conversations
list |
|---|
[
{
"role": "message-agent",
"value": "Thought: I need to close out that task and provide the requester with the obtained data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"76288\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-03-09 20:34:47.000000+00:00\", \"2019-05-20 04:51:10.000000+00:00\", \"2020-09-12 21:26:36.000000+00:00\", \"2020-07-13 11:22:05.000000+00:00\", \"2019-02-10 13:01:27.000000+00:00\", \"2020-02-12 00:48:55.000000+00:00\", \"2022-09-18 20:22:28.000000+00:00\", \"2019-05-04 09:48:17.000000+00:00\", \"2021-09-08 14:22:51.000000+00:00\"], \"session_ids\": [\"300235d2-14dc-44d7-b591-491ffc1cd7a4\", \"e65ab9b4-8c23-404a-beba-a0eea94652ae\", \"0a88af12-e4cc-4bf7-a10c-f0dea97adcef\", \"d1fe7ca1-fdca-425d-97d3-18aeaf93b4ae\", \"5f72c22b-4c90-4e99-8d18-6ff0fd4273f3\", \"5661d8e9-108c-4687-a21d-28e99b63fd14\", \"998cef14-b0d5-448f-a671-b78753b35614\", \"a175474b-4a0d-45d4-9cdd-c56631c0bb9a\", \"52570d7d-3dec-4426-9ef6-a70453d6aa7d\"], \"total_duration\": 938.0, \"total_sessions\": 9, \"mean_week_duration\": 4.989}}, {\"58307\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-06-17 21:49:27.000000+00:00\", \"2023-01-02 22:20:29.000000+00:00\", \"2020-10-09 22:37:17.000000+00:00\", \"2020-10-17 22:09:07.000000+00:00\", \"2020-07-22 05:45:31.000000+00:00\", \"2022-11-18 02:45:31.000000+00:00\", \"2022-10-26 15:56:14.000000+00:00\", \"2022-02-20 12:58:01.000000+00:00\"], \"session_ids\": [\"ab8a7c67-0ea7-406d-95dc-7339b04e3713\", \"05957687-8467-4813-bfbb-152323c518be\", \"a0cb157f-2db4-4a4f-b7a7-b8f6489d0d0f\", \"8bc26253-bea5-49ba-a1cf-818f59dfc53f\", \"5e967d26-ac5f-4f95-951f-2ef27095a44e\", \"b10a978a-e104-4652-bd93-de6ab682fbda\", \"e020b6c2-f328-4f8a-bec1-0fb3a72ee722\", \"ecbc136b-eca4-4cd9-bbbe-eece87d446a8\"], \"total_duration\": 11716.0, \"total_sessions\": 8, \"mean_week_duration\": 91.531}}, {\"45386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-08-29 04:43:39.000000+00:00\", \"2022-09-21 08:52:00.000000+00:00\", \"2020-12-04 02:01:34.000000+00:00\", \"2021-07-22 10:40:31.000000+00:00\", \"2022-01-14 09:19:25.000000+00:00\"], \"session_ids\": [\"955f73fb-cd7f-4ef8-a329-cd732a4f65ff\", \"7b20c899-1deb-47a7-8ed1-77108f404feb\", \"1471867f-834e-460c-a0b4-9bb19e3ba00a\", \"c9144908-9ac9-4af2-be47-9a66e862aa27\", \"3c020acb-7e93-4879-9e5b-ae3f78b43cf5\"], \"total_duration\": 3564.0, \"total_sessions\": 5, \"mean_week_duration\": 33.0}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm interested in learning about 6 users who have app usage time is bigger than 1538 and strictly smaller than 4953 in addition carry out sorting by overall total sessions asc + provide me only with 4 pieces of information."
}
] |
[
{
"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{\"14776\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-13 02:57:29.000000+00:00\", \"2019-05-01 19:27:36.000000+00:00\"], \"session_ids\": [\"3c4d98f0-03b0-4d3d-8b24-2694326ec563\", \"58f97ff3-ccbe-49ce-9767-50dc1ea92e2a\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 25.091}, \"75463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-09-13 05:41:48.000000+00:00\", \"2021-06-25 20:02:44.000000+00:00\"], \"session_ids\": [\"57267514-0c0e-490a-affe-4edc188f7232\", \"dfa51f5d-10d4-485f-89b7-3812b2b21294\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 16.917}, \"16105\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-16 22:38:49.000000+00:00\", \"2022-01-27 15:22:47.000000+00:00\"], \"session_ids\": [\"f78185e4-9be5-4507-ad14-0349cb25849c\", \"776986d0-3ab8-41c7-88c1-cdf1f4becc15\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 2.718}, \"14929\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-05 00:52:11.000000+00:00\", \"2020-03-30 13:38:46.000000+00:00\", \"2022-11-27 21:05:16.000000+00:00\", \"2022-04-21 01:43:31.000000+00:00\", \"2022-06-10 18:32:34.000000+00:00\", \"2023-02-21 13:45:14.000000+00:00\", \"2022-07-25 16:22:58.000000+00:00\"], \"session_ids\": [\"f802b857-4dd9-41a5-8918-4674cfef12c6\", \"0d634f6f-f6c6-42f5-a736-a0484f8c7473\", \"53bec67e-9fc4-448f-b9a3-c036b9424b1a\", \"d37bd224-fd48-4446-826b-2494088fa301\", \"eb598ad4-e874-4490-89f4-ade618b01196\", \"be8c880a-cfff-49cc-9edf-1a786fd18fb3\", \"8f920f7f-7bde-4b47-9431-840344bc72ca\"], \"total_duration\": 1917.0, \"total_sessions\": 7, \"mean_week_duration\": 11.833}, \"79567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-05-06 20:58:05.000000+00:00\", \"2020-01-01 04:24:09.000000+00:00\", \"2020-12-16 10:19:14.000000+00:00\"], \"session_ids\": [\"06489877-1b21-44aa-9a89-ec89d925b4fc\", \"5e332ee4-6416-42ce-beb6-84aa46ba8eef\", \"21c9fdbc-3af1-40f9-a8b3-4f7300209748\"], \"total_duration\": 90.0, \"total_sessions\": 3, \"mean_week_duration\": 0.732}, \"94173\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-11-17 18:04:09.000000+00:00\", \"2021-03-20 05:14:31.000000+00:00\"], \"session_ids\": [\"84be5066-f956-4f8b-9b14-3747c240bef8\", \"b68c9571-a27a-48e4-90c0-7e6d9eec8838\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 5.486}, \"78495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-18 00:00:43.000000+00:00\", \"2021-03-09 01:05:38.000000+00:00\", \"2020-08-17 10:25:54.000000+00:00\", \"2020-11-30 10:14:29.000000+00:00\", \"2022-02-07 20:37:02.000000+00:00\", \"2020-06-28 10:51:31.000000+00:00\", \"2023-05-04 05:04:46.000000+00:00\", \"2022-02-28 14:42:02.000000+00:00\"], \"session_ids\": [\"b0a207a3-b1a4-40d5-bf49-05a6243dff6b\", \"51667600-e71b-4379-8ada-a4f1dedb1fde\", \"2b48bea9-87d8-4537-b7aa-53f0725ebe92\", \"652383d9-2a61-47c7-b202-52c1761029f2\", \"1b93bf40-07f6-422b-9ee7-6d1dc382f8da\", \"5d3ccb70-be68-43c2-aabe-b942b2643558\", \"8029b220-a35a-44b1-b076-7f4f5dce20a4\", \"aaeb58e4-2267-43b8-a238-f46b698e1e6a\"], \"total_duration\": 359.0, \"total_sessions\": 8, \"mean_week_duration\": 1.889}, \"23904\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-16 00:45:14.000000+00:00\", \"2022-07-15 18:19:51.000000+00:00\", \"2019-09-29 07:41:53.000000+00:00\", \"2022-08-23 12:05:15.000000+00:00\", \"2023-05-28 01:35:47.000000+00:00\", \"2019-11-26 14:01:21.000000+00:00\", \"2022-11-19 17:30:24.000000+00:00\"], \"session_ids\": [\"8ab56983-13bc-46b2-8168-f15f619f041c\", \"b1159ceb-314b-4ae0-8eb1-a546fcf9c0e3\", \"2bf0e368-1202-455a-b27b-2c82db796afd\", \"75bec015-c976-41a3-8d74-fa8db2184b82\", \"4eaa529e-e438-4420-91f1-dbe860658219\", \"553c0ba2-8e33-495e-bc7a-8040ff594750\", \"199c53ca-8cdc-48ea-9c74-5dc11804aa7b\"], \"total_duration\": 8679.0, \"total_sessions\": 7, \"mean_week_duration\": 45.44}, \"13423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-29 13:16:26.000000+00:00\", \"2019-05-24 08:24:23.000000+00:00\"], \"session_ids\": [\"dc6edb7a-9ab8-47c5-8546-d4fa29d73c61\", \"349bde39-f03a-406b-bec5-7c2456c98a3b\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 0.963}, \"18532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-09-28 14:41:28.000000+00:00\", \"2019-04-19 12:54:21.000000+00:00\", \"2020-09-08 07:09:18.000000+00:00\"], \"session_ids\": [\"7c293cb3-00f5-439c-b4c9-15a3d6311685\", \"d95aa8ad-667f-474e-b9e6-1061f7f0ff1e\", \"117d9e54-cfac-41ec-ab64-f8676245992b\"], \"total_duration\": 823.0, \"total_sessions\": 3, \"mean_week_duration\": 6.43}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 1538 and are less than 4953"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1538, 4953]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"14929\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-05 00:52:11.000000+00:00\", \"2020-03-30 13:38:46.000000+00:00\", \"2022-11-27 21:05:16.000000+00:00\", \"2022-04-21 01:43:31.000000+00:00\", \"2022-06-10 18:32:34.000000+00:00\", \"2023-02-21 13:45:14.000000+00:00\", \"2022-07-25 16:22:58.000000+00:00\"], \"session_ids\": [\"f802b857-4dd9-41a5-8918-4674cfef12c6\", \"0d634f6f-f6c6-42f5-a736-a0484f8c7473\", \"53bec67e-9fc4-448f-b9a3-c036b9424b1a\", \"d37bd224-fd48-4446-826b-2494088fa301\", \"eb598ad4-e874-4490-89f4-ade618b01196\", \"be8c880a-cfff-49cc-9edf-1a786fd18fb3\", \"8f920f7f-7bde-4b47-9431-840344bc72ca\"], \"total_duration\": 1917.0, \"total_sessions\": 7, \"mean_week_duration\": 11.833}}\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[{\"14929\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-05 00:52:11.000000+00:00\", \"2020-03-30 13:38:46.000000+00:00\", \"2022-11-27 21:05:16.000000+00:00\", \"2022-04-21 01:43:31.000000+00:00\", \"2022-06-10 18:32:34.000000+00:00\", \"2023-02-21 13:45:14.000000+00:00\", \"2022-07-25 16:22:58.000000+00:00\"], \"session_ids\": [\"f802b857-4dd9-41a5-8918-4674cfef12c6\", \"0d634f6f-f6c6-42f5-a736-a0484f8c7473\", \"53bec67e-9fc4-448f-b9a3-c036b9424b1a\", \"d37bd224-fd48-4446-826b-2494088fa301\", \"eb598ad4-e874-4490-89f4-ade618b01196\", \"be8c880a-cfff-49cc-9edf-1a786fd18fb3\", \"8f920f7f-7bde-4b47-9431-840344bc72ca\"], \"total_duration\": 1917.0, \"total_sessions\": 7, \"mean_week_duration\": 11.833}}]\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[{\"14929\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-05 00:52:11.000000+00:00\", \"2020-03-30 13:38:46.000000+00:00\", \"2022-11-27 21:05:16.000000+00:00\", \"2022-04-21 01:43:31.000000+00:00\", \"2022-06-10 18:32:34.000000+00:00\", \"2023-02-21 13:45:14.000000+00:00\", \"2022-07-25 16:22:58.000000+00:00\"], \"session_ids\": [\"f802b857-4dd9-41a5-8918-4674cfef12c6\", \"0d634f6f-f6c6-42f5-a736-a0484f8c7473\", \"53bec67e-9fc4-448f-b9a3-c036b9424b1a\", \"d37bd224-fd48-4446-826b-2494088fa301\", \"eb598ad4-e874-4490-89f4-ade618b01196\", \"be8c880a-cfff-49cc-9edf-1a786fd18fb3\", \"8f920f7f-7bde-4b47-9431-840344bc72ca\"], \"total_duration\": 1917.0, \"total_sessions\": 7, \"mean_week_duration\": 11.833}}]\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[{\"14929\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-05 00:52:11.000000+00:00\", \"2020-03-30 13:38:46.000000+00:00\", \"2022-11-27 21:05:16.000000+00:00\", \"2022-04-21 01:43:31.000000+00:00\", \"2022-06-10 18:32:34.000000+00:00\", \"2023-02-21 13:45:14.000000+00:00\", \"2022-07-25 16:22:58.000000+00:00\"], \"session_ids\": [\"f802b857-4dd9-41a5-8918-4674cfef12c6\", \"0d634f6f-f6c6-42f5-a736-a0484f8c7473\", \"53bec67e-9fc4-448f-b9a3-c036b9424b1a\", \"d37bd224-fd48-4446-826b-2494088fa301\", \"eb598ad4-e874-4490-89f4-ade618b01196\", \"be8c880a-cfff-49cc-9edf-1a786fd18fb3\", \"8f920f7f-7bde-4b47-9431-840344bc72ca\"], \"total_duration\": 1917.0, \"total_sessions\": 7, \"mean_week_duration\": 11.833}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please offer data on user who has duration summation of sessions per week exactly 5 + put to use sorting by time spent on the site form the lowest value to the highest value + get rid of all records, except 2."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"80655\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-04-25 15:19:01.000000+00:00\", \"2023-06-26 03:01:22.000000+00:00\", \"2021-01-21 16:17:33.000000+00:00\"], \"session_ids\": [\"233f6346-1470-46c8-93d3-a37cbae22582\", \"8bcbb1d1-de4b-402b-a2d8-8314f56901ba\", \"7830640d-127a-46b3-9e7e-a3123d8a07d3\"], \"total_duration\": 399.0, \"total_sessions\": 3, \"mean_week_duration\": 3.142}, \"5762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-07-22 01:45:56.000000+00:00\", \"2022-06-06 03:24:40.000000+00:00\", \"2021-10-18 02:34:29.000000+00:00\", \"2020-01-20 11:30:28.000000+00:00\", \"2020-05-14 00:05:53.000000+00:00\", \"2022-09-20 04:11:08.000000+00:00\", \"2022-07-20 01:58:09.000000+00:00\", \"2021-02-20 11:48:00.000000+00:00\"], \"session_ids\": [\"418fa4d5-7bb5-48c1-90fe-a24d2cb7396c\", \"108e5afe-8a00-40a2-9509-f25b7892ab81\", \"c66d3995-4c1c-4226-99ff-55bdb1546ae8\", \"7f12450e-bf82-4ca3-9850-57024a82814f\", \"aefa242e-5992-4cf7-9966-e7f5c05f7e73\", \"2d5b1a55-682d-4521-9f83-dad4f249bdf9\", \"9225e658-1102-48f6-99e7-f4138f110c02\", \"6ac80ee5-6919-4e4f-92df-7c21d3dbe08c\"], \"total_duration\": 1035.0, \"total_sessions\": 8, \"mean_week_duration\": 7.446}, \"18087\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-29 04:08:47.000000+00:00\", \"2019-03-07 15:36:15.000000+00:00\"], \"session_ids\": [\"34fb39fc-2e27-48c2-bef4-07db82a534d1\", \"b17a260f-e200-47ad-b4c3-fbb6e98a934e\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"96543\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-10 21:05:30.000000+00:00\", \"2022-06-30 04:54:09.000000+00:00\"], \"session_ids\": [\"80065891-9a25-41a0-a954-bcf4252ecfb9\", \"fe98ff68-c189-4a5c-9f92-600241eddad4\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 6.882}, \"54218\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-07-27 04:24:35.000000+00:00\", \"2019-09-27 09:39:37.000000+00:00\"], \"session_ids\": [\"9e17ea54-6eab-482d-97f0-3bedaf127e92\", \"c23d845d-4d1b-447c-82a4-a140f1905984\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.427}, \"14207\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-14 16:20:12.000000+00:00\", \"2019-10-06 09:06:59.000000+00:00\", \"2021-05-27 08:16:34.000000+00:00\"], \"session_ids\": [\"db830b7d-ddfd-42c4-97d0-207643978ca9\", \"457994cf-1d04-412c-90d3-dd65afefa9d6\", \"f5b6c796-f8f7-405f-af00-351b94eabcdf\"], \"total_duration\": 140.0, \"total_sessions\": 3, \"mean_week_duration\": 1.176}, \"45473\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-16 05:57:23.000000+00:00\", \"2021-06-20 07:40:17.000000+00:00\"], \"session_ids\": [\"e3bebfa0-11e1-4279-ae49-06bebed68d36\", \"c2e47919-09f8-431c-a953-34d77193b08e\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 6.431}, \"32692\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-20 03:55:18.000000+00:00\", \"2022-05-27 13:29:14.000000+00:00\"], \"session_ids\": [\"8bc944bb-623a-4299-9230-5957bd1fdf29\", \"06cb88a9-8c33-4bff-ac66-7872ac8dfc4d\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}, \"80723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-01-14 00:17:28.000000+00:00\", \"2021-01-02 15:41:29.000000+00:00\"], \"session_ids\": [\"b0370f03-96d9-42f7-99a0-b162115fb29a\", \"d0f67ba7-04db-4751-bf5a-bfb7e1098575\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 1.412}, \"68056\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-16 03:23:12.000000+00:00\", \"2020-04-12 13:42:18.000000+00:00\"], \"session_ids\": [\"30af0bd4-fce0-4ba5-aa3d-e54f631d149b\", \"b60d2516-16cd-45f1-ad1c-b6c7fe63155f\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 3.1}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[5, 33]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about 4 users who are residing in city London plus implement sorting by total duration amount form the highest value to the lowest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"23266\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-10 