_duration\": 3.921}, \"86136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-10 08:37:55.000000+00:00\", \"2020-10-22 10:18:17.000000+00:00\", \"2023-03-30 13:58:29.000000+00:00\"], \"session_ids\": [\"e92048bc-6f1e-43d4-8a71-fbe1dab67261\", \"20df1129-e22c-4f5a-9cfa-6c4a3ecc1cf4\", \"4a1d9b90-b0b6-47ce-9064-33be7a031818\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.22}, \"94465\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-01-25 15:03:50.000000+00:00\", \"2022-10-09 23:10:03.000000+00:00\", \"2023-06-30 23:27:54.000000+00:00\", \"2022-11-21 11:14:53.000000+00:00\"], \"session_ids\": [\"3a49eb39-535e-4b70-971b-0bd386141702\", \"adf20bd7-c2c9-4f85-9a4c-37ce35575727\", \"d6aa89da-5de5-4eaf-bbb4-01d47048e667\", \"df4bab14-a807-42b0-8421-b59dbefec9b1\"], \"total_duration\": 838.0, \"total_sessions\": 4, \"mean_week_duration\": 4.682}, \"91324\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-17 11:24:56.000000+00:00\", \"2023-03-01 08:02:36.000000+00:00\", \"2019-03-16 01:39:44.000000+00:00\", \"2021-12-15 01:50:09.000000+00:00\"], \"session_ids\": [\"05863f89-ab87-4b68-a7b9-b0c0bf69ac81\", \"d83dd8f1-9d01-44ff-b304-430988a49a5e\", \"f90ffdc1-95e5-43ee-824c-9c4b0814dd74\", \"d3eed09f-111c-4027-998b-301e38aae903\"], \"total_duration\": 494.0, \"total_sessions\": 4, \"mean_week_duration\": 2.386}, \"43097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-18 10:05:12.000000+00:00\", \"2021-08-17 02:05:48.000000+00:00\"], \"session_ids\": [\"56cdc034-1fea-4c3e-8986-696d65bff059\", \"124392dd-afb7-4028-a218-cb5423d7bcec\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.293}, \"7622\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-14 18:16:29.000000+00:00\", \"2020-02-06 00:16:31.000000+00:00\"], \"session_ids\": [\"5447213e-cde6-46d1-8dce-49d70ee71133\", \"dd3cbf46-8f66-4d97-abef-ae6499a271f8\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.588}, \"39875\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-02 07:57:07.000000+00:00\", \"2019-12-05 17:25:44.000000+00:00\", \"2020-11-11 19:05:22.000000+00:00\", \"2021-05-24 00:32:31.000000+00:00\", \"2021-10-31 06:14:10.000000+00:00\", \"2020-01-06 16:27:43.000000+00:00\", \"2022-07-23 13:11:12.000000+00:00\", \"2022-10-29 13:31:39.000000+00:00\"], \"session_ids\": [\"a7e71838-8e34-42d0-9b27-0a5aeac5345d\", \"0558d672-59bc-4794-a7b7-d12b43743d7f\", \"af738724-11d5-4ac8-9d60-5458922ed5b8\", \"664cd321-b3fe-4356-bd28-4f0cf968f853\", \"1f748267-3bd2-4894-b39f-5e7d46d30164\", \"8ffd31be-60c3-47c5-ba52-85b7461be61e\", \"179b8754-4319-4b8e-9a66-fb2b470b9989\", \"e6893fca-8c5d-4f3f-8205-de40b2862bc8\"], \"total_duration\": 1194.0, \"total_sessions\": 8, \"mean_week_duration\": 7.855}, \"67241\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-27 03:07:29.000000+00:00\", \"2019-02-27 19:03:13.000000+00:00\", \"2020-08-28 02:09:35.000000+00:00\"], \"session_ids\": [\"a107e931-11fd-4732-9a75-745fea54e13a\", \"dbc679ad-be38-4299-a232-843cdb19b368\", \"971e3161-08c3-4538-8e8f-4054d34f9b45\"], \"total_duration\": 205.0, \"total_sessions\": 3, \"mean_week_duration\": 1.952}, \"32990\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-18 14:39:41.000000+00:00\", \"2020-09-28 02:08:19.000000+00:00\", \"2022-08-31 04:58:12.000000+00:00\"], \"session_ids\": [\"cb27f3cf-1c89-4063-97d8-1c731fe125b2\", \"bd542744-3209-4fe5-942e-fa8995fd55fc\", \"887844bc-6956-4a1e-9968-eafa1382d048\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 0.659}, \"31984\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-06-16 13:34:09.000000+00:00\", \"2019-02-08 16:25:53.000000+00:00\", \"2022-08-21 20:10:55.000000+00:00\", \"2022-10-16 10:31:58.000000+00:00\", \"2020-10-25 11:13:43.000000+00:00\", \"2023-05-09 22:45:21.000000+00:00\", \"2023-06-03 23:21:22.000000+00:00\", \"2021-04-07 16:00:54.000000+00:00\"], \"session_ids\": [\"23edbc10-528a-460c-a98e-e84d3bff385b\", \"793934ab-120a-445e-8756-8db57d92c115\", \"a6af7601-b0da-4224-ab9c-1c5d0e31294a\", \"ab1791c4-d7e5-454f-8582-db7766c8f49c\", \"b43755ea-8650-4e91-9d29-8acd87123480\", \"b4673922-2577-48ae-91a1-48ae84433d86\", \"5d9d59c8-eb15-4bb3-a409-a5cffa281ff7\", \"c4da53ac-8a2b-4891-864e-ceaa245c8266\"], \"total_duration\": 72.0, \"total_sessions\": 8, \"mean_week_duration\": 0.317}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 2"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 9]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"43097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-18 10:05:12.000000+00:00\", \"2021-08-17 02:05:48.000000+00:00\"], \"session_ids\": [\"56cdc034-1fea-4c3e-8986-696d65bff059\", \"124392dd-afb7-4028-a218-cb5423d7bcec\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.293}, \"7622\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-14 18:16:29.000000+00:00\", \"2020-02-06 00:16:31.000000+00:00\"], \"session_ids\": [\"5447213e-cde6-46d1-8dce-49d70ee71133\", \"dd3cbf46-8f66-4d97-abef-ae6499a271f8\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.588}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"43097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-18 10:05:12.000000+00:00\", \"2021-08-17 02:05:48.000000+00:00\"], \"session_ids\": [\"56cdc034-1fea-4c3e-8986-696d65bff059\", \"124392dd-afb7-4028-a218-cb5423d7bcec\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.293}}, {\"7622\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-14 18:16:29.000000+00:00\", \"2020-02-06 00:16:31.000000+00:00\"], \"session_ids\": [\"5447213e-cde6-46d1-8dce-49d70ee71133\", \"dd3cbf46-8f66-4d97-abef-ae6499a271f8\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.588}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 7 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"43097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-18 10:05:12.000000+00:00\", \"2021-08-17 02:05:48.000000+00:00\"], \"session_ids\": [\"56cdc034-1fea-4c3e-8986-696d65bff059\", \"124392dd-afb7-4028-a218-cb5423d7bcec\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.293}}, {\"7622\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-14 18:16:29.000000+00:00\", \"2020-02-06 00:16:31.000000+00:00\"], \"session_ids\": [\"5447213e-cde6-46d1-8dce-49d70ee71133\", \"dd3cbf46-8f66-4d97-abef-ae6499a271f8\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.588}}]\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[{\"43097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-18 10:05:12.000000+00:00\", \"2021-08-17 02:05:48.000000+00:00\"], \"session_ids\": [\"56cdc034-1fea-4c3e-8986-696d65bff059\", \"124392dd-afb7-4028-a218-cb5423d7bcec\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.293}}, {\"7622\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-14 18:16:29.000000+00:00\", \"2020-02-06 00:16:31.000000+00:00\"], \"session_ids\": [\"5447213e-cde6-46d1-8dce-49d70ee71133\", \"dd3cbf46-8f66-4d97-abef-ae6499a271f8\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.588}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into 2 users with a average of total time spent in the app per week that is below 12, exclusive , moreover apply sorting by duration summation in desc and in addition show me only 3 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"26363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-09 23:24:49.000000+00:00\", \"2023-04-16 03:16:21.000000+00:00\", \"2020-01-24 13:49:02.000000+00:00\", \"2020-11-15 05:10:36.000000+00:00\"], \"session_ids\": [\"e1cd2633-92c2-42c0-9e09-6379d8050b99\", \"0c24d3cc-294d-4ba0-a4ff-b19c6d87f72f\", \"b6005714-180a-441a-a1f7-84bf92b02779\", \"369da7ff-ccf6-4651-882a-cc96dbd7483d\"], \"total_duration\": 1150.0, \"total_sessions\": 4, \"mean_week_duration\": 5.583}, \"99336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-27 08:49:05.000000+00:00\", \"2019-01-15 13:59:02.000000+00:00\"], \"session_ids\": [\"de3edcdb-df86-4c39-ab73-c2a7083ab3fe\", \"564eadb9-2889-4af4-9baa-79be03fb0f0c\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 2.444}, \"40256\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-23 20:02:41.000000+00:00\", \"2019-02-13 17:34:20.000000+00:00\", \"2020-05-29 08:15:14.000000+00:00\", \"2021-11-20 20:50:36.000000+00:00\", \"2022-04-13 21:54:41.000000+00:00\", \"2022-09-26 00:02:19.000000+00:00\"], \"session_ids\": [\"19a32566-24be-47a4-97b3-a99f2485db6a\", \"e044988b-4f17-414b-9b65-a08b9b6ac486\", \"1d13df9a-c6f6-4037-94b6-b831c1691059\", \"3f31a7a9-d83f-4176-933d-5c9611a8d32a\", \"84d53fce-45cc-4340-ae86-d8c7edb230f5\", \"15a0d10d-a86f-4cbe-8b61-68691225042f\"], \"total_duration\": 1457.0, \"total_sessions\": 6, \"mean_week_duration\": 7.709}, \"71105\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-03-03 10:03:12.000000+00:00\", \"2020-03-14 16:20:35.000000+00:00\"], \"session_ids\": [\"e37b5e54-9abe-4043-9472-ad7119856611\", \"d4db889c-9c90-45c1-93bc-40e4b1ab2993\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 141.5}, \"20882\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-10 06:23:29.000000+00:00\", \"2023-06-20 16:59:33.000000+00:00\"], \"session_ids\": [\"dbe8cf81-1d3c-4d3a-b564-82b464394d82\", \"c675c5d3-031c-4953-8478-b59f8626b167\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 2.021}, \"42510\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-03-31 09:07:33.000000+00:00\", \"2020-12-12 10:51:33.000000+00:00\"], \"session_ids\": [\"add759df-d2e8-48c5-aee4-340fc89a9909\", \"df6bd84f-8944-433f-95eb-f0195fd14e56\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.676}, \"56147\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-08-24 15:36:21.000000+00:00\", \"2022-04-06 14:35:49.000000+00:00\"], \"session_ids\": [\"15320fd8-a5dc-4078-a5f8-ef82067df301\", \"0817c639-eb75-44c3-8647-6a8c17375680\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 20.45}, \"35577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-04-08 11:38:20.000000+00:00\", \"2023-02-23 00:52:23.000000+00:00\", \"2022-09-02 00:40:52.000000+00:00\", \"2020-04-16 20:49:15.000000+00:00\"], \"session_ids\": [\"11237a01-9666-4b8a-bc1b-e6dc695cd5a8\", \"4a114a11-fb9e-49db-b62b-597e00fba1e7\", \"62db9d1f-b46c-4a79-9f71-09b7dd22c792\", \"453ac2ee-f006-4b52-a09a-375f0cd4169f\"], \"total_duration\": 263.0, \"total_sessions\": 4, \"mean_week_duration\": 1.686}, \"61701\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-26 06:08:03.000000+00:00\", \"2022-01-25 17:22:22.000000+00:00\"], \"session_ids\": [\"b472817b-3e56-4b80-b823-1e9c7eec272a\", \"60e051c5-315e-472f-8356-0ee5c4d545cc\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 15.5}, \"46258\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-19 01:04:42.000000+00:00\", \"2019-08-17 18:19:09.000000+00:00\", \"2020-07-29 09:20:12.000000+00:00\"], \"session_ids\": [\"473aefab-1294-4f7d-a4ee-4ef7b382eb0b\", \"22a69f86-50b3-46b1-aca2-3acc128920ff\", \"c20b43a2-e0bb-434c-9d3d-cc9c3466a3eb\"], \"total_duration\": 82.0, \"total_sessions\": 3, \"mean_week_duration\": 0.646}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are less than 12"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[12, 35]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"26363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-09 23:24:49.000000+00:00\", \"2023-04-16 03:16:21.000000+00:00\", \"2020-01-24 13:49:02.000000+00:00\", \"2020-11-15 05:10:36.000000+00:00\"], \"session_ids\": [\"e1cd2633-92c2-42c0-9e09-6379d8050b99\", \"0c24d3cc-294d-4ba0-a4ff-b19c6d87f72f\", \"b6005714-180a-441a-a1f7-84bf92b02779\", \"369da7ff-ccf6-4651-882a-cc96dbd7483d\"], \"total_duration\": 1150.0, \"total_sessions\": 4, \"mean_week_duration\": 5.583}, \"99336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-27 08:49:05.000000+00:00\", \"2019-01-15 13:59:02.000000+00:00\"], \"session_ids\": [\"de3edcdb-df86-4c39-ab73-c2a7083ab3fe\", \"564eadb9-2889-4af4-9baa-79be03fb0f0c\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 2.444}, \"40256\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-23 20:02:41.000000+00:00\", \"2019-02-13 17:34:20.000000+00:00\", \"2020-05-29 08:15:14.000000+00:00\", \"2021-11-20 20:50:36.000000+00:00\", \"2022-04-13 21:54:41.000000+00:00\", \"2022-09-26 00:02:19.000000+00:00\"], \"session_ids\": [\"19a32566-24be-47a4-97b3-a99f2485db6a\", \"e044988b-4f17-414b-9b65-a08b9b6ac486\", \"1d13df9a-c6f6-4037-94b6-b831c1691059\", \"3f31a7a9-d83f-4176-933d-5c9611a8d32a\", \"84d53fce-45cc-4340-ae86-d8c7edb230f5\", \"15a0d10d-a86f-4cbe-8b61-68691225042f\"], \"total_duration\": 1457.0, \"total_sessions\": 6, \"mean_week_duration\": 7.709}, \"20882\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-10 06:23:29.000000+00:00\", \"2023-06-20 16:59:33.000000+00:00\"], \"session_ids\": [\"dbe8cf81-1d3c-4d3a-b564-82b464394d82\", \"c675c5d3-031c-4953-8478-b59f8626b167\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 2.021}, \"42510\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-03-31 09:07:33.000000+00:00\", \"2020-12-12 10:51:33.000000+00:00\"], \"session_ids\": [\"add759df-d2e8-48c5-aee4-340fc89a9909\", \"df6bd84f-8944-433f-95eb-f0195fd14e56\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.676}, \"35577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-04-08 11:38:20.000000+00:00\", \"2023-02-23 00:52:23.000000+00:00\", \"2022-09-02 00:40:52.000000+00:00\", \"2020-04-16 20:49:15.000000+00:00\"], \"session_ids\": [\"11237a01-9666-4b8a-bc1b-e6dc695cd5a8\", \"4a114a11-fb9e-49db-b62b-597e00fba1e7\", \"62db9d1f-b46c-4a79-9f71-09b7dd22c792\", \"453ac2ee-f006-4b52-a09a-375f0cd4169f\"], \"total_duration\": 263.0, \"total_sessions\": 4, \"mean_week_duration\": 1.686}, \"46258\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-19 01:04:42.000000+00:00\", \"2019-08-17 18:19:09.000000+00:00\", \"2020-07-29 09:20:12.000000+00:00\"], \"session_ids\": [\"473aefab-1294-4f7d-a4ee-4ef7b382eb0b\", \"22a69f86-50b3-46b1-aca2-3acc128920ff\", \"c20b43a2-e0bb-434c-9d3d-cc9c3466a3eb\"], \"total_duration\": 82.0, \"total_sessions\": 3, \"mean_week_duration\": 0.646}}\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[{\"40256\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-23 20:02:41.000000+00:00\", \"2019-02-13 17:34:20.000000+00:00\", \"2020-05-29 08:15:14.000000+00:00\", \"2021-11-20 20:50:36.000000+00:00\", \"2022-04-13 21:54:41.000000+00:00\", \"2022-09-26 00:02:19.000000+00:00\"], \"session_ids\": [\"19a32566-24be-47a4-97b3-a99f2485db6a\", \"e044988b-4f17-414b-9b65-a08b9b6ac486\", \"1d13df9a-c6f6-4037-94b6-b831c1691059\", \"3f31a7a9-d83f-4176-933d-5c9611a8d32a\", \"84d53fce-45cc-4340-ae86-d8c7edb230f5\", \"15a0d10d-a86f-4cbe-8b61-68691225042f\"], \"total_duration\": 1457.0, \"total_sessions\": 6, \"mean_week_duration\": 7.709}}, {\"26363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-09 23:24:49.000000+00:00\", \"2023-04-16 03:16:21.000000+00:00\", \"2020-01-24 13:49:02.000000+00:00\", \"2020-11-15 05:10:36.000000+00:00\"], \"session_ids\": [\"e1cd2633-92c2-42c0-9e09-6379d8050b99\", \"0c24d3cc-294d-4ba0-a4ff-b19c6d87f72f\", \"b6005714-180a-441a-a1f7-84bf92b02779\", \"369da7ff-ccf6-4651-882a-cc96dbd7483d\"], \"total_duration\": 1150.0, \"total_sessions\": 4, \"mean_week_duration\": 5.583}}, {\"99336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-27 08:49:05.000000+00:00\", \"2019-01-15 13:59:02.000000+00:00\"], \"session_ids\": [\"de3edcdb-df86-4c39-ab73-c2a7083ab3fe\", \"564eadb9-2889-4af4-9baa-79be03fb0f0c\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 2.444}}, {\"35577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-04-08 11:38:20.000000+00:00\", \"2023-02-23 00:52:23.000000+00:00\", \"2022-09-02 00:40:52.000000+00:00\", \"2020-04-16 20:49:15.000000+00:00\"], \"session_ids\": [\"11237a01-9666-4b8a-bc1b-e6dc695cd5a8\", \"4a114a11-fb9e-49db-b62b-597e00fba1e7\", \"62db9d1f-b46c-4a79-9f71-09b7dd22c792\", \"453ac2ee-f006-4b52-a09a-375f0cd4169f\"], \"total_duration\": 263.0, \"total_sessions\": 4, \"mean_week_duration\": 1.686}}, {\"20882\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-10 06:23:29.000000+00:00\", \"2023-06-20 16:59:33.000000+00:00\"], \"session_ids\": [\"dbe8cf81-1d3c-4d3a-b564-82b464394d82\", \"c675c5d3-031c-4953-8478-b59f8626b167\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 2.021}}, {\"42510\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-03-31 09:07:33.000000+00:00\", \"2020-12-12 10:51:33.000000+00:00\"], \"session_ids\": [\"add759df-d2e8-48c5-aee4-340fc89a9909\", \"df6bd84f-8944-433f-95eb-f0195fd14e56\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.676}}, {\"46258\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-19 01:04:42.000000+00:00\", \"2019-08-17 18:19:09.000000+00:00\", \"2020-07-29 09:20:12.000000+00:00\"], \"session_ids\": [\"473aefab-1294-4f7d-a4ee-4ef7b382eb0b\", \"22a69f86-50b3-46b1-aca2-3acc128920ff\", \"c20b43a2-e0bb-434c-9d3d-cc9c3466a3eb\"], \"total_duration\": 