22:37:54.000000+00:00\", \"2021-04-30 19:52:43.000000+00:00\", \"2019-10-07 19:14:52.000000+00:00\", \"2023-01-28 09:47:25.000000+00:00\"], \"session_ids\": [\"011e65d7-e0a2-4f92-8adb-09aa38c1bce8\", \"7c48d4ff-8d1d-4fd4-a0a7-281edffbcaac\", \"e4d94810-e101-4d4c-8dd3-009939be66c5\", \"7ad17a07-1dd9-4b08-8a7a-d05891e34a0d\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 4.214}, \"18116\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-06-10 06:18:13.000000+00:00\", \"2022-03-13 00:21:29.000000+00:00\", \"2021-06-15 23:48:24.000000+00:00\"], \"session_ids\": [\"d8b323a2-a8e0-45ca-8629-0a3432c7841e\", \"d4cfcacc-1f70-4fbd-9f67-9661d83ecb55\", \"424bae02-bbfc-4d6b-9fcd-7a4aecca02a3\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}, \"33353\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-06-03 16:54:05.000000+00:00\", \"2019-08-09 16:55:53.000000+00:00\"], \"session_ids\": [\"8403adb5-e495-445a-ac30-b859881c362e\", \"13eeca42-7c04-4cee-a50a-dd48ea61190e\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 0.694}, \"60944\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-02-08 22:12:06.000000+00:00\", \"2020-04-11 06:46:54.000000+00:00\", \"2020-08-03 12:48:26.000000+00:00\"], \"session_ids\": [\"aa4539bd-4616-4616-a15d-ce9d3b100ca1\", \"7755acdb-fbc5-45ef-af27-68effb219233\", \"006b40ec-f1ca-4092-af88-c1ff294ba7c3\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.551}, \"75455\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-23 03:32:53.000000+00:00\", \"2023-04-11 03:01:18.000000+00:00\"], \"session_ids\": [\"9922a666-9953-4639-bc9f-b041540c7caa\", \"f2248366-7c71-43e8-a438-4fdba6097036\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}, \"69253\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-08-15 23:02:03.000000+00:00\", \"2021-04-27 03:33:41.000000+00:00\", \"2021-05-08 22:18:36.000000+00:00\"], \"session_ids\": [\"e6a7a745-97bb-4f1f-abfd-48e9035002df\", \"af67c51b-ae47-4b6e-94cc-765ded8e0a3e\", \"e5fb6df6-11f3-40f8-89e3-cfe214adea79\"], \"total_duration\": 419.0, \"total_sessions\": 3, \"mean_week_duration\": 6.162}, \"14343\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-25 23:09:33.000000+00:00\", \"2019-02-22 10:40:38.000000+00:00\"], \"session_ids\": [\"606b2fd4-bf0f-4fed-8ca2-e397bb9a051b\", \"798ada53-b11c-4abe-9d8b-41a57eab82a3\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.311}, \"18573\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-15 22:25:49.000000+00:00\", \"2019-01-03 20:31:10.000000+00:00\"], \"session_ids\": [\"089ade0c-1b4d-4554-975a-f920aa541bf4\", \"8a217605-d5f2-455b-b68e-50377791ee9a\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.312}, \"61851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-10 20:57:27.000000+00:00\", \"2022-08-28 17:36:57.000000+00:00\", \"2023-03-23 18:56:57.000000+00:00\"], \"session_ids\": [\"a1665edf-0130-4b88-a759-2ee0cc910093\", \"433c70f8-5985-4d5b-91c7-03bc85cfeb99\", \"4ffe3ebf-a299-4e5f-b339-9edfc1157d9e\"], \"total_duration\": 265.0, \"total_sessions\": 3, \"mean_week_duration\": 3.732}, \"76268\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-27 19:22:57.000000+00:00\", \"2022-10-12 23:27:56.000000+00:00\"], \"session_ids\": [\"478ddc41-00a8-4640-95dd-b08a2f756b83\", \"23098fe1-9091-4c85-a9a9-638dd54c1c5a\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 3.883}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is London"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"London\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about user who has total_duration strictly less than 1702 and greater than 4916 (not including) also sort by time using the app desc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"17877\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-12 00:58:50.000000+00:00\", \"2023-06-09 09:00:03.000000+00:00\"], \"session_ids\": [\"f6091735-08d0-458e-9d8c-292251564f7b\", \"9d857f0c-a3ed-4274-ba5b-a377d6a9a524\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}, \"12917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-11 03:28:34.000000+00:00\", \"2019-12-27 03:02:00.000000+00:00\", \"2022-02-25 10:58:36.000000+00:00\", \"2021-07-24 14:13:01.000000+00:00\"], \"session_ids\": [\"8d0e26fc-b884-4e63-9d87-5f3df70dc2f7\", \"29608202-f280-47af-8974-04b21cebdae8\", \"ea8c198a-46c2-46b2-a6ea-96d4a2a4074e\", \"815a560a-07d6-40a1-9407-642cbe687ed5\"], \"total_duration\": 912.0, \"total_sessions\": 4, \"mean_week_duration\": 8.071}, \"31140\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-04 19:06:06.000000+00:00\", \"2022-03-02 13:03:42.000000+00:00\"], \"session_ids\": [\"8613e0b4-23e4-490e-a3f5-6cc526f184c5\", \"7cdd1ece-48df-4a60-ab62-44a093e7e1d7\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 3.161}, \"93344\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-02 01:37:25.000000+00:00\", \"2019-05-25 19:30:11.000000+00:00\", \"2021-10-20 21:51:15.000000+00:00\", \"2021-12-03 17:48:27.000000+00:00\", \"2023-04-20 23:38:26.000000+00:00\", \"2019-07-02 08:31:29.000000+00:00\"], \"session_ids\": [\"9c7554ee-2aee-48a7-8557-8b553b2fa788\", \"9635cf9c-d547-4582-aab7-a82b379e7b9b\", \"1d02ee5d-5e2b-41f3-87ab-bc09b3befc1a\", \"75b51a35-ed57-4dfb-bb61-b302c674fe7b\", \"afc4f057-7e85-4ce9-833a-f8d4804b31a5\", \"60b0e052-2c89-46ce-ae8d-b05a44854d9c\"], \"total_duration\": 327.0, \"total_sessions\": 6, \"mean_week_duration\": 1.603}, \"54608\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-07 17:04:51.000000+00:00\", \"2023-06-04 17:49:52.000000+00:00\", \"2019-08-31 14:32:01.000000+00:00\", \"2023-02-13 00:34:36.000000+00:00\"], \"session_ids\": [\"64ab5cd1-b27b-4a1e-b576-da5f3687e333\", \"b19ca732-8738-4bb9-bfe3-ab83c9140ab6\", \"9e92ac24-ba1b-4273-8763-92829344fcdf\", \"5a37e505-4429-4bda-837c-8e2ecdcd9ec2\"], \"total_duration\": 169.0, \"total_sessions\": 4, \"mean_week_duration\": 0.793}, \"28994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-25 07:59:07.000000+00:00\", \"2022-01-20 11:08:01.000000+00:00\"], \"session_ids\": [\"c83afb5b-d885-4077-ad2c-761d76cf86f3\", \"26b2913c-0176-4928-b7d0-aba2931c056d\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 2.379}, \"64283\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-23 22:11:18.000000+00:00\", \"2021-11-14 11:51:30.000000+00:00\", \"2023-01-17 07:25:07.000000+00:00\", \"2022-09-13 13:04:11.000000+00:00\", \"2022-07-20 12:53:24.000000+00:00\"], \"session_ids\": [\"749b0835-728d-4b0a-a86a-6795273e630e\", \"c086160c-dec8-47c2-acce-ed9c4f072c92\", \"88f9d39f-158b-402d-99a9-8ac545fa1db6\", \"0039050b-47ca-41c3-bc87-17cee7bdd7a0\", \"a4c4f7dd-c251-4eae-8632-f1359e4ff272\"], \"total_duration\": 1298.0, \"total_sessions\": 5, \"mean_week_duration\": 7.68}, \"21978\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-15 12:28:11.000000+00:00\", \"2022-10-23 14:01:05.000000+00:00\", \"2021-01-04 03:18:20.000000+00:00\", \"2019-06-27 22:27:33.000000+00:00\", \"2020-03-18 01:44:20.000000+00:00\", \"2021-09-19 14:30:21.000000+00:00\", \"2020-11-27 05:33:51.000000+00:00\"], \"session_ids\": [\"14cf4ff6-4edd-4970-9744-4584a6fe02c3\", \"9dd9894b-b1bd-4d30-98f0-352f7939f028\", \"32b63cc5-e8c3-48fd-b24e-64b8ad1005e1\", \"72007e48-3154-41b7-b198-edbe3f9f3a60\", \"03b4846d-e678-4683-b243-1f8c8737f102\", \"5b4f0c64-29dd-40d3-873c-a4a24e510dc5\", \"4590510b-29c5-405e-a0fa-5181e0bad7f3\"], \"total_duration\": 2418.0, \"total_sessions\": 7, \"mean_week_duration\": 13.897}, \"11999\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-28 16:25:48.000000+00:00\", \"2020-12-10 06:07:36.000000+00:00\", \"2021-08-09 09:53:14.000000+00:00\"], \"session_ids\": [\"18c05210-c15c-41d0-8d7d-a0989a8908ad\", \"a311bace-9d48-472e-87b3-7d905f0d5b64\", \"428af4ab-4673-4ea7-bf9e-565d5e31e15a\"], \"total_duration\": 595.0, \"total_sessions\": 3, \"mean_week_duration\": 10.259}, \"61934\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-23 14:25:18.000000+00:00\", \"2019-04-08 13:00:29.000000+00:00\"], \"session_ids\": [\"43b0e47e-9f0a-46bf-bfb8-e4fd75bb656c\", \"b6f08b98-2f5d-45f6-bf10-f8ce09e03fca\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 60.857}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 1702 and are greater than 4916"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[1702, 4916]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"17877\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-12 00:58:50.000000+00:00\", \"2023-06-09 09:00:03.000000+00:00\"], \"session_ids\": [\"f6091735-08d0-458e-9d8c-292251564f7b\", \"9d857f0c-a3ed-4274-ba5b-a377d6a9a524\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}, \"12917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-11 03:28:34.000000+00:00\", \"2019-12-27 03:02:00.000000+00:00\", \"2022-02-25 10:58:36.000000+00:00\", \"2021-07-24 14:13:01.000000+00:00\"], \"session_ids\": [\"8d0e26fc-b884-4e63-9d87-5f3df70dc2f7\", \"29608202-f280-47af-8974-04b21cebdae8\", \"ea8c198a-46c2-46b2-a6ea-96d4a2a4074e\", \"815a560a-07d6-40a1-9407-642cbe687ed5\"], \"total_duration\": 912.0, \"total_sessions\": 4, \"mean_week_duration\": 8.071}, \"31140\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-04 19:06:06.000000+00:00\", \"2022-03-02 13:03:42.000000+00:00\"], \"session_ids\": [\"8613e0b4-23e4-490e-a3f5-6cc526f184c5\", \"7cdd1ece-48df-4a60-ab62-44a093e7e1d7\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 3.161}, \"93344\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-02 01:37:25.000000+00:00\", \"2019-05-25 19:30:11.000000+00:00\", \"2021-10-20 21:51:15.000000+00:00\", \"2021-12-03 17:48:27.000000+00:00\", \"2023-04-20 23:38:26.000000+00:00\", \"2019-07-02 08:31:29.000000+00:00\"], \"session_ids\": [\"9c7554ee-2aee-48a7-8557-8b553b2fa788\", \"9635cf9c-d547-4582-aab7-a82b379e7b9b\", \"1d02ee5d-5e2b-41f3-87ab-bc09b3befc1a\", \"75b51a35-ed57-4dfb-bb61-b302c674fe7b\", \"afc4f057-7e85-4ce9-833a-f8d4804b31a5\", \"60b0e052-2c89-46ce-ae8d-b05a44854d9c\"], \"total_duration\": 327.0, \"total_sessions\": 6, \"mean_week_duration\": 1.603}, \"54608\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-07 17:04:51.000000+00:00\", \"2023-06-04 17:49:52.000000+00:00\", \"2019-08-31 14:32:01.000000+00:00\", \"2023-02-13 00:34:36.000000+00:00\"], \"session_ids\": [\"64ab5cd1-b27b-4a1e-b576-da5f3687e333\", \"b19ca732-8738-4bb9-bfe3-ab83c9140ab6\", \"9e92ac24-ba1b-4273-8763-92829344fcdf\", \"5a37e505-4429-4bda-837c-8e2ecdcd9ec2\"], \"total_duration\": 169.0, \"total_sessions\": 4, \"mean_week_duration\": 0.793}, \"28994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-25 07:59:07.000000+00:00\", \"2022-01-20 11:08:01.000000+00:00\"], \"session_ids\": [\"c83afb5b-d885-4077-ad2c-761d76cf86f3\", \"26b2913c-0176-4928-b7d0-aba2931c056d\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 2.379}, \"64283\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-23 22:11:18.000000+00:00\", \"2021-11-14 11:51:30.000000+00:00\", \"2023-01-17 07:25:07.000000+00:00\", \"2022-09-13 13:04:11.000000+00:00\", \"2022-07-20 12:53:24.000000+00:00\"], \"session_ids\": [\"749b0835-728d-4b0a-a86a-6795273e630e\", \"c086160c-dec8-47c2-acce-ed9c4f072c92\", \"88f9d39f-158b-402d-99a9-8ac545fa1db6\", \"0039050b-47ca-41c3-bc87-17cee7bdd7a0\", \"a4c4f7dd-c251-4eae-8632-f1359e4ff272\"], \"total_duration\": 1298.0, \"total_sessions\": 5, \"mean_week_duration\": 7.68}, \"11999\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-28 16:25:48.000000+00:00\", \"2020-12-10 06:07:36.000000+00:00\", \"2021-08-09 09:53:14.000000+00:00\"], \"session_ids\": [\"18c05210-c15c-41d0-8d7d-a0989a8908ad\", \"a311bace-9d48-472e-87b3-7d905f0d5b64\", \"428af4ab-4673-4ea7-bf9e-565d5e31e15a\"], \"total_duration\": 595.0, \"total_sessions\": 3, \"mean_week_duration\": 10.259}, \"61934\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-23 14:25:18.000000+00:00\", \"2019-04-08 13:00:29.000000+00:00\"], \"session_ids\": [\"43b0e47e-9f0a-46bf-bfb8-e4fd75bb656c\", \"b6f08b98-2f5d-45f6-bf10-f8ce09e03fca\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 60.857}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"64283\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-23 22:11:18.000000+00:00\", \"2021-11-14 11:51:30.000000+00:00\", \"2023-01-17 07:25:07.000000+00:00\", \"2022-09-13 13:04:11.000000+00:00\", \"2022-07-20 12:53:24.000000+00:00\"], \"session_ids\": [\"749b0835-728d-4b0a-a86a-6795273e630e\", \"c086160c-dec8-47c2-acce-ed9c4f072c92\", \"88f9d39f-158b-402d-99a9-8ac545fa1db6\", \"0039050b-47ca-41c3-bc87-17cee7bdd7a0\", \"a4c4f7dd-c251-4eae-8632-f1359e4ff272\"], \"total_duration\": 1298.0, \"total_sessions\": 5, \"mean_week_duration\": 7.68}}, {\"12917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-11 03:28:34.000000+00:00\", \"2019-12-27 03:02:00.000000+00:00\", \"2022-02-25 10:58:36.000000+00:00\", \"2021-07-24 14:13:01.000000+00:00\"], \"session_ids\": [\"8d0e26fc-b884-4e63-9d87-5f3df70dc2f7\", \"29608202-f280-47af-8974-04b21cebdae8\", \"ea8c198a-46c2-46b2-a6ea-96d4a2a4074e\", \"815a560a-07d6-40a1-9407-642cbe687ed5\"], \"total_duration\": 912.0, \"total_sessions\": 4, \"mean_week_duration\": 8.071}}, {\"11999\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-28 16:25:48.000000+00:00\", \"2020-12-10 06:07:36.000000+00:00\", \"2021-08-09 09:53:14.000000+00:00\"], \"session_ids\": [\"18c05210-c15c-41d0-8d7d-a0989a8908ad\", \"a311bace-9d48-472e-87b3-7d905f0d5b64\", \"428af4ab-4673-4ea7-bf9e-565d5e31e15a\"], \"total_duration\": 595.0, \"total_sessions\": 3, \"mean_week_duration\": 10.259}}, {\"61934\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-05-23 14:25:18.000000+00:00\", \"2019-04-08 13:00:29.000000+00:00\"], \"session_ids\": [\"43b0e47e-9f0a-46bf-bfb8-e4fd75bb656c\", \"b6f08b98-2f5d-45f6-bf10-f8ce09e03fca\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 60.857}}, {\"93344\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-02 01:37:25.000000+00:00\", \"2019-05-25 19:30:11.000000+00:00\", \"2021-10-20 21:51:15.000000+00:00\", \"2021-12-03 17:48:27.000000+00:00\", \"2023-04-20 23:38:26.000000+00:00\", \"2019-07-02 08:31:29.000000+00:00\"], \"session_ids\": [\"9c7554ee-2aee-48a7-8557-8b553b2fa788\", \"9635cf9c-d547-4582-aab7-a82b379e7b9b\", \"1d02ee5d-5e2b-41f3-87ab-bc09b3befc1a\", \"75b51a35-ed57-4dfb-bb61-b302c674fe7b\", \"afc4f057-7e85-4ce9-833a-f8d4804b31a5\", \"60b0e052-2c89-46ce-ae8d-b05a44854d9c\"], \"total_duration\": 327.0, \"total_sessions\": 6, \"mean_week_duration\": 1.603}}, {\"28994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-25 07:59:07.000000+00:00\", \"2022-01-20 11:08:01.000000+00:00\"], \"session_ids\": [\"c83afb5b-d885-4077-ad2c-761d76cf86f3\", \"26b2913c-0176-4928-b7d0-aba2931c056d\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 2.379}}, {\"54608\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-07 