82.0, \"total_sessions\": 3, \"mean_week_duration\": 0.646}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"40256\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-23 20:02:41.000000+00:00\", \"2019-02-13 17:34:20.000000+00:00\", \"2020-05-29 08:15:14.000000+00:00\", \"2021-11-20 20:50:36.000000+00:00\", \"2022-04-13 21:54:41.000000+00:00\", \"2022-09-26 00:02:19.000000+00:00\"], \"session_ids\": [\"19a32566-24be-47a4-97b3-a99f2485db6a\", \"e044988b-4f17-414b-9b65-a08b9b6ac486\", \"1d13df9a-c6f6-4037-94b6-b831c1691059\", \"3f31a7a9-d83f-4176-933d-5c9611a8d32a\", \"84d53fce-45cc-4340-ae86-d8c7edb230f5\", \"15a0d10d-a86f-4cbe-8b61-68691225042f\"], \"total_duration\": 1457.0, \"total_sessions\": 6, \"mean_week_duration\": 7.709}}, {\"26363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-09 23:24:49.000000+00:00\", \"2023-04-16 03:16:21.000000+00:00\", \"2020-01-24 13:49:02.000000+00:00\", \"2020-11-15 05:10:36.000000+00:00\"], \"session_ids\": [\"e1cd2633-92c2-42c0-9e09-6379d8050b99\", \"0c24d3cc-294d-4ba0-a4ff-b19c6d87f72f\", \"b6005714-180a-441a-a1f7-84bf92b02779\", \"369da7ff-ccf6-4651-882a-cc96dbd7483d\"], \"total_duration\": 1150.0, \"total_sessions\": 4, \"mean_week_duration\": 5.583}}, {\"99336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-27 08:49:05.000000+00:00\", \"2019-01-15 13:59:02.000000+00:00\"], \"session_ids\": [\"de3edcdb-df86-4c39-ab73-c2a7083ab3fe\", \"564eadb9-2889-4af4-9baa-79be03fb0f0c\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 2.444}}]\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[{\"40256\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-23 20:02:41.000000+00:00\", \"2019-02-13 17:34:20.000000+00:00\", \"2020-05-29 08:15:14.000000+00:00\", \"2021-11-20 20:50:36.000000+00:00\", \"2022-04-13 21:54:41.000000+00:00\", \"2022-09-26 00:02:19.000000+00:00\"], \"session_ids\": [\"19a32566-24be-47a4-97b3-a99f2485db6a\", \"e044988b-4f17-414b-9b65-a08b9b6ac486\", \"1d13df9a-c6f6-4037-94b6-b831c1691059\", \"3f31a7a9-d83f-4176-933d-5c9611a8d32a\", \"84d53fce-45cc-4340-ae86-d8c7edb230f5\", \"15a0d10d-a86f-4cbe-8b61-68691225042f\"], \"total_duration\": 1457.0, \"total_sessions\": 6, \"mean_week_duration\": 7.709}}, {\"26363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-09 23:24:49.000000+00:00\", \"2023-04-16 03:16:21.000000+00:00\", \"2020-01-24 13:49:02.000000+00:00\", \"2020-11-15 05:10:36.000000+00:00\"], \"session_ids\": [\"e1cd2633-92c2-42c0-9e09-6379d8050b99\", \"0c24d3cc-294d-4ba0-a4ff-b19c6d87f72f\", \"b6005714-180a-441a-a1f7-84bf92b02779\", \"369da7ff-ccf6-4651-882a-cc96dbd7483d\"], \"total_duration\": 1150.0, \"total_sessions\": 4, \"mean_week_duration\": 5.583}}, {\"99336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-05-27 08:49:05.000000+00:00\", \"2019-01-15 13:59:02.000000+00:00\"], \"session_ids\": [\"de3edcdb-df86-4c39-ab73-c2a7083ab3fe\", \"564eadb9-2889-4af4-9baa-79be03fb0f0c\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 2.444}}]\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 who are living in cities Zurich, San Juan, Kingston, Edinburgh + apply sorting by sessions count ascending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"1674\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-08-01 04:25:43.000000+00:00\", \"2021-12-26 16:28:07.000000+00:00\"], \"session_ids\": [\"d14875ea-638e-485a-8768-3def8ab776b5\", \"14f4f6af-21fc-4e25-83a5-4798453a5d9c\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.421}, \"29237\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-16 18:56:55.000000+00:00\", \"2020-04-06 02:55:20.000000+00:00\", \"2021-08-29 13:57:41.000000+00:00\"], \"session_ids\": [\"df17af8e-1623-4902-9a18-8aaa180c2774\", \"5396c29e-48ba-48af-84e1-ea3ef355460e\", \"83cb7288-8078-4392-8d5f-7cbb1f910200\"], \"total_duration\": 854.0, \"total_sessions\": 3, \"mean_week_duration\": 10.047}, \"88614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-10 20:02:56.000000+00:00\", \"2019-05-02 23:42:07.000000+00:00\"], \"session_ids\": [\"7d6a5490-2ab7-4e2b-b83e-4ab386821ce9\", \"8c7ee48b-4d5a-4aee-8956-f5bfb98c365c\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}, \"77815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-07-26 12:04:09.000000+00:00\", \"2022-08-30 05:43:08.000000+00:00\"], \"session_ids\": [\"b8a06b09-c9e5-48cf-83a8-9c09f862ba74\", \"7f372fd7-9730-418e-ac5b-3832a17eac21\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}, \"67016\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-12 18:37:52.000000+00:00\", \"2021-08-02 14:48:47.000000+00:00\", \"2023-06-11 16:10:22.000000+00:00\", \"2019-03-14 11:53:10.000000+00:00\", \"2020-06-14 21:23:45.000000+00:00\", \"2022-01-02 02:28:09.000000+00:00\"], \"session_ids\": [\"72a02357-6f31-44de-bf5b-14ec47c2b279\", \"99d03253-6d56-44d1-84ad-e35fd8c8a796\", \"08f307c8-bf69-4a02-ad6e-db4a3bbe9e85\", \"41c16441-1af2-4813-beba-1d4451df9676\", \"b0b2ff7d-0ab6-4bf9-8865-8ba9d89e593a\", \"d35cfded-8bbb-4d33-817d-115d21ff2213\"], \"total_duration\": 3964.0, \"total_sessions\": 6, \"mean_week_duration\": 17.235}, \"3808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-01 04:30:00.000000+00:00\", \"2020-10-13 13:27:17.000000+00:00\", \"2022-09-25 15:23:04.000000+00:00\", \"2022-05-31 05:59:29.000000+00:00\", \"2021-12-10 05:07:19.000000+00:00\", \"2020-04-22 13:43:03.000000+00:00\", \"2019-02-11 17:12:21.000000+00:00\"], \"session_ids\": [\"a413b072-12e1-4c5e-bcf0-5183bb2d6a63\", \"cc0628b2-db53-4a31-a775-7336ca04cec3\", \"2fc5c938-a1db-4fb0-ade8-9b059aa13e65\", \"f6e3c968-124d-4348-98cb-de828ab8db43\", \"238eedce-08c6-4076-8869-966fe3102c81\", \"d7abb7ad-56b6-496e-a051-26e56da5644b\", \"4b4f649b-fc5a-4a90-9ffc-377cdbff112e\"], \"total_duration\": 216.0, \"total_sessions\": 7, \"mean_week_duration\": 1.085}, \"9660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-14 17:31:53.000000+00:00\", \"2021-02-28 20:53:42.000000+00:00\", \"2021-02-06 01:40:50.000000+00:00\"], \"session_ids\": [\"d34b5cd9-626e-499b-ad72-bf8987fe5587\", \"ab4de74b-723d-4bbb-bbf1-ff872b12a509\", \"adf20b00-b7cd-4b24-8959-c6c94be29bc5\"], \"total_duration\": 480.0, \"total_sessions\": 3, \"mean_week_duration\": 43.636}, \"64009\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-10-07 13:00:58.000000+00:00\", \"2021-07-21 23:17:24.000000+00:00\"], \"session_ids\": [\"ac449704-0b5e-45fc-8db4-cbcf013e92cd\", \"f8104013-b138-4214-b005-a26262e30bbd\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.484}, \"32244\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-15 20:31:29.000000+00:00\", \"2019-12-14 10:16:31.000000+00:00\", \"2021-11-01 06:09:08.000000+00:00\"], \"session_ids\": [\"06299eee-3955-4d34-ae2f-112eed0cd918\", \"34676ff5-8250-4421-8f79-06b2812f08b6\", \"7c7d1a11-ea1e-4226-b007-64a53e133d61\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.247}, \"79520\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-12 11:36:15.000000+00:00\", \"2020-06-18 19:27:13.000000+00:00\", \"2020-04-23 16:39:45.000000+00:00\"], \"session_ids\": [\"f0cabe5d-d8c4-4cac-b85b-f84bcef2397a\", \"3d22f844-3086-4540-afd5-ba7c15c37e97\", \"e71e38e7-bf4e-41f2-b300-cb283f55587d\"], \"total_duration\": 226.0, \"total_sessions\": 3, \"mean_week_duration\": 5.65}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are Zurich, San Juan, Kingston, Edinburgh"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Zurich\", \"San Juan\", \"Kingston\", \"Edinburgh\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"88614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-10 20:02:56.000000+00:00\", \"2019-05-02 23:42:07.000000+00:00\"], \"session_ids\": [\"7d6a5490-2ab7-4e2b-b83e-4ab386821ce9\", \"8c7ee48b-4d5a-4aee-8956-f5bfb98c365c\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}, \"3808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-01 04:30:00.000000+00:00\", \"2020-10-13 13:27:17.000000+00:00\", \"2022-09-25 15:23:04.000000+00:00\", \"2022-05-31 05:59:29.000000+00:00\", \"2021-12-10 05:07:19.000000+00:00\", \"2020-04-22 13:43:03.000000+00:00\", \"2019-02-11 17:12:21.000000+00:00\"], \"session_ids\": [\"a413b072-12e1-4c5e-bcf0-5183bb2d6a63\", \"cc0628b2-db53-4a31-a775-7336ca04cec3\", \"2fc5c938-a1db-4fb0-ade8-9b059aa13e65\", \"f6e3c968-124d-4348-98cb-de828ab8db43\", \"238eedce-08c6-4076-8869-966fe3102c81\", \"d7abb7ad-56b6-496e-a051-26e56da5644b\", \"4b4f649b-fc5a-4a90-9ffc-377cdbff112e\"], \"total_duration\": 216.0, \"total_sessions\": 7, \"mean_week_duration\": 1.085}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_sessions attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"88614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-10 20:02:56.000000+00:00\", \"2019-05-02 23:42:07.000000+00:00\"], \"session_ids\": [\"7d6a5490-2ab7-4e2b-b83e-4ab386821ce9\", \"8c7ee48b-4d5a-4aee-8956-f5bfb98c365c\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}}, {\"3808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-01 04:30:00.000000+00:00\", \"2020-10-13 13:27:17.000000+00:00\", \"2022-09-25 15:23:04.000000+00:00\", \"2022-05-31 05:59:29.000000+00:00\", \"2021-12-10 05:07:19.000000+00:00\", \"2020-04-22 13:43:03.000000+00:00\", \"2019-02-11 17:12:21.000000+00:00\"], \"session_ids\": [\"a413b072-12e1-4c5e-bcf0-5183bb2d6a63\", \"cc0628b2-db53-4a31-a775-7336ca04cec3\", \"2fc5c938-a1db-4fb0-ade8-9b059aa13e65\", \"f6e3c968-124d-4348-98cb-de828ab8db43\", \"238eedce-08c6-4076-8869-966fe3102c81\", \"d7abb7ad-56b6-496e-a051-26e56da5644b\", \"4b4f649b-fc5a-4a90-9ffc-377cdbff112e\"], \"total_duration\": 216.0, \"total_sessions\": 7, \"mean_week_duration\": 1.085}}]\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[{\"88614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-10 20:02:56.000000+00:00\", \"2019-05-02 23:42:07.000000+00:00\"], \"session_ids\": [\"7d6a5490-2ab7-4e2b-b83e-4ab386821ce9\", \"8c7ee48b-4d5a-4aee-8956-f5bfb98c365c\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}}, {\"3808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-01 04:30:00.000000+00:00\", \"2020-10-13 13:27:17.000000+00:00\", \"2022-09-25 15:23:04.000000+00:00\", \"2022-05-31 05:59:29.000000+00:00\", \"2021-12-10 05:07:19.000000+00:00\", \"2020-04-22 13:43:03.000000+00:00\", \"2019-02-11 17:12:21.000000+00:00\"], \"session_ids\": [\"a413b072-12e1-4c5e-bcf0-5183bb2d6a63\", \"cc0628b2-db53-4a31-a775-7336ca04cec3\", \"2fc5c938-a1db-4fb0-ade8-9b059aa13e65\", \"f6e3c968-124d-4348-98cb-de828ab8db43\", \"238eedce-08c6-4076-8869-966fe3102c81\", \"d7abb7ad-56b6-496e-a051-26e56da5644b\", \"4b4f649b-fc5a-4a90-9ffc-377cdbff112e\"], \"total_duration\": 216.0, \"total_sessions\": 7, \"mean_week_duration\": 1.085}}]\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[{\"88614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-09-10 20:02:56.000000+00:00\", \"2019-05-02 23:42:07.000000+00:00\"], \"session_ids\": [\"7d6a5490-2ab7-4e2b-b83e-4ab386821ce9\", \"8c7ee48b-4d5a-4aee-8956-f5bfb98c365c\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.854}}, {\"3808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-01 04:30:00.000000+00:00\", \"2020-10-13 13:27:17.000000+00:00\", \"2022-09-25 15:23:04.000000+00:00\", \"2022-05-31 05:59:29.000000+00:00\", \"2021-12-10 05:07:19.000000+00:00\", \"2020-04-22 13:43:03.000000+00:00\", \"2019-02-11 17:12:21.000000+00:00\"], \"session_ids\": [\"a413b072-12e1-4c5e-bcf0-5183bb2d6a63\", \"cc0628b2-db53-4a31-a775-7336ca04cec3\", \"2fc5c938-a1db-4fb0-ade8-9b059aa13e65\", \"f6e3c968-124d-4348-98cb-de828ab8db43\", \"238eedce-08c6-4076-8869-966fe3102c81\", \"d7abb7ad-56b6-496e-a051-26e56da5644b\", \"4b4f649b-fc5a-4a90-9ffc-377cdbff112e\"], \"total_duration\": 216.0, \"total_sessions\": 7, \"mean_week_duration\": 1.085}}]\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 3 users with a mean week duration that is above 16 and below 37, exclusive both nums and do sorting by overall total sessions descending also save only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"17787\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-25 21:03:04.000000+00:00\", \"2022-11-08 01:43:29.000000+00:00\", \"2023-06-28 09:47:44.000000+00:00\", \"2023-05-28 11:35:58.000000+00:00\", \"2023-06-14 02:44:22.000000+00:00\", \"2020-08-18 16:29:18.000000+00:00\"], \"session_ids\": [\"f7d40174-41ce-475f-b86a-b429a37e0971\", \"cb6e9625-9a71-4cdc-980b-6f4d4e3cd059\", \"4ad40051-f373-458c-bd0f-17a872a15638\", \"b011e3da-3880-4611-8156-1a3657a8595a\", \"8c036add-d5a7-44a8-8361-fa81aa06d2e0\", \"324d78ff-16b8-434b-ad60-2c5e8f491c22\"], \"total_duration\": 369.0, \"total_sessions\": 6, \"mean_week_duration\": 2.477}, \"32995\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-15 21:22:17.000000+00:00\", \"2021-11-07 06:43:53.000000+00:00\", \"2021-04-20 10:05:34.000000+00:00\", \"2023-06-01 21:54:57.000000+00:00\"], \"session_ids\": [\"cf4be75f-00b9-4474-8c1d-8f9e0c784f42\", \"7e320e4a-c914-4f22-b3b0-bd4556cbb783\", \"6651890c-e0c3-4b6a-b83b-1616ca5dc6d8\", \"51f74d76-7204-4426-8436-c201c02083c8\"], \"total_duration\": 50.0, \"total_sessions\": 4, \"mean_week_duration\": 0.45}, \"53826\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-04 18:52:04.000000+00:00\", \"2022-04-18 08:06:46.000000+00:00\", \"2022-12-08 03:01:43.000000+00:00\"], \"session_ids\": [\"1fefe754-a227-4e51-9bbc-38265ec4b540\", \"7ded51a6-661e-4659-9935-b3459c1add07\", \"cee3d084-6aaf-4818-b124-9d8ca92e2633\"], \"total_duration\": 747.0, \"total_sessions\": 3, \"mean_week_duration\": 5.882}, \"46430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-05 07:29:33.000000+00:00\", \"2019-04-07 06:52:39.000000+00:00\", \"2020-07-09 02:21:07.000000+00:00\"], \"session_ids\": [\"c851a9c7-3efb-4cb4-a967-ebd490963961\", \"dadd6f7c-7ea2-4380-9b04-23cff82f1dae\", \"4fd34f00-6389-449c-be83-d17bbcd250d7\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.552}, \"59823\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-12 08:19:24.000000+00:00\", \"2022-10-28 20:38:34.000000+00:00\"], \"session_ids\": [\"a9986ce0-06ae-4083-a3c0-9399e2bf89aa\", \"b4a7d6d3-55ac-4eb2-9278-17b5afb00b31\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 29.875}, \"86125\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-05 14:23:54.000000+00:00\", \"2020-06-26 03:52:46.000000+00:00\", \"2022-12-29 19:52:37.000000+00:00\"], \"session_ids\": [\"f58d9efe-94df-43b3-9d0c-43611ff996e2\", \"a8a31f1f-9fc6-48f9-b5f5-867eec8277a8\", \"0d18d28d-11ce-4f9a-b19a-033f6fcbe63a\"], \"total_duration\": 139.0, \"total_sessions\": 3, \"mean_week_duration\": 0.781}, \"76105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-04 09:02:18.000000+00:00\", \"2019-10-23 10:08:07.000000+00:00\", \"2022-04-03 06:53:44.000000+00:00\", \"2022-03-03 09:44:38.000000+00:00\", \"2023-01-23 14:47:24.000000+00:00\", \"2020-03-31 02:19:46.000000+00:00\"], \"session_ids\": [\"5b52360b-573c-4e6a-842d-7072ede9461c\", \"d58b03b2-da56-4fb0-8ca5-4a7b66be0b61\", \"a733b754-04f6-4b4d-b0e4-6b5185c12090\", \"a67f8d50-2c39-4bc3-8f3a-ffdd4aea2583\", \"e6c190b4-5282-44f8-b1db-cb895693a12f\", \"aa2853f9-2b71-4ed5-9e21-7aeff0d3a470\"], \"total_duration\": 747.0, \"total_sessions\": 6, \"mean_week_duration\": 4.15}, \"8288\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-05 11:38:10.000000+00:00\", \"2020-06-02 14:40:31.000000+00:00\"], \"session_ids\": [\"e359c302-a4fb-4e10-9a93-2b4e382929a5\", \"dd66eef1-1467-4475-94ee-62537ef8719d\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 42.667}, \"52891\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-11-29 02:40:02.000000+00:00\", \"2023-02-08 09:15:07.000000+00:00\"], \"session_ids\": [\"885a0c5b-7c91-40cc-8559-d0e6129070bc\", \"43f8e8ca-bf85-4396-b0fb-111a47f180ca\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.583}, \"76956\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-08-13 21:33:43.000000+00:00\", \"2022-02-10 06:29:35.000000+00:00\", \"2019-10-05 17:19:18.000000+00:00\", \"2020-11-23 00:32:24.000000+00:00\", \"2022-01-10 13:40:30.000000+00:00\"], \"session_ids\": [\"2cc6fa6f-81e8-4f80-a5a2-a444c3f3e1e5\", \"dada5c15-8159-4747-a29d-6b57fdac07f9\", \"4bfcbd93-e5ad-4681-ac50-094b76d30f62\", \"9da3acf5-c8f0-4186-98c2-c268591ba446\", \"9a880091-4864-40db-8498-50fee9bc4e68\"], \"total_duration\": 138.0, \"total_sessions\": 5, \"mean_week_duration\": 1.122}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 16 and are less than 37"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 37]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"59823\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-12 08:19:24.000000+00:00\", \"2022-10-28 20:38:34.000000+00:00\"], \"session_ids\": [\"a9986ce0-06ae-4083-a3c0-9399e2bf89aa\", \"b4a7d6d3-55ac-4eb2-9278-17b5afb00b31\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 29.875}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to total_sessions attribute."