17:04:51.000000+00:00\", \"2023-06-04 17:49:52.000000+00:00\", \"2019-08-31 14:32:01.000000+00:00\", \"2023-02-13 00:34:36.000000+00:00\"], \"session_ids\": [\"64ab5cd1-b27b-4a1e-b576-da5f3687e333\", \"b19ca732-8738-4bb9-bfe3-ab83c9140ab6\", \"9e92ac24-ba1b-4273-8763-92829344fcdf\", \"5a37e505-4429-4bda-837c-8e2ecdcd9ec2\"], \"total_duration\": 169.0, \"total_sessions\": 4, \"mean_week_duration\": 0.793}}, {\"31140\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-04 19:06:06.000000+00:00\", \"2022-03-02 13:03:42.000000+00:00\"], \"session_ids\": [\"8613e0b4-23e4-490e-a3f5-6cc526f184c5\", \"7cdd1ece-48df-4a60-ab62-44a093e7e1d7\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 3.161}}, {\"17877\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-12 00:58:50.000000+00:00\", \"2023-06-09 09:00:03.000000+00:00\"], \"session_ids\": [\"f6091735-08d0-458e-9d8c-292251564f7b\", \"9d857f0c-a3ed-4274-ba5b-a377d6a9a524\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 8.667}}]\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[{\"64283\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-23 22:11:18.000000+00:00\", \"2021-11-14 11:51:30.000000+00:00\", \"2023-01-17 07:25:07.000000+00:00\", \"2022-09-13 13:04:11.000000+00:00\", \"2022-07-20 12:53:24.000000+00:00\"], \"session_ids\": [\"749b0835-728d-4b0a-a86a-6795273e630e\", \"c086160c-dec8-47c2-acce-ed9c4f072c92\", \"88f9d39f-158b-402d-99a9-8ac545fa1db6\", \"0039050b-47ca-41c3-bc87-17cee7bdd7a0\", \"a4c4f7dd-c251-4eae-8632-f1359e4ff272\"], \"total_duration\": 1298.0, \"total_sessions\": 5, \"mean_week_duration\": 7.68}}]\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[{\"64283\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-23 22:11:18.000000+00:00\", \"2021-11-14 11:51:30.000000+00:00\", \"2023-01-17 07:25:07.000000+00:00\", \"2022-09-13 13:04:11.000000+00:00\", \"2022-07-20 12:53:24.000000+00:00\"], \"session_ids\": [\"749b0835-728d-4b0a-a86a-6795273e630e\", \"c086160c-dec8-47c2-acce-ed9c4f072c92\", \"88f9d39f-158b-402d-99a9-8ac545fa1db6\", \"0039050b-47ca-41c3-bc87-17cee7bdd7a0\", \"a4c4f7dd-c251-4eae-8632-f1359e4ff272\"], \"total_duration\": 1298.0, \"total_sessions\": 5, \"mean_week_duration\": 7.68}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm eager to find out about user who has the largest value of total duration amount additionaly do sorting by name of the town ascending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"39340\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-11-19 18:55:22.000000+00:00\", \"2020-11-26 13:56:36.000000+00:00\", \"2021-04-02 15:47:58.000000+00:00\"], \"session_ids\": [\"fd8093d7-321d-47aa-9fac-d107b370603e\", \"1b04d7ec-f724-4c50-9afa-901c2b733d35\", \"be8659b5-9401-4f18-bb9c-ccf29b65bb68\"], \"total_duration\": 757.0, \"total_sessions\": 3, \"mean_week_duration\": 7.279}, \"73504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-11-08 13:44:02.000000+00:00\", \"2020-06-22 06:45:38.000000+00:00\", \"2022-08-16 16:12:20.000000+00:00\", \"2020-07-19 06:40:20.000000+00:00\"], \"session_ids\": [\"11498e9b-2325-4d70-b19c-52a461a3208e\", \"9e11220c-f0c9-4cde-bc22-e603ed2bd476\", \"7de748d8-9dbd-422d-9d93-7c679c01b94c\", \"aefb262f-3fa0-438f-a588-98d588455d0b\"], \"total_duration\": 1397.0, \"total_sessions\": 4, \"mean_week_duration\": 9.634}, \"24856\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2020-02-14 06:20:55.000000+00:00\", \"2020-02-02 03:58:44.000000+00:00\"], \"session_ids\": [\"feca29a0-f28f-4fb1-93ff-046d457f78d7\", \"789e8b0e-374b-4623-b80f-b85af3debac5\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 98.5}, \"38525\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-27 01:46:21.000000+00:00\", \"2021-12-06 16:34:31.000000+00:00\", \"2019-02-04 14:45:16.000000+00:00\"], \"session_ids\": [\"294d86ab-4d3d-4952-94f3-5f952ae66a2c\", \"af770357-a3ef-45e8-b30f-e7538f58d32e\", \"f86dc016-801a-47f2-95db-02e24f17d88c\"], \"total_duration\": 721.0, \"total_sessions\": 3, \"mean_week_duration\": 4.872}, \"94296\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-07-10 17:26:16.000000+00:00\", \"2023-02-17 03:37:08.000000+00:00\"], \"session_ids\": [\"735f3924-c2a2-4d58-9f65-08a4c1dcbea8\", \"304d1adf-c17b-42fe-9ad4-a316822f91c8\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}, \"6131\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-10-01 04:54:33.000000+00:00\", \"2021-06-27 09:13:16.000000+00:00\", \"2021-02-09 13:50:46.000000+00:00\"], \"session_ids\": [\"0c319408-d813-4bd4-a993-240c8e18072d\", \"497d521f-dcf3-476d-9899-2e58b6e2733a\", \"ff13b413-f02c-481b-b062-efeb84834776\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.523}, \"76385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-02 11:15:41.000000+00:00\", \"2022-03-03 13:37:44.000000+00:00\", \"2020-12-30 07:44:19.000000+00:00\", \"2020-04-20 10:38:41.000000+00:00\", \"2022-04-19 03:07:47.000000+00:00\"], \"session_ids\": [\"269e5c8d-1301-459d-9212-78b0ebab57d4\", \"348ef232-6a95-4538-ae9d-f567bbe0923c\", \"b8eebd77-79c6-4d22-81d0-ae983fda423b\", \"d1c0e25f-11fc-4a02-be2d-e117604fe770\", \"5acb6ff2-b96b-4615-8268-210aabdd4bbf\"], \"total_duration\": 1232.0, \"total_sessions\": 5, \"mean_week_duration\": 8.676}, \"92587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-09-11 19:09:12.000000+00:00\", \"2021-11-06 16:13:59.000000+00:00\", \"2023-06-02 06:02:32.000000+00:00\", \"2020-07-29 08:42:47.000000+00:00\"], \"session_ids\": [\"d16a76eb-95b3-439c-81ad-7cad3baec2d4\", \"e15934a8-fb36-48bc-8e1c-28acc50a412d\", \"1eed39d3-23e0-482d-b1aa-d760da30a7a5\", \"2395eb2f-3fb8-4839-b3ec-8bfdda469773\"], \"total_duration\": 855.0, \"total_sessions\": 4, \"mean_week_duration\": 4.385}, \"21391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-04-11 10:00:07.000000+00:00\", \"2020-09-09 18:09:47.000000+00:00\", \"2019-11-28 16:30:43.000000+00:00\"], \"session_ids\": [\"adf5a993-acc8-496d-ac12-bb3937e0f23d\", \"9e66b784-0fec-47be-8b1f-0becd6d4243a\", \"cf2167e6-4352-4905-92b6-433e13b637b5\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 1.049}, \"37744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-02-13 20:04:05.000000+00:00\", \"2021-02-24 15:37:55.000000+00:00\", \"2021-02-10 17:30:10.000000+00:00\", \"2020-05-15 21:21:52.000000+00:00\"], \"session_ids\": [\"3531e573-02fc-4526-8351-272f97f34032\", \"2c7a5531-c1ae-4f9a-8890-e147e66899ec\", \"acc50706-53d7-41a8-827d-b0808f452e04\", \"e70d82e7-dbb8-4b06-9363-3dd5c9deb2be\"], \"total_duration\": 675.0, \"total_sessions\": 4, \"mean_week_duration\": 7.337}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the highest 1 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"73504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-11-08 13:44:02.000000+00:00\", \"2020-06-22 06:45:38.000000+00:00\", \"2022-08-16 16:12:20.000000+00:00\", \"2020-07-19 06:40:20.000000+00:00\"], \"session_ids\": [\"11498e9b-2325-4d70-b19c-52a461a3208e\", \"9e11220c-f0c9-4cde-bc22-e603ed2bd476\", \"7de748d8-9dbd-422d-9d93-7c679c01b94c\", \"aefb262f-3fa0-438f-a588-98d588455d0b\"], \"total_duration\": 1397.0, \"total_sessions\": 4, \"mean_week_duration\": 9.634}}, {\"76385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-02 11:15:41.000000+00:00\", \"2022-03-03 13:37:44.000000+00:00\", \"2020-12-30 07:44:19.000000+00:00\", \"2020-04-20 10:38:41.000000+00:00\", \"2022-04-19 03:07:47.000000+00:00\"], \"session_ids\": [\"269e5c8d-1301-459d-9212-78b0ebab57d4\", \"348ef232-6a95-4538-ae9d-f567bbe0923c\", \"b8eebd77-79c6-4d22-81d0-ae983fda423b\", \"d1c0e25f-11fc-4a02-be2d-e117604fe770\", \"5acb6ff2-b96b-4615-8268-210aabdd4bbf\"], \"total_duration\": 1232.0, \"total_sessions\": 5, \"mean_week_duration\": 8.676}}, {\"92587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-09-11 19:09:12.000000+00:00\", \"2021-11-06 16:13:59.000000+00:00\", \"2023-06-02 06:02:32.000000+00:00\", \"2020-07-29 08:42:47.000000+00:00\"], \"session_ids\": [\"d16a76eb-95b3-439c-81ad-7cad3baec2d4\", \"e15934a8-fb36-48bc-8e1c-28acc50a412d\", \"1eed39d3-23e0-482d-b1aa-d760da30a7a5\", \"2395eb2f-3fb8-4839-b3ec-8bfdda469773\"], \"total_duration\": 855.0, \"total_sessions\": 4, \"mean_week_duration\": 4.385}}]\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[{\"92587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-09-11 19:09:12.000000+00:00\", \"2021-11-06 16:13:59.000000+00:00\", \"2023-06-02 06:02:32.000000+00:00\", \"2020-07-29 08:42:47.000000+00:00\"], \"session_ids\": [\"d16a76eb-95b3-439c-81ad-7cad3baec2d4\", \"e15934a8-fb36-48bc-8e1c-28acc50a412d\", \"1eed39d3-23e0-482d-b1aa-d760da30a7a5\", \"2395eb2f-3fb8-4839-b3ec-8bfdda469773\"], \"total_duration\": 855.0, \"total_sessions\": 4, \"mean_week_duration\": 4.385}}, {\"73504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-11-08 13:44:02.000000+00:00\", \"2020-06-22 06:45:38.000000+00:00\", \"2022-08-16 16:12:20.000000+00:00\", \"2020-07-19 06:40:20.000000+00:00\"], \"session_ids\": [\"11498e9b-2325-4d70-b19c-52a461a3208e\", \"9e11220c-f0c9-4cde-bc22-e603ed2bd476\", \"7de748d8-9dbd-422d-9d93-7c679c01b94c\", \"aefb262f-3fa0-438f-a588-98d588455d0b\"], \"total_duration\": 1397.0, \"total_sessions\": 4, \"mean_week_duration\": 9.634}}, {\"76385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-02 11:15:41.000000+00:00\", \"2022-03-03 13:37:44.000000+00:00\", \"2020-12-30 07:44:19.000000+00:00\", \"2020-04-20 10:38:41.000000+00:00\", \"2022-04-19 03:07:47.000000+00:00\"], \"session_ids\": [\"269e5c8d-1301-459d-9212-78b0ebab57d4\", \"348ef232-6a95-4538-ae9d-f567bbe0923c\", \"b8eebd77-79c6-4d22-81d0-ae983fda423b\", \"d1c0e25f-11fc-4a02-be2d-e117604fe770\", \"5acb6ff2-b96b-4615-8268-210aabdd4bbf\"], \"total_duration\": 1232.0, \"total_sessions\": 5, \"mean_week_duration\": 8.676}}]\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[{\"92587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-09-11 19:09:12.000000+00:00\", \"2021-11-06 16:13:59.000000+00:00\", \"2023-06-02 06:02:32.000000+00:00\", \"2020-07-29 08:42:47.000000+00:00\"], \"session_ids\": [\"d16a76eb-95b3-439c-81ad-7cad3baec2d4\", \"e15934a8-fb36-48bc-8e1c-28acc50a412d\", \"1eed39d3-23e0-482d-b1aa-d760da30a7a5\", \"2395eb2f-3fb8-4839-b3ec-8bfdda469773\"], \"total_duration\": 855.0, \"total_sessions\": 4, \"mean_week_duration\": 4.385}}]\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[{\"92587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-09-11 19:09:12.000000+00:00\", \"2021-11-06 16:13:59.000000+00:00\", \"2023-06-02 06:02:32.000000+00:00\", \"2020-07-29 08:42:47.000000+00:00\"], \"session_ids\": [\"d16a76eb-95b3-439c-81ad-7cad3baec2d4\", \"e15934a8-fb36-48bc-8e1c-28acc50a412d\", \"1eed39d3-23e0-482d-b1aa-d760da30a7a5\", \"2395eb2f-3fb8-4839-b3ec-8bfdda469773\"], \"total_duration\": 855.0, \"total_sessions\": 4, \"mean_week_duration\": 4.385}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you tell me about user whose total sessoins count is greater than 4 , moreover sort by app usage time from the smallest to the largest."
}
] |
[
{
"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{\"27009\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-20 03:03:21.000000+00:00\", \"2020-11-12 15:52:13.000000+00:00\"], \"session_ids\": [\"2d742aee-4cb3-46dc-b4c5-2e409157265e\", \"e9a7e889-9a77-45b8-bbf3-60335e159afb\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 2.504}, \"67755\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-23 03:13:22.000000+00:00\", \"2022-03-18 11:41:19.000000+00:00\", \"2022-04-25 06:01:05.000000+00:00\", \"2019-05-07 07:32:22.000000+00:00\"], \"session_ids\": [\"a992bce9-f2ff-4581-99cc-085fd5e7e150\", \"2395ec0d-ccbb-4886-8dbf-e10f122830f6\", \"e9ee34f8-aced-4a38-970a-1b10a8b42b6c\", \"d88b96af-c77b-4e8e-bffe-051642067940\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.482}, \"61946\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-12-17 11:33:18.000000+00:00\", \"2020-03-02 11:12:29.000000+00:00\"], \"session_ids\": [\"f5eea4d6-8dc1-4372-9a2d-3f97f9aa8cc6\", \"f19591b7-096a-44ec-82d9-072ce770f1a3\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 0.699}, \"77423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-09-16 05:02:32.000000+00:00\", \"2023-03-08 04:17:30.000000+00:00\", \"2019-11-03 01:21:21.000000+00:00\"], \"session_ids\": [\"28f089c7-c762-4dd4-92cf-7733e501aaf0\", \"eb2cd500-f6c5-40bf-ac99-62ac92e19fd1\", \"0c3736f7-9520-47e1-b7a2-a5b9e6867958\"], \"total_duration\": 851.0, \"total_sessions\": 3, \"mean_week_duration\": 4.676}, \"15485\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-01 09:41:40.000000+00:00\", \"2019-06-04 05:06:00.000000+00:00\"], \"session_ids\": [\"ab0b4ccc-2985-4f86-afbf-8216e0e761d4\", \"44a9b118-a97d-4086-9327-fdb18d46c06d\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 2.055}, \"51147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-07-25 02:09:50.000000+00:00\", \"2020-07-01 08:39:07.000000+00:00\", \"2023-02-10 02:19:34.000000+00:00\", \"2023-03-04 20:13:32.000000+00:00\"], \"session_ids\": [\"b503464f-050c-47fe-b6dd-683458ec9491\", \"413fb49c-e055-4949-8cf6-63fc63ea7536\", \"92c247f6-4bd1-4d88-b01d-11e1dd5f6f68\", \"09543ea0-e1fd-4555-b928-66668513f739\"], \"total_duration\": 185.0, \"total_sessions\": 4, \"mean_week_duration\": 1.321}, \"81106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-30 03:19:17.000000+00:00\", \"2020-05-24 20:11:13.000000+00:00\", \"2020-04-01 05:56:24.000000+00:00\", \"2019-06-27 21:49:40.000000+00:00\", \"2022-10-07 19:56:00.000000+00:00\"], \"session_ids\": [\"aa4a8c48-ce6f-44d0-8e9d-26d6b58eb8c5\", \"9bdc2d2f-2b26-497b-b168-de049cdc64d0\", \"6eb70d28-f502-491b-8463-e8d4a37a6632\", \"5ec4dfc0-4b93-425c-98f5-072a8fe4863a\", \"1721cb46-fae8-43d8-80a9-e7146327d9b6\"], \"total_duration\": 3441.0, \"total_sessions\": 5, \"mean_week_duration\": 20.123}, \"77167\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-27 16:24:32.000000+00:00\", \"2022-04-23 09:12:45.000000+00:00\", \"2023-03-15 06:50:39.000000+00:00\", \"2021-07-02 18:02:15.000000+00:00\", \"2019-10-10 07:17:25.000000+00:00\", \"2021-12-02 02:11:52.000000+00:00\", \"2019-02-27 08:19:15.000000+00:00\", \"2019-05-03 02:46:40.000000+00:00\", \"2020-12-24 03:15:59.000000+00:00\", \"2022-01-22 20:42:33.000000+00:00\", \"2020-05-01 06:03:34.000000+00:00\"], \"session_ids\": [\"d3cdde8b-ae9a-4ab0-b19f-fb00e5be70a2\", \"c10cf335-6f9f-495a-a01a-162287dc3fea\", \"68a4cf7d-29b2-42a0-b0d1-55558d83e2bc\", \"7d2e1351-3166-414a-a584-3dad3b0bb311\", \"e394b8eb-9aa1-488f-a926-4fd2196063b0\", \"436a8948-b0c7-4283-b190-43d43b851604\", \"afff7a22-bfcd-4f96-815c-ed2338881cb0\", \"82435522-ad06-46b7-ae9a-fb23148456a3\", \"5be505de-8650-41dc-8181-88a738a97243\", \"f9e93f2e-db70-4cab-8ea3-8cc82aac3d80\", \"15137b1b-a09e-4a24-a6ce-332908219cc7\"], \"total_duration\": 275.0, \"total_sessions\": 11, \"mean_week_duration\": 1.303}, \"25796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-07 22:13:07.000000+00:00\", \"2021-03-05 09:13:01.000000+00:00\", \"2022-08-28 03:20:15.000000+00:00\"], \"session_ids\": [\"ba45b169-0873-42f4-8ee1-d6796355d16e\", \"7caf24e9-70bf-4a34-b18d-6ef84f415296\", \"472e6063-b95b-4ead-956e-96f00a5816b9\"], \"total_duration\": 288.0, \"total_sessions\": 3, \"mean_week_duration\": 3.692}, \"74632\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-04-25 15:45:54.000000+00:00\", \"2021-01-28 14:06:51.000000+00:00\", \"2020-03-15 00:28:42.000000+00:00\", \"2021-02-24 18:28:29.000000+00:00\", \"2022-09-14 14:36:22.000000+00:00\", \"2021-10-14 15:29:40.000000+00:00\", \"2020-05-27 12:34:26.000000+00:00\", \"2019-11-07 21:56:24.000000+00:00\", \"2022-08-15 06:09:54.000000+00:00\", \"2022-04-08 03:30:34.000000+00:00\", \"2019-09-25 12:20:07.000000+00:00\"], \"session_ids\": [\"6353b097-d91e-4f7a-bd80-98572e29e552\", \"1a7f831c-cdb8-4dbf-8ec8-b7a6c10dcdff\", \"0fee8b9e-ac38-42a4-b935-c6da469f299f\", \"a6d93b5e-0d8e-4641-b8e8-cf829389db24\", \"2e4240a4-d407-498d-9914-d4c59fa8f351\", \"6c042525-6151-46d8-81e2-3df0af4a11ff\", \"ac80e4fd-6b56-48e4-a4c5-3d3eabb66490\", \"4ef789f8-51ef-4d7b-ad8f-8ba91f0e500f\", \"daa42935-f7d5-4018-85e7-8923300ba54c\", \"38b7e7d7-dbeb-400a-99b1-2ecfd597b04d\", \"99c014e2-64b8-4abf-9966-82c5e57f3191\"], \"total_duration\": 30629.0, \"total_sessions\": 11, \"mean_week_duration\": 173.045}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 9]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"67755\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-23 03:13:22.000000+00:00\", \"2022-03-18 11:41:19.000000+00:00\", \"2022-04-25 06:01:05.000000+00:00\", \"2019-05-07 07:32:22.000000+00:00\"], \"session_ids\": [\"a992bce9-f2ff-4581-99cc-085fd5e7e150\", \"2395ec0d-ccbb-4886-8dbf-e10f122830f6\", \"e9ee34f8-aced-4a38-970a-1b10a8b42b6c\", \"d88b96af-c77b-4e8e-bffe-051642067940\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.482}, \"51147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-07-25 02:09:50.000000+00:00\", \"2020-07-01 08:39:07.000000+00:00\", \"2023-02-10 02:19:34.000000+00:00\", \"2023-03-04 20:13:32.000000+00:00\"], \"session_ids\": [\"b503464f-050c-47fe-b6dd-683458ec9491\", \"413fb49c-e055-4949-8cf6-63fc63ea7536\", \"92c247f6-4bd1-4d88-b01d-11e1dd5f6f68\", \"09543ea0-e1fd-4555-b928-66668513f739\"], \"total_duration\": 185.0, \"total_sessions\": 4, \"mean_week_duration\": 1.321}, \"81106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-30 03:19:17.000000+00:00\", \"2020-05-24 20:11:13.000000+00:00\", \"2020-04-01 05:56:24.000000+00:00\", \"2019-06-27 21:49:40.000000+00:00\", \"2022-10-07 19:56:00.000000+00:00\"], \"session_ids\": [\"aa4a8c48-ce6f-44d0-8e9d-26d6b58eb8c5\", \"9bdc2d2f-2b26-497b-b168-de049cdc64d0\", \"6eb70d28-f502-491b-8463-e8d4a37a6632\", \"5ec4dfc0-4b93-425c-98f5-072a8fe4863a\", \"1721cb46-fae8-43d8-80a9-e7146327d9b6\"], \"total_duration\": 3441.0, \"total_sessions\": 5, \"mean_week_duration\": 20.123}, \"77167\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-27 16:24:32.000000+00:00\", \"2022-04-23 09:12:45.000000+00:00\", \"2023-03-15 06:50:39.000000+00:00\", \"2021-07-02 18:02:15.000000+00:00\", \"2019-10-10 07:17:25.000000+00:00\", \"2021-12-02 02:11:52.000000+00:00\", \"2019-02-27 08:19:15.000000+00:00\", \"2019-05-03 02:46:40.000000+00:00\", \"2020-12-24 03:15:59.000000+00:00\", \"2022-01-22 20:42:33.000000+00:00\", \"2020-05-01 06:03:34.000000+00:00\"], \"session_ids\": [\"d3cdde8b-ae9a-4ab0-b19f-fb00e5be70a2\", \"c10cf335-6f9f-495a-a01a-162287dc3fea\", \"68a4cf7d-29b2-42a0-b0d1-55558d83e2bc\", \"7d2e1351-3166-414a-a584-3dad3b0bb311\", \"e394b8eb-9aa1-488f-a926-4fd2196063b0\", \"436a8948-b0c7-4283-b190-43d43b851604\", \"afff7a22-bfcd-4f96-815c-ed2338881cb0\", \"82435522-ad06-46b7-ae9a-fb23148456a3\", \"5be505de-8650-41dc-8181-88a738a97243\", \"f9e93f2e-db70-4cab-8ea3-8cc82aac3d80\", \"15137b1b-a09e-4a24-a6ce-332908219cc7\"], \"total_duration\": 275.0, \"total_sessions\": 11, \"mean_week_duration\": 1.303}, \"74632\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-04-25 15:45:54.000000+00:00\", \"2021-01-28 14:06:51.000000+00:00\", \"2020-03-15 00:28:42.000000+00:00\", \"2021-02-24 18:28:29.000000+00:00\", \"2022-09-14 14:36:22.000000+00:00\", \"2021-10-14 15:29:40.000000+00:00\", \"2020-05-27 12:34:26.000000+00:00\", \"2019-11-07 21:56:24.000000+00:00\", \"2022-08-15 06:09:54.000000+00:00\", \"2022-04-08 03:30:34.000000+00:00\", \"2019-09-25 12:20:07.000000+00:00\"], \"session_ids\": [\"6353b097-d91e-4f7a-bd80-98572e29e552\", \"1a7f831c-cdb8-4dbf-8ec8-b7a6c10dcdff\", \"0fee8b9e-ac38-42a4-b935-c6da469f299f\", \"a6d93b5e-0d8e-4641-b8e8-cf829389db24\", \"2e4240a4-d407-498d-9914-d4c59fa8f351\", \"6c042525-6151-46d8-81e2-3df0af4a11ff\", \"ac80e4fd-6b56-48e4-a4c5-3d3eabb66490\", \"4ef789f8-51ef-4d7b-ad8f-8ba91f0e500f\", \"daa42935-f7d5-4018-85e7-8923300ba54c\", \"38b7e7d7-dbeb-400a-99b1-2ecfd597b04d\", \"99c014e2-64b8-4abf-9966-82c5e57f3191\"], \"total_duration\": 30629.0, \"total_sessions\": 11, \"mean_week_duration\": 173.045}}\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[{\"67755\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-23 03:13:22.000000+00:00\", \"2022-03-18 11:41:19.000000+00:00\", \"2022-04-25 06:01:05.000000+00:00\", \"2019-05-07 07:32:22.000000+00:00\"], \"session_ids\": [\"a992bce9-f2ff-4581-99cc-085fd5e7e150\", \"2395ec0d-ccbb-4886-8dbf-e10f122830f6\", \"e9ee34f8-aced-4a38-970a-1b10a8b42b6c\", \"d88b96af-c77b-4e8e-bffe-051642067940\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.482}}, {\"51147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-07-25 02:09:50.000000+00:00\", \"2020-07-01 08:39:07.000000+00:00\", \"2023-02-10 02:19:34.000000+00:00\", \"2023-03-04 20:13:32.000000+00:00\"], \"session_ids\": [\"b503464f-050c-47fe-b6dd-683458ec9491\", \"413fb49c-e055-4949-8cf6-63fc63ea7536\", \"92c247f6-4bd1-4d88-b01d-11e1dd5f6f68\", \"09543ea0-e1fd-4555-b928-66668513f739\"], \"total_duration\": 185.0, \"total_sessions\": 4, \"mean_week_duration\": 1.321}}, {\"77167\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-27 16:24:32.000000+00:00\", \"2022-04-23 09:12:45.000000+00:00\", \"2023-03-15 06:50:39.000000+00:00\", \"2021-07-02 18:02:15.000000+00:00\", \"2019-10-10 07:17:25.000000+00:00\", \"2021-12-02 02:11:52.000000+00:00\", \"2019-02-27 08:19:15.000000+00:00\", \"2019-05-03 02:46:40.000000+00:00\", \"2020-12-24 03:15:59.000000+00:00\", \"2022-01-22 20:42:33.000000+00:00\", \"2020-05-01 06:03:34.000000+00:00\"], \"session_ids\": [\"d3cdde8b-ae9a-4ab0-b19f-fb00e5be70a2\", \"c10cf335-6f9f-495a-a01a-162287dc3fea\", \"68a4cf7d-29b2-42a0-b0d1-55558d83e2bc\", \"7d2e1351-3166-414a-a584-3dad3b0bb311\", \"e394b8eb-9aa1-488f-a926-4fd2196063b0\", \"436a8948-b0c7-4283-b190-43d43b851604\", \"afff7a22-bfcd-4f96-815c-ed2338881cb0\", \"82435522-ad06-46b7-ae9a-fb23148456a3\", \"5be505de-8650-41dc-8181-88a738a97243\", \"f9e93f2e-db70-4cab-8ea3-8cc82aac3d80\", \"15137b1b-a09e-4a24-a6ce-332908219cc7\"], \"total_duration\": 275.0, \"total_sessions\": 11, \"mean_week_duration\": 1.303}}, {\"81106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-30 03:19:17.000000+00:00\", \"2020-05-24 20:11:13.000000+00:00\", \"2020-04-01 05:56:24.000000+00:00\", \"2019-06-27 21:49:40.000000+00:00\", \"2022-10-07 19:56:00.000000+00:00\"], \"session_ids\": [\"aa4a8c48-ce6f-44d0-8e9d-26d6b58eb8c5\", \"9bdc2d2f-2b26-497b-b168-de049cdc64d0\", \"6eb70d28-f502-491b-8463-e8d4a37a6632\", \"5ec4dfc0-4b93-425c-98f5-072a8fe4863a\", \"1721cb46-fae8-43d8-80a9-e7146327d9b6\"], \"total_duration\": 3441.0, \"total_sessions\": 5, \"mean_week_duration\": 20.123}}, {\"74632\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-04-25 15:45:54.000000+00:00\", \"2021-01-28 14:06:51.000000+00:00\", \"2020-03-15 00:28:42.000000+00:00\", \"2021-02-24 18:28:29.000000+00:00\", \"2022-09-14 14:36:22.000000+00:00\", \"2021-10-14 15:29:40.000000+00:00\", \"2020-05-27 12:34:26.000000+00:00\", \"2019-11-07 21:56:24.000000+00:00\", \"2022-08-15 06:09:54.000000+00:00\", \"2022-04-08 03:30:34.000000+00:00\", \"2019-09-25 12:20:07.000000+00:00\"], \"session_ids\": [\"6353b097-d91e-4f7a-bd80-98572e29e552\", \"1a7f831c-cdb8-4dbf-8ec8-b7a6c10dcdff\", \"0fee8b9e-ac38-42a4-b935-c6da469f299f\", \"a6d93b5e-0d8e-4641-b8e8-cf829389db24\", \"2e4240a4-d407-498d-9914-d4c59fa8f351\", \"6c042525-6151-46d8-81e2-3df0af4a11ff\", \"ac80e4fd-6b56-48e4-a4c5-3d3eabb66490\", \"4ef789f8-51ef-4d7b-ad8f-8ba91f0e500f\", \"daa42935-f7d5-4018-85e7-8923300ba54c\", \"38b7e7d7-dbeb-400a-99b1-2ecfd597b04d\", \"99c014e2-64b8-4abf-9966-82c5e57f3191\"], \"total_duration\": 30629.0, \"total_sessions\": 11, \"mean_week_duration\": 173.045}}]\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[{\"67755\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-23 03:13:22.000000+00:00\", \"2022-03-18 11:41:19.000000+00:00\", \"2022-04-25 06:01:05.000000+00:00\", \"2019-05-07 07:32:22.000000+00:00\"], \"session_ids\": [\"a992bce9-f2ff-4581-99cc-085fd5e7e150\", \"2395ec0d-ccbb-4886-8dbf-e10f122830f6\", \"e9ee34f8-aced-4a38-970a-1b10a8b42b6c\", \"d88b96af-c77b-4e8e-bffe-051642067940\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.482}}]\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[{\"67755\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-23 03:13:22.000000+00:00\", \"2022-03-18 11:41:19.000000+00:00\", \"2022-04-25 06:01:05.000000+00:00\", \"2019-05-07 07:32:22.000000+00:00\"], \"session_ids\": [\"a992bce9-f2ff-4581-99cc-085fd5e7e150\", \"2395ec0d-ccbb-4886-8dbf-e10f122830f6\", \"e9ee34f8-aced-4a38-970a-1b10a8b42b6c\", \"d88b96af-c77b-4e8e-bffe-051642067940\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.482}}]\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 4 users who are residing in cities Buenos Aires, Helsinki, Jakarta, Moscow + put to use sorting by mean_week_duration in desc order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"63396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-07-23 12:15:15.000000+00:00\", \"2020-10-14 06:53:19.000000+00:00\", \"2021-05-28 07:52:33.000000+00:00\", \"2022-02-06 09:05:41.000000+00:00\", \"2022-08-24 00:08:41.000000+00:00\"], \"session_ids\": [\"344c296e-538e-446f-8064-205256fd99a9\", \"1f778b65-c3b5-4def-a963-720675652e83\", \"0b6d6ff5-90a8-4f08-ae96-1cbc6d4fb197\", \"cbc8a4b9-1715-4c5a-b358-c335c80cedc9\", \"e9ed8750-baef-4883-becc-da57d259578d\"], \"total_duration\": 3357.0, \"total_sessions\": 5, \"mean_week_duration\": 30.798}, \"95036\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-23 04:59:05.000000+00:00\", \"2020-05-24 00:17:27.000000+00:00\", \"2019-09-27 22:26:45.000000+00:00\", \"2021-03-06 19:11:31.000000+00:00\", \"2022-01-09 07:20:56.000000+00:00\"], \"session_ids\": [\"09274fb5-38d6-49d7-8f8a-b85ed22f6a89\", \"a87b754d-b6f5-4caf-8e2b-58056bd4f51f\", \"31ee97bf-7b77-4366-a68f-64e35c6b7248\", \"3fc81f21-2542-4fe4-bff9-9a99d473380a\", \"58da349b-e5b0-4da9-a4c7-ea4d701fe75f\"], \"total_duration\": 189.0, \"total_sessions\": 5, \"mean_week_duration\": 1.465}, \"54380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-01-20 06:54:36.000000+00:00\", \"2021-02-13 06:24:23.000000+00:00\"], \"session_ids\": [\"f0a25749-cb30-4af0-aadc-e0e2d8e4bd65\", \"710b571d-3e9d-48f6-91b6-00942d67b8f3\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.661}, \"15581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-21 06:13:15.000000+00:00\", \"2019-06-29 13:18:44.000000+00:00\"], \"session_ids\": [\"910db0aa-badf-4206-b2d7-41d0dd994e2b\", \"a8ff0ab8-68bb-4454-873c-0ba23fa2336a\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 9.419}, \"19073\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-01-05 22:14:19.000000+00:00\", \"2020-12-21 23:22:03.000000+00:00\"], \"session_ids\": [\"7551ddbb-d0d8-43d1-b1ee-e434b894ae04\", \"48a8c6ca-4b8b-4782-a1a7-25b8a8272217\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 224.5}, \"89420\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-23 02:08:20.000000+00:00\", \"2019-11-07 05:31:58.000000+00:00\"], \"session_ids\": [\"b8ff11e6-8099-4ba5-ab25-f869b6b35764\", \"774b62e8-2114-4912-b4a0-24c0c90bc7da\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.121}, \"69457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-10-16 05:26:08.000000+00:00\", \"2021-11-28 18:38:22.000000+00:00\"], \"session_ids\": [\"712cda02-43e8-4b12-b471-0306e7803b30\", \"9e48848a-d878-42a4-830d-df8fd15a7ba1\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 4.117}, \"19682\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-30 19:05:26.000000+00:00\", \"2023-02-20 08:55:07.000000+00:00\", \"2019-05-09 05:37:41.000000+00:00\"], \"session_ids\": [\"0b10707e-b98f-4da9-9013-f431f359f0f5\", \"bbb982d5-8976-4053-849f-c0ee58864025\", \"2467c82b-0095-4b78-a0f6-bad16834f38b\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.379}, \"41545\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-13 21:58:26.000000+00:00\", \"2020-02-21 12:10:18.000000+00:00\", \"2021-05-17 10:19:30.000000+00:00\", \"2021-11-05 09:40:20.000000+00:00\", \"2019-06-30 11:01:38.000000+00:00\"], \"session_ids\": [\"c5d8ef5d-afce-46fe-b582-dd7fab1763f9\", \"b922fca6-2441-4462-840e-dc3dc0825358\", \"3e675039-73f6-4af8-9ab4-8bed1a19e3b0\", \"8f249e12-b8c4-4412-9fdd-5f1b600d982d\", \"f2096c9a-a93f-4786-8e78-36738451430e\"], \"total_duration\": 765.0, \"total_sessions\": 5, \"mean_week_duration\": 6.22}, \"78493\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-08-14 14:46:17.000000+00:00\", \"2019-07-22 02:20:02.000000+00:00\", \"2020-01-17 16:07:22.000000+00:00\", \"2019-01-23 08:09:11.000000+00:00\", \"2020-11-23 20:08:46.000000+00:00\", \"2019-03-09 15:55:39.000000+00:00\"], \"session_ids\": [\"b8ae363a-dcaa-4b2d-b474-43c46e8b9431\", \"e95e31a3-d702-425d-bebc-3c2885f8d6aa\", \"b3799832-e0b8-463b-89b0-31bac1730050\", \"49b8217d-8edf-4a21-a616-ff5d5949f727\", \"af8c4c88-4288-4c27-ac63-d50bbc796189\", \"21720bf4-bca1-437d-835b-715a4238d367\"], \"total_duration\": 686.0, \"total_sessions\": 6, \"mean_week_duration\": 3.688}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Buenos Aires, Helsinki, Jakarta, Moscow"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Buenos Aires\", \"Helsinki\", \"Jakarta\", \"Moscow\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you tell me about 5 users whose all sessions quantity exceeds 4 while staying below 10, exclusively 4 , moreover do sorting by total time using the app desc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-11 04:05:59.000000+00:00\", \"2021-08-25 14:21:32.000000+00:00\", \"2019-09-04 17:07:31.000000+00:00\", \"2022-02-22 