},
{
"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[{\"59823\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-12 08:19:24.000000+00:00\", \"2022-10-28 20:38:34.000000+00:00\"], \"session_ids\": [\"a9986ce0-06ae-4083-a3c0-9399e2bf89aa\", \"b4a7d6d3-55ac-4eb2-9278-17b5afb00b31\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 29.875}}]\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[{\"59823\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-12 08:19:24.000000+00:00\", \"2022-10-28 20:38:34.000000+00:00\"], \"session_ids\": [\"a9986ce0-06ae-4083-a3c0-9399e2bf89aa\", \"b4a7d6d3-55ac-4eb2-9278-17b5afb00b31\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 29.875}}]\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[{\"59823\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-12 08:19:24.000000+00:00\", \"2022-10-28 20:38:34.000000+00:00\"], \"session_ids\": [\"a9986ce0-06ae-4083-a3c0-9399e2bf89aa\", \"b4a7d6d3-55ac-4eb2-9278-17b5afb00b31\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 29.875}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm interested in learning about 7 users who have the lowest total amount of duration , moreover apply sorting by town title form the lowest value to the highest 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{\"5602\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-06-27 17:43:14.000000+00:00\", \"2019-09-07 02:22:10.000000+00:00\"], \"session_ids\": [\"174af5b7-556b-44a7-8f13-8662fe8d3c2f\", \"5fe0e8b8-c753-4c05-a55b-94793cc9d088\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 4.168}, \"72192\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-15 13:16:48.000000+00:00\", \"2020-09-19 13:55:27.000000+00:00\", \"2020-11-13 07:02:35.000000+00:00\", \"2022-12-04 01:25:02.000000+00:00\"], \"session_ids\": [\"8ad67d4e-07bd-4cea-8eba-2331cf5e5a21\", \"d5fca45a-4d22-48d4-bb93-f380f8fe232e\", \"c39b8ac1-6b4d-443b-a000-14da7cd61e41\", \"3c10ced5-f705-4929-b60f-1d8d759da281\"], \"total_duration\": 833.0, \"total_sessions\": 4, \"mean_week_duration\": 7.12}, \"76746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-01 11:47:42.000000+00:00\", \"2020-11-15 15:42:52.000000+00:00\"], \"session_ids\": [\"75c88214-ad98-4adf-9da8-0f91dff7d7ec\", \"f38c7400-15db-4ac9-bc90-05ce7d885801\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 12.2}, \"41588\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Sydney\", \"datetimes\": [\"2023-04-02 23:04:07.000000+00:00\", \"2021-12-04 18:58:30.000000+00:00\", \"2023-05-17 00:02:35.000000+00:00\"], \"session_ids\": [\"74742cc9-709b-4cba-bbb9-723b2bbb6665\", \"6456ae1b-9487-45c1-bf99-6c60bd661591\", \"65008d01-e55a-42e4-afcd-66349d14d3a6\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.329}, \"40665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-31 08:26:22.000000+00:00\", \"2021-06-29 00:54:07.000000+00:00\"], \"session_ids\": [\"3ca3f8b9-f722-464c-8f4d-62602840d5d1\", \"130f39fa-bd25-4fb4-b451-71fe12b86ddb\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 74.6}, \"74105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-01 20:57:12.000000+00:00\", \"2019-10-23 08:21:11.000000+00:00\"], \"session_ids\": [\"3456190b-e4ff-4253-8120-27b2dbe907db\", \"94e701e1-8a7c-4954-80a3-baa28fbf5b65\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}, \"78322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-04-24 04:57:13.000000+00:00\", \"2019-03-23 20:43:23.000000+00:00\", \"2020-12-24 18:55:57.000000+00:00\", \"2019-10-12 14:50:03.000000+00:00\"], \"session_ids\": [\"64151fbe-308d-4c44-ba5b-5b2f5b9243a6\", \"51150b46-b245-42b0-9349-f23edd3ba672\", \"2dad9058-1225-46d9-aa36-cb65d98c9012\", \"d37f28fb-96a2-4472-85b4-21a384fa4f26\"], \"total_duration\": 79.0, \"total_sessions\": 4, \"mean_week_duration\": 0.725}, \"65491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-02-21 05:58:51.000000+00:00\", \"2022-05-11 18:22:41.000000+00:00\"], \"session_ids\": [\"9a1813d2-dfd9-4c20-abd5-1fffaedff50f\", \"52542f7b-4da0-4eee-be7d-c2f14f9ae3dd\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}, \"16450\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-14 10:36:54.000000+00:00\", \"2019-04-28 19:26:53.000000+00:00\"], \"session_ids\": [\"a0cae8eb-8a29-4a7a-a214-2ebbbde0598f\", \"0fd4f728-1ee0-48d5-831e-ccfaf1dbfc62\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 1.973}, \"43658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-01-02 01:56:55.000000+00:00\", \"2021-04-06 13:46:36.000000+00:00\"], \"session_ids\": [\"2700db1a-e8ad-4bb9-8b9c-c56be6706740\", \"0a0df4f6-83b4-4640-a2da-cc2c95a54c46\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the lowest 7 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 7}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"41588\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Sydney\", \"datetimes\": [\"2023-04-02 23:04:07.000000+00:00\", \"2021-12-04 18:58:30.000000+00:00\", \"2023-05-17 00:02:35.000000+00:00\"], \"session_ids\": [\"74742cc9-709b-4cba-bbb9-723b2bbb6665\", \"6456ae1b-9487-45c1-bf99-6c60bd661591\", \"65008d01-e55a-42e4-afcd-66349d14d3a6\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.329}}, {\"43658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-01-02 01:56:55.000000+00:00\", \"2021-04-06 13:46:36.000000+00:00\"], \"session_ids\": [\"2700db1a-e8ad-4bb9-8b9c-c56be6706740\", \"0a0df4f6-83b4-4640-a2da-cc2c95a54c46\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}}, {\"65491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-02-21 05:58:51.000000+00:00\", \"2022-05-11 18:22:41.000000+00:00\"], \"session_ids\": [\"9a1813d2-dfd9-4c20-abd5-1fffaedff50f\", \"52542f7b-4da0-4eee-be7d-c2f14f9ae3dd\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}}, {\"74105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-01 20:57:12.000000+00:00\", \"2019-10-23 08:21:11.000000+00:00\"], \"session_ids\": [\"3456190b-e4ff-4253-8120-27b2dbe907db\", \"94e701e1-8a7c-4954-80a3-baa28fbf5b65\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}}, {\"78322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-04-24 04:57:13.000000+00:00\", \"2019-03-23 20:43:23.000000+00:00\", \"2020-12-24 18:55:57.000000+00:00\", \"2019-10-12 14:50:03.000000+00:00\"], \"session_ids\": [\"64151fbe-308d-4c44-ba5b-5b2f5b9243a6\", \"51150b46-b245-42b0-9349-f23edd3ba672\", \"2dad9058-1225-46d9-aa36-cb65d98c9012\", \"d37f28fb-96a2-4472-85b4-21a384fa4f26\"], \"total_duration\": 79.0, \"total_sessions\": 4, \"mean_week_duration\": 0.725}}, {\"16450\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-14 10:36:54.000000+00:00\", \"2019-04-28 19:26:53.000000+00:00\"], \"session_ids\": [\"a0cae8eb-8a29-4a7a-a214-2ebbbde0598f\", \"0fd4f728-1ee0-48d5-831e-ccfaf1dbfc62\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 1.973}}, {\"76746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-01 11:47:42.000000+00:00\", \"2020-11-15 15:42:52.000000+00:00\"], \"session_ids\": [\"75c88214-ad98-4adf-9da8-0f91dff7d7ec\", \"f38c7400-15db-4ac9-bc90-05ce7d885801\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 12.2}}]\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[{\"65491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-02-21 05:58:51.000000+00:00\", \"2022-05-11 18:22:41.000000+00:00\"], \"session_ids\": [\"9a1813d2-dfd9-4c20-abd5-1fffaedff50f\", \"52542f7b-4da0-4eee-be7d-c2f14f9ae3dd\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}}, {\"76746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-01 11:47:42.000000+00:00\", \"2020-11-15 15:42:52.000000+00:00\"], \"session_ids\": [\"75c88214-ad98-4adf-9da8-0f91dff7d7ec\", \"f38c7400-15db-4ac9-bc90-05ce7d885801\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 12.2}}, {\"16450\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-14 10:36:54.000000+00:00\", \"2019-04-28 19:26:53.000000+00:00\"], \"session_ids\": [\"a0cae8eb-8a29-4a7a-a214-2ebbbde0598f\", \"0fd4f728-1ee0-48d5-831e-ccfaf1dbfc62\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 1.973}}, {\"78322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-04-24 04:57:13.000000+00:00\", \"2019-03-23 20:43:23.000000+00:00\", \"2020-12-24 18:55:57.000000+00:00\", \"2019-10-12 14:50:03.000000+00:00\"], \"session_ids\": [\"64151fbe-308d-4c44-ba5b-5b2f5b9243a6\", \"51150b46-b245-42b0-9349-f23edd3ba672\", \"2dad9058-1225-46d9-aa36-cb65d98c9012\", \"d37f28fb-96a2-4472-85b4-21a384fa4f26\"], \"total_duration\": 79.0, \"total_sessions\": 4, \"mean_week_duration\": 0.725}}, {\"43658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-01-02 01:56:55.000000+00:00\", \"2021-04-06 13:46:36.000000+00:00\"], \"session_ids\": [\"2700db1a-e8ad-4bb9-8b9c-c56be6706740\", \"0a0df4f6-83b4-4640-a2da-cc2c95a54c46\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}}, {\"74105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-01 20:57:12.000000+00:00\", \"2019-10-23 08:21:11.000000+00:00\"], \"session_ids\": [\"3456190b-e4ff-4253-8120-27b2dbe907db\", \"94e701e1-8a7c-4954-80a3-baa28fbf5b65\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}}, {\"41588\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Sydney\", \"datetimes\": [\"2023-04-02 23:04:07.000000+00:00\", \"2021-12-04 18:58:30.000000+00:00\", \"2023-05-17 00:02:35.000000+00:00\"], \"session_ids\": [\"74742cc9-709b-4cba-bbb9-723b2bbb6665\", \"6456ae1b-9487-45c1-bf99-6c60bd661591\", \"65008d01-e55a-42e4-afcd-66349d14d3a6\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.329}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 7 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-02-21 05:58:51.000000+00:00\", \"2022-05-11 18:22:41.000000+00:00\"], \"session_ids\": [\"9a1813d2-dfd9-4c20-abd5-1fffaedff50f\", \"52542f7b-4da0-4eee-be7d-c2f14f9ae3dd\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}}, {\"76746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-01 11:47:42.000000+00:00\", \"2020-11-15 15:42:52.000000+00:00\"], \"session_ids\": [\"75c88214-ad98-4adf-9da8-0f91dff7d7ec\", \"f38c7400-15db-4ac9-bc90-05ce7d885801\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 12.2}}, {\"16450\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-14 10:36:54.000000+00:00\", \"2019-04-28 19:26:53.000000+00:00\"], \"session_ids\": [\"a0cae8eb-8a29-4a7a-a214-2ebbbde0598f\", \"0fd4f728-1ee0-48d5-831e-ccfaf1dbfc62\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 1.973}}, {\"78322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-04-24 04:57:13.000000+00:00\", \"2019-03-23 20:43:23.000000+00:00\", \"2020-12-24 18:55:57.000000+00:00\", \"2019-10-12 14:50:03.000000+00:00\"], \"session_ids\": [\"64151fbe-308d-4c44-ba5b-5b2f5b9243a6\", \"51150b46-b245-42b0-9349-f23edd3ba672\", \"2dad9058-1225-46d9-aa36-cb65d98c9012\", \"d37f28fb-96a2-4472-85b4-21a384fa4f26\"], \"total_duration\": 79.0, \"total_sessions\": 4, \"mean_week_duration\": 0.725}}, {\"43658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-01-02 01:56:55.000000+00:00\", \"2021-04-06 13:46:36.000000+00:00\"], \"session_ids\": [\"2700db1a-e8ad-4bb9-8b9c-c56be6706740\", \"0a0df4f6-83b4-4640-a2da-cc2c95a54c46\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}}, {\"74105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-01 20:57:12.000000+00:00\", \"2019-10-23 08:21:11.000000+00:00\"], \"session_ids\": [\"3456190b-e4ff-4253-8120-27b2dbe907db\", \"94e701e1-8a7c-4954-80a3-baa28fbf5b65\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}}, {\"41588\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Sydney\", \"datetimes\": [\"2023-04-02 23:04:07.000000+00:00\", \"2021-12-04 18:58:30.000000+00:00\", \"2023-05-17 00:02:35.000000+00:00\"], \"session_ids\": [\"74742cc9-709b-4cba-bbb9-723b2bbb6665\", \"6456ae1b-9487-45c1-bf99-6c60bd661591\", \"65008d01-e55a-42e4-afcd-66349d14d3a6\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.329}}]\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[{\"65491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-02-21 05:58:51.000000+00:00\", \"2022-05-11 18:22:41.000000+00:00\"], \"session_ids\": [\"9a1813d2-dfd9-4c20-abd5-1fffaedff50f\", \"52542f7b-4da0-4eee-be7d-c2f14f9ae3dd\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}}, {\"76746\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-01 11:47:42.000000+00:00\", \"2020-11-15 15:42:52.000000+00:00\"], \"session_ids\": [\"75c88214-ad98-4adf-9da8-0f91dff7d7ec\", \"f38c7400-15db-4ac9-bc90-05ce7d885801\"], \"total_duration\": 244.0, \"total_sessions\": 2, \"mean_week_duration\": 12.2}}, {\"16450\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-06-14 10:36:54.000000+00:00\", \"2019-04-28 19:26:53.000000+00:00\"], \"session_ids\": [\"a0cae8eb-8a29-4a7a-a214-2ebbbde0598f\", \"0fd4f728-1ee0-48d5-831e-ccfaf1dbfc62\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 1.973}}, {\"78322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-04-24 04:57:13.000000+00:00\", \"2019-03-23 20:43:23.000000+00:00\", \"2020-12-24 18:55:57.000000+00:00\", \"2019-10-12 14:50:03.000000+00:00\"], \"session_ids\": [\"64151fbe-308d-4c44-ba5b-5b2f5b9243a6\", \"51150b46-b245-42b0-9349-f23edd3ba672\", \"2dad9058-1225-46d9-aa36-cb65d98c9012\", \"d37f28fb-96a2-4472-85b4-21a384fa4f26\"], \"total_duration\": 79.0, \"total_sessions\": 4, \"mean_week_duration\": 0.725}}, {\"43658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-01-02 01:56:55.000000+00:00\", \"2021-04-06 13:46:36.000000+00:00\"], \"session_ids\": [\"2700db1a-e8ad-4bb9-8b9c-c56be6706740\", \"0a0df4f6-83b4-4640-a2da-cc2c95a54c46\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}}, {\"74105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-01 20:57:12.000000+00:00\", \"2019-10-23 08:21:11.000000+00:00\"], \"session_ids\": [\"3456190b-e4ff-4253-8120-27b2dbe907db\", \"94e701e1-8a7c-4954-80a3-baa28fbf5b65\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}}, {\"41588\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Sydney\", \"datetimes\": [\"2023-04-02 23:04:07.000000+00:00\", \"2021-12-04 18:58:30.000000+00:00\", \"2023-05-17 00:02:35.000000+00:00\"], \"session_ids\": [\"74742cc9-709b-4cba-bbb9-723b2bbb6665\", \"6456ae1b-9487-45c1-bf99-6c60bd661591\", \"65008d01-e55a-42e4-afcd-66349d14d3a6\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.329}}]\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 whose time using the app per week is smaller than 19 ( not including) plus perform sorting by time in app form the highest to the lowest additionaly remain only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-12-17 06:56:38.000000+00:00\", \"2021-12-07 13:11:48.000000+00:00\", \"2022-04-04 15:46:33.000000+00:00\"], \"session_ids\": [\"9b740dfd-8a44-4713-847f-97c5958145b7\", \"3e625f5a-9e30-45ec-87e8-cebcf0c0cb1c\", \"ce943151-83c9-4b66-85f8-30582be858f6\"], \"total_duration\": 858.0, \"total_sessions\": 3, \"mean_week_duration\": 7.15}, \"24020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-04-03 20:16:46.000000+00:00\", \"2019-01-21 09:05:45.000000+00:00\"], \"session_ids\": [\"da91f090-7cb3-4c71-8a04-9127341aae10\", \"6c80d4bd-a6fc-46f4-b7cd-2ae7f9a30475\"], \"total_duration\": 377.0, \"total_sessions\": 2, \"mean_week_duration\": 34.273}, \"27331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-04-28 19:40:01.000000+00:00\", \"2020-04-06 14:45:34.000000+00:00\"], \"session_ids\": [\"ebbc04c2-51ae-468c-939c-28c684ce261d\", \"b04abb2d-e5ed-42ad-89e9-8d1b2d35d093\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 32.75}, \"93958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-05-19 02:46:12.000000+00:00\", \"2022-06-09 01:01:36.000000+00:00\"], \"session_ids\": [\"ca74d86e-3ada-4e4f-a8e1-d45c591f8ce0\", \"1f099308-6683-4656-b2a8-0d80d985600f\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 0.744}, \"24061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-28 01:18:47.000000+00:00\", \"2021-01-02 11:51:02.000000+00:00\", \"2022-12-26 16:19:55.000000+00:00\"], \"session_ids\": [\"d3139680-d4f9-4376-8468-d0df82883dec\", \"624112e6-69d2-45d9-a8ee-0f0491015372\", \"71d38b97-16d5-4275-85e5-ce9038beeaed\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.433}, \"15849\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-23 04:04:33.000000+00:00\", \"2021-03-17 18:18:32.000000+00:00\"], \"session_ids\": [\"68e2b83e-628e-405d-b458-ae823df67a5d\", \"76a09ff1-170d-4fb3-9032-fe1c73fda4be\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.4}, \"88964\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-23 15:18:21.000000+00:00\", \"2020-02-26 08:14:51.000000+00:00\"], \"session_ids\": [\"00ac431b-e87d-4047-85c0-70dfc28192b7\", \"d445493d-0ae8-4791-9439-b7fe510f7f25\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"16386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-01 14:45:08.000000+00:00\", \"2019-04-18 17:31:57.000000+00:00\"], \"session_ids\": [\"9f18d417-6808-484f-afee-9350f67e6f92\", \"0106b320-da2b-4935-9739-31f053734357\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 7.37}, \"13257\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-26 08:52:38.000000+00:00\", \"2019-11-18 22:11:36.000000+00:00\", \"2022-05-26 19:07:41.000000+00:00\"], \"session_ids\": [\"c57bebac-ca0e-4792-86d8-a02fcd768b0a\", \"24340b10-1cb9-4895-b41d-59fc80ddb9c4\", \"8b658125-6ab9-41fb-ade2-0584ed1f8946\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}, \"77466\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-26 02:13:59.000000+00:00\", \"2022-04-26 19:48:58.000000+00:00\"], \"session_ids\": [\"e4b27dcd-33e7-44e4-9999-dd91d9da4b61\", \"80f3a83f-b860-484c-b906-0432bfcfb67e\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 0.681}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 19"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[19, 42]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-12-17 06:56:38.000000+00:00\", \"2021-12-07 13:11:48.000000+00:00\", \"2022-04-04 15:46:33.000000+00:00\"], \"session_ids\": [\"9b740dfd-8a44-4713-847f-97c5958145b7\", \"3e625f5a-9e30-45ec-87e8-cebcf0c0cb1c\", \"ce943151-83c9-4b66-85f8-30582be858f6\"], \"total_duration\": 858.0, \"total_sessions\": 3, \"mean_week_duration\": 7.15}, \"93958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-05-19 02:46:12.000000+00:00\", \"2022-06-09 01:01:36.000000+00:00\"], \"session_ids\": [\"ca74d86e-3ada-4e4f-a8e1-d45c591f8ce0\", \"1f099308-6683-4656-b2a8-0d80d985600f\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 0.744}, \"24061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-28 01:18:47.000000+00:00\", \"2021-01-02 11:51:02.000000+00:00\", \"2022-12-26 16:19:55.000000+00:00\"], \"session_ids\": [\"d3139680-d4f9-4376-8468-d0df82883dec\", \"624112e6-69d2-45d9-a8ee-0f0491015372\", \"71d38b97-16d5-4275-85e5-ce9038beeaed\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.433}, \"15849\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-23 04:04:33.000000+00:00\", \"2021-03-17 18:18:32.000000+00:00\"], \"session_ids\": [\"68e2b83e-628e-405d-b458-ae823df67a5d\", \"76a09ff1-170d-4fb3-9032-fe1c73fda4be\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.4}, \"88964\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-23 15:18:21.000000+00:00\", \"2020-02-26 08:14:51.000000+00:00\"], \"session_ids\": [\"00ac431b-e87d-4047-85c0-70dfc28192b7\", \"d445493d-0ae8-4791-9439-b7fe510f7f25\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"16386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-01 14:45:08.000000+00:00\", \"2019-04-18 17:31:57.000000+00:00\"], \"session_ids\": [\"9f18d417-6808-484f-afee-9350f67e6f92\", \"0106b320-da2b-4935-9739-31f053734357\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 7.37}, \"13257\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-26 08:52:38.000000+00:00\", \"2019-11-18 22:11:36.000000+00:00\", \"2022-05-26 19:07:41.000000+00:00\"], \"session_ids\": [\"c57bebac-ca0e-4792-86d8-a02fcd768b0a\", \"24340b10-1cb9-4895-b41d-59fc80ddb9c4\", \"8b658125-6ab9-41fb-ade2-0584ed1f8946\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}, \"77466\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-26 02:13:59.000000+00:00\", \"2022-04-26 19:48:58.000000+00:00\"], \"session_ids\": [\"e4b27dcd-33e7-44e4-9999-dd91d9da4b61\", \"80f3a83f-b860-484c-b906-0432bfcfb67e\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 0.681}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"93460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-12-17 06:56:38.000000+00:00\", \"2021-12-07 13:11:48.000000+00:00\", \"2022-04-04 15:46:33.000000+00:00\"], \"session_ids\": [\"9b740dfd-8a44-4713-847f-97c5958145b7\", \"3e625f5a-9e30-45ec-87e8-cebcf0c0cb1c\", \"ce943151-83c9-4b66-85f8-30582be858f6\"], \"total_duration\": 858.0, \"total_sessions\": 3, \"mean_week_duration\": 7.15}}, {\"16386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-01 14:45:08.000000+00:00\", \"2019-04-18 17:31:57.000000+00:00\"], \"session_ids\": [\"9f18d417-6808-484f-afee-9350f67e6f92\", \"0106b320-da2b-4935-9739-31f053734357\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 7.37}}, {\"88964\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-23 15:18:21.000000+00:00\", \"2020-02-26 08:14:51.000000+00:00\"], \"session_ids\": [\"00ac431b-e87d-4047-85c0-70dfc28192b7\", \"d445493d-0ae8-4791-9439-b7fe510f7f25\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}}, {\"93958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-05-19 02:46:12.000000+00:00\", \"2022-06-09 01:01:36.000000+00:00\"], \"session_ids\": [\"ca74d86e-3ada-4e4f-a8e1-d45c591f8ce0\", \"1f099308-6683-4656-b2a8-0d80d985600f\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 0.744}}, {\"77466\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-26 02:13:59.000000+00:00\", \"2022-04-26 19:48:58.000000+00:00\"], \"session_ids\": [\"e4b27dcd-33e7-44e4-9999-dd91d9da4b61\", \"80f3a83f-b860-484c-b906-0432bfcfb67e\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 0.681}}, {\"15849\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-23 04:04:33.000000+00:00\", \"2021-03-17 18:18:32.000000+00:00\"], \"session_ids\": [\"68e2b83e-628e-405d-b458-ae823df67a5d\", \"76a09ff1-170d-4fb3-9032-fe1c73fda4be\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.4}}, {\"13257\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-26 08:52:38.000000+00:00\", \"2019-11-18 22:11:36.000000+00:00\", \"2022-05-26 19:07:41.000000+00:00\"], \"session_ids\": [\"c57bebac-ca0e-4792-86d8-a02fcd768b0a\", \"24340b10-1cb9-4895-b41d-59fc80ddb9c4\", \"8b658125-6ab9-41fb-ade2-0584ed1f8946\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}}, {\"24061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-28 01:18:47.000000+00:00\", \"2021-01-02 11:51:02.000000+00:00\", \"2022-12-26 16:19:55.000000+00:00\"], \"session_ids\": [\"d3139680-d4f9-4376-8468-d0df82883dec\", \"624112e6-69d2-45d9-a8ee-0f0491015372\", \"71d38b97-16d5-4275-85e5-ce9038beeaed\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.433}}]\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[{\"93460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-12-17 06:56:38.000000+00:00\", \"2021-12-07 13:11:48.000000+00:00\", \"2022-04-04 15:46:33.000000+00:00\"], \"session_ids\": [\"9b740dfd-8a44-4713-847f-97c5958145b7\", \"3e625f5a-9e30-45ec-87e8-cebcf0c0cb1c\", \"ce943151-83c9-4b66-85f8-30582be858f6\"], \"total_duration\": 858.0, \"total_sessions\": 3, \"mean_week_duration\": 7.15}}, {\"16386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-01 14:45:08.000000+00:00\", \"2019-04-18 17:31:57.000000+00:00\"], \"session_ids\": [\"9f18d417-6808-484f-afee-9350f67e6f92\", \"0106b320-da2b-4935-9739-31f053734357\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 7.37}}]\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[{\"93460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-12-17 06:56:38.000000+00:00\", \"2021-12-07 13:11:48.000000+00:00\", \"2022-04-04 15:46:33.000000+00:00\"], \"session_ids\": [\"9b740dfd-8a44-4713-847f-97c5958145b7\", \"3e625f5a-9e30-45ec-87e8-cebcf0c0cb1c\", \"ce943151-83c9-4b66-85f8-30582be858f6\"], \"total_duration\": 858.0, \"total_sessions\": 3, \"mean_week_duration\": 7.15}}, {\"16386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-01 14:45:08.000000+00:00\", \"2019-04-18 17:31:57.000000+00:00\"], \"session_ids\": [\"9f18d417-6808-484f-afee-9350f67e6f92\", \"0106b320-da2b-4935-9739-31f053734357\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 7.37}}]\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 in app per week is smaller than 24 (not including) additionaly carry out sorting by city naming form the lowest value to the highest value , and get rid of all entries, except 4."