12:31:30.000000+00:00\", \"2021-02-28 08:25:27.000000+00:00\", \"2019-04-05 22:13:08.000000+00:00\"], \"session_ids\": [\"6fff20e6-81cb-484c-947d-fa7ece51a298\", \"c6269548-0f23-4d78-9388-93e6e58bfa51\", \"76dbeae7-5e3a-4bd6-88c5-36dc96ead742\", \"48a5ab53-a3fe-433c-a0fd-faa42b83d249\", \"ad489bd0-46f4-4501-b5ef-053bc689eeae\", \"585c6f72-0f03-4793-928e-4ebc0b70769f\"], \"total_duration\": 5519.0, \"total_sessions\": 6, \"mean_week_duration\": 36.55}, \"88431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-03-25 09:04:14.000000+00:00\", \"2020-06-05 17:33:53.000000+00:00\", \"2019-05-26 16:39:30.000000+00:00\"], \"session_ids\": [\"d49f3c81-f1d0-4093-a23e-5dafe5744fbb\", \"5935d3d6-ff5c-4b90-80c1-c241c726e79f\", \"b5bb484f-c701-4520-846d-5ec04c9b3a2b\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.302}, \"41799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-05 12:38:13.000000+00:00\", \"2023-05-04 19:41:27.000000+00:00\"], \"session_ids\": [\"e8452699-3fee-437d-8eec-a20418817787\", \"a924a007-239a-41c4-87bc-651f1bdc3fa6\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 1.421}, \"66713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-31 07:09:13.000000+00:00\", \"2022-12-26 08:00:11.000000+00:00\", \"2021-12-26 19:55:45.000000+00:00\", \"2023-04-18 20:14:24.000000+00:00\", \"2023-05-25 19:55:58.000000+00:00\", \"2023-01-10 11:16:23.000000+00:00\"], \"session_ids\": [\"7dd26f50-19d8-4825-aa6f-19c002e34573\", \"37aed6b9-f8a9-4ef4-852f-1e043427bde9\", \"7e8dd2f5-bd18-471c-8ea7-a559a0eab15e\", \"181abffc-0a39-41b8-a104-d3834e9ceb09\", \"598cc472-eb25-48bd-9aa7-4893f00c49c4\", \"7d717b1c-3a79-4723-87de-f974a71a9ca3\"], \"total_duration\": 3820.0, \"total_sessions\": 6, \"mean_week_duration\": 21.461}, \"51844\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-02-03 01:05:44.000000+00:00\", \"2020-11-16 06:11:52.000000+00:00\"], \"session_ids\": [\"62482208-88ea-4b39-abdb-8e7e2d0cfd29\", \"752b664e-6488-46e1-85fc-107eea5f4ba8\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 4.234}, \"77890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-28 13:21:00.000000+00:00\", \"2022-07-25 22:41:35.000000+00:00\", \"2023-03-17 23:34:27.000000+00:00\", \"2021-06-30 04:12:36.000000+00:00\", \"2020-09-26 15:22:38.000000+00:00\", \"2022-08-13 10:36:38.000000+00:00\", \"2023-06-02 19:20:07.000000+00:00\", \"2019-06-21 21:10:11.000000+00:00\", \"2020-06-18 22:17:45.000000+00:00\"], \"session_ids\": [\"6fc1871b-329d-4900-a9c4-e4cadef7b72a\", \"9e8a9cf8-fd12-4844-b8e5-ff87033bfdee\", \"6b09f4ba-8e8a-426b-b7a2-86251b8cc1ca\", \"2c447aaa-8966-4c8a-8318-3c55ac46e4a4\", \"d8a14e7c-4234-4e9f-bc75-0c5433f10df6\", \"d7945fab-f18e-4c17-9ba5-392ef5a3d405\", \"938e297d-72f8-49f4-91cd-15ac15d5dc71\", \"7d56e865-dba8-45c7-86c4-fbe84f27e008\", \"a2c717a6-534b-461f-aa28-c8adf02a43ab\"], \"total_duration\": 20323.0, \"total_sessions\": 9, \"mean_week_duration\": 98.655}, \"3088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-01-19 00:57:18.000000+00:00\", \"2021-12-22 07:31:44.000000+00:00\"], \"session_ids\": [\"1d73aa39-f86f-4308-9fc4-03353dd48cce\", \"d1416340-3fdc-4b6e-b431-b45ddada086d\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.713}, \"19931\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-07 04:53:04.000000+00:00\", \"2021-12-05 01:08:15.000000+00:00\"], \"session_ids\": [\"673ebf57-5540-44c2-8544-ad0e2ecb29df\", \"467953bd-0ecb-4e82-9047-f685a2089772\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 19.538}, \"30305\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-04 04:14:31.000000+00:00\", \"2022-04-03 19:35:30.000000+00:00\", \"2023-03-07 14:04:45.000000+00:00\", \"2019-03-25 21:46:41.000000+00:00\", \"2020-09-04 00:07:41.000000+00:00\", \"2022-01-01 16:47:31.000000+00:00\", \"2019-10-21 21:01:01.000000+00:00\", \"2020-08-27 00:47:18.000000+00:00\", \"2019-11-28 05:12:33.000000+00:00\", \"2021-06-03 17:54:45.000000+00:00\"], \"session_ids\": [\"d9301ae1-fbac-4f29-96ab-aa68fc49785e\", \"658a30aa-1ba0-4cd9-9d8c-6b1e0d6aafe7\", \"bb414801-4e79-46b3-a897-28b3ba877557\", \"db3a74a9-0c6d-4bd7-b087-ded297e4495b\", \"7d19c2d6-f73d-4603-9691-62c49d99a391\", \"a42024bd-6afd-4401-9e9e-da803353a13f\", \"507ef3ab-53a8-45f5-8e27-9e23a792254e\", \"8a1d9853-ab68-4a51-b7d7-4a8ba3aaa529\", \"1a181971-818e-4072-b4fb-3ce26c380e83\", \"82948420-2a9b-4ab1-9adf-22d73fc6eb99\"], \"total_duration\": 34959.0, \"total_sessions\": 10, \"mean_week_duration\": 169.704}, \"99212\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-29 23:20:43.000000+00:00\", \"2023-01-05 16:50:47.000000+00:00\"], \"session_ids\": [\"246fc550-ecfb-472b-a19b-744b04029b2c\", \"ff9902b5-1e3d-4433-b166-f07745220097\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.467}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 4 and are equal or less than 10"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"93347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-11 04:05:59.000000+00:00\", \"2021-08-25 14:21:32.000000+00:00\", \"2019-09-04 17:07:31.000000+00:00\", \"2022-02-22 12:31:30.000000+00:00\", \"2021-02-28 08:25:27.000000+00:00\", \"2019-04-05 22:13:08.000000+00:00\"], \"session_ids\": [\"6fff20e6-81cb-484c-947d-fa7ece51a298\", \"c6269548-0f23-4d78-9388-93e6e58bfa51\", \"76dbeae7-5e3a-4bd6-88c5-36dc96ead742\", \"48a5ab53-a3fe-433c-a0fd-faa42b83d249\", \"ad489bd0-46f4-4501-b5ef-053bc689eeae\", \"585c6f72-0f03-4793-928e-4ebc0b70769f\"], \"total_duration\": 5519.0, \"total_sessions\": 6, \"mean_week_duration\": 36.55}, \"66713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-31 07:09:13.000000+00:00\", \"2022-12-26 08:00:11.000000+00:00\", \"2021-12-26 19:55:45.000000+00:00\", \"2023-04-18 20:14:24.000000+00:00\", \"2023-05-25 19:55:58.000000+00:00\", \"2023-01-10 11:16:23.000000+00:00\"], \"session_ids\": [\"7dd26f50-19d8-4825-aa6f-19c002e34573\", \"37aed6b9-f8a9-4ef4-852f-1e043427bde9\", \"7e8dd2f5-bd18-471c-8ea7-a559a0eab15e\", \"181abffc-0a39-41b8-a104-d3834e9ceb09\", \"598cc472-eb25-48bd-9aa7-4893f00c49c4\", \"7d717b1c-3a79-4723-87de-f974a71a9ca3\"], \"total_duration\": 3820.0, \"total_sessions\": 6, \"mean_week_duration\": 21.461}, \"77890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-28 13:21:00.000000+00:00\", \"2022-07-25 22:41:35.000000+00:00\", \"2023-03-17 23:34:27.000000+00:00\", \"2021-06-30 04:12:36.000000+00:00\", \"2020-09-26 15:22:38.000000+00:00\", \"2022-08-13 10:36:38.000000+00:00\", \"2023-06-02 19:20:07.000000+00:00\", \"2019-06-21 21:10:11.000000+00:00\", \"2020-06-18 22:17:45.000000+00:00\"], \"session_ids\": [\"6fc1871b-329d-4900-a9c4-e4cadef7b72a\", \"9e8a9cf8-fd12-4844-b8e5-ff87033bfdee\", \"6b09f4ba-8e8a-426b-b7a2-86251b8cc1ca\", \"2c447aaa-8966-4c8a-8318-3c55ac46e4a4\", \"d8a14e7c-4234-4e9f-bc75-0c5433f10df6\", \"d7945fab-f18e-4c17-9ba5-392ef5a3d405\", \"938e297d-72f8-49f4-91cd-15ac15d5dc71\", \"7d56e865-dba8-45c7-86c4-fbe84f27e008\", \"a2c717a6-534b-461f-aa28-c8adf02a43ab\"], \"total_duration\": 20323.0, \"total_sessions\": 9, \"mean_week_duration\": 98.655}, \"30305\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-04 04:14:31.000000+00:00\", \"2022-04-03 19:35:30.000000+00:00\", \"2023-03-07 14:04:45.000000+00:00\", \"2019-03-25 21:46:41.000000+00:00\", \"2020-09-04 00:07:41.000000+00:00\", \"2022-01-01 16:47:31.000000+00:00\", \"2019-10-21 21:01:01.000000+00:00\", \"2020-08-27 00:47:18.000000+00:00\", \"2019-11-28 05:12:33.000000+00:00\", \"2021-06-03 17:54:45.000000+00:00\"], \"session_ids\": [\"d9301ae1-fbac-4f29-96ab-aa68fc49785e\", \"658a30aa-1ba0-4cd9-9d8c-6b1e0d6aafe7\", \"bb414801-4e79-46b3-a897-28b3ba877557\", \"db3a74a9-0c6d-4bd7-b087-ded297e4495b\", \"7d19c2d6-f73d-4603-9691-62c49d99a391\", \"a42024bd-6afd-4401-9e9e-da803353a13f\", \"507ef3ab-53a8-45f5-8e27-9e23a792254e\", \"8a1d9853-ab68-4a51-b7d7-4a8ba3aaa529\", \"1a181971-818e-4072-b4fb-3ce26c380e83\", \"82948420-2a9b-4ab1-9adf-22d73fc6eb99\"], \"total_duration\": 34959.0, \"total_sessions\": 10, \"mean_week_duration\": 169.704}}\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[{\"30305\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-04 04:14:31.000000+00:00\", \"2022-04-03 19:35:30.000000+00:00\", \"2023-03-07 14:04:45.000000+00:00\", \"2019-03-25 21:46:41.000000+00:00\", \"2020-09-04 00:07:41.000000+00:00\", \"2022-01-01 16:47:31.000000+00:00\", \"2019-10-21 21:01:01.000000+00:00\", \"2020-08-27 00:47:18.000000+00:00\", \"2019-11-28 05:12:33.000000+00:00\", \"2021-06-03 17:54:45.000000+00:00\"], \"session_ids\": [\"d9301ae1-fbac-4f29-96ab-aa68fc49785e\", \"658a30aa-1ba0-4cd9-9d8c-6b1e0d6aafe7\", \"bb414801-4e79-46b3-a897-28b3ba877557\", \"db3a74a9-0c6d-4bd7-b087-ded297e4495b\", \"7d19c2d6-f73d-4603-9691-62c49d99a391\", \"a42024bd-6afd-4401-9e9e-da803353a13f\", \"507ef3ab-53a8-45f5-8e27-9e23a792254e\", \"8a1d9853-ab68-4a51-b7d7-4a8ba3aaa529\", \"1a181971-818e-4072-b4fb-3ce26c380e83\", \"82948420-2a9b-4ab1-9adf-22d73fc6eb99\"], \"total_duration\": 34959.0, \"total_sessions\": 10, \"mean_week_duration\": 169.704}}, {\"77890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-28 13:21:00.000000+00:00\", \"2022-07-25 22:41:35.000000+00:00\", \"2023-03-17 23:34:27.000000+00:00\", \"2021-06-30 04:12:36.000000+00:00\", \"2020-09-26 15:22:38.000000+00:00\", \"2022-08-13 10:36:38.000000+00:00\", \"2023-06-02 19:20:07.000000+00:00\", \"2019-06-21 21:10:11.000000+00:00\", \"2020-06-18 22:17:45.000000+00:00\"], \"session_ids\": [\"6fc1871b-329d-4900-a9c4-e4cadef7b72a\", \"9e8a9cf8-fd12-4844-b8e5-ff87033bfdee\", \"6b09f4ba-8e8a-426b-b7a2-86251b8cc1ca\", \"2c447aaa-8966-4c8a-8318-3c55ac46e4a4\", \"d8a14e7c-4234-4e9f-bc75-0c5433f10df6\", \"d7945fab-f18e-4c17-9ba5-392ef5a3d405\", \"938e297d-72f8-49f4-91cd-15ac15d5dc71\", \"7d56e865-dba8-45c7-86c4-fbe84f27e008\", \"a2c717a6-534b-461f-aa28-c8adf02a43ab\"], \"total_duration\": 20323.0, \"total_sessions\": 9, \"mean_week_duration\": 98.655}}, {\"93347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-11 04:05:59.000000+00:00\", \"2021-08-25 14:21:32.000000+00:00\", \"2019-09-04 17:07:31.000000+00:00\", \"2022-02-22 12:31:30.000000+00:00\", \"2021-02-28 08:25:27.000000+00:00\", \"2019-04-05 22:13:08.000000+00:00\"], \"session_ids\": [\"6fff20e6-81cb-484c-947d-fa7ece51a298\", \"c6269548-0f23-4d78-9388-93e6e58bfa51\", \"76dbeae7-5e3a-4bd6-88c5-36dc96ead742\", \"48a5ab53-a3fe-433c-a0fd-faa42b83d249\", \"ad489bd0-46f4-4501-b5ef-053bc689eeae\", \"585c6f72-0f03-4793-928e-4ebc0b70769f\"], \"total_duration\": 5519.0, \"total_sessions\": 6, \"mean_week_duration\": 36.55}}, {\"66713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-31 07:09:13.000000+00:00\", \"2022-12-26 08:00:11.000000+00:00\", \"2021-12-26 19:55:45.000000+00:00\", \"2023-04-18 20:14:24.000000+00:00\", \"2023-05-25 19:55:58.000000+00:00\", \"2023-01-10 11:16:23.000000+00:00\"], \"session_ids\": [\"7dd26f50-19d8-4825-aa6f-19c002e34573\", \"37aed6b9-f8a9-4ef4-852f-1e043427bde9\", \"7e8dd2f5-bd18-471c-8ea7-a559a0eab15e\", \"181abffc-0a39-41b8-a104-d3834e9ceb09\", \"598cc472-eb25-48bd-9aa7-4893f00c49c4\", \"7d717b1c-3a79-4723-87de-f974a71a9ca3\"], \"total_duration\": 3820.0, \"total_sessions\": 6, \"mean_week_duration\": 21.461}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 5 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"30305\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-04 04:14:31.000000+00:00\", \"2022-04-03 19:35:30.000000+00:00\", \"2023-03-07 14:04:45.000000+00:00\", \"2019-03-25 21:46:41.000000+00:00\", \"2020-09-04 00:07:41.000000+00:00\", \"2022-01-01 16:47:31.000000+00:00\", \"2019-10-21 21:01:01.000000+00:00\", \"2020-08-27 00:47:18.000000+00:00\", \"2019-11-28 05:12:33.000000+00:00\", \"2021-06-03 17:54:45.000000+00:00\"], \"session_ids\": [\"d9301ae1-fbac-4f29-96ab-aa68fc49785e\", \"658a30aa-1ba0-4cd9-9d8c-6b1e0d6aafe7\", \"bb414801-4e79-46b3-a897-28b3ba877557\", \"db3a74a9-0c6d-4bd7-b087-ded297e4495b\", \"7d19c2d6-f73d-4603-9691-62c49d99a391\", \"a42024bd-6afd-4401-9e9e-da803353a13f\", \"507ef3ab-53a8-45f5-8e27-9e23a792254e\", \"8a1d9853-ab68-4a51-b7d7-4a8ba3aaa529\", \"1a181971-818e-4072-b4fb-3ce26c380e83\", \"82948420-2a9b-4ab1-9adf-22d73fc6eb99\"], \"total_duration\": 34959.0, \"total_sessions\": 10, \"mean_week_duration\": 169.704}}, {\"77890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-28 13:21:00.000000+00:00\", \"2022-07-25 22:41:35.000000+00:00\", \"2023-03-17 23:34:27.000000+00:00\", \"2021-06-30 04:12:36.000000+00:00\", \"2020-09-26 15:22:38.000000+00:00\", \"2022-08-13 10:36:38.000000+00:00\", \"2023-06-02 19:20:07.000000+00:00\", \"2019-06-21 21:10:11.000000+00:00\", \"2020-06-18 22:17:45.000000+00:00\"], \"session_ids\": [\"6fc1871b-329d-4900-a9c4-e4cadef7b72a\", \"9e8a9cf8-fd12-4844-b8e5-ff87033bfdee\", \"6b09f4ba-8e8a-426b-b7a2-86251b8cc1ca\", \"2c447aaa-8966-4c8a-8318-3c55ac46e4a4\", \"d8a14e7c-4234-4e9f-bc75-0c5433f10df6\", \"d7945fab-f18e-4c17-9ba5-392ef5a3d405\", \"938e297d-72f8-49f4-91cd-15ac15d5dc71\", \"7d56e865-dba8-45c7-86c4-fbe84f27e008\", \"a2c717a6-534b-461f-aa28-c8adf02a43ab\"], \"total_duration\": 20323.0, \"total_sessions\": 9, \"mean_week_duration\": 98.655}}, {\"93347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-11 04:05:59.000000+00:00\", \"2021-08-25 14:21:32.000000+00:00\", \"2019-09-04 17:07:31.000000+00:00\", \"2022-02-22 12:31:30.000000+00:00\", \"2021-02-28 08:25:27.000000+00:00\", \"2019-04-05 22:13:08.000000+00:00\"], \"session_ids\": [\"6fff20e6-81cb-484c-947d-fa7ece51a298\", \"c6269548-0f23-4d78-9388-93e6e58bfa51\", \"76dbeae7-5e3a-4bd6-88c5-36dc96ead742\", \"48a5ab53-a3fe-433c-a0fd-faa42b83d249\", \"ad489bd0-46f4-4501-b5ef-053bc689eeae\", \"585c6f72-0f03-4793-928e-4ebc0b70769f\"], \"total_duration\": 5519.0, \"total_sessions\": 6, \"mean_week_duration\": 36.55}}, {\"66713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-31 07:09:13.000000+00:00\", \"2022-12-26 08:00:11.000000+00:00\", \"2021-12-26 19:55:45.000000+00:00\", \"2023-04-18 20:14:24.000000+00:00\", \"2023-05-25 19:55:58.000000+00:00\", \"2023-01-10 11:16:23.000000+00:00\"], \"session_ids\": [\"7dd26f50-19d8-4825-aa6f-19c002e34573\", \"37aed6b9-f8a9-4ef4-852f-1e043427bde9\", \"7e8dd2f5-bd18-471c-8ea7-a559a0eab15e\", \"181abffc-0a39-41b8-a104-d3834e9ceb09\", \"598cc472-eb25-48bd-9aa7-4893f00c49c4\", \"7d717b1c-3a79-4723-87de-f974a71a9ca3\"], \"total_duration\": 3820.0, \"total_sessions\": 6, \"mean_week_duration\": 21.461}}]\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[{\"30305\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-04 04:14:31.000000+00:00\", \"2022-04-03 19:35:30.000000+00:00\", \"2023-03-07 14:04:45.000000+00:00\", \"2019-03-25 21:46:41.000000+00:00\", \"2020-09-04 00:07:41.000000+00:00\", \"2022-01-01 16:47:31.000000+00:00\", \"2019-10-21 21:01:01.000000+00:00\", \"2020-08-27 