}
] |
[
{
"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{\"57201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-12 16:11:41.000000+00:00\", \"2021-06-09 11:04:36.000000+00:00\"], \"session_ids\": [\"ee59e45e-f55e-4e98-ae3d-abcd019eb972\", \"45022fe6-4be3-4860-aac8-ced802b08617\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 5.654}, \"75131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-01 07:43:06.000000+00:00\", \"2022-11-18 15:29:51.000000+00:00\", \"2022-06-04 06:53:36.000000+00:00\"], \"session_ids\": [\"ddfd18fd-7454-43ee-ad72-223de9511420\", \"8b6d3ee3-c27c-4627-81c6-630ebf492736\", \"d6fd6051-ee59-4a36-8b3a-53c79221b389\"], \"total_duration\": 1040.0, \"total_sessions\": 3, \"mean_week_duration\": 8.32}, \"91770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-09 05:23:22.000000+00:00\", \"2022-12-31 12:00:51.000000+00:00\"], \"session_ids\": [\"3294996d-33c8-40e5-9c36-d35e8e4a99c1\", \"f6b0b791-898d-47e5-9fe2-7f997bd40c59\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 7.059}, \"14587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-22 06:16:47.000000+00:00\", \"2019-12-13 06:55:08.000000+00:00\", \"2021-05-08 03:56:29.000000+00:00\", \"2023-02-06 18:04:32.000000+00:00\"], \"session_ids\": [\"6c9b4220-21da-4462-9eb6-cd9f4435fc82\", \"4bba001b-cf84-4331-b09a-be8b6074cb37\", \"12f77bae-fe72-45a4-91f3-5a4656bc30dc\", \"466e94f1-cab2-4ca9-bdab-298639c556cd\"], \"total_duration\": 898.0, \"total_sessions\": 4, \"mean_week_duration\": 5.442}, \"17132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-06 18:23:04.000000+00:00\", \"2021-12-14 16:20:47.000000+00:00\"], \"session_ids\": [\"2eeb51b3-4a54-4707-8b62-2a0c6907edf6\", \"8e074a81-6d6e-408f-8500-1aed2f66613b\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 3.925}, \"55423\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-22 06:46:53.000000+00:00\", \"2019-06-10 03:56:24.000000+00:00\"], \"session_ids\": [\"18b32516-aa4c-40c5-951b-b5b8b184b376\", \"b5d8e901-0003-44a3-a321-c4e55a06d96f\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 140.0}, \"2365\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-02-11 15:17:10.000000+00:00\", \"2023-05-29 17:30:09.000000+00:00\"], \"session_ids\": [\"3320b54d-841f-4600-9f6f-16c8578d6472\", \"ac3867f3-a3a6-4bd4-857d-2d66cdd6fde8\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 6.812}, \"63668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-04-05 11:49:14.000000+00:00\", \"2020-11-17 12:36:13.000000+00:00\", \"2019-05-09 23:39:34.000000+00:00\"], \"session_ids\": [\"3be1310c-4e35-4d8d-91e3-dddbc6aa8eaf\", \"4fb6f0a1-15f3-4884-89ce-759d3e736f3e\", \"547a2fab-1e77-4722-9386-70744feffc75\"], \"total_duration\": 207.0, \"total_sessions\": 3, \"mean_week_duration\": 2.07}, \"61705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-06 16:08:55.000000+00:00\", \"2020-07-08 17:48:31.000000+00:00\"], \"session_ids\": [\"8c7c0461-f13b-4e70-a8a1-42c8fb6c8948\", \"0013c636-2b79-4fee-a1b6-8da48988bc99\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}, \"2616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-06-07 10:19:04.000000+00:00\", \"2019-01-28 15:44:47.000000+00:00\"], \"session_ids\": [\"ab4e59ed-0160-4bb3-b5b1-a9a7e514b612\", \"457c76ef-ab38-4279-8bc3-1e112a71a795\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 4.368}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 24"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[24, 47]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"57201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-12 16:11:41.000000+00:00\", \"2021-06-09 11:04:36.000000+00:00\"], \"session_ids\": [\"ee59e45e-f55e-4e98-ae3d-abcd019eb972\", \"45022fe6-4be3-4860-aac8-ced802b08617\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 5.654}, \"75131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-01 07:43:06.000000+00:00\", \"2022-11-18 15:29:51.000000+00:00\", \"2022-06-04 06:53:36.000000+00:00\"], \"session_ids\": [\"ddfd18fd-7454-43ee-ad72-223de9511420\", \"8b6d3ee3-c27c-4627-81c6-630ebf492736\", \"d6fd6051-ee59-4a36-8b3a-53c79221b389\"], \"total_duration\": 1040.0, \"total_sessions\": 3, \"mean_week_duration\": 8.32}, \"91770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-09 05:23:22.000000+00:00\", \"2022-12-31 12:00:51.000000+00:00\"], \"session_ids\": [\"3294996d-33c8-40e5-9c36-d35e8e4a99c1\", \"f6b0b791-898d-47e5-9fe2-7f997bd40c59\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 7.059}, \"14587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-22 06:16:47.000000+00:00\", \"2019-12-13 06:55:08.000000+00:00\", \"2021-05-08 03:56:29.000000+00:00\", \"2023-02-06 18:04:32.000000+00:00\"], \"session_ids\": [\"6c9b4220-21da-4462-9eb6-cd9f4435fc82\", \"4bba001b-cf84-4331-b09a-be8b6074cb37\", \"12f77bae-fe72-45a4-91f3-5a4656bc30dc\", \"466e94f1-cab2-4ca9-bdab-298639c556cd\"], \"total_duration\": 898.0, \"total_sessions\": 4, \"mean_week_duration\": 5.442}, \"17132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-06 18:23:04.000000+00:00\", \"2021-12-14 16:20:47.000000+00:00\"], \"session_ids\": [\"2eeb51b3-4a54-4707-8b62-2a0c6907edf6\", \"8e074a81-6d6e-408f-8500-1aed2f66613b\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 3.925}, \"2365\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-02-11 15:17:10.000000+00:00\", \"2023-05-29 17:30:09.000000+00:00\"], \"session_ids\": [\"3320b54d-841f-4600-9f6f-16c8578d6472\", \"ac3867f3-a3a6-4bd4-857d-2d66cdd6fde8\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 6.812}, \"63668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-04-05 11:49:14.000000+00:00\", \"2020-11-17 12:36:13.000000+00:00\", \"2019-05-09 23:39:34.000000+00:00\"], \"session_ids\": [\"3be1310c-4e35-4d8d-91e3-dddbc6aa8eaf\", \"4fb6f0a1-15f3-4884-89ce-759d3e736f3e\", \"547a2fab-1e77-4722-9386-70744feffc75\"], \"total_duration\": 207.0, \"total_sessions\": 3, \"mean_week_duration\": 2.07}, \"61705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-06 16:08:55.000000+00:00\", \"2020-07-08 17:48:31.000000+00:00\"], \"session_ids\": [\"8c7c0461-f13b-4e70-a8a1-42c8fb6c8948\", \"0013c636-2b79-4fee-a1b6-8da48988bc99\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}, \"2616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-06-07 10:19:04.000000+00:00\", \"2019-01-28 15:44:47.000000+00:00\"], \"session_ids\": [\"ab4e59ed-0160-4bb3-b5b1-a9a7e514b612\", \"457c76ef-ab38-4279-8bc3-1e112a71a795\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 4.368}}\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[{\"17132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-06 18:23:04.000000+00:00\", \"2021-12-14 16:20:47.000000+00:00\"], \"session_ids\": [\"2eeb51b3-4a54-4707-8b62-2a0c6907edf6\", \"8e074a81-6d6e-408f-8500-1aed2f66613b\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 3.925}}, {\"57201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-12 16:11:41.000000+00:00\", \"2021-06-09 11:04:36.000000+00:00\"], \"session_ids\": [\"ee59e45e-f55e-4e98-ae3d-abcd019eb972\", \"45022fe6-4be3-4860-aac8-ced802b08617\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 5.654}}, {\"2365\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-02-11 15:17:10.000000+00:00\", \"2023-05-29 17:30:09.000000+00:00\"], \"session_ids\": [\"3320b54d-841f-4600-9f6f-16c8578d6472\", \"ac3867f3-a3a6-4bd4-857d-2d66cdd6fde8\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 6.812}}, {\"63668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-04-05 11:49:14.000000+00:00\", \"2020-11-17 12:36:13.000000+00:00\", \"2019-05-09 23:39:34.000000+00:00\"], \"session_ids\": [\"3be1310c-4e35-4d8d-91e3-dddbc6aa8eaf\", \"4fb6f0a1-15f3-4884-89ce-759d3e736f3e\", \"547a2fab-1e77-4722-9386-70744feffc75\"], \"total_duration\": 207.0, \"total_sessions\": 3, \"mean_week_duration\": 2.07}}, {\"75131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-01 07:43:06.000000+00:00\", \"2022-11-18 15:29:51.000000+00:00\", \"2022-06-04 06:53:36.000000+00:00\"], \"session_ids\": [\"ddfd18fd-7454-43ee-ad72-223de9511420\", \"8b6d3ee3-c27c-4627-81c6-630ebf492736\", \"d6fd6051-ee59-4a36-8b3a-53c79221b389\"], \"total_duration\": 1040.0, \"total_sessions\": 3, \"mean_week_duration\": 8.32}}, {\"14587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-22 06:16:47.000000+00:00\", \"2019-12-13 06:55:08.000000+00:00\", \"2021-05-08 03:56:29.000000+00:00\", \"2023-02-06 18:04:32.000000+00:00\"], \"session_ids\": [\"6c9b4220-21da-4462-9eb6-cd9f4435fc82\", \"4bba001b-cf84-4331-b09a-be8b6074cb37\", \"12f77bae-fe72-45a4-91f3-5a4656bc30dc\", \"466e94f1-cab2-4ca9-bdab-298639c556cd\"], \"total_duration\": 898.0, \"total_sessions\": 4, \"mean_week_duration\": 5.442}}, {\"91770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-09 05:23:22.000000+00:00\", \"2022-12-31 12:00:51.000000+00:00\"], \"session_ids\": [\"3294996d-33c8-40e5-9c36-d35e8e4a99c1\", \"f6b0b791-898d-47e5-9fe2-7f997bd40c59\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 7.059}}, {\"2616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-06-07 10:19:04.000000+00:00\", \"2019-01-28 15:44:47.000000+00:00\"], \"session_ids\": [\"ab4e59ed-0160-4bb3-b5b1-a9a7e514b612\", \"457c76ef-ab38-4279-8bc3-1e112a71a795\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 4.368}}, {\"61705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-06 16:08:55.000000+00:00\", \"2020-07-08 17:48:31.000000+00:00\"], \"session_ids\": [\"8c7c0461-f13b-4e70-a8a1-42c8fb6c8948\", \"0013c636-2b79-4fee-a1b6-8da48988bc99\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}}]\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[{\"17132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-06 18:23:04.000000+00:00\", \"2021-12-14 16:20:47.000000+00:00\"], \"session_ids\": [\"2eeb51b3-4a54-4707-8b62-2a0c6907edf6\", \"8e074a81-6d6e-408f-8500-1aed2f66613b\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 3.925}}, {\"57201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-12 16:11:41.000000+00:00\", \"2021-06-09 11:04:36.000000+00:00\"], \"session_ids\": [\"ee59e45e-f55e-4e98-ae3d-abcd019eb972\", \"45022fe6-4be3-4860-aac8-ced802b08617\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 5.654}}, {\"2365\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-02-11 15:17:10.000000+00:00\", \"2023-05-29 17:30:09.000000+00:00\"], \"session_ids\": [\"3320b54d-841f-4600-9f6f-16c8578d6472\", \"ac3867f3-a3a6-4bd4-857d-2d66cdd6fde8\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 6.812}}, {\"63668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-04-05 11:49:14.000000+00:00\", \"2020-11-17 12:36:13.000000+00:00\", \"2019-05-09 23:39:34.000000+00:00\"], \"session_ids\": [\"3be1310c-4e35-4d8d-91e3-dddbc6aa8eaf\", \"4fb6f0a1-15f3-4884-89ce-759d3e736f3e\", \"547a2fab-1e77-4722-9386-70744feffc75\"], \"total_duration\": 207.0, \"total_sessions\": 3, \"mean_week_duration\": 2.07}}]\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[{\"17132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-06 18:23:04.000000+00:00\", \"2021-12-14 16:20:47.000000+00:00\"], \"session_ids\": [\"2eeb51b3-4a54-4707-8b62-2a0c6907edf6\", \"8e074a81-6d6e-408f-8500-1aed2f66613b\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 3.925}}, {\"57201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-12 16:11:41.000000+00:00\", \"2021-06-09 11:04:36.000000+00:00\"], \"session_ids\": [\"ee59e45e-f55e-4e98-ae3d-abcd019eb972\", \"45022fe6-4be3-4860-aac8-ced802b08617\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 5.654}}, {\"2365\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-02-11 15:17:10.000000+00:00\", \"2023-05-29 17:30:09.000000+00:00\"], \"session_ids\": [\"3320b54d-841f-4600-9f6f-16c8578d6472\", \"ac3867f3-a3a6-4bd4-857d-2d66cdd6fde8\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 6.812}}, {\"63668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-04-05 11:49:14.000000+00:00\", \"2020-11-17 12:36:13.000000+00:00\", \"2019-05-09 23:39:34.000000+00:00\"], \"session_ids\": [\"3be1310c-4e35-4d8d-91e3-dddbc6aa8eaf\", \"4fb6f0a1-15f3-4884-89ce-759d3e736f3e\", \"547a2fab-1e77-4722-9386-70744feffc75\"], \"total_duration\": 207.0, \"total_sessions\": 3, \"mean_week_duration\": 2.07}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please provide insights on users whose total sessoins count exceeds 6 while staying below 5, exclusively 5 and 6 and in addition carry out sorting by total sessoins count in asc plus remain only 2 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"64684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-25 21:57:03.000000+00:00\", \"2019-11-14 20:47:59.000000+00:00\"], \"session_ids\": [\"223c6a34-2d77-4d8d-b220-823ab7ae3049\", \"2263127e-6bdd-4be7-92b9-8fa5ae630f61\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 1.955}, \"86008\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-25 16:53:02.000000+00:00\", \"2022-10-28 18:29:50.000000+00:00\"], \"session_ids\": [\"f18508ce-592f-43b1-ab47-185f44864c94\", \"a7ed72b5-a962-4c25-86b9-28b0d0b20eb5\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 28.4}, \"42907\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-12-26 13:16:33.000000+00:00\", \"2021-08-24 02:03:32.000000+00:00\", \"2019-02-19 19:04:45.000000+00:00\", \"2022-11-10 07:50:34.000000+00:00\"], \"session_ids\": [\"5e6def9f-7abc-4673-b5dc-580de8573364\", \"24de928e-244a-41a9-8288-522934994c2d\", \"cf8ebdd2-d856-40a2-b586-950f00659ba0\", \"fc0fcd20-c3ec-423f-90b5-6f7509a64853\"], \"total_duration\": 825.0, \"total_sessions\": 4, \"mean_week_duration\": 4.104}, \"89287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-11 13:24:05.000000+00:00\", \"2020-09-04 16:47:28.000000+00:00\"], \"session_ids\": [\"a44a775e-9ede-47c7-8862-1249aed0c1b1\", \"0eda2c7e-9280-4f9d-afb6-a05046417d1d\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}, \"74647\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-02 00:26:08.000000+00:00\", \"2021-09-15 19:05:16.000000+00:00\"], \"session_ids\": [\"be5e10e2-6e0d-494c-b86a-5a3e9422edc6\", \"c027a5c8-7515-4e6b-ac0c-8c9852e27284\"], \"total_duration\": 272.0, \"total_sessions\": 2, \"mean_week_duration\": 8.242}, \"31747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-26 14:24:10.000000+00:00\", \"2021-01-20 00:47:11.000000+00:00\", \"2019-06-14 15:37:38.000000+00:00\", \"2023-03-19 11:14:12.000000+00:00\", \"2022-04-17 06:29:06.000000+00:00\"], \"session_ids\": [\"3a3728bf-11df-42e2-90d2-e45f285f6ffc\", \"e2c5a875-d373-4339-a3cb-6e9b0cd1ce3a\", \"0e72034f-e15c-4e66-a471-7c9bb3c98b74\", \"64118591-c985-4b6f-956c-96c0f822e783\", \"b901c7b6-4e2d-4eea-9e45-ecd1fffa3ef8\"], \"total_duration\": 270.0, \"total_sessions\": 5, \"mean_week_duration\": 1.25}, \"58650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-11-16 08:45:03.000000+00:00\", \"2022-01-22 06:54:05.000000+00:00\", \"2020-08-13 19:16:07.000000+00:00\"], \"session_ids\": [\"d3aa3a8f-8c2e-499f-bed3-c6c81ef2449a\", \"e38872af-102f-4541-83e3-dfca8beb546a\", \"7b8c82ac-8abd-4f87-90c0-6ff842914a71\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 2.289}, \"21993\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-28 08:17:46.000000+00:00\", \"2020-02-01 03:46:14.000000+00:00\"], \"session_ids\": [\"d766d7b6-30da-43c9-87d2-1cd455ffe1df\", \"8ac73e57-58aa-4473-95d5-9db02b63bcbf\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 2.6}, \"11281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-11-24 07:36:53.000000+00:00\", \"2019-05-27 02:13:27.000000+00:00\"], \"session_ids\": [\"4063eb06-d886-412b-9344-ccdd20b1e127\", \"37c97394-9f0b-4f83-affe-eb0a98be5a06\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.139}, \"42874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-02 02:19:15.000000+00:00\", \"2019-04-20 01:16:07.000000+00:00\", \"2023-03-02 02:22:58.000000+00:00\"], \"session_ids\": [\"f150c0c0-1a62-4398-b049-829258a0388d\", \"7b92cac0-d402-41fc-a859-edfd13b9a16a\", \"f30e5447-41cd-4cfc-9cc9-4badec99ba18\"], \"total_duration\": 142.