00:47:18.000000+00:00\", \"2019-11-28 05:12:33.000000+00:00\", \"2021-06-03 17:54:45.000000+00:00\"], \"session_ids\": [\"d9301ae1-fbac-4f29-96ab-aa68fc49785e\", \"658a30aa-1ba0-4cd9-9d8c-6b1e0d6aafe7\", \"bb414801-4e79-46b3-a897-28b3ba877557\", \"db3a74a9-0c6d-4bd7-b087-ded297e4495b\", \"7d19c2d6-f73d-4603-9691-62c49d99a391\", \"a42024bd-6afd-4401-9e9e-da803353a13f\", \"507ef3ab-53a8-45f5-8e27-9e23a792254e\", \"8a1d9853-ab68-4a51-b7d7-4a8ba3aaa529\", \"1a181971-818e-4072-b4fb-3ce26c380e83\", \"82948420-2a9b-4ab1-9adf-22d73fc6eb99\"], \"total_duration\": 34959.0, \"total_sessions\": 10, \"mean_week_duration\": 169.704}}, {\"77890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-28 13:21:00.000000+00:00\", \"2022-07-25 22:41:35.000000+00:00\", \"2023-03-17 23:34:27.000000+00:00\", \"2021-06-30 04:12:36.000000+00:00\", \"2020-09-26 15:22:38.000000+00:00\", \"2022-08-13 10:36:38.000000+00:00\", \"2023-06-02 19:20:07.000000+00:00\", \"2019-06-21 21:10:11.000000+00:00\", \"2020-06-18 22:17:45.000000+00:00\"], \"session_ids\": [\"6fc1871b-329d-4900-a9c4-e4cadef7b72a\", \"9e8a9cf8-fd12-4844-b8e5-ff87033bfdee\", \"6b09f4ba-8e8a-426b-b7a2-86251b8cc1ca\", \"2c447aaa-8966-4c8a-8318-3c55ac46e4a4\", \"d8a14e7c-4234-4e9f-bc75-0c5433f10df6\", \"d7945fab-f18e-4c17-9ba5-392ef5a3d405\", \"938e297d-72f8-49f4-91cd-15ac15d5dc71\", \"7d56e865-dba8-45c7-86c4-fbe84f27e008\", \"a2c717a6-534b-461f-aa28-c8adf02a43ab\"], \"total_duration\": 20323.0, \"total_sessions\": 9, \"mean_week_duration\": 98.655}}, {\"93347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-11 04:05:59.000000+00:00\", \"2021-08-25 14:21:32.000000+00:00\", \"2019-09-04 17:07:31.000000+00:00\", \"2022-02-22 12:31:30.000000+00:00\", \"2021-02-28 08:25:27.000000+00:00\", \"2019-04-05 22:13:08.000000+00:00\"], \"session_ids\": [\"6fff20e6-81cb-484c-947d-fa7ece51a298\", \"c6269548-0f23-4d78-9388-93e6e58bfa51\", \"76dbeae7-5e3a-4bd6-88c5-36dc96ead742\", \"48a5ab53-a3fe-433c-a0fd-faa42b83d249\", \"ad489bd0-46f4-4501-b5ef-053bc689eeae\", \"585c6f72-0f03-4793-928e-4ebc0b70769f\"], \"total_duration\": 5519.0, \"total_sessions\": 6, \"mean_week_duration\": 36.55}}, {\"66713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-31 07:09:13.000000+00:00\", \"2022-12-26 08:00:11.000000+00:00\", \"2021-12-26 19:55:45.000000+00:00\", \"2023-04-18 20:14:24.000000+00:00\", \"2023-05-25 19:55:58.000000+00:00\", \"2023-01-10 11:16:23.000000+00:00\"], \"session_ids\": [\"7dd26f50-19d8-4825-aa6f-19c002e34573\", \"37aed6b9-f8a9-4ef4-852f-1e043427bde9\", \"7e8dd2f5-bd18-471c-8ea7-a559a0eab15e\", \"181abffc-0a39-41b8-a104-d3834e9ceb09\", \"598cc472-eb25-48bd-9aa7-4893f00c49c4\", \"7d717b1c-3a79-4723-87de-f974a71a9ca3\"], \"total_duration\": 3820.0, \"total_sessions\": 6, \"mean_week_duration\": 21.461}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm interested in learning about 5 users who are currently living in city London , perform sorting by total amount of duration descendingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"25457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-20 18:21:12.000000+00:00\", \"2022-11-23 21:14:27.000000+00:00\"], \"session_ids\": [\"b304c19d-a896-4942-be54-3807b37fe4bc\", \"18dc95e3-4a74-4de3-b6fd-47ac782e2ef6\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 3.693}, \"71055\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-06-07 21:24:29.000000+00:00\", \"2019-03-11 16:59:40.000000+00:00\", \"2023-03-12 15:00:23.000000+00:00\", \"2019-11-06 13:17:59.000000+00:00\"], \"session_ids\": [\"6a385947-a992-439d-b516-bd1bbad9e262\", \"0725df44-05cc-40af-ad25-0ef1c9733c2a\", \"cf30b78a-62a8-48d0-80bf-e552241dc32f\", \"df38c6ec-2c09-4672-a41b-5b503c36a2d0\"], \"total_duration\": 970.0, \"total_sessions\": 4, \"mean_week_duration\": 4.641}, \"75652\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-01-14 00:18:18.000000+00:00\", \"2023-01-31 04:55:53.000000+00:00\"], \"session_ids\": [\"c7bff678-5ff9-4414-9ee3-360607a3022e\", \"cf243116-9f9a-454e-aedd-a87d42c725ab\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 5.491}, \"11269\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-25 07:17:09.000000+00:00\", \"2019-05-05 03:21:29.000000+00:00\", \"2019-07-01 10:07:18.000000+00:00\"], \"session_ids\": [\"9eb1cad5-6401-4e36-9096-b71164bd39fc\", \"e94df755-1bf6-455d-9272-e0a45af7e1e1\", \"7d47d97d-5a3b-4f19-824e-27bc4fb0d170\"], \"total_duration\": 1088.0, \"total_sessions\": 3, \"mean_week_duration\": 43.52}, \"8609\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-26 04:48:14.000000+00:00\", \"2022-08-20 06:56:25.000000+00:00\", \"2019-03-27 15:04:04.000000+00:00\", \"2019-01-08 05:57:25.000000+00:00\"], \"session_ids\": [\"8cf3b0f6-89ae-405d-8efc-d3f3d96718e4\", \"27ebe223-f216-45a3-bdf8-2ba384fbacfa\", \"fc414c6a-5669-4227-8aa1-579ef7a6c202\", \"931eb7e8-3bf8-43e5-a056-802b22fd2f2f\"], \"total_duration\": 1481.0, \"total_sessions\": 4, \"mean_week_duration\": 7.836}, \"30231\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-25 02:48:52.000000+00:00\", \"2020-03-30 01:25:14.000000+00:00\", \"2021-07-04 19:24:03.000000+00:00\", \"2020-11-05 19:41:23.000000+00:00\", \"2021-08-14 04:25:12.000000+00:00\"], \"session_ids\": [\"35761b4a-bca6-48f6-b37a-f8c0984599d7\", \"ffca29f7-17f4-4973-99aa-bdec8a3529fa\", \"4d9b675d-a08a-458d-8deb-f8bf06d55905\", \"9e639ff0-8199-44bd-9c45-a947b664c726\", \"1c8cfb95-0e6a-43af-9f2b-99fbff03b931\"], \"total_duration\": 80.0, \"total_sessions\": 5, \"mean_week_duration\": 1.111}, \"31536\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-14 03:17:41.000000+00:00\", \"2019-04-24 20:41:53.000000+00:00\", \"2021-07-11 13:50:23.000000+00:00\"], \"session_ids\": [\"d4f83354-d9e2-4d4a-b15d-4c57783bb5df\", \"e9ff9609-9e36-424e-b9e7-0ab4b8ea40f4\", \"f9a9b187-e691-4124-8ef1-69b9c256a448\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.198}, \"95367\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-06-11 03:07:39.000000+00:00\", \"2021-06-02 19:48:39.000000+00:00\"], \"session_ids\": [\"5dfd2a08-ed65-4ccc-a6da-b4ad2c02a561\", \"14326301-19a8-425d-9c25-c38aa324039f\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.815}, \"72092\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-09-21 03:17:16.000000+00:00\", \"2021-03-11 21:13:48.000000+00:00\"], \"session_ids\": [\"7014627e-e34e-420a-a19c-68769be8543e\", \"5e33921c-a11a-4708-bc0b-3eb8befc1811\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 7.286}, \"38758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-03-03 03:56:14.000000+00:00\", \"2022-07-14 06:17:46.000000+00:00\", \"2020-12-03 11:09:08.000000+00:00\", \"2020-07-14 12:12:41.000000+00:00\", \"2022-06-28 12:04:40.000000+00:00\", \"2021-05-01 13:42:30.000000+00:00\", \"2019-12-09 22:56:16.000000+00:00\", \"2020-03-25 00:26:58.000000+00:00\", \"2020-01-18 06:04:00.000000+00:00\", \"2021-03-08 03:50:19.000000+00:00\"], \"session_ids\": [\"bad2afc2-4c9f-4990-8dc3-e9f488d81163\", \"33c2132a-092e-47a7-a228-d29d118d4c77\", \"7a1a20d6-c5ef-46d8-a195-bba2a51d8a8a\", \"53bec5d1-082c-4e5d-954e-b38e91152b9a\", \"8be98a24-0bb4-4415-8625-4750aac626c8\", \"e5fcf5d2-4d44-445c-a1e8-5ffe12a2c751\", \"0b9f4dec-34b3-4245-bf50-bfdbda0c6839\", \"34ec990f-dff2-46b3-92e4-54c64443ffd9\", \"2c41ded7-cbf5-498f-981f-877969bf79fa\", \"c919a832-b4de-40c5-8cc0-7d2f2fb81d5d\"], \"total_duration\": 144.0, \"total_sessions\": 10, \"mean_week_duration\": 1.059}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is London"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"London\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show me user whose total duration amount is under 844 inclusively additionaly implement sorting by sum of sessions from the smallest to the largest."
}
] |
[
{
"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{\"98988\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-06-13 03:14:34.000000+00:00\", \"2019-01-07 23:43:40.000000+00:00\", \"2020-12-03 06:38:54.000000+00:00\", \"2020-02-04 14:23:33.000000+00:00\"], \"session_ids\": [\"5f8a02a3-6e06-471c-a8a2-5d1886c853ec\", \"20330727-47d5-4565-8572-15a65b82a4b6\", \"3b286325-15e5-4c72-b6ad-dd37d2c4774a\", \"94f637bf-db98-42c6-bd72-c207418e600e\"], \"total_duration\": 1486.0, \"total_sessions\": 4, \"mean_week_duration\": 14.86}, \"69525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-06-17 14:19:57.000000+00:00\", \"2022-09-24 19:35:35.000000+00:00\", \"2019-08-19 21:18:24.000000+00:00\"], \"session_ids\": [\"aff13520-9a46-4646-8963-061bd34be747\", \"b6473f19-9ad9-49f5-b482-826ac8cdf9d7\", \"241e9262-3655-4d4c-8deb-1bfa4c30cc2f\"], \"total_duration\": 334.0, \"total_sessions\": 3, \"mean_week_duration\": 1.67}, \"14410\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-01-23 10:58:18.000000+00:00\", \"2023-01-22 00:01:57.000000+00:00\", \"2019-12-22 23:14:39.000000+00:00\", \"2021-09-17 04:22:57.000000+00:00\", \"2022-05-17 03:47:50.000000+00:00\", \"2023-03-29 04:38:37.000000+00:00\"], \"session_ids\": [\"664719d9-8781-473c-b57f-b31b5fb38afd\", \"78ec20aa-64a4-4b6f-9e99-a00948b9fce6\", \"9ab2e1bc-ee96-41b9-a385-6f88ab420059\", \"3165d06f-edb0-4894-a9f0-c4139683b74e\", \"a9a4709d-2bcc-4262-a2f1-c6656cc4cdab\", \"aa9688cb-247d-4967-8fc2-74327419baa8\"], \"total_duration\": 186.0, \"total_sessions\": 6, \"mean_week_duration\": 1.088}, \"68877\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-03 20:19:23.000000+00:00\", \"2020-04-21 00:19:31.000000+00:00\"], \"session_ids\": [\"8de61bb8-3f72-4f6a-907c-73cd94162ca3\", \"04e6fb4c-965a-495b-8d5b-545c1361dcac\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.527}, \"19109\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-29 06:23:30.000000+00:00\", \"2021-04-10 07:08:26.000000+00:00\", \"2023-02-02 18:16:43.000000+00:00\"], \"session_ids\": [\"c233768d-10e6-4004-af49-366ee7c35aa4\", \"f4ac5964-b3be-4bbe-8dfd-fa3899f5f8eb\", \"04ccbc71-1e76-4564-8e7f-9d01fb947e58\"], \"total_duration\": 201.0, \"total_sessions\": 3, \"mean_week_duration\": 2.116}, \"30610\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-03-21 22:29:58.000000+00:00\", \"2023-03-16 01:02:22.000000+00:00\", \"2020-08-11 05:40:41.000000+00:00\"], \"session_ids\": [\"9f5fa3e3-4535-4a0e-af6f-0fcb7c6722e5\", \"3bc0908a-0d5b-4f8d-9663-a3dbc63f2917\", \"e6cf562b-bf1f-4abc-af45-3220c9e4c7fe\"], \"total_duration\": 63.0, \"total_sessions\": 3, \"mean_week_duration\": 0.404}, \"77519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-31 22:52:23.000000+00:00\", \"2020-11-19 15:57:54.000000+00:00\"], \"session_ids\": [\"32db0625-9d35-41f7-bd08-60937594670c\", \"10fcbd0f-4f01-4976-ada5-93051dba4fe6\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 2.525}, \"14581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-03-22 05:41:43.000000+00:00\", \"2020-07-25 20:32:06.000000+00:00\"], \"session_ids\": [\"145e01d8-b3f2-496f-8648-11e38d27b3f1\", \"d575d952-d5ee-4503-bcc8-1e407678ba66\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 9.222}, \"56428\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-08-02 08:34:06.000000+00:00\", \"2021-04-12 09:30:29.000000+00:00\", \"2020-03-15 18:42:25.000000+00:00\", \"2020-06-30 00:56:35.000000+00:00\", \"2020-12-09 09:26:52.000000+00:00\", \"2022-01-02 17:26:26.000000+00:00\", \"2022-11-02 01:08:54.000000+00:00\", \"2023-05-04 04:45:54.000000+00:00\", \"2023-02-09 12:41:50.000000+00:00\", \"2020-04-28 03:46:11.000000+00:00\"], \"session_ids\": [\"fe8ae640-81a3-4bd1-a9e6-c4c2836c212c\", \"ae5d1151-c1f3-4e67-91e3-948f1b297ba5\", \"30a1a013-a900-4c73-a4d3-8cfd9facbf93\", \"a670c852-d9d0-42ca-ae1d-9fe43772f95e\", \"00e6d15e-015b-4827-a092-624d10d5b82d\", \"1e23e279-a19d-47e2-b702-4c9252dd651a\", \"e708f29a-3476-4a7b-9add-43602afa174c\", \"d27868ee-baaa-4fee-af71-6b891975d889\", \"45cd9c3e-d49f-4d2d-bd14-227f3ee429ca\", \"83bc6210-5d8c-429b-91e1-3a7df9963bdc\"], \"total_duration\": 1940.0, \"total_sessions\": 10, \"mean_week_duration\": 9.898}, \"63381\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-18 19:42:29.000000+00:00\", \"2020-07-26 23:00:40.000000+00:00\", \"2023-03-13 01:07:00.000000+00:00\", \"2020-05-27 22:37:54.000000+00:00\", \"2022-07-10 07:27:59.000000+00:00\", \"2022-03-06 01:46:46.000000+00:00\", \"2022-05-13 21:57:36.000000+00:00\", \"2021-11-15 00:23:18.000000+00:00\", \"2022-04-02 06:35:36.000000+00:00\"], \"session_ids\": [\"360397e1-febf-48a5-bac6-f08772e8cbd5\", \"a5380f41-251c-46bb-9e11-70d69b4174b7\", \"9a0e85d8-ad5c-4c66-8b90-56e1d581c58e\", \"70e0ee63-895d-4a14-a8c1-6da994dd8ebd\", \"367a7937-6954-40f8-b345-a5e902c0121f\", \"cd2df97b-7fd1-4d88-8f93-a476878640dc\", \"bb4440b1-4563-40a2-a2be-84807158f68d\", \"939e4575-5cb2-4603-af67-707738cd5eb1\", \"4c477645-aa5e-489f-bcda-712929149787\"], \"total_duration\": 9425.0, \"total_sessions\": 9, \"mean_week_duration\": 62.417}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or less than 844"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[844, 4431]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"69525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-06-17 14:19:57.000000+00:00\", \"2022-09-24 19:35:35.000000+00:00\", \"2019-08-19 21:18:24.000000+00:00\"], \"session_ids\": [\"aff13520-9a46-4646-8963-061bd34be747\", \"b6473f19-9ad9-49f5-b482-826ac8cdf9d7\", \"241e9262-3655-4d4c-8deb-1bfa4c30cc2f\"], \"total_duration\": 334.0, \"total_sessions\": 3, \"mean_week_duration\": 1.67}, \"14410\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-01-23 10:58:18.000000+00:00\", \"2023-01-22 00:01:57.000000+00:00\", \"2019-12-22 23:14:39.000000+00:00\", \"2021-09-17 04:22:57.000000+00:00\", \"2022-05-17 03:47:50.000000+00:00\", \"2023-03-29 04:38:37.000000+00:00\"], \"session_ids\": [\"664719d9-8781-473c-b57f-b31b5fb38afd\", \"78ec20aa-64a4-4b6f-9e99-a00948b9fce6\", \"9ab2e1bc-ee96-41b9-a385-6f88ab420059\", \"3165d06f-edb0-4894-a9f0-c4139683b74e\", \"a9a4709d-2bcc-4262-a2f1-c6656cc4cdab\", \"aa9688cb-247d-4967-8fc2-74327419baa8\"], \"total_duration\": 186.0, \"total_sessions\": 6, \"mean_week_duration\": 1.088}, \"68877\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-03 20:19:23.000000+00:00\", \"2020-04-21 00:19:31.000000+00:00\"], \"session_ids\": [\"8de61bb8-3f72-4f6a-907c-73cd94162ca3\", \"04e6fb4c-965a-495b-8d5b-545c1361dcac\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.527}, \"19109\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-29 06:23:30.000000+00:00\", \"2021-04-10 07:08:26.000000+00:00\", \"2023-02-02 18:16:43.000000+00:00\"], \"session_ids\": [\"c233768d-10e6-4004-af49-366ee7c35aa4\", \"f4ac5964-b3be-4bbe-8dfd-fa3899f5f8eb\", \"04ccbc71-1e76-4564-8e7f-9d01fb947e58\"], \"total_duration\": 201.0, \"total_sessions\": 3, \"mean_week_duration\": 2.116}, \"30610\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-03-21 22:29:58.000000+00:00\", \"2023-03-16 01:02:22.000000+00:00\", \"2020-08-11 05:40:41.000000+00:00\"], \"session_ids\": [\"9f5fa3e3-4535-4a0e-af6f-0fcb7c6722e5\", \"3bc0908a-0d5b-4f8d-9663-a3dbc63f2917\", \"e6cf562b-bf1f-4abc-af45-3220c9e4c7fe\"], \"total_duration\": 63.0, \"total_sessions\": 3, \"mean_week_duration\": 0.404}, \"77519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-31 22:52:23.000000+00:00\", \"2020-11-19 15:57:54.000000+00:00\"], \"session_ids\": [\"32db0625-9d35-41f7-bd08-60937594670c\", \"10fcbd0f-4f01-4976-ada5-93051dba4fe6\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 2.525}, \"14581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-03-22 05:41:43.000000+00:00\", \"2020-07-25 20:32:06.000000+00:00\"], \"session_ids\": [\"145e01d8-b3f2-496f-8648-11e38d27b3f1\", \"d575d952-d5ee-4503-bcc8-1e407678ba66\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 9.222}}\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[{\"68877\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-03 20:19:23.000000+00:00\", \"2020-04-21 00:19:31.000000+00:00\"], \"session_ids\": [\"8de61bb8-3f72-4f6a-907c-73cd94162ca3\", \"04e6fb4c-965a-495b-8d5b-545c1361dcac\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.527}}, {\"77519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-31 22:52:23.000000+00:00\", \"2020-11-19 15:57:54.000000+00:00\"], \"session_ids\": [\"32db0625-9d35-41f7-bd08-60937594670c\", \"10fcbd0f-4f01-4976-ada5-93051dba4fe6\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 2.525}}, {\"14581\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-03-22 05:41:43.000000+00:00\", \"2020-07-25 20:32:06.000000+00:00\"], \"session_ids\": [\"145e01d8-b3f2-496f-8648-11e38d27b3f1\", \"d575d952-d5ee-4503-bcc8-1e407678ba66\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 9.222}}, {\"69525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-06-17 14:19:57.000000+00:00\", \"2022-09-24 19:35:35.000000+00:00\", \"2019-08-19 21:18:24.000000+00:00\"], \"session_ids\": [\"aff13520-9a46-4646-8963-061bd34be747\", \"b6473f19-9ad9-49f5-b482-826ac8cdf9d7\", \"241e9262-3655-4d4c-8deb-1bfa4c30cc2f\"], \"total_duration\": 334.0, \"total_sessions\": 3, \"mean_week_duration\": 1.67}}, {\"19109\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-29 06:23:30.000000+00:00\", \"2021-04-10 07:08:26.000000+00:00\", \"2023-02-02 18:16:43.000000+00:00\"], \"session_ids\": [\"c233768d-10e6-4004-af49-366ee7c35aa4\", \"f4ac5964-b3be-4bbe-8dfd-fa3899f5f8eb\", \"04ccbc71-1e76-4564-8e7f-9d01fb947e58\"], \"total_duration\": 201.0, \"total_sessions\": 3, \"mean_week_duration\": 2.116}}, {\"30610\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-03-21 22:29:58.000000+00:00\", \"2023-03-16 01:02:22.000000+00:00\", \"2020-08-11 05:40:41.000000+00:00\"], \"session_ids\": [\"9f5fa3e3-4535-4a0e-af6f-0fcb7c6722e5\", \"3bc0908a-0d5b-4f8d-9663-a3dbc63f2917\", \"e6cf562b-bf1f-4abc-af45-3220c9e4c7fe\"], \"total_duration\": 63.0, \"total_sessions\": 3, \"mean_week_duration\": 0.404}}, {\"14410\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-01-23 10:58:18.000000+00:00\", \"2023-01-22 00:01:57.000000+00:00\", \"2019-12-22 23:14:39.000000+00:00\", \"2021-09-17 04:22:57.000000+00:00\", \"2022-05-17 03:47:50.000000+00:00\", \"2023-03-29 04:38:37.000000+00:00\"], \"session_ids\": [\"664719d9-8781-473c-b57f-b31b5fb38afd\", \"78ec20aa-64a4-4b6f-9e99-a00948b9fce6\", \"9ab2e1bc-ee96-41b9-a385-6f88ab420059\", \"3165d06f-edb0-4894-a9f0-c4139683b74e\", \"a9a4709d-2bcc-4262-a2f1-c6656cc4cdab\", \"aa9688cb-247d-4967-8fc2-74327419baa8\"], \"total_duration\": 186.0, \"total_sessions\": 6, \"mean_week_duration\": 1.088}}]\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[{\"68877\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-03 20:19:23.000000+00:00\", \"2020-04-21 00:19:31.000000+00:00\"], \"session_ids\": [\"8de61bb8-3f72-4f6a-907c-73cd94162ca3\", \"04e6fb4c-965a-495b-8d5b-545c1361dcac\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.527}}]\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[{\"68877\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-03 20:19:23.000000+00:00\", \"2020-04-21 00:19:31.000000+00:00\"], \"session_ids\": [\"8de61bb8-3f72-4f6a-907c-73cd94162ca3\", \"04e6fb4c-965a-495b-8d5b-545c1361dcac\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.527}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please offer data on user who is a resident of cities Seoul, Jakarta, Tokyo, Edinburgh, Guatemala City, Beijing, Zurich, Santiago , moreover implement sorting by city_name in ascending plus keep 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{\"86386\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-01 21:05:42.000000+00:00\", \"2020-10-29 06:58:41.000000+00:00\"], \"session_ids\": [\"6383e1b7-7d2d-488f-8621-ac870be2acd2\", \"6da23a97-bbdd-4764-ae11-bb926ffdd444\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.557}, \"65225\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-04 04:39:06.000000+00:00\", \"2023-03-23 13:20:44.000000+00:00\"], \"session_ids\": [\"343d84af-36b0-4adf-8552-18e02004fbc4\", \"88c24808-b836-47c1-bd85-aa1cdd53f8b4\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 0.708}, \"2875\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-18 21:29:37.000000+00:00\", \"2022-09-26 19:02:18.000000+00:00\", \"2022-06-26 00:23:59.000000+00:00\", \"2022-12-15 02:01:57.000000+00:00\", \"2022-12-02 03:27:54.000000+00:00\", \"2023-04-08 09:04:30.000000+00:00\", \"2020-07-05 09:56:20.000000+00:00\"], \"session_ids\": [\"44000665-dfc1-419a-964d-1e028d265825\", \"8002ebb1-d2a7-4cd8-8d39-64f08b06e694\", \"e500255e-0e08-4d56-a54a-348f9161ec6c\", \"6aaf982e-72e9-44a2-8aca-7bcfc2f4d64a\", \"2ffefe24-7901-4e85-b138-fc5a594cfab8\", \"26bb8cc1-efbf-4bc4-8dcd-0cb5a64e06a7\", \"ce59a6a4-2eb4-43c8-8a10-8a875c7a1ee4\"], \"total_duration\": 11106.0, \"total_sessions\": 7, \"mean_week_duration\": 77.125}, \"28772\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-05 17:19:48.000000+00:00\", \"2022-01-23 17:03:35.000000+00:00\", \"2020-07-11 01:25:41.000000+00:00\", \"2020-09-26 11:40:55.000000+00:00\"], \"session_ids\": [\"f1c2c1e5-9d90-445b-aae9-92eb811d90d9\", \"cf6b3534-e4dc-4467-94e7-0cb0b907738d\", \"f7d0f60a-2d11-4e18-bf5c-55e285b586b3\", \"12c6d496-ac5d-4821-a078-45d1f94dfaa8\"], \"total_duration\": 49.0, \"total_sessions\": 4, \"mean_week_duration\": 0.605}, \"86163\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-22 09:35:40.000000+00:00\", \"2019-03-15 11:28:08.000000+00:00\", \"2021-11-28 03:57:56.000000+00:00\", \"2022-07-30 06:47:27.000000+00:00\", \"2020-08-20 12:01:41.000000+00:00\", \"2023-06-16 16:04:36.000000+00:00\", \"2019-04-14 20:47:31.000000+00:00\", \"2023-05-25 09:36:10.000000+00:00\"], \"session_ids\": [\"e21e7a7c-3cbd-4f93-a39b-a00b5bd895a5\", \"06bb3138-ba47-479c-b3d6-edd6e44405a7\", \"06ffc21b-881d-40a2-9eb4-ab00296c79c7\", \"adc7953b-3bc5-4c73-9cdc-a014ff2007f9\", \"e694d9f4-51d5-4d1a-89da-6417254285f6\", \"798e55b2-3aa1-4106-8490-ba7aa8b4b5b1\", \"e9cdf137-f469-4f2f-a658-88fed23ec13a\", \"d7ab79d5-7ce1-4c24-9d9e-bc8d3e1a9a75\"], \"total_duration\": 130.0, \"total_sessions\": 8, \"mean_week_duration\": 0.578}, \"4807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-01-27 05:37:58.000000+00:00\", \"2019-06-09 03:20:04.000000+00:00\", \"2023-02-16 06:38:34.000000+00:00\", \"2021-04-03 11:36:28.000000+00:00\", \"2020-01-30 02:03:10.000000+00:00\", \"2021-12-13 23:32:33.000000+00:00\", \"2021-04-13 23:24:27.000000+00:00\"], \"session_ids\": [\"3f5f0bda-8af5-4084-8802-63738fe0222e\", \"5b2e9678-adba-4b09-a773-a989b6c77ea0\", \"9af5d55e-87c2-4d36-9c3a-89a9b4598496\", \"2afc4c5c-84c6-468f-bc49-677b1bf12ac7\", \"ad07c0f6-5614-4c28-ab81-35fcd2944b57\", \"48096c7e-7bf7-434c-a9ae-78d6ec3a0526\", \"c8a10b9a-bacc-4984-81d8-ec288ac70447\"], \"total_duration\": 1855.0, \"total_sessions\": 7, \"mean_week_duration\": 9.611}, \"49850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-17 13:57:11.000000+00:00\", \"2019-02-17 15:39:55.000000+00:00\", \"2019-10-28 15:49:35.000000+00:00\"], \"session_ids\": [\"540962db-31a4-43cc-b900-ea151b9d77d0\", \"07055a37-8cf8-488e-8236-fd8a2de21db9\", \"150050e5-f7b5-4811-9487-20b632c8777a\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.865}, \"6409\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-08-06 23:55:09.000000+00:00\", \"2020-09-20 23:28:23.000000+00:00\", \"2021-09-22 02:19:34.000000+00:00\", \"2020-07-20 20:58:47.000000+00:00\", \"2020-04-09 18:24:14.000000+00:00\", \"2019-12-25 23:29:05.000000+00:00\"], \"session_ids\": [\"d2dafeb3-ef47-4196-835f-20579d4f58d5\", \"9bec1790-6685-4de3-8d64-b6c3838fde4f\", \"41fa6745-afaf-45cf-9539-a8179b76579b\", \"132c273e-a0eb-4ec3-8f33-3787a7e89297\", \"d7afb85a-5297-4360-8554-e12274a43832\", \"690d4b6f-da0d-4433-a31c-903ba1e5c05a\"], \"total_duration\": 177.0, \"total_sessions\": 6, \"mean_week_duration\": 1.945}, \"80051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-08-13 18:57:44.000000+00:00\", \"2023-05-26 10:38:36.000000+00:00\"], \"session_ids\": [\"db3abf50-9799-4c6b-94c6-420f33371c06\", \"9441e016-ac74-48b4-b396-67d8067cfc19\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.136}, \"82362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-09 08:42:41.000000+00:00\", \"2022-09-02 05:07:29.000000+00:00\", \"2022-05-14 01:38:50.000000+00:00\", \"2022-07-24 22:29:11.000000+00:00\", \"2022-05-04 02:52:25.000000+00:00\", \"2019-11-11 03:55:14.000000+00:00\"], \"session_ids\": [\"763ab355-e1f8-45ce-8bc2-7b979d3f81de\", \"8c2ea648-93da-4aec-a8e8-8a4625c42a9e\", \"711886ef-b302-49ce-bdfd-445b08580f7b\", \"80d4aa0f-1524-4ff2-9f50-3fbb1d81df08\", \"ae34febb-17c7-4a1a-840d-aec2a5d4cd3c\", \"aa49db15-6f65-4352-8a17-07ce69ec1066\"], \"total_duration\": 88.0, \"total_sessions\": 6, \"mean_week_duration\": 0.599}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Seoul, Jakarta, Tokyo, Edinburgh, Guatemala City, Beijing, Zurich, Santiago"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Seoul\", \"Jakarta\", \"Tokyo\", \"Edinburgh\", \"Guatemala City\", \"Beijing\", \"Zurich\", \"Santiago\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"82362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-09 08:42:41.000000+00:00\", \"2022-09-02 05:07:29.000000+00:00\", \"2022-05-14 01:38:50.000000+00:00\", \"2022-07-24 22:29:11.000000+00:00\", \"2022-05-04 02:52:25.000000+00:00\", \"2019-11-11 03:55:14.000000+00:00\"], \"session_ids\": [\"763ab355-e1f8-45ce-8bc2-7b979d3f81de\", \"8c2ea648-93da-4aec-a8e8-8a4625c42a9e\", \"711886ef-b302-49ce-bdfd-445b08580f7b\", \"80d4aa0f-1524-4ff2-9f50-3fbb1d81df08\", \"ae34febb-17c7-4a1a-840d-aec2a5d4cd3c\", \"aa49db15-6f65-4352-8a17-07ce69ec1066\"], \"total_duration\": 88.0, \"total_sessions\": 6, \"mean_week_duration\": 0.599}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"82362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-09 08:42:41.000000+00:00\", \"2022-09-02 05:07:29.000000+00:00\", \"2022-05-14 01:38:50.000000+00:00\", \"2022-07-24 22:29:11.000000+00:00\", \"2022-05-04 02:52:25.000000+00:00\", \"2019-11-11 03:55:14.000000+00:00\"], \"session_ids\": [\"763ab355-e1f8-45ce-8bc2-7b979d3f81de\", \"8c2ea648-93da-4aec-a8e8-8a4625c42a9e\", \"711886ef-b302-49ce-bdfd-445b08580f7b\", \"80d4aa0f-1524-4ff2-9f50-3fbb1d81df08\", \"ae34febb-17c7-4a1a-840d-aec2a5d4cd3c\", \"aa49db15-6f65-4352-8a17-07ce69ec1066\"], \"total_duration\": 88.0, \"total_sessions\": 6, \"mean_week_duration\": 0.599}}]\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[{\"82362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-09 08:42:41.000000+00:00\", \"2022-09-02 05:07:29.000000+00:00\", \"2022-05-14 01:38:50.000000+00:00\", \"2022-07-24 22:29:11.000000+00:00\", \"2022-05-04 02:52:25.000000+00:00\", \"2019-11-11 03:55:14.000000+00:00\"], \"session_ids\": [\"763ab355-e1f8-45ce-8bc2-7b979d3f81de\", \"8c2ea648-93da-4aec-a8e8-8a4625c42a9e\", \"711886ef-b302-49ce-bdfd-445b08580f7b\", \"80d4aa0f-1524-4ff2-9f50-3fbb1d81df08\", \"ae34febb-17c7-4a1a-840d-aec2a5d4cd3c\", \"aa49db15-6f65-4352-8a17-07ce69ec1066\"], \"total_duration\": 88.0, \"total_sessions\": 6, \"mean_week_duration\": 0.599}}]\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[{\"82362\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-09 08:42:41.000000+00:00\", \"2022-09-02 05:07:29.000000+00:00\", \"2022-05-14 01:38:50.000000+00:00\", \"2022-07-24 22:29:11.000000+00:00\", \"2022-05-04 02:52:25.000000+00:00\", \"2019-11-11 03:55:14.000000+00:00\"], \"session_ids\": [\"763ab355-e1f8-45ce-8bc2-7b979d3f81de\", \"8c2ea648-93da-4aec-a8e8-8a4625c42a9e\", \"711886ef-b302-49ce-bdfd-445b08580f7b\", \"80d4aa0f-1524-4ff2-9f50-3fbb1d81df08\", \"ae34febb-17c7-4a1a-840d-aec2a5d4cd3c\", \"aa49db15-6f65-4352-8a17-07ce69ec1066\"], \"total_duration\": 88.0, \"total_sessions\": 6, \"mean_week_duration\": 0.599}}]\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 5 users pieces of information with a total sessions that is 4 as well as apply sorting by total duration amount 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{\"24864\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-09 06:56:49.000000+00:00\", \"2020-09-18 17:51:46.000000+00:00\", \"2021-07-12 07:44:27.000000+00:00\", \"2020-06-08 04:14:18.000000+00:00\", \"2020-01-29 10:39:01.000000+00:00\", \"2022-02-07 06:15:59.000000+00:00\", \"2022-06-19 14:40:06.000000+00:00\", \"2022-06-21 15:51:02.000000+00:00\", \"2021-06-22 15:42:38.000000+00:00\"], \"session_ids\": [\"9a028cae-c062-4504-94c6-59eeff490421\", \"ca4b4bd0-a393-4a72-8cca-0a5d3c7c76ab\", \"df64649c-7aa4-4a17-bc10-e9db9ad140dd\", \"3e0d4cfb-b583-4228-a566-1971be978a02\", \"0151b761-f9a1-4b4b-8cf4-bde450a1db67\", \"0d166cf4-f135-425a-bb04-84fd52b87368\", \"23e4c19e-b95e-444b-8871-2542bdb6711d\", \"a36ae72c-e78a-44c6-95fe-d96ff2ed14e2\", \"b8a899e1-a97e-4ec1-a763-3f3fca6e877d\"], \"total_duration\": 26652.0, \"total_sessions\": 9, \"mean_week_duration\": 213.216}, \"86333\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-27 22:09:19.000000+00:00\", \"2021-08-11 02:25:17.000000+00:00\"], \"session_ids\": [\"ee3194f7-972a-496b-a813-2f467588ed0f\", \"5e9d0365-5918-495c-8e6d-882c313293f9\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 9.625}, \"31077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-09-19 03:37:30.000000+00:00\", \"2021-11-07 04:39:12.000000+00:00\"], \"session_ids\": [\"133bf461-d630-4ea6-a174-d2a27aaa5036\", \"11cd0951-2cd1-4427-af25-d6f07fcb9c8a\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 25.286}, \"80484\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-29 02:39:22.000000+00:00\", \"2022-01-28 09:13:37.000000+00:00\", \"2020-09-14 22:15:55.000000+00:00\", \"2023-03-16 