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are less than 5 and are greater than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"64684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-25 21:57:03.000000+00:00\", \"2019-11-14 20:47:59.000000+00:00\"], \"session_ids\": [\"223c6a34-2d77-4d8d-b220-823ab7ae3049\", \"2263127e-6bdd-4be7-92b9-8fa5ae630f61\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 1.955}, \"86008\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-25 16:53:02.000000+00:00\", \"2022-10-28 18:29:50.000000+00:00\"], \"session_ids\": [\"f18508ce-592f-43b1-ab47-185f44864c94\", \"a7ed72b5-a962-4c25-86b9-28b0d0b20eb5\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 28.4}, \"42907\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-12-26 13:16:33.000000+00:00\", \"2021-08-24 02:03:32.000000+00:00\", \"2019-02-19 19:04:45.000000+00:00\", \"2022-11-10 07:50:34.000000+00:00\"], \"session_ids\": [\"5e6def9f-7abc-4673-b5dc-580de8573364\", \"24de928e-244a-41a9-8288-522934994c2d\", \"cf8ebdd2-d856-40a2-b586-950f00659ba0\", \"fc0fcd20-c3ec-423f-90b5-6f7509a64853\"], \"total_duration\": 825.0, \"total_sessions\": 4, \"mean_week_duration\": 4.104}, \"89287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-11 13:24:05.000000+00:00\", \"2020-09-04 16:47:28.000000+00:00\"], \"session_ids\": [\"a44a775e-9ede-47c7-8862-1249aed0c1b1\", \"0eda2c7e-9280-4f9d-afb6-a05046417d1d\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}, \"74647\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-02 00:26:08.000000+00:00\", \"2021-09-15 19:05:16.000000+00:00\"], \"session_ids\": [\"be5e10e2-6e0d-494c-b86a-5a3e9422edc6\", \"c027a5c8-7515-4e6b-ac0c-8c9852e27284\"], \"total_duration\": 272.0, \"total_sessions\": 2, \"mean_week_duration\": 8.242}, \"58650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-11-16 08:45:03.000000+00:00\", \"2022-01-22 06:54:05.000000+00:00\", \"2020-08-13 19:16:07.000000+00:00\"], \"session_ids\": [\"d3aa3a8f-8c2e-499f-bed3-c6c81ef2449a\", \"e38872af-102f-4541-83e3-dfca8beb546a\", \"7b8c82ac-8abd-4f87-90c0-6ff842914a71\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 2.289}, \"21993\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-28 08:17:46.000000+00:00\", \"2020-02-01 03:46:14.000000+00:00\"], \"session_ids\": [\"d766d7b6-30da-43c9-87d2-1cd455ffe1df\", \"8ac73e57-58aa-4473-95d5-9db02b63bcbf\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 2.6}, \"11281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-11-24 07:36:53.000000+00:00\", \"2019-05-27 02:13:27.000000+00:00\"], \"session_ids\": [\"4063eb06-d886-412b-9344-ccdd20b1e127\", \"37c97394-9f0b-4f83-affe-eb0a98be5a06\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.139}, \"42874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-02 02:19:15.000000+00:00\", \"2019-04-20 01:16:07.000000+00:00\", \"2023-03-02 02:22:58.000000+00:00\"], \"session_ids\": [\"f150c0c0-1a62-4398-b049-829258a0388d\", \"7b92cac0-d402-41fc-a859-edfd13b9a16a\", \"f30e5447-41cd-4cfc-9cc9-4badec99ba18\"], \"total_duration\": 142.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}}\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[{\"64684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-25 21:57:03.000000+00:00\", \"2019-11-14 20:47:59.000000+00:00\"], \"session_ids\": [\"223c6a34-2d77-4d8d-b220-823ab7ae3049\", \"2263127e-6bdd-4be7-92b9-8fa5ae630f61\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 1.955}}, {\"86008\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-25 16:53:02.000000+00:00\", \"2022-10-28 18:29:50.000000+00:00\"], \"session_ids\": [\"f18508ce-592f-43b1-ab47-185f44864c94\", \"a7ed72b5-a962-4c25-86b9-28b0d0b20eb5\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 28.4}}, {\"89287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-11 13:24:05.000000+00:00\", \"2020-09-04 16:47:28.000000+00:00\"], \"session_ids\": [\"a44a775e-9ede-47c7-8862-1249aed0c1b1\", \"0eda2c7e-9280-4f9d-afb6-a05046417d1d\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}}, {\"74647\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-02 00:26:08.000000+00:00\", \"2021-09-15 19:05:16.000000+00:00\"], \"session_ids\": [\"be5e10e2-6e0d-494c-b86a-5a3e9422edc6\", \"c027a5c8-7515-4e6b-ac0c-8c9852e27284\"], \"total_duration\": 272.0, \"total_sessions\": 2, \"mean_week_duration\": 8.242}}, {\"21993\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-28 08:17:46.000000+00:00\", \"2020-02-01 03:46:14.000000+00:00\"], \"session_ids\": [\"d766d7b6-30da-43c9-87d2-1cd455ffe1df\", \"8ac73e57-58aa-4473-95d5-9db02b63bcbf\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 2.6}}, {\"11281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-11-24 07:36:53.000000+00:00\", \"2019-05-27 02:13:27.000000+00:00\"], \"session_ids\": [\"4063eb06-d886-412b-9344-ccdd20b1e127\", \"37c97394-9f0b-4f83-affe-eb0a98be5a06\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.139}}, {\"58650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-11-16 08:45:03.000000+00:00\", \"2022-01-22 06:54:05.000000+00:00\", \"2020-08-13 19:16:07.000000+00:00\"], \"session_ids\": [\"d3aa3a8f-8c2e-499f-bed3-c6c81ef2449a\", \"e38872af-102f-4541-83e3-dfca8beb546a\", \"7b8c82ac-8abd-4f87-90c0-6ff842914a71\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 2.289}}, {\"42874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-02 02:19:15.000000+00:00\", \"2019-04-20 01:16:07.000000+00:00\", \"2023-03-02 02:22:58.000000+00:00\"], \"session_ids\": [\"f150c0c0-1a62-4398-b049-829258a0388d\", \"7b92cac0-d402-41fc-a859-edfd13b9a16a\", \"f30e5447-41cd-4cfc-9cc9-4badec99ba18\"], \"total_duration\": 142.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}}, {\"42907\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-12-26 13:16:33.000000+00:00\", \"2021-08-24 02:03:32.000000+00:00\", \"2019-02-19 19:04:45.000000+00:00\", \"2022-11-10 07:50:34.000000+00:00\"], \"session_ids\": [\"5e6def9f-7abc-4673-b5dc-580de8573364\", \"24de928e-244a-41a9-8288-522934994c2d\", \"cf8ebdd2-d856-40a2-b586-950f00659ba0\", \"fc0fcd20-c3ec-423f-90b5-6f7509a64853\"], \"total_duration\": 825.0, \"total_sessions\": 4, \"mean_week_duration\": 4.104}}]\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[{\"64684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-25 21:57:03.000000+00:00\", \"2019-11-14 20:47:59.000000+00:00\"], \"session_ids\": [\"223c6a34-2d77-4d8d-b220-823ab7ae3049\", \"2263127e-6bdd-4be7-92b9-8fa5ae630f61\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 1.955}}, {\"86008\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-25 16:53:02.000000+00:00\", \"2022-10-28 18:29:50.000000+00:00\"], \"session_ids\": [\"f18508ce-592f-43b1-ab47-185f44864c94\", \"a7ed72b5-a962-4c25-86b9-28b0d0b20eb5\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 28.4}}]\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[{\"64684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-25 21:57:03.000000+00:00\", \"2019-11-14 20:47:59.000000+00:00\"], \"session_ids\": [\"223c6a34-2d77-4d8d-b220-823ab7ae3049\", \"2263127e-6bdd-4be7-92b9-8fa5ae630f61\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 1.955}}, {\"86008\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-25 16:53:02.000000+00:00\", \"2022-10-28 18:29:50.000000+00:00\"], \"session_ids\": [\"f18508ce-592f-43b1-ab47-185f44864c94\", \"a7ed72b5-a962-4c25-86b9-28b0d0b20eb5\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 28.4}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I want to know about user who has sessions count exactly 3 , do sorting by all sessions quantity from the largest value to the smallest 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{\"23154\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-10-05 08:24:06.000000+00:00\", \"2020-09-23 10:06:01.000000+00:00\"], \"session_ids\": [\"5d60c450-4fe2-404c-90e9-667d17d33633\", \"5e89a5e7-5b4a-4f38-b9a2-cae06e89f788\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 3.185}, \"46728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-03 11:52:24.000000+00:00\", \"2023-05-31 01:11:04.000000+00:00\", \"2021-11-04 22:43:58.000000+00:00\"], \"session_ids\": [\"4646e8c4-627c-4912-960c-30601aeb1a40\", \"4fcab935-a2d6-4943-9acc-c2b35125ae40\", \"ab717fc7-6cf7-413c-9a12-abf8e658dea6\"], \"total_duration\": 687.0, \"total_sessions\": 3, \"mean_week_duration\": 4.065}, \"38785\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-11-30 15:26:40.000000+00:00\", \"2021-05-09 02:48:12.000000+00:00\"], \"session_ids\": [\"ecd0a9be-e0d3-4e9a-aaaa-0c30ea1c3303\", \"5b6d6df5-ac6c-4973-bd78-b064e12a9929\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 3.087}, \"26231\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-14 15:02:43.000000+00:00\", \"2022-12-05 02:41:50.000000+00:00\"], \"session_ids\": [\"7a2c9fc2-e6f1-427b-87de-a373d7b4e7f1\", \"4291f4dd-3f78-4f93-ab7e-4dbb73e3fcdd\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 6.029}, \"10438\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-31 17:34:54.000000+00:00\", \"2021-12-30 14:18:56.000000+00:00\"], \"session_ids\": [\"5d46b96c-deba-4cd1-b41e-0c3e481a96a6\", \"fea4992c-2bd1-4975-b6b9-1d2f14542476\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}, \"48537\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-31 02:26:41.000000+00:00\", \"2020-10-15 07:46:38.000000+00:00\"], \"session_ids\": [\"237e49b6-e8e2-4faf-821e-bebf616b53c1\", \"be6e43ea-bf12-4f23-9e96-f2ca0d2d952a\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.128}, \"34568\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-18 20:23:31.000000+00:00\", \"2022-04-17 00:15:08.000000+00:00\", \"2022-03-20 15:46:53.000000+00:00\"], \"session_ids\": [\"d882de40-e8c6-41e7-bcc9-5d7ed485247d\", \"97ecaa73-4401-465e-be88-c9c109cfd455\", \"25d32345-59d6-4994-837f-83dd669b4396\"], \"total_duration\": 260.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}, \"42473\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-01 05:06:03.000000+00:00\", \"2021-10-26 12:25:13.000000+00:00\", \"2020-09-22 21:54:28.000000+00:00\", \"2019-04-28 22:56:33.000000+00:00\", \"2019-04-10 03:44:46.000000+00:00\", \"2023-03-23 23:09:57.000000+00:00\"], \"session_ids\": [\"91eb5385-65e3-4bd2-ac60-1af5780587a3\", \"ace8af8b-4813-4e84-9da9-b202bb3033c1\", \"5e566b8e-d75e-48ad-a865-457169875efe\", \"29950e49-7468-4cbb-80fc-c2a1afa0a9d4\", \"20e18de1-a773-4ee4-9f59-0737461fe43a\", \"b3d84255-69dd-49c4-8c6c-4f267c3782ff\"], \"total_duration\": 47.0, \"total_sessions\": 6, \"mean_week_duration\": 0.227}, \"90421\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-06 17:36:23.000000+00:00\", \"2019-10-13 01:53:33.000000+00:00\", \"2020-05-17 15:09:15.000000+00:00\", \"2020-04-12 18:54:57.000000+00:00\", \"2023-01-19 23:31:21.000000+00:00\", \"2023-05-27 04:01:39.000000+00:00\"], \"session_ids\": [\"e97aabdf-3841-4a28-adc4-5cae5afe752f\", \"087cfb54-7164-43fd-bc4c-8bb5c88db42d\", \"37b773fe-2ee6-469f-ab94-c541992ee9cf\", \"70d6062c-4555-4ff9-9507-7e395a6c1859\", \"2a3906a5-dfc5-46b9-8c2b-5fdb325f9fa3\", \"a02229af-6e02-4bf5-8be4-86c0d4a85caf\"], \"total_duration\": 1347.0, \"total_sessions\": 6, \"mean_week_duration\": 6.354}, \"28542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-12-17 13:18:15.000000+00:00\", \"2021-12-16 14:11:23.000000+00:00\", \"2022-09-25 11:09:33.000000+00:00\", \"2023-01-28 18:44:36.000000+00:00\", \"2021-06-18 02:25:21.000000+00:00\", \"2020-10-19 10:48:54.000000+00:00\"], \"session_ids\": [\"22e82ee9-178e-420f-a825-6630f335cd83\", \"8b01fb5b-20a8-4137-93fa-0b436b49db43\", \"a77ab66c-4ea7-4634-9e27-99ec235c51d0\", \"aed21938-1fe8-4825-b1ad-e3b919bc9388\", \"5414d1a4-7f89-4356-94ec-d7c44efccc51\", \"f19edb32-d4bd-4a8e-a857-106ff462fc18\"], \"total_duration\": 6237.0, \"total_sessions\": 6, \"mean_week_duration\": 52.412}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are 3"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[3, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"46728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-03 11:52:24.000000+00:00\", \"2023-05-31 01:11:04.000000+00:00\", \"2021-11-04 22:43:58.000000+00:00\"], \"session_ids\": [\"4646e8c4-627c-4912-960c-30601aeb1a40\", \"4fcab935-a2d6-4943-9acc-c2b35125ae40\", \"ab717fc7-6cf7-413c-9a12-abf8e658dea6\"], \"total_duration\": 687.0, \"total_sessions\": 3, \"mean_week_duration\": 4.065}, \"34568\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-18 20:23:31.000000+00:00\", \"2022-04-17 00:15:08.000000+00:00\", \"2022-03-20 15:46:53.000000+00:00\"], \"session_ids\": [\"d882de40-e8c6-41e7-bcc9-5d7ed485247d\", \"97ecaa73-4401-465e-be88-c9c109cfd455\", \"25d32345-59d6-4994-837f-83dd669b4396\"], \"total_duration\": 260.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_sessions attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"46728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-03 11:52:24.000000+00:00\", \"2023-05-31 01:11:04.000000+00:00\", \"2021-11-04 22:43:58.000000+00:00\"], \"session_ids\": [\"4646e8c4-627c-4912-960c-30601aeb1a40\", \"4fcab935-a2d6-4943-9acc-c2b35125ae40\", \"ab717fc7-6cf7-413c-9a12-abf8e658dea6\"], \"total_duration\": 687.0, \"total_sessions\": 3, \"mean_week_duration\": 4.065}}, {\"34568\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-18 20:23:31.000000+00:00\", \"2022-04-17 00:15:08.000000+00:00\", \"2022-03-20 15:46:53.000000+00:00\"], \"session_ids\": [\"d882de40-e8c6-41e7-bcc9-5d7ed485247d\", \"97ecaa73-4401-465e-be88-c9c109cfd455\", \"25d32345-59d6-4994-837f-83dd669b4396\"], \"total_duration\": 260.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}}]\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[{\"46728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-03 11:52:24.000000+00:00\", \"2023-05-31 01:11:04.000000+00:00\", \"2021-11-04 22:43:58.000000+00:00\"], \"session_ids\": [\"4646e8c4-627c-4912-960c-30601aeb1a40\", \"4fcab935-a2d6-4943-9acc-c2b35125ae40\", \"ab717fc7-6cf7-413c-9a12-abf8e658dea6\"], \"total_duration\": 687.0, \"total_sessions\": 3, \"mean_week_duration\": 4.065}}]\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[{\"46728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-03 11:52:24.000000+00:00\", \"2023-05-31 01:11:04.000000+00:00\", \"2021-11-04 22:43:58.000000+00:00\"], \"session_ids\": [\"4646e8c4-627c-4912-960c-30601aeb1a40\", \"4fcab935-a2d6-4943-9acc-c2b35125ae40\", \"ab717fc7-6cf7-413c-9a12-abf8e658dea6\"], \"total_duration\": 687.0, \"total_sessions\": 3, \"mean_week_duration\": 4.065}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display users pieces of information with a time in app per week that is above 36 and below 3, exclusive 3 in addition implement sorting by total sessions form the lowest value to the highest 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{\"84088\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-01-05 15:21:20.000000+00:00\", \"2022-06-08 06:56:54.000000+00:00\"], \"session_ids\": [\"529192ac-bff7-41b5-b563-1f54dc9f2306\", \"cd459e2c-5765-43b2-936d-b862867271bb\"], \"total_duration\": 482.0, \"total_sessions\": 2, \"mean_week_duration\": 6.514}, \"17599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-09-18 01:46:15.000000+00:00\", \"2021-10-02 02:24:10.000000+00:00\", \"2020-09-08 06:56:48.000000+00:00\"], \"session_ids\": [\"08beafc7-2ab9-4307-b8a0-b102e7afb326\", \"2fb8f24b-b77f-469d-99a5-f66b2b84094c\", \"8d60e129-3d96-4dde-87e0-bbc3007031a8\"], \"total_duration\": 411.0, \"total_sessions\": 3, \"mean_week_duration\": 3.841}, \"43739\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-25 19:22:51.000000+00:00\", \"2019-04-13 10:42:38.000000+00:00\"], \"session_ids\": [\"3889d375-0cc7-4100-b710-a41829ed9d8d\", \"efa7496d-10f3-4742-9150-8194e7544ff5\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.14}, \"15265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-26 12:59:33.000000+00:00\", \"2019-07-03 04:39:47.000000+00:00\"], \"session_ids\": [\"3bf71eb3-822d-4c00-bf2b-24e59a1b489f\", \"3a12506c-0cb6-4fc7-a015-fd0057fc01a0\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 2.711}, \"54465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-02 00:43:03.000000+00:00\", \"2021-10-27 00:30:19.000000+00:00\"], \"session_ids\": [\"64af6d2e-15b1-4d45-a56e-f172e106838f\", \"e98c14f2-a44c-4c56-a721-a52dc6b67339\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 3.894}, \"50404\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-08-23 06:04:29.000000+00:00\", \"2023-03-17 23:09:53.000000+00:00\"], \"session_ids\": [\"71d9feb1-e08f-49f4-9d5c-4a8ddd0aef50\", \"fc17c5fa-aab5-4cf9-b653-f008af7b54c0\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 2.285}, \"65003\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-16 17:54:06.000000+00:00\", \"2021-04-23 04:49:57.000000+00:00\", \"2020-06-12 14:57:32.000000+00:00\"], \"session_ids\": [\"136cdfd2-5fb4-4640-b605-cc25fa506162\", \"2ffb1b30-9cc3-428c-bb52-7258ba91e657\", \"df21bd27-df14-4d84-b0f7-36f7cc384847\"], \"total_duration\": 956.0, \"total_sessions\": 3, \"mean_week_duration\": 9.105}, \"33302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-10 03:46:35.000000+00:00\", \"2019-01-29 20:45:15.000000+00:00\"], \"session_ids\": [\"d879d469-1fbc-49a7-87ac-f00301a3defa\", \"b30473c3-5428-4c56-9f7b-4a4c89a31eeb\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}, \"48752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-23 00:56:41.000000+00:00\", \"2023-04-08 12:40:43.000000+00:00\"], \"session_ids\": [\"c4dd24b1-f28e-4efc-828e-b1ecb561f947\", \"27eb56a5-7138-4527-a5f9-3d4c2d0ba8e8\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"97701\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 05:12:11.000000+00:00\", \"2021-09-07 00:14:28.000000+00:00\"], \"session_ids\": [\"a78a3d8b-138d-48c5-8770-39971b4aa8a5\", \"1a12619e-0b0b-436d-99ec-fe4e63f56f3d\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 3.571}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 3 and are equal or greater than 36"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[3, 36]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"43739\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-25 19:22:51.000000+00:00\", \"2019-04-13 