01:40:53.000000+00:00\", \"2019-03-25 09:12:17.000000+00:00\"], \"session_ids\": [\"3bbd75eb-3000-45a4-8f10-bcd72c5373c2\", \"044b2dc8-91fe-4efc-b487-905f2198f70d\", \"78914685-12df-4937-8132-fa587c60c7b7\", \"83d5e9e6-7a3f-4f50-bff4-757f44ade910\", \"034d7cfd-8c99-4fb7-83ab-1306ddc92e04\"], \"total_duration\": 670.0, \"total_sessions\": 5, \"mean_week_duration\": 3.221}, \"91729\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-10-30 23:50:19.000000+00:00\", \"2021-12-30 21:49:35.000000+00:00\", \"2021-01-03 19:16:37.000000+00:00\", \"2021-03-05 14:41:24.000000+00:00\", \"2019-05-27 00:02:35.000000+00:00\"], \"session_ids\": [\"4c2b3f6f-67c6-490e-b811-4de9c6674950\", \"e21c0c33-087d-4354-be9a-7dc4ec4b3eee\", \"e34cfc92-d7b3-425b-8505-b9d6957d7329\", \"0de251df-7aa3-4391-bae3-990db7e25ce2\", \"a70e182d-e2b0-448f-a19c-5144e98c03e5\"], \"total_duration\": 1192.0, \"total_sessions\": 5, \"mean_week_duration\": 8.765}, \"63684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-17 10:23:16.000000+00:00\", \"2020-08-03 21:47:50.000000+00:00\"], \"session_ids\": [\"a9f0eaea-8a19-4b05-b416-52ecbf8afe7e\", \"a2f54d8d-34c7-4abe-9d4e-8e3a3d5a9f7a\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 6.1}, \"51093\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-16 02:25:00.000000+00:00\", \"2020-03-08 09:24:13.000000+00:00\"], \"session_ids\": [\"68a4ea79-d912-47e3-bd3b-e5c286ba0fa3\", \"bf48c528-673d-47a2-8886-372d0da8d297\"], \"total_duration\": 445.0, \"total_sessions\": 2, \"mean_week_duration\": 3.739}, \"89035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-29 22:41:43.000000+00:00\", \"2019-10-28 13:08:51.000000+00:00\", \"2019-03-28 08:10:12.000000+00:00\", \"2023-06-02 12:23:30.000000+00:00\", \"2023-03-22 07:50:42.000000+00:00\", \"2021-09-20 00:58:23.000000+00:00\", \"2021-02-13 14:38:46.000000+00:00\", \"2023-02-20 08:19:12.000000+00:00\", \"2021-09-16 17:52:09.000000+00:00\"], \"session_ids\": [\"52b493ea-1b59-43ec-bf52-ab42536df1d7\", \"3ffac096-d4a3-4c43-adb6-f10c0bd1ba57\", \"e967619f-0eba-4f69-ab6c-cae17f49b900\", \"d15cda61-af32-4e17-a0b8-3cee48d31957\", \"4f8fb8ec-15d2-4dda-a0c8-1d4fc55d5db4\", \"fb6b411f-f46b-463c-bd0c-902135cbb02d\", \"2f9bea36-1d44-4e71-b605-94d4d1fcccca\", \"6bdeed92-46d5-40e9-970b-db2b50156fe4\", \"d0fed99e-b9dd-41aa-8e24-040291059681\"], \"total_duration\": 16837.0, \"total_sessions\": 9, \"mean_week_duration\": 76.881}, \"92691\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-02-09 11:28:48.000000+00:00\", \"2019-04-13 13:27:09.000000+00:00\"], \"session_ids\": [\"2e2e2ba9-dad3-4715-9d25-7ef237c03737\", \"9bfa4133-c07b-488f-b030-7a4e97e31842\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 34.0}, \"88553\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-06-30 20:35:01.000000+00:00\", \"2019-06-10 13:38:53.000000+00:00\"], \"session_ids\": [\"c4eed021-ab42-4411-a3b3-73aa6fac008b\", \"76793026-8a6d-41fd-9482-82a84d829b8f\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 2.833}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[4, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about 7 users whose average week duration exceeds 19 while staying below 50, exclusively 19 in addition do sorting by total_duration from the smallest value to the largest value additionaly show me only 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"23565\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-04 16:16:37.000000+00:00\", \"2023-06-21 06:58:49.000000+00:00\"], \"session_ids\": [\"0c0e2fb5-a47a-490e-9c99-32a3962c7ab8\", \"84c389fb-2848-41f3-9214-55ae4c17b1e5\"], \"total_duration\": 477.0, \"total_sessions\": 2, \"mean_week_duration\": 8.673}, \"5835\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2020-04-30 02:33:33.000000+00:00\", \"2022-12-10 08:13:19.000000+00:00\", \"2022-04-01 06:05:07.000000+00:00\"], \"session_ids\": [\"93db30d7-39e9-47f6-a590-f0eb49e31f47\", \"df7e6a99-19b1-4e5e-bf20-2e0761ca4970\", \"82891f46-0824-4ab1-9d16-f66f86debceb\"], \"total_duration\": 377.0, \"total_sessions\": 3, \"mean_week_duration\": 2.752}, \"33222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-09 08:00:15.000000+00:00\", \"2021-04-29 18:24:16.000000+00:00\"], \"session_ids\": [\"d85a5d02-1a89-45d5-9f39-f116558301c3\", \"ffc20d12-f00e-4732-9a0d-1ecf5224173d\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 2.733}, \"3308\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-11 03:01:11.000000+00:00\", \"2020-06-07 16:00:07.000000+00:00\"], \"session_ids\": [\"e5401cdf-8dd0-4422-a6d2-e802f9371098\", \"3d942151-1b1d-4486-8ce8-763a3bf04405\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 3.478}, \"91284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-16 18:48:20.000000+00:00\", \"2021-09-29 06:08:12.000000+00:00\", \"2023-03-20 17:25:30.000000+00:00\", \"2020-09-05 19:40:56.000000+00:00\", \"2019-06-04 01:41:40.000000+00:00\"], \"session_ids\": [\"ee6c168e-678f-4d97-bf4a-ab4da018e067\", \"03d2df47-81b2-47cc-a3dd-3e09492db684\", \"f158e7f3-94d4-4f19-b044-15131beaac4f\", \"91439f4b-1f2c-487e-a464-64ba8c62294c\", \"acccb9f3-9777-45f2-90de-e4df10bf37d0\"], \"total_duration\": 2007.0, \"total_sessions\": 5, \"mean_week_duration\": 10.136}, \"3727\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-25 13:21:40.000000+00:00\", \"2020-01-26 22:24:52.000000+00:00\"], \"session_ids\": [\"8856a7a8-cca3-4da8-b90d-3af433d4ab80\", \"46be47aa-ec48-44da-a49f-56b4ec769982\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 2.006}, \"40242\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-31 18:59:52.000000+00:00\", \"2021-05-27 07:28:55.000000+00:00\"], \"session_ids\": [\"b992e2b0-3c07-4a16-807d-bb6f125d9436\", \"a13cbae2-a9e1-41a7-b3ce-dd48102da6d4\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 4.636}, \"37677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-26 04:13:44.000000+00:00\", \"2021-07-31 21:49:08.000000+00:00\", \"2019-08-25 13:20:01.000000+00:00\", \"2022-05-03 05:41:04.000000+00:00\", \"2023-06-26 17:33:19.000000+00:00\", \"2022-07-28 00:26:24.000000+00:00\", \"2019-12-20 10:24:37.000000+00:00\", \"2022-07-28 05:21:52.000000+00:00\", \"2019-12-08 11:53:59.000000+00:00\"], \"session_ids\": [\"4d52891c-8ad5-43f1-a1c5-cfaa9c2e0809\", \"248c5117-b19a-4ff7-85c1-b3c1067ec13c\", \"27d91678-d401-48b0-9e28-e681f5868849\", \"0b5cddfc-ab6f-4e3f-bbdd-e92843d1f1fa\", \"0123ee7e-0e9a-4b21-9478-2500c516495b\", \"fbd637c3-557a-450f-8b6e-b2a0758a8fa9\", \"cd8efb90-e056-4e76-8873-9ccafc1a5b4b\", \"127be73f-738e-4fe5-9e73-2cc1a82bfa3f\", \"2f616edc-5470-479a-b31b-286af7673b5e\"], \"total_duration\": 3928.0, \"total_sessions\": 9, \"mean_week_duration\": 19.542}, \"71501\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-10-22 02:09:04.000000+00:00\", \"2022-09-24 05:11:02.000000+00:00\"], \"session_ids\": [\"c912856a-977e-4629-9a3c-ee5dc5378209\", \"dcfed74b-30bb-4370-b4ae-b3263a777231\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.149}, \"11420\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-14 05:20:25.000000+00:00\", \"2022-10-11 00:40:06.000000+00:00\"], \"session_ids\": [\"ab9957a2-7f0d-4b29-b53a-3a63307fc517\", \"2375e5b6-e3d8-4035-80f7-b2033dbfa102\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 19 and are equal or less than 50"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[19, 50]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"37677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-26 04:13:44.000000+00:00\", \"2021-07-31 21:49:08.000000+00:00\", \"2019-08-25 13:20:01.000000+00:00\", \"2022-05-03 05:41:04.000000+00:00\", \"2023-06-26 17:33:19.000000+00:00\", \"2022-07-28 00:26:24.000000+00:00\", \"2019-12-20 10:24:37.000000+00:00\", \"2022-07-28 05:21:52.000000+00:00\", \"2019-12-08 11:53:59.000000+00:00\"], \"session_ids\": [\"4d52891c-8ad5-43f1-a1c5-cfaa9c2e0809\", \"248c5117-b19a-4ff7-85c1-b3c1067ec13c\", \"27d91678-d401-48b0-9e28-e681f5868849\", \"0b5cddfc-ab6f-4e3f-bbdd-e92843d1f1fa\", \"0123ee7e-0e9a-4b21-9478-2500c516495b\", \"fbd637c3-557a-450f-8b6e-b2a0758a8fa9\", \"cd8efb90-e056-4e76-8873-9ccafc1a5b4b\", \"127be73f-738e-4fe5-9e73-2cc1a82bfa3f\", \"2f616edc-5470-479a-b31b-286af7673b5e\"], \"total_duration\": 3928.0, \"total_sessions\": 9, \"mean_week_duration\": 19.542}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"37677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-26 04:13:44.000000+00:00\", \"2021-07-31 21:49:08.000000+00:00\", \"2019-08-25 13:20:01.000000+00:00\", \"2022-05-03 05:41:04.000000+00:00\", \"2023-06-26 17:33:19.000000+00:00\", \"2022-07-28 00:26:24.000000+00:00\", \"2019-12-20 10:24:37.000000+00:00\", \"2022-07-28 05:21:52.000000+00:00\", \"2019-12-08 11:53:59.000000+00:00\"], \"session_ids\": [\"4d52891c-8ad5-43f1-a1c5-cfaa9c2e0809\", \"248c5117-b19a-4ff7-85c1-b3c1067ec13c\", \"27d91678-d401-48b0-9e28-e681f5868849\", \"0b5cddfc-ab6f-4e3f-bbdd-e92843d1f1fa\", \"0123ee7e-0e9a-4b21-9478-2500c516495b\", \"fbd637c3-557a-450f-8b6e-b2a0758a8fa9\", \"cd8efb90-e056-4e76-8873-9ccafc1a5b4b\", \"127be73f-738e-4fe5-9e73-2cc1a82bfa3f\", \"2f616edc-5470-479a-b31b-286af7673b5e\"], \"total_duration\": 3928.0, \"total_sessions\": 9, \"mean_week_duration\": 19.542}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 2 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"37677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-26 04:13:44.000000+00:00\", \"2021-07-31 21:49:08.000000+00:00\", \"2019-08-25 13:20:01.000000+00:00\", \"2022-05-03 05:41:04.000000+00:00\", \"2023-06-26 17:33:19.000000+00:00\", \"2022-07-28 00:26:24.000000+00:00\", \"2019-12-20 10:24:37.000000+00:00\", \"2022-07-28 05:21:52.000000+00:00\", \"2019-12-08 11:53:59.000000+00:00\"], \"session_ids\": [\"4d52891c-8ad5-43f1-a1c5-cfaa9c2e0809\", \"248c5117-b19a-4ff7-85c1-b3c1067ec13c\", \"27d91678-d401-48b0-9e28-e681f5868849\", \"0b5cddfc-ab6f-4e3f-bbdd-e92843d1f1fa\", \"0123ee7e-0e9a-4b21-9478-2500c516495b\", \"fbd637c3-557a-450f-8b6e-b2a0758a8fa9\", \"cd8efb90-e056-4e76-8873-9ccafc1a5b4b\", \"127be73f-738e-4fe5-9e73-2cc1a82bfa3f\", \"2f616edc-5470-479a-b31b-286af7673b5e\"], \"total_duration\": 3928.0, \"total_sessions\": 9, \"mean_week_duration\": 19.542}}]\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[{\"37677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-26 04:13:44.000000+00:00\", \"2021-07-31 21:49:08.000000+00:00\", \"2019-08-25 13:20:01.000000+00:00\", \"2022-05-03 05:41:04.000000+00:00\", \"2023-06-26 17:33:19.000000+00:00\", \"2022-07-28 00:26:24.000000+00:00\", \"2019-12-20 10:24:37.000000+00:00\", \"2022-07-28 05:21:52.000000+00:00\", \"2019-12-08 11:53:59.000000+00:00\"], \"session_ids\": [\"4d52891c-8ad5-43f1-a1c5-cfaa9c2e0809\", \"248c5117-b19a-4ff7-85c1-b3c1067ec13c\", \"27d91678-d401-48b0-9e28-e681f5868849\", \"0b5cddfc-ab6f-4e3f-bbdd-e92843d1f1fa\", \"0123ee7e-0e9a-4b21-9478-2500c516495b\", \"fbd637c3-557a-450f-8b6e-b2a0758a8fa9\", \"cd8efb90-e056-4e76-8873-9ccafc1a5b4b\", \"127be73f-738e-4fe5-9e73-2cc1a82bfa3f\", \"2f616edc-5470-479a-b31b-286af7673b5e\"], \"total_duration\": 3928.0, \"total_sessions\": 9, \"mean_week_duration\": 19.542}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you tell me about 2 users who are users with lowest median of duration of sessions per week and carry out sorting by site usage time from the largest value to the smallest value also show me only 4 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{\"31954\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2022-11-10 13:30:38.000000+00:00\", \"2020-01-19 07:10:19.000000+00:00\", \"2021-11-11 20:45:42.000000+00:00\"], \"session_ids\": [\"3b875290-a86d-4722-92c9-34e13a991d8a\", \"d1305db0-e67d-4110-beb5-5a1566a81d83\", \"e8615858-25a9-4393-8de5-578403dbc777\"], \"total_duration\": 451.0, \"total_sessions\": 3, \"mean_week_duration\": 3.068}, \"86387\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-29 04:53:17.000000+00:00\", \"2019-05-21 09:23:56.000000+00:00\", \"2021-01-16 13:46:28.000000+00:00\", \"2023-03-03 01:04:37.000000+00:00\", \"2021-06-07 18:07:35.000000+00:00\", \"2019-06-28 18:07:46.000000+00:00\"], \"session_ids\": [\"fd0d4f88-8cd7-49bd-a7ff-0266109c0472\", \"137b2870-8593-4b7a-88ea-be44587bf311\", \"673d87c1-11eb-448a-a7b7-204624bb3920\", \"41280183-5071-45db-916f-c95f31dd2493\", \"5c56e165-fb96-4b6b-953f-a95cfaac6ff3\", \"a1471da2-f485-47a6-8f66-0777ac914920\"], \"total_duration\": 6487.0, \"total_sessions\": 6, \"mean_week_duration\": 32.763}, \"20386\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-06-08 12:49:13.000000+00:00\", \"2022-03-22 07:40:32.000000+00:00\"], \"session_ids\": [\"e8da718e-10c8-4048-8fad-a3d4b043dd95\", \"a406c0dc-f2b9-49b8-bfeb-a06099fc9323\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 1.301}, \"53843\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-20 00:18:43.000000+00:00\", \"2019-11-24 13:31:43.000000+00:00\", \"2021-02-01 03:44:52.000000+00:00\", \"2020-11-12 18:35:12.000000+00:00\", \"2022-04-15 17:18:36.000000+00:00\", \"2021-06-13 02:58:41.000000+00:00\", \"2019-01-01 23:32:03.000000+00:00\"], \"session_ids\": [\"da97b594-c803-4f48-98be-b70f35f7fa2d\", \"bfad334d-16b4-4eb5-b25c-4c89e7fc72cb\", \"7bc6faea-324b-457b-b9f7-8060863bdb62\", \"dad4199b-4c30-462f-8556-34d31d20d2d5\", \"c02a5abb-029c-4b30-9461-ba79ce4d1bb8\", \"bf7050e9-42ec-40ba-9b76-94bc397e1cc5\", \"55e904e8-4bc7-414e-814c-f791034c089f\"], \"total_duration\": 2623.0, \"total_sessions\": 7, \"mean_week_duration\": 14.492}, \"22269\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-01-30 07:04:38.000000+00:00\", \"2023-03-08 17:03:41.000000+00:00\"], \"session_ids\": [\"2b426617-9e2e-4ef7-bc83-5ce4c7923d6b\", \"6e65773b-e08e-4cdc-aec9-23dbe78b6336\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 2.426}, \"2077\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-08 06:23:43.000000+00:00\", \"2019-05-12 18:19:38.000000+00:00\"], \"session_ids\": [\"ff2ff94d-85f7-40a0-b178-6aa56e2405b3\", \"adc6709f-017b-4bb9-8c4e-ac80cf487e35\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.144}, \"36380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-11 00:31:48.000000+00:00\", \"2021-03-22 12:26:36.000000+00:00\"], \"session_ids\": [\"deb2fd45-dd4c-4206-9a2a-6d2549750762\", \"038e8ea7-17fd-441b-9fec-b1fb164d3694\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.308}, \"76154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-18 15:06:11.000000+00:00\", \"2021-12-03 21:14:43.000000+00:00\"], \"session_ids\": [\"e56e27c2-7aa7-43aa-93f6-fc7ff3d5f855\", \"d8d5616a-a956-4bb9-84e8-9a9c67f1f388\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.135}, \"10927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-22 04:23:04.000000+00:00\", \"2019-10-14 11:57:07.000000+00:00\"], \"session_ids\": [\"b