10:42:38.000000+00:00\"], \"session_ids\": [\"3889d375-0cc7-4100-b710-a41829ed9d8d\", \"efa7496d-10f3-4742-9150-8194e7544ff5\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.14}, \"15265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-26 12:59:33.000000+00:00\", \"2019-07-03 04:39:47.000000+00:00\"], \"session_ids\": [\"3bf71eb3-822d-4c00-bf2b-24e59a1b489f\", \"3a12506c-0cb6-4fc7-a015-fd0057fc01a0\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 2.711}, \"50404\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-08-23 06:04:29.000000+00:00\", \"2023-03-17 23:09:53.000000+00:00\"], \"session_ids\": [\"71d9feb1-e08f-49f4-9d5c-4a8ddd0aef50\", \"fc17c5fa-aab5-4cf9-b653-f008af7b54c0\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 2.285}, \"33302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-10 03:46:35.000000+00:00\", \"2019-01-29 20:45:15.000000+00:00\"], \"session_ids\": [\"d879d469-1fbc-49a7-87ac-f00301a3defa\", \"b30473c3-5428-4c56-9f7b-4a4c89a31eeb\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}\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[{\"43739\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-25 19:22:51.000000+00:00\", \"2019-04-13 10:42:38.000000+00:00\"], \"session_ids\": [\"3889d375-0cc7-4100-b710-a41829ed9d8d\", \"efa7496d-10f3-4742-9150-8194e7544ff5\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.14}}, {\"15265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-26 12:59:33.000000+00:00\", \"2019-07-03 04:39:47.000000+00:00\"], \"session_ids\": [\"3bf71eb3-822d-4c00-bf2b-24e59a1b489f\", \"3a12506c-0cb6-4fc7-a015-fd0057fc01a0\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 2.711}}, {\"50404\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-08-23 06:04:29.000000+00:00\", \"2023-03-17 23:09:53.000000+00:00\"], \"session_ids\": [\"71d9feb1-e08f-49f4-9d5c-4a8ddd0aef50\", \"fc17c5fa-aab5-4cf9-b653-f008af7b54c0\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 2.285}}, {\"33302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-10 03:46:35.000000+00:00\", \"2019-01-29 20:45:15.000000+00:00\"], \"session_ids\": [\"d879d469-1fbc-49a7-87ac-f00301a3defa\", \"b30473c3-5428-4c56-9f7b-4a4c89a31eeb\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}]\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[{\"43739\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-25 19:22:51.000000+00:00\", \"2019-04-13 10:42:38.000000+00:00\"], \"session_ids\": [\"3889d375-0cc7-4100-b710-a41829ed9d8d\", \"efa7496d-10f3-4742-9150-8194e7544ff5\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.14}}, {\"15265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-26 12:59:33.000000+00:00\", \"2019-07-03 04:39:47.000000+00:00\"], \"session_ids\": [\"3bf71eb3-822d-4c00-bf2b-24e59a1b489f\", \"3a12506c-0cb6-4fc7-a015-fd0057fc01a0\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 2.711}}, {\"50404\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-08-23 06:04:29.000000+00:00\", \"2023-03-17 23:09:53.000000+00:00\"], \"session_ids\": [\"71d9feb1-e08f-49f4-9d5c-4a8ddd0aef50\", \"fc17c5fa-aab5-4cf9-b653-f008af7b54c0\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 2.285}}, {\"33302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-10 03:46:35.000000+00:00\", \"2019-01-29 20:45:15.000000+00:00\"], \"session_ids\": [\"d879d469-1fbc-49a7-87ac-f00301a3defa\", \"b30473c3-5428-4c56-9f7b-4a4c89a31eeb\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I want to know about user I can find living in cities Nassau, San Salvador, Budapest, Madrid, Dublin, Kingston in addition put to use sorting by time in app per week from the largest to the smallest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93241\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-17 23:58:27.000000+00:00\", \"2021-09-22 10:41:57.000000+00:00\", \"2019-03-20 10:34:54.000000+00:00\"], \"session_ids\": [\"7014b04c-8fd2-45e4-8dfd-482c827336e7\", \"dcafc90b-8622-4f34-9c0a-4bfc03890113\", \"28841590-39c3-4758-bc4a-bc88dc83fbbd\"], \"total_duration\": 889.0, \"total_sessions\": 3, \"mean_week_duration\": 5.662}, \"18779\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-06 02:10:17.000000+00:00\", \"2022-05-29 18:39:00.000000+00:00\", \"2021-03-26 14:25:36.000000+00:00\"], \"session_ids\": [\"6cd7acea-bcb9-48ac-bee9-2126135215ce\", \"4dd39d94-76de-4755-86b0-9b767f4804e4\", \"9879519c-e79e-4b5c-bbd4-3f54d13b52d0\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.459}, \"58290\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-30 00:44:53.000000+00:00\", \"2020-12-03 03:22:47.000000+00:00\"], \"session_ids\": [\"b4455110-ec5f-43e8-b4f4-341726276ce8\", \"0f398409-0e8b-4e2b-8e39-d813e5dff08d\"], \"total_duration\": 445.0, \"total_sessions\": 2, \"mean_week_duration\": 21.19}, \"93153\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-11 01:03:45.000000+00:00\", \"2019-11-05 00:12:21.000000+00:00\", \"2023-05-01 12:31:12.000000+00:00\", \"2021-02-04 18:44:24.000000+00:00\", \"2021-06-28 01:02:50.000000+00:00\", \"2019-05-02 12:36:53.000000+00:00\", \"2022-08-08 18:47:24.000000+00:00\", \"2019-03-10 08:00:40.000000+00:00\"], \"session_ids\": [\"be337db8-f8a4-4fa5-be62-5a2361371082\", \"9465d6a7-bacb-4d5b-a939-9b5d4b337a1a\", \"d9aed6a2-bad3-4917-af9c-8d64ee983247\", \"3882a2e2-ffd7-451f-83f4-51b17f003985\", \"a74e633f-2ac0-4f72-9e62-1912252b292a\", \"f7c8db54-124e-4138-9d8b-e3d2891d69ca\", \"c29013c8-a106-4864-bb3a-f384d52d4598\", \"468b898e-2ff0-4d46-bab7-3434fed61d52\"], \"total_duration\": 1750.0, \"total_sessions\": 8, \"mean_week_duration\": 8.065}, \"2908\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-09-16 14:16:29.000000+00:00\", \"2023-03-27 05:14:35.000000+00:00\", \"2021-10-02 11:01:56.000000+00:00\", \"2022-02-16 05:25:35.000000+00:00\", \"2019-08-14 16:02:15.000000+00:00\", \"2022-10-31 18:03:04.000000+00:00\", \"2022-05-12 18:43:38.000000+00:00\", \"2022-09-21 08:42:10.000000+00:00\", \"2022-12-10 16:58:24.000000+00:00\"], \"session_ids\": [\"bd270c6c-e033-47b5-99aa-f7d78cea4182\", \"3db45aee-7732-4b9f-a65c-de9178fc67e6\", \"c76a2add-9ab8-4457-9c55-615b331c584e\", \"ba8dd551-64af-4349-a681-0c848511c936\", \"1544f500-3be8-4647-8f17-8348984ef382\", \"e32e50b6-b2ca-4cf6-add7-e382d54aa833\", \"d69bce9d-0afa-4829-ba3e-ea24eb943417\", \"5625ac05-03f1-4608-8313-8879334492ca\", \"2a13fc13-737a-4d41-9c23-44503ae91d05\"], \"total_duration\": 3565.0, \"total_sessions\": 9, \"mean_week_duration\": 18.862}, \"45785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-29 06:42:18.000000+00:00\", \"2021-04-24 04:47:04.000000+00:00\", \"2020-07-03 20:56:25.000000+00:00\", \"2022-02-02 04:26:56.000000+00:00\", \"2022-03-23 21:23:31.000000+00:00\", \"2019-08-12 18:34:00.000000+00:00\", \"2023-02-13 12:21:24.000000+00:00\"], \"session_ids\": [\"0ad37cc7-7583-4438-8687-38510706cf2c\", \"a65642c8-fb33-4554-b26d-6ef19f5778be\", \"6f7bc4ce-3c37-4ce4-aced-33a98fad09f7\", \"6e6e9cee-a9f1-4ad5-8e04-b198e94ee507\", \"b70bdfc3-78c5-4fa8-b3fb-573bc2a71562\", \"5893f27e-315a-40f2-803c-297112bf850a\", \"68765387-e63e-4708-bbef-c1fea98f7243\"], \"total_duration\": 1507.0, \"total_sessions\": 7, \"mean_week_duration\": 8.235}, \"71974\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-25 12:45:01.000000+00:00\", \"2020-02-25 14:35:45.000000+00:00\", \"2021-09-06 09:32:39.000000+00:00\", \"2020-09-11 21:30:39.000000+00:00\", \"2023-05-23 19:11:49.000000+00:00\", \"2023-05-10 17:29:18.000000+00:00\", \"2019-09-25 17:46:31.000000+00:00\", \"2019-07-09 00:52:54.000000+00:00\"], \"session_ids\": [\"91c13f79-3f02-4a67-bf99-7c6b62bef234\", \"d7135ac3-e558-4663-b719-246a7d4b8884\", \"d99697d1-fffe-4885-bc68-2da92283f2b8\", \"11037217-1281-4be6-b735-a8ea524e7fda\", \"3a0336bf-7f6b-450f-bdb4-7741664dc4ae\", \"eb534ed5-da31-4deb-924c-9b574cf8b41a\", \"36b0c71e-3b6d-4d5f-80cb-260d4483bce1\", \"8b37d329-fe8e-4c34-8747-278965b06ce8\"], \"total_duration\": 153.0, \"total_sessions\": 8, \"mean_week_duration\": 0.757}, \"24835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-27 07:18:29.000000+00:00\", \"2020-04-25 04:37:41.000000+00:00\", \"2022-03-06 08:50:48.000000+00:00\", \"2022-08-15 15:57:30.000000+00:00\", \"2023-06-19 20:47:42.000000+00:00\", \"2021-03-14 23:19:32.000000+00:00\", \"2021-04-03 22:44:03.000000+00:00\", \"2020-09-12 21:14:20.000000+00:00\", \"2021-10-19 21:12:50.000000+00:00\", \"2021-05-06 13:07:05.000000+00:00\"], \"session_ids\": [\"a2d8c24d-2557-4942-86cb-0dee3770fa7a\", \"6758d67f-f91c-430a-9f34-2b06bd672c41\", \"2cf3648f-e2f0-496e-8392-6f64255aec12\", \"433e2c43-1ee7-42f0-9160-4458925864a9\", \"e86ed9cf-46a2-4385-8051-47786b7ed7ba\", \"9bda8b13-4bcf-4327-8d33-d69d5e12e0d6\", \"5b9bf8bd-34e0-4b99-8339-bc0f0a965ce0\", \"5dff02ee-1fdf-4d92-b038-0f55f43d6467\", \"bee8e774-b216-4405-a91f-008b48ba8704\", \"33610633-5f64-4b83-badc-da7350bddf66\"], \"total_duration\": 37843.0, \"total_sessions\": 10, \"mean_week_duration\": 229.352}, \"35780\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-06 13:46:45.000000+00:00\", \"2023-01-02 13:20:02.000000+00:00\", \"2020-01-10 23:58:13.000000+00:00\", \"2020-12-24 14:12:18.000000+00:00\", \"2023-04-11 10:12:56.000000+00:00\"], \"session_ids\": [\"b94cf7a4-4360-4be8-8e8e-3b75e77b9552\", \"264ee34d-2b62-414f-b306-f61a093e4e00\", \"7e8b067c-adf1-4f6f-9a69-6cb6597fbd26\", \"b2bcea77-a4c8-4009-9bfa-a0f8f2bc738f\", \"393f929d-46bc-4a5b-ae2f-3ee56f4b8d0b\"], \"total_duration\": 599.0, \"total_sessions\": 5, \"mean_week_duration\": 3.365}, \"47758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-24 17:33:19.000000+00:00\", \"2021-04-05 01:58:54.000000+00:00\", \"2019-05-05 08:25:24.000000+00:00\", \"2020-09-22 08:56:52.000000+00:00\", \"2020-07-07 01:50:19.000000+00:00\"], \"session_ids\": [\"07c8bb07-991b-457e-86b4-00936bc039ca\", \"04ab5e93-0bc5-461d-ab5e-99f86473c425\", \"0e715b4c-4d0b-4ca1-83fb-50aa32f46081\", \"1f1dfce0-8fcf-4487-a498-51586e1bf838\", \"70058797-58af-4f29-a303-a503116e114d\"], \"total_duration\": 89.0, \"total_sessions\": 5, \"mean_week_duration\": 0.767}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Nassau, San Salvador, Budapest, Madrid, Dublin, Kingston"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Nassau\", \"San Salvador\", \"Budapest\", \"Madrid\", \"Dublin\", \"Kingston\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"47758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-24 17:33:19.000000+00:00\", \"2021-04-05 01:58:54.000000+00:00\", \"2019-05-05 08:25:24.000000+00:00\", \"2020-09-22 08:56:52.000000+00:00\", \"2020-07-07 01:50:19.000000+00:00\"], \"session_ids\": [\"07c8bb07-991b-457e-86b4-00936bc039ca\", \"04ab5e93-0bc5-461d-ab5e-99f86473c425\", \"0e715b4c-4d0b-4ca1-83fb-50aa32f46081\", \"1f1dfce0-8fcf-4487-a498-51586e1bf838\", \"70058797-58af-4f29-a303-a503116e114d\"], \"total_duration\": 89.0, \"total_sessions\": 5, \"mean_week_duration\": 0.767}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"47758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-24 17:33:19.000000+00:00\", \"2021-04-05 01:58:54.000000+00:00\", \"2019-05-05 08:25:24.000000+00:00\", \"2020-09-22 08:56:52.000000+00:00\", \"2020-07-07 01:50:19.000000+00:00\"], \"session_ids\": [\"07c8bb07-991b-457e-86b4-00936bc039ca\", \"04ab5e93-0bc5-461d-ab5e-99f86473c425\", \"0e715b4c-4d0b-4ca1-83fb-50aa32f46081\", \"1f1dfce0-8fcf-4487-a498-51586e1bf838\", \"70058797-58af-4f29-a303-a503116e114d\"], \"total_duration\": 89.0, \"total_sessions\": 5, \"mean_week_duration\": 0.767}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 1 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"47758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-24 17:33:19.000000+00:00\", \"2021-04-05 01:58:54.000000+00:00\", \"2019-05-05 08:25:24.000000+00:00\", \"2020-09-22 08:56:52.000000+00:00\", \"2020-07-07 01:50:19.000000+00:00\"], \"session_ids\": [\"07c8bb07-991b-457e-86b4-00936bc039ca\", \"04ab5e93-0bc5-461d-ab5e-99f86473c425\", \"0e715b4c-4d0b-4ca1-83fb-50aa32f46081\", \"1f1dfce0-8fcf-4487-a498-51586e1bf838\", \"70058797-58af-4f29-a303-a503116e114d\"], \"total_duration\": 89.0, \"total_sessions\": 5, \"mean_week_duration\": 0.767}}]\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[{\"47758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-24 17:33:19.000000+00:00\", \"2021-04-05 01:58:54.000000+00:00\", \"2019-05-05 08:25:24.000000+00:00\", \"2020-09-22 08:56:52.000000+00:00\", \"2020-07-07 01:50:19.000000+00:00\"], \"session_ids\": [\"07c8bb07-991b-457e-86b4-00936bc039ca\", \"04ab5e93-0bc5-461d-ab5e-99f86473c425\", \"0e715b4c-4d0b-4ca1-83fb-50aa32f46081\", \"1f1dfce0-8fcf-4487-a498-51586e1bf838\", \"70058797-58af-4f29-a303-a503116e114d\"], \"total_duration\": 89.0, \"total_sessions\": 5, \"mean_week_duration\": 0.767}}]\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 7 users who have overall duration of sessions per week bigger than 20 in addition carry out sorting by total_sessions in ascending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"20419\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-09-23 03:07:16.000000+00:00\", \"2020-07-06 01:01:24.000000+00:00\"], \"session_ids\": [\"8d6d7201-a3cd-48f4-8623-1e26de771315\", \"a3f384de-faa1-43bb-a402-90b0d204decb\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 1.629}, \"98668\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-20 11:00:47.000000+00:00\", \"2020-08-07 07:52:45.000000+00:00\"], \"session_ids\": [\"abee54a5-4c86-473b-bce9-17bd97d65f24\", \"a53351de-0ea1-4e61-aa27-5ce808be0a06\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 85.0}, \"76704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-07 08:26:47.000000+00:00\", \"2019-06-08 09:07:24.000000+00:00\"], \"session_ids\": [\"f472bfc7-5061-4f6f-95d2-18837f221fea\", \"9fe89962-83e5-4d5a-a91e-7c1aa908bd8d\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 1.792}, \"86918\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-11 10:50:34.000000+00:00\", \"2021-11-07 14:15:59.000000+00:00\"], \"session_ids\": [\"95527378-5a92-4a15-8bf1-c24f7487b0c4\", \"68229ebe-6c7b-4f9e-bc52-e479d25627e8\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 4.839}, \"11345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-24 04:32:35.000000+00:00\", \"2022-03-29 00:36:55.000000+00:00\", \"2020-03-13 08:00:01.000000+00:00\", \"2022-08-09 02:05:53.000000+00:00\", \"2023-05-11 21:18:00.000000+00:00\", \"2020-04-24 13:12:35.000000+00:00\", \"2020-12-13 17:54:07.000000+00:00\", \"2020-06-23 09:29:20.000000+00:00\", \"2020-07-26 05:35:23.000000+00:00\"], \"session_ids\": [\"b0cdb11a-cdba-4f3f-ba80-b45e28c44ddd\", \"3ce4179f-d84a-461e-b219-65466b8b6bcc\", \"059236d0-ccec-4fef-bace-4b526ec0b8eb\", \"7353d006-3a49-48a6-97a4-84acfe0d927a\", \"36f44fbc-a99a-48fe-8468-efdbcce31521\", \"4a3067d1-b001-40e5-8561-e53f6d703bac\", \"579bc4ac-ef3b-4445-807f-81d6820f465f\", \"35e4b030-59e8-435e-b96d-15ac20873ee6\", \"2ba7a423-781e-482f-bdff-c3a24dec2ff2\"], \"total_duration\": 13548.0, \"total_sessions\": 9, \"mean_week_duration\": 82.109}, \"70461\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-12-28 03:18:59.000000+00:00\", \"2021-05-01 03:33:57.000000+00:00\", \"2019-04-23 18:04:30.000000+00:00\", \"2022-08-29 04:19:11.000000+00:00\", \"2021-04-25 21:25:28.000000+00:00\", \"2020-10-02 16:03:02.000000+00:00\"], \"session_ids\": [\"05e70032-46b6-4639-993f-f9f7586f8e4f\", \"18982ce8-4e80-4529-90b2-7b889267fd73\", \"2a0d3696-a207-4474-8d1a-4882b7164f6c\", \"19c9e61c-0d25-481f-89af-01ecdd8162ee\", \"0a97924b-9885-44ac-88b5-cc0d64566781\", \"0110c42e-4764-402f-bf79-78b20c721377\"], \"total_duration\": 5662.0, \"total_sessions\": 6, \"mean_week_duration\": 32.354}, \"38358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-05-23 04:58:58.000000+00:00\", \"2022-03-24 00:24:17.000000+00:00\", \"2021-07-14 19:48:07.000000+00:00\", \"2020-05-29 08:30:35.000000+00:00\", \"2019-10-13 12:29:37.000000+00:00\", \"2020-02-25 03:26:18.000000+00:00\", \"2019-06-27 12:39:12.000000+00:00\", \"2020-01-28 07:39:00.000000+00:00\"], \"session_ids\": [\"182d116e-a86d-450f-8bce-51ea09a8f144\", \"39e0bb63-a5a5-460b-9fb1-c875eeded212\", \"56857431-764e-4269-90e2-6a46f98351ad\", \"71a734cc-1ef5-4073-bf88-4b1b195e467c\", \"182e9bb5-a5e3-4683-86c6-5bd72bd7c3f8\", \"2fede56c-1d78-4ef0-9b2e-92f05bdce52e\", \"96999dff-a77d-4b42-bb72-08a1376e97fb\", \"d8b598a0-8029-4844-a682-7e668a95588e\"], \"total_duration\": 129.0, \"total_sessions\": 8, \"mean_week_duration\": 0.849}, \"74631\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-20 04:21:16.000000+00:00\", \"2022-10-14 04:10:21.000000+00:00\", \"2019-07-14 22:21:59.000000+00:00\", \"2020-06-01 22:42:35.000000+00:00\", \"2019-11-19 07:25:40.000000+00:00\", \"2019-01-16 02:47:38.000000+00:00\"], \"session_ids\": [\"f444cadc-c531-4276-b740-0d95a831800e\", \"267f65e2-9ec9-41de-9693-2dd1e5fd2b8b\", \"210b2626-2129-471a-ab8d-41829e0218a1\", \"47a3beeb-06a4-4c40-997a-23d1149b518b\", \"ca16a077-e340-46fa-a82d-493cc03466f5\", \"c3022ff5-2dcd-4078-a74e-3ad3d6ab9ebd\"], \"total_duration\": 137.0, \"total_sessions\": 6, \"mean_week_duration\": 0.593}, \"8202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-18 21:25:33.000000+00:00\", \"2021-04-10 06:14:46.000000+00:00\"], \"session_ids\": [\"4609c389-d9ac-4c05-b396-541589a4e846\", \"1baf4c67-0120-48ae-a966-d1d7275e4466\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 7.778}, \"96691\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-25 19:33:43.000000+00:00\", \"2022-12-18 17:51:00.000000+00:00\"], \"session_ids\": [\"fac1bc7f-4ddb-4270-b159-2b5eddcd0671\", \"b38a7604-b9d9-4017-9495-41d15dc85277\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 20"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 37]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"98668\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-20 11:00:47.000000+00:00\", \"2020-08-07 07:52:45.000000+00:00\"], \"session_ids\": [\"abee54a5-4c86-473b-bce9-17bd97d65f24\", \"a53351de-0ea1-4e61-aa27-5ce808be0a06\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 85.0}, \"11345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-24 04:32:35.000000+00:00\", \"2022-03-29 00:36:55.000000+00:00\", \"2020-03-13 08:00:01.000000+00:00\", \"2022-08-09 02:05:53.000000+00:00\", \"2023-05-11 21:18:00.000000+00:00\", \"2020-04-24 13:12:35.000000+00:00\", \"2020-12-13 17:54:07.000000+00:00\", \"2020-06-23 09:29:20.000000+00:00\", \"2020-07-26 05:35:23.000000+00:00\"], \"session_ids\": [\"b0cdb11a-cdba-4f3f-ba80-b45e28c44ddd\", \"3ce4179f-d84a-461e-b219-65466b8b6bcc\", \"059236d0-ccec-4fef-bace-4b526ec0b8eb\", \"7353d006-3a49-48a6-97a4-84acfe0d927a\", \"36f44fbc-a99a-48fe-8468-efdbcce31521\", \"4a3067d1-b001-40e5-8561-e53f6d703bac\", \"579bc4ac-ef3b-4445-807f-81d6820f465f\", \"35e4b030-59e8-435e-b96d-15ac20873ee6\", \"2ba7a423-781e-482f-bdff-c3a24dec2ff2\"], \"total_duration\": 13548.0, \"total_sessions\": 9, \"mean_week_duration\": 82.109}, \"70461\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-12-28 03:18:59.000000+00:00\", \"2021-05-01 03:33:57.000000+00:00\", \"2019-04-23 18:04:30.000000+00:00\", \"2022-08-29 04:19:11.000000+00:00\", \"2021-04-25 21:25:28.000000+00:00\", \"2020-10-02 16:03:02.000000+00:00\"], \"session_ids\": [\"05e70032-46b6-4639-993f-f9f7586f8e4f\", \"18982ce8-4e80-4529-90b2-7b889267fd73\", \"2a0d3696-a207-4474-8d1a-4882b7164f6c\", \"19c9e61c-0d25-481f-89af-01ecdd8162ee\", \"0a97924b-9885-44ac-88b5-cc0d64566781\", \"0110c42e-4764-402f-bf79-78b20c721377\"], \"total_duration\": 5662.0, \"total_sessions\": 6, \"mean_week_duration\": 32.354}}\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[{\"98668\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-20 11:00:47.000000+00:00\", \"2020-08-07 07:52:45.000000+00:00\"], \"session_ids\": [\"abee54a5-4c86-473b-bce9-17bd97d65f24\", \"a53351de-0ea1-4e61-aa27-5ce808be0a06\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 85.0}}, {\"70461\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-12-28 03:18:59.000000+00:00\", \"2021-05-01 03:33:57.000000+00:00\", \"2019-04-23 18:04:30.000000+00:00\", \"2022-08-29 04:19:11.000000+00:00\", \"2021-04-25 21:25:28.000000+00:00\", \"2020-10-02 16:03:02.000000+00:00\"], \"session_ids\": [\"05e70032-46b6-4639-993f-f9f7586f8e4f\", \"18982ce8-4e80-4529-90b2-7b889267fd73\", \"2a0d3696-a207-4474-8d1a-4882b7164f6c\", \"19c9e61c-0d25-481f-89af-01ecdd8162ee\", \"0a97924b-9885-44ac-88b5-cc0d64566781\", \"0110c42e-4764-402f-bf79-78b20c721377\"], \"total_duration\": 5662.0, \"total_sessions\": 6, \"mean_week_duration\": 32.354}}, {\"11345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-24 04:32:35.000000+00:00\", \"2022-03-29 00:36:55.000000+00:00\", \"2020-03-13 08:00:01.000000+00:00\", \"2022-08-09 02:05:53.000000+00:00\", \"2023-05-11 21:18:00.000000+00:00\", \"2020-04-24 13:12:35.000000+00:00\", \"2020-12-13 17:54:07.000000+00:00\", \"2020-06-23 09:29:20.000000+00:00\", \"2020-07-26 05:35:23.000000+00:00\"], \"session_ids\": [\"b0cdb11a-cdba-4f3f-ba80-b45e28c44ddd\", \"3ce4179f-d84a-461e-b219-65466b8b6bcc\", \"059236d0-ccec-4fef-bace-4b526ec0b8eb\", \"7353d006-3a49-48a6-97a4-84acfe0d927a\", \"36f44fbc-a99a-48fe-8468-efdbcce31521\", \"4a3067d1-b001-40e5-8561-e53f6d703bac\", \"579bc4ac-ef3b-4445-807f-81d6820f465f\", \"35e4b030-59e8-435e-b96d-15ac20873ee6\", \"2ba7a423-781e-482f-bdff-c3a24dec2ff2\"], \"total_duration\": 13548.0, \"total_sessions\": 9, \"mean_week_duration\": 82.109}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 7 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"98668\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-20 11:00:47.000000+00:00\", \"2020-08-07 07:52:45.000000+00:00\"], \"session_ids\": [\"abee54a5-4c86-473b-bce9-17bd97d65f24\", \"a53351de-0ea1-4e61-aa27-5ce808be0a06\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 85.0}}, {\"70461\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-12-28 03:18:59.000000+00:00\", \"2021-05-01 03:33:57.000000+00:00\", \"2019-04-23 18:04:30.000000+00:00\", \"2022-08-29 04:19:11.000000+00:00\", \"2021-04-25 21:25:28.000000+00:00\", \"2020-10-02 16:03:02.000000+00:00\"], \"session_ids\": [\"05e70032-46b6-4639-993f-f9f7586f8e4f\", \"18982ce8-4e80-4529-90b2-7b889267fd73\", \"2a0d3696-a207-4474-8d1a-4882b7164f6c\", \"19c9e61c-0d25-481f-89af-01ecdd8162ee\", \"0a97924b-9885-44ac-88b5-cc0d64566781\", \"0110c42e-4764-402f-bf79-78b20c721377\"], \"total_duration\": 5662.0, \"total_sessions\": 6, \"mean_week_duration\": 32.354}}, {\"11345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-24 04:32:35.000000+00:00\", \"2022-03-29 00:36:55.000000+00:00\", \"2020-03-13 08:00:01.000000+00:00\", \"2022-08-09 02:05:53.000000+00:00\", \"2023-05-11 21:18:00.000000+00:00\", \"2020-04-24 13:12:35.000000+00:00\", \"2020-12-13 17:54:07.000000+00:00\", \"2020-06-23 09:29:20.000000+00:00\", \"2020-07-26 05:35:23.000000+00:00\"], \"session_ids\": [\"b0cdb11a-cdba-4f3f-ba80-b45e28c44ddd\", \"3ce4179f-d84a-461e-b219-65466b8b6bcc\", \"059236d0-ccec-4fef-bace-4b526ec0b8eb\", \"7353d006-3a49-48a6-97a4-84acfe0d927a\", \"36f44fbc-a99a-48fe-8468-efdbcce31521\", \"4a3067d1-b001-40e5-8561-e53f6d703bac\", \"579bc4ac-ef3b-4445-807f-81d6820f465f\", \"35e4b030-59e8-435e-b96d-15ac20873ee6\", \"2ba7a423-781e-482f-bdff-c3a24dec2ff2\"], \"total_duration\": 13548.0, \"total_sessions\": 9, \"mean_week_duration\": 82.109}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to finish my work on that task and send the data to the requester."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"98668\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-20 11:00:47.000000+00:00\", \"2020-08-07 07:52:45.000000+00:00\"], \"session_ids\": [\"abee54a5-4c86-473b-bce9-17bd97d65f24\", \"a53351de-0ea1-4e61-aa27-5ce808be0a06\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 85.0}}, {\"70461\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-12-28 03:18:59.000000+00:00\", \"2021-05-01 03:33:57.000000+00:00\", \"2019-04-23 18:04:30.000000+00:00\", \"2022-08-29 04:19:11.000000+00:00\", \"2021-04-25 21:25:28.000000+00:00\", \"2020-10-02 16:03:02.000000+00:00\"], \"session_ids\": [\"05e70032-46b6-4639-993f-f9f7586f8e4f\", \"18982ce8-4e80-4529-90b2-7b889267fd73\", \"2a0d3696-a207-4474-8d1a-4882b7164f6c\", \"19c9e61c-0d25-481f-89af-01ecdd8162ee\", \"0a97924b-9885-44ac-88b5-cc0d64566781\", \"0110c42e-4764-402f-bf79-78b20c721377\"], \"total_duration\": 5662.0, \"total_sessions\": 6, \"mean_week_duration\": 32.354}}, {\"11345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-24 04:32:35.000000+00:00\", \"2022-03-29 00:36:55.000000+00:00\", \"2020-03-13 08:00:01.000000+00:00\", \"2022-08-09 02:05:53.000000+00:00\", \"2023-05-11 21:18:00.000000+00:00\", \"2020-04-24 13:12:35.000000+00:00\", \"2020-12-13 17:54:07.000000+00:00\", \"2020-06-23 09:29:20.000000+00:00\", \"2020-07-26 05:35:23.000000+00:00\"], \"session_ids\": [\"b0cdb11a-cdba-4f3f-ba80-b45e28c44ddd\", \"3ce4179f-d84a-461e-b219-65466b8b6bcc\", \"059236d0-ccec-4fef-bace-4b526ec0b8eb\", \"7353d006-3a49-48a6-97a4-84acfe0d927a\", \"36f44fbc-a99a-48fe-8468-efdbcce31521\", \"4a3067d1-b001-40e5-8561-e53f6d703bac\", \"579bc4ac-ef3b-4445-807f-81d6820f465f\", \"35e4b030-59e8-435e-b96d-15ac20873ee6\", \"2ba7a423-781e-482f-bdff-c3a24dec2ff2\"], \"total_duration\": 13548.0, \"total_sessions\": 9, \"mean_week_duration\": 82.109}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding 7 users who have the lowest total duration amount in addition apply sorting by time spent on the site ascendingly."
}
] |
[
{
"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{\"49737\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-08 13:53:05.000000+00:00\", \"2022-01-23 07:50:30.000000+00:00\"], \"session_ids\": [\"6bff010f-b789-4936-93d3-609b409e3685\", \"2e45a456-9e04-41e8-b3f2-bbec75cae8f9\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.033}, \"98814\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2023-02-11 21:45:58.000000+00:00\", \"2022-06-02 19:41:56.000000+00:00\"], \"session_ids\": [\"f9e91287-41cc-4b88-9076-a58f19d7cbc5\", \"af348e72-ffdc-45f0-9549-921765f482ec\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.73}, \"17109\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-19 18:28:02.000000+00:00\", \"2022-10-24 07:13:34.000000+00:00\"], \"session_ids\": [\"f9acbd25-ce26-430d-b8c8-193a75031c8c\", \"e2d62914-dada-4001-ad45-057396752286\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 6.769}, \"74550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-06 13:34:51.000000+00:00\", \"2019-09-11 15:21:47.000000+00:00\", \"2021-03-10 07:26:11.000000+00:00\"], \"session_ids\": [\"9630fed2-9b71-4665-bfe3-dea2252ad99f\", \"d2f00a90-9fda-4a48-b843-408ce6121b73\", \"103bebc4-036b-4a18-8431-2a02e32f5e45\"], \"total_duration\": 402.0, \"total_sessions\": 3, \"mean_week_duration\": 5.154}, \"76568\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-25 11:03:46.000000+00:00\", \"2020-10-08 19:30:59.000000+00:00\"], \"session_ids\": [\"7e8c474f-63c7-4d7b-b9c1-3698572cc786\", \"17099424-e281-4fab-ab86-20e8ad996ce0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}, \"33174\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-17 11:02:04.000000+00:00\", \"2020-01-10 18:00:53.000000+00:00\", \"2022-01-18 23:36:47.000000+00:00\"], \"session_ids\": [\"0f0b0a82-6f7a-4d25-912d-dc1a4e2388c6\", \"fce1b844-95e8-477a-a68d-a4fd99a5ea67\", \"3a0ba41c-49dd-4fcf-91ec-2b22151d8556\"], \"total_duration\": 151.0, \"total_sessions\": 3, \"mean_week_duration\": 1.425}, \"3711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-24 19:08:01.000000+00:00\", \"2019-10-10 21:57:46.000000+00:00\"], \"session_ids\": [\"3b643a06-8780-4a2e-9ac7-613e8ed8f052\", \"5bdd34ed-c1bf-4965-bc51-44fde0536e4a\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 3.875}, \"74606\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-03 18:26:21.000000+00:00\", \"2023-06-20 16:38:38.000000+00:00\", \"2022-04-11 22:37:36.000000+00:00\"], \"session_ids\": [\"992efc14-085f-4df9-a51a-2fddf2c42fdf\", \"939c1fe1-8f98-4412-bdb5-818352bb26b0\", \"cf5ab6e8-08cb-4ba7-9bee-2b395b807b01\"], \"total_duration\": 746.0, \"total_sessions\": 3, \"mean_week_duration\": 4.239}, \"85647\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-01 06:40:48.000000+00:00\", \"2022-09-25 06:02:13.000000+00:00\", \"2023-05-01 20:21:21.000000+00:00\", \"2022-10-03 10:30:28.000000+00:00\", \"2022-07-24 23:04:11.000000+00:00\"], \"session_ids\": [\"12bcf8d1-5bd1-460a-82c8-2f5a2198c1ad\", \"44e34ec7-3388-4a34-b777-b00ffeeeaf3c\", \"70998525-a484-40d5-ae02-e92f03642862\", \"7939d618-80cc-4412-8f5f-a311989adc9f\", \"95bed974-8cb8-4bfa-a585-e3f53f30612f\"], \"total_duration\": 1763.0, \"total_sessions\": 5, \"mean_week_duration\": 8.435}, \"99080\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-01-10 21:30:45.000000+00:00\", \"2019-02-03 21:46:39.000000+00:00\", \"2019-10-28 11:33:05.000000+00:00\", \"2021-01-12 22:43:34.000000+00:00\", \"2023-06-27 19:20:54.000000+00:00\", \"2020-12-25 22:32:15.000000+00:00\"], \"session_ids\": [\"b2371925-81fd-4393-a510-ad88ebeae095\", \"ad9aff14-63ce-4366-99e0-6db9f8b6caf3\", \"e77eb8fe-3915-4ab7-987a-ec973d284163\", \"c9ccf575-30b2-4d97-9fb8-2d311d0b4d8b\", \"983e041b-c309-48cf-a5e3-8d18ba2b3882\", \"a1fd9f16-16c0-442d-89f0-65ffb132de6b\"], \"total_duration\": 3790.0, \"total_sessions\": 6, \"mean_week_duration\": 16.478}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the lowest 7 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 7}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"76568\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-25 11:03:46.000000+00:00\", \"2020-10-08 19:30:59.000000+00:00\"], \"session_ids\": [\"7e8c474f-63c7-4d7b-b9c1-3698572cc786\", \"17099424-e281-4fab-ab86-20e8ad996ce0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}, {\"98814\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2023-02-11 21:45:58.000000+00:00\", \"2022-06-02 19:41:56.000000+00:00\"], \"session_ids\": [\"f9e91287-41cc-4b88-9076-a58f19d7cbc5\", \"af348e72-ffdc-45f0-9549-921765f482ec\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.73}}, {\"17109\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-19 18:28:02.000000+00:00\", \"2022-10-24 07:13:34.000000+00:00\"], \"session_ids\": [\"f9acbd25-ce26-430d-b8c8-193a75031c8c\", \"e2d62914-dada-4001-ad45-057396752286\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 6.769}}, {\"33174\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-17 11:02:04.000000+00:00\", \"2020-01-10 18:00:53.000000+00:00\", \"2022-01-18 23:36:47.000000+00:00\"], \"session_ids\": [\"0f0b0a82-6f7a-4d25-912d-dc1a4e2388c6\", \"fce1b844-95e8-477a-a68d-a4fd99a5ea67\", \"3a0ba41c-49dd-4fcf-91ec-2b22151d8556\"], \"total_duration\": 151.0, \"total_sessions\": 3, \"mean_week_duration\": 1.425}}, {\"49737\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-08 13:53:05.000000+00:00\", \"2022-01-23 07:50:30.000000+00:00\"], \"session_ids\": [\"6bff010f-b789-4936-93d3-609b409e3685\", \"2e45a456-9e04-41e8-b3f2-bbec75cae8f9\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.033}}, {\"74550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-06 13:34:51.000000+00:00\", \"2019-09-11 15:21:47.000000+00:00\", \"2021-03-10 07:26:11.000000+00:00\"], \"session_ids\": [\"9630fed2-9b71-4665-bfe3-dea2252ad99f\", \"d2f00a90-9fda-4a48-b843-408ce6121b73\", \"103bebc4-036b-4a18-8431-2a02e32f5e45\"], \"total_duration\": 402.0, \"total_sessions\": 3, \"mean_week_duration\": 5.154}}, {\"3711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-24 19:08:01.000000+00:00\", \"2019-10-10 21:57:46.000000+00:00\"], \"session_ids\": [\"3b643a06-8780-4a2e-9ac7-613e8ed8f052\", \"5bdd34ed-c1bf-4965-bc51-44fde0536e4a\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 3.875}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"76568\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-25 11:03:46.000000+00:00\", \"2020-10-08 19:30:59.000000+00:00\"], \"session_ids\": [\"7e8c474f-63c7-4d7b-b9c1-3698572cc786\", \"17099424-e281-4fab-ab86-20e8ad996ce0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}, {\"98814\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2023-02-11 21:45:58.000000+00:00\", \"2022-06-02 19:41:56.000000+00:00\"], \"session_ids\": [\"f9e91287-41cc-4b88-9076-a58f19d7cbc5\", \"af348e72-ffdc-45f0-9549-921765f482ec\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.73}}, {\"17109\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-19 18:28:02.000000+00:00\", \"2022-10-24 07:13:34.000000+00:00\"], \"session_ids\": [\"f9acbd25-ce26-430d-b8c8-193a75031c8c\", \"e2d62914-dada-4001-ad45-057396752286\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 6.769}}, {\"33174\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-17 11:02:04.000000+00:00\", \"2020-01-10 18:00:53.000000+00:00\", \"2022-01-18 23:36:47.000000+00:00\"], \"session_ids\": [\"0f0b0a82-6f7a-4d25-912d-dc1a4e2388c6\", \"fce1b844-95e8-477a-a68d-a4fd99a5ea67\", \"3a0ba41c-49dd-4fcf-91ec-2b22151d8556\"], \"total_duration\": 151.0, \"total_sessions\": 3, \"mean_week_duration\": 1.425}}, {\"49737\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-08 13:53:05.000000+00:00\", \"2022-01-23 07:50:30.000000+00:00\"], \"session_ids\": [\"6bff010f-b789-4936-93d3-609b409e3685\", \"2e45a456-9e04-41e8-b3f2-bbec75cae8f9\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.033}}, {\"74550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-06 13:34:51.000000+00:00\", \"2019-09-11 15:21:47.000000+00:00\", \"2021-03-10 07:26:11.000000+00:00\"], \"session_ids\": [\"9630fed2-9b71-4665-bfe3-dea2252ad99f\", \"d2f00a90-9fda-4a48-b843-408ce6121b73\", \"103bebc4-036b-4a18-8431-2a02e32f5e45\"], \"total_duration\": 402.0, \"total_sessions\": 3, \"mean_week_duration\": 5.154}}, {\"3711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-24 19:08:01.000000+00:00\", \"2019-10-10 21:57:46.000000+00:00\"], \"session_ids\": [\"3b643a06-8780-4a2e-9ac7-613e8ed8f052\", \"5bdd34ed-c1bf-4965-bc51-44fde0536e4a\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 3.875}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 7 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"76568\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-25 11:03:46.000000+00:00\", \"2020-10-08 19:30:59.000000+00:00\"], \"session_ids\": [\"7e8c474f-63c7-4d7b-b9c1-3698572cc786\", \"17099424-e281-4fab-ab86-20e8ad996ce0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}, {\"98814\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2023-02-11 21:45:58.000000+00:00\", \"2022-06-02 19:41:56.000000+00:00\"], \"session_ids\": [\"f9e91287-41cc-4b88-9076-a58f19d7cbc5\", \"af348e72-ffdc-45f0-9549-921765f482ec\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.73}}, {\"17109\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-19 18:28:02.000000+00:00\", \"2022-10-24 07:13:34.000000+00:00\"], \"session_ids\": [\"f9acbd25-ce26-430d-b8c8-193a75031c8c\", \"e2d62914-dada-4001-ad45-057396752286\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 6.769}}, {\"33174\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-17 11:02:04.000000+00:00\", \"2020-01-10 18:00:53.000000+00:00\", \"2022-01-18 23:36:47.000000+00:00\"], \"session_ids\": [\"0f0b0a82-6f7a-4d25-912d-dc1a4e2388c6\", \"fce1b844-95e8-477a-a68d-a4fd99a5ea67\", \"3a0ba41c-49dd-4fcf-91ec-2b22151d8556\"], \"total_duration\": 151.0, \"total_sessions\": 3, \"mean_week_duration\": 1.425}}, {\"49737\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-08 13:53:05.000000+00:00\", \"2022-01-23 07:50:30.000000+00:00\"], \"session_ids\": [\"6bff010f-b789-4936-93d3-609b409e3685\", \"2e45a456-9e04-41e8-b3f2-bbec75cae8f9\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.033}}, {\"74550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-06 13:34:51.000000+00:00\", \"2019-09-11 15:21:47.000000+00:00\", \"2021-03-10 07:26:11.000000+00:00\"], \"session_ids\": [\"9630fed2-9b71-4665-bfe3-dea2252ad99f\", \"d2f00a90-9fda-4a48-b843-408ce6121b73\", \"103bebc4-036b-4a18-8431-2a02e32f5e45\"], \"total_duration\": 402.0, \"total_sessions\": 3, \"mean_week_duration\": 5.154}}, {\"3711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-24 19:08:01.000000+00:00\", \"2019-10-10 21:57:46.000000+00:00\"], \"session_ids\": [\"3b643a06-8780-4a2e-9ac7-613e8ed8f052\", \"5bdd34ed-c1bf-4965-bc51-44fde0536e4a\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 3.875}}]\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[{\"76568\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-25 11:03:46.000000+00:00\", \"2020-10-08 19:30:59.000000+00:00\"], \"session_ids\": [\"7e8c474f-63c7-4d7b-b9c1-3698572cc786\", \"17099424-e281-4fab-ab86-20e8ad996ce0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}, {\"98814\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2023-02-11 21:45:58.000000+00:00\", \"2022-06-02 19:41:56.000000+00:00\"], \"session_ids\": [\"f9e91287-41cc-4b88-9076-a58f19d7cbc5\", \"af348e72-ffdc-45f0-9549-921765f482ec\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.73}}, {\"17109\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-19 18:28:02.000000+00:00\", \"2022-10-24 07:13:34.000000+00:00\"], \"session_ids\": [\"f9acbd25-ce26-430d-b8c8-193a75031c8c\", \"e2d62914-dada-4001-ad45-057396752286\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 6.769}}, {\"33174\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-17 11:02:04.000000+00:00\", \"2020-01-10 18:00:53.000000+00:00\", \"2022-01-18 23:36:47.000000+00:00\"], \"session_ids\": [\"0f0b0a82-6f7a-4d25-912d-dc1a4e2388c6\", \"fce1b844-95e8-477a-a68d-a4fd99a5ea67\", \"3a0ba41c-49dd-4fcf-91ec-2b22151d8556\"], \"total_duration\": 151.0, \"total_sessions\": 3, \"mean_week_duration\": 1.425}}, {\"49737\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-08 13:53:05.000000+00:00\", \"2022-01-23 07:50:30.000000+00:00\"], \"session_ids\": [\"6bff010f-b789-4936-93d3-609b409e3685\", \"2e45a456-9e04-41e8-b3f2-bbec75cae8f9\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 2.033}}, {\"74550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-06 13:34:51.000000+00:00\", \"2019-09-11 15:21:47.000000+00:00\", \"2021-03-10 07:26:11.000000+00:00\"], \"session_ids\": [\"9630fed2-9b71-4665-bfe3-dea2252ad99f\", \"d2f00a90-9fda-4a48-b843-408ce6121b73\", \"103bebc4-036b-4a18-8431-2a02e32f5e45\"], \"total_duration\": 402.0, \"total_sessions\": 3, \"mean_week_duration\": 5.154}}, {\"3711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-24 19:08:01.000000+00:00\", \"2019-10-10 21:57:46.000000+00:00\"], \"session_ids\": [\"3b643a06-8780-4a2e-9ac7-613e8ed8f052\", \"5bdd34ed-c1bf-4965-bc51-44fde0536e4a\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 3.875}}]\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 3 users pieces of information who have overall total duration less than 4868 and greater than 939 , moreover carry out sorting by total sessions asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"64172\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-06-07 08:18:26.000000+00:00\", \"2019-12-05 02:56:55.000000+00:00\", \"2019-03-02 22:26:18.000000+00:00\", \"2019-11-14 01:55:48.000000+00:00\"], \"session_ids\": [\"6f4a4e88-8cd0-4165-8a51-b89d5fbf4982\", \"49dac09a-6edc-49b4-8c72-8bdf1a0d877c\", \"84171aef-3792-43ed-8614-eefeb6531df4\", \"49dc94d5-25f7-4e0f-bb3c-8f14244e5681\"], \"total_duration\": 176.0, \"total_sessions\": 4, \"mean_week_duration\": 0.789}, \"79331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-08-14 11:41:09.000000+00:00\", \"2023-05-23 01:55:49.000000+00:00\", \"2020-01-06 20:40:32.000000+00:00\", \"2021-01-05 12:44:53.000000+00:00\"], \"session_ids\": [\"6b8f2b3f-efa0-4b88-87fe-1e918b44d2d5\", \"13653288-3b37-4bb2-bb74-96016718f689\", \"c22a28c2-5b7a-47d6-9dfa-95df3eb9c406\", \"27344023-2aa4-44a6-949e-5086aef37855\"], \"total_duration\": 993.0, \"total_sessions\": 4, \"mean_week_duration\": 5.041}, \"27655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-10 22:19:28.000000+00:00\", \"2019-11-08 19:58:00.000000+00:00\", \"2021-07-24 01:39:55.000000+00:00\", \"2022-11-28 09:32:39.000000+00:00\", \"2019-11-26 12:08:20.000000+00:00\", \"2020-06-23 11:03:27.000000+00:00\", \"2022-07-23 05:06:41.000000+00:00\", \"2020-01-25 08:38:46.000000+00:00\", \"2020-11-25 06:17:52.000000+00:00\", \"2022-12-19 11:27:18.000000+00:00\", \"2019-06-07 08:05:21.000000+00:00\"], \"session_ids\": [\"676f1749-c24b-4c5f-957b-9c534973c6ad\", \"c233723b-3bd5-4c13-9d2d-7552a0fae2d9\", \"60e271ec-50b3-4c9e-87ae-393977f098ec\", \"9a2a4d39-e3e5-4ae2-bda3-52ac70481411\", \"292ca361-1b78-4a2d-aeab-189bd94cab50\", \"4e75976f-86ac-4433-8489-3aad821115b2\", \"cc795e91-c4c9-4683-8d9c-06875b045edb\", \"89021bdf-07ba-4c51-98fa-93f2f6fc530c\", \"2a30cddd-2124-426c-9e0d-1902ddb09413\", \"75638001-12cc-42c8-bc16-eb1932eca2cd\", \"aad7569f-2ea5-4894-8716-8c2debaef979\"], \"total_duration\": 3093.0, \"total_sessions\": 11, \"mean_week_duration\": 16.719}, \"20432\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-19 20:16:18.000000+00:00\", \"2021-11-03 11:13:04.000000+00:00\", \"2020-02-29 06:43:06.000000+00:00\", \"2019-01-20 04:10:54.000000+00:00\", \"2019-01-22 20:31:16.000000+00:00\"], \"session_ids\": [\"46711283-a5ce-471d-9d8f-098a4cbd9e23\", \"eefb52ad-9690-4a9d-9807-4beec658fec0\", \"9c112a5c-b17f-4aa7-ba02-9b398d2032d2\", \"29cb1d06-675b-4b4b-a3f7-bb962993e0f3\", \"b6b762d4-4992-4f2c-88d2-9302f004309b\"], \"total_duration\": 2152.0, \"total_sessions\": 5, \"mean_week_duration\": 14.74}, \"77645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-26 18:41:12.000000+00:00\", \"2023-06-18 06:05:43.000000+00:00\", \"2021-11-28 10:46:54.000000+00:00\", \"2020-10-20 17:40:51.000000+00:00\", \"2021-11-07 17:05:25.000000+00:00\", \"2021-12-10 12:13:01.000000+00:00\", \"2022-08-10 02:02:24.000000+00:00\"], \"session_ids\": [\"b3003cf6-dd2a-4acc-ac45-f264c3bad12e\", \"b1634c0a-832e-4b91-b9f1-87d7d4a99828\", \"db6d7644-4f2c-4c00-aeb6-d24f6c59f58d\", \"3f138e22-18de-4b26-9659-724cf6cfe45f\", \"d37f560d-f519-4808-95cd-a1faa580a0ef\", \"8ef2f636-d304-43a4-8553-7074bb10790b\", \"8426d7eb-9f3e-4723-8301-6542397483bf\"], \"total_duration\": 1037.0, \"total_sessions\": 7, \"mean_week_duration\": 7.46}, \"73268\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-20 09:09:47.000000+00:00\", \"2021-12-13 07:34:27.000000+00:00\"], \"session_ids\": [\"56d8e409-2e71-4003-9120-fd9554f530f8\", \"f4ac6dc1-fc95-4ef7-8718-911f045f51c0\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 3.897}, \"64269\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-08-18 15:44:02.000000+00:00\", \"2022-01-31 22:47:52.000000+00:00\"], \"session_ids\": [\"e8e3c7cd-c2e6-40bc-8cfb-c31b411bbf65\", \"3127f8dd-f12d-404d-934f-5305c787bc15\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.605}, \"82996\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-10-13 07:14:17.000000+00:00\", \"2022-08-20 18:23:59.000000+00:00\"], \"session_ids\": [\"0f6e3327-a740-415b-9f65-4f2f0014a8ee\", \"2a58d8bb-78e6-4887-b0ed-0ca2dd5f6adf\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}, \"16989\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-21 02:27:00.000000+00:00\", \"2022-01-12 23:41:28.000000+00:00\"], \"session_ids\": [\"298839d4-62d7-4e44-9e27-95d0bb956d41\", \"aa36d6bd-62ab-4e61-8688-c1e4e2433201\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 1.576}, \"22581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-14 09:56:09.000000+00:00\", \"2019-07-05 20:07:10.000000+00:00\"], \"session_ids\": [\"bc731c41-de66-47a1-a627-321040109540\", \"0ff20198-538d-4561-ac67-440d74f3ee2a\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 939 and are equal or less than 4868"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[939, 4868]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"79331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-08-14 11:41:09.000000+00:00\", \"2023-05-23 01:55:49.000000+00:00\", \"2020-01-06 20:40:32.000000+00:00\", \"2021-01-05 12:44:53.000000+00:00\"], \"session_ids\": [\"6b8f2b3f-efa0-4b88-87fe-1e918b44d2d5\", \"13653288-3b37-4bb2-bb74-96016718f689\", \"c22a28c2-5b7a-47d6-9dfa-95df3eb9c406\", \"27344023-2aa4-44a6-949e-5086aef37855\"], \"total_duration\": 993.0, \"total_sessions\": 4, \"mean_week_duration\": 5.041}, \"27655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-10 22:19:28.000000+00:00\", \"2019-11-08 19:58:00.000000+00:00\", \"2021-07-24 01:39:55.000000+00:00\", \"2022-11-28 09:32:39.000000+00:00\", \"2019-11-26 12:08:20.000000+00:00\", \"2020-06-23 11:03:27.000000+00:00\", \"2022-07-23 05:06:41.000000+00:00\", \"2020-01-25 08:38:46.000000+00:00\", \"2020-11-25 06:17:52.000000+00:00\", \"2022-12-19 11:27:18.000000+00:00\", \"2019-06-07 08:05:21.000000+00:00\"], \"session_ids\": [\"676f1749-c24b-4c5f-957b-9c534973c6ad\", \"c233723b-3bd5-4c13-9d2d-7552a0fae2d9\", \"60e271ec-50b3-4c9e-87ae-393977f098ec\", \"9a2a4d39-e3e5-4ae2-bda3-52ac70481411\", \"292ca361-1b78-4a2d-aeab-189bd94cab50\", \"4e75976f-86ac-4433-8489-3aad821115b2\", \"cc795e91-c4c9-4683-8d9c-06875b045edb\", \"89021bdf-07ba-4c51-98fa-93f2f6fc530c\", \"2a30cddd-2124-426c-9e0d-1902ddb09413\", \"75638001-12cc-42c8-bc16-eb1932eca2cd\", \"aad7569f-2ea5-4894-8716-8c2debaef979\"], \"total_duration\": 3093.0, \"total_sessions\": 11, \"mean_week_duration\": 16.719}, \"20432\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-19 20:16:18.000000+00:00\", \"2021-11-03 11:13:04.000000+00:00\", \"2020-02-29 06:43:06.000000+00:00\", \"2019-01-20 04:10:54.000000+00:00\", \"2019-01-22 20:31:16.000000+00:00\"], \"session_ids\": [\"46711283-a5ce-471d-9d8f-098a4cbd9e23\", \"eefb52ad-9690-4a9d-9807-4beec658fec0\", \"9c112a5c-b17f-4aa7-ba02-9b398d2032d2\", \"29cb1d06-675b-4b4b-a3f7-bb962993e0f3\", \"b6b762d4-4992-4f2c-88d2-9302f004309b\"], \"total_duration\": 2152.0, \"total_sessions\": 5, \"mean_week_duration\": 14.74}, \"77645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-26 18:41:12.000000+00:00\", \"2023-06-18 06:05:43.000000+00:00\", \"2021-11-28 10:46:54.000000+00:00\", \"2020-10-20 17:40:51.000000+00:00\", \"2021-11-07 17:05:25.000000+00:00\", \"2021-12-10 12:13:01.000000+00:00\", \"2022-08-10 02:02:24.000000+00:00\"], \"session_ids\": [\"b3003cf6-dd2a-4acc-ac45-f264c3bad12e\", \"b1634c0a-832e-4b91-b9f1-87d7d4a99828\", \"db6d7644-4f2c-4c00-aeb6-d24f6c59f58d\", \"3f138e22-18de-4b26-9659-724cf6cfe45f\", \"d37f560d-f519-4808-95cd-a1faa580a0ef\", \"8ef2f636-d304-43a4-8553-7074bb10790b\", \"8426d7eb-9f3e-4723-8301-6542397483bf\"], \"total_duration\": 1037.0, \"total_sessions\": 7, \"mean_week_duration\": 7.46}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"79331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-08-14 11:41:09.000000+00:00\", \"2023-05-23 01:55:49.000000+00:00\", \"2020-01-06 20:40:32.000000+00:00\", \"2021-01-05 12:44:53.000000+00:00\"], \"session_ids\": [\"6b8f2b3f-efa0-4b88-87fe-1e918b44d2d5\", \"13653288-3b37-4bb2-bb74-96016718f689\", \"c22a28c2-5b7a-47d6-9dfa-95df3eb9c406\", \"27344023-2aa4-44a6-949e-5086aef37855\"], \"total_duration\": 993.0, \"total_sessions\": 4, \"mean_week_duration\": 5.041}}, {\"20432\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-19 20:16:18.000000+00:00\", \"2021-11-03 11:13:04.000000+00:00\", \"2020-02-29 06:43:06.000000+00:00\", \"2019-01-20 04:10:54.000000+00:00\", \"2019-01-22 20:31:16.000000+00:00\"], \"session_ids\": [\"46711283-a5ce-471d-9d8f-098a4cbd9e23\", \"eefb52ad-9690-4a9d-9807-4beec658fec0\", \"9c112a5c-b17f-4aa7-ba02-9b398d2032d2\", \"29cb1d06-675b-4b4b-a3f7-bb962993e0f3\", \"b6b762d4-4992-4f2c-88d2-9302f004309b\"], \"total_duration\": 2152.0, \"total_sessions\": 5, \"mean_week_duration\": 14.74}}, {\"77645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-26 18:41:12.000000+00:00\", \"2023-06-18 06:05:43.000000+00:00\", \"2021-11-28 10:46:54.000000+00:00\", \"2020-10-20 17:40:51.000000+00:00\", \"2021-11-07 17:05:25.000000+00:00\", \"2021-12-10 12:13:01.000000+00:00\", \"2022-08-10 02:02:24.000000+00:00\"], \"session_ids\": [\"b3003cf6-dd2a-4acc-ac45-f264c3bad12e\", \"b1634c0a-832e-4b91-b9f1-87d7d4a99828\", \"db6d7644-4f2c-4c00-aeb6-d24f6c59f58d\", \"3f138e22-18de-4b26-9659-724cf6cfe45f\", \"d37f560d-f519-4808-95cd-a1faa580a0ef\", \"8ef2f636-d304-43a4-8553-7074bb10790b\", \"8426d7eb-9f3e-4723-8301-6542397483bf\"], \"total_duration\": 1037.0, \"total_sessions\": 7, \"mean_week_duration\": 7.46}}, {\"27655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-10 22:19:28.000000+00:00\", \"2019-11-08 19:58:00.000000+00:00\", \"2021-07-24 01:39:55.000000+00:00\", \"2022-11-28 09:32:39.000000+00:00\", \"2019-11-26 12:08:20.000000+00:00\", \"2020-06-23 11:03:27.000000+00:00\", \"2022-07-23 05:06:41.000000+00:00\", \"2020-01-25 08:38:46.000000+00:00\", \"2020-11-25 06:17:52.000000+00:00\", \"2022-12-19 11:27:18.000000+00:00\", \"2019-06-07 08:05:21.000000+00:00\"], \"session_ids\": [\"676f1749-c24b-4c5f-957b-9c534973c6ad\", \"c233723b-3bd5-4c13-9d2d-7552a0fae2d9\", \"60e271ec-50b3-4c9e-87ae-393977f098ec\", \"9a2a4d39-e3e5-4ae2-bda3-52ac70481411\", \"292ca361-1b78-4a2d-aeab-189bd94cab50\", \"4e75976f-86ac-4433-8489-3aad821115b2\", \"cc795e91-c4c9-4683-8d9c-06875b045edb\", \"89021bdf-07ba-4c51-98fa-93f2f6fc530c\", \"2a30cddd-2124-426c-9e0d-1902ddb09413\", \"75638001-12cc-42c8-bc16-eb1932eca2cd\", \"aad7569f-2ea5-4894-8716-8c2debaef979\"], \"total_duration\": 3093.0, \"total_sessions\": 11, \"mean_week_duration\": 16.719}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 3 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"79331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-08-14 11:41:09.000000+00:00\", \"2023-05-23 01:55:49.000000+00:00\", \"2020-01-06 20:40:32.000000+00:00\", \"2021-01-05 12:44:53.000000+00:00\"], \"session_ids\": [\"6b8f2b3f-efa0-4b88-87fe-1e918b44d2d5\", \"13653288-3b37-4bb2-bb74-96016718f689\", \"c22a28c2-5b7a-47d6-9dfa-95df3eb9c406\", \"27344023-2aa4-44a6-949e-5086aef37855\"], \"total_duration\": 993.0, \"total_sessions\": 4, \"mean_week_duration\": 5.041}}, {\"20432\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-19 20:16:18.000000+00:00\", \"2021-11-03 11:13:04.000000+00:00\", \"2020-02-29 06:43:06.000000+00:00\", \"2019-01-20 04:10:54.000000+00:00\", \"2019-01-22 20:31:16.000000+00:00\"], \"session_ids\": [\"46711283-a5ce-471d-9d8f-098a4cbd9e23\", \"eefb52ad-9690-4a9d-9807-4beec658fec0\", \"9c112a5c-b17f-4aa7-ba02-9b398d2032d2\", \"29cb1d06-675b-4b4b-a3f7-bb962993e0f3\", \"b6b762d4-4992-4f2c-88d2-9302f004309b\"], \"total_duration\": 2152.0, \"total_sessions\": 5, \"mean_week_duration\": 14.74}}, {\"77645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-26 18:41:12.000000+00:00\", \"2023-06-18 06:05:43.000000+00:00\", \"2021-11-28 10:46:54.000000+00:00\", \"2020-10-20 17:40:51.000000+00:00\", \"2021-11-07 17:05:25.000000+00:00\", \"2021-12-10 12:13:01.000000+00:00\", \"2022-08-10 02:02:24.000000+00:00\"], \"session_ids\": [\"b3003cf6-dd2a-4acc-ac45-f264c3bad12e\", \"b1634c0a-832e-4b91-b9f1-87d7d4a99828\", \"db6d7644-4f2c-4c00-aeb6-d24f6c59f58d\", \"3f138e22-18de-4b26-9659-724cf6cfe45f\", \"d37f560d-f519-4808-95cd-a1faa580a0ef\", \"8ef2f636-d304-43a4-8553-7074bb10790b\", \"8426d7eb-9f3e-4723-8301-6542397483bf\"], \"total_duration\": 1037.0, \"total_sessions\": 7, \"mean_week_duration\": 7.46}}]\n```\n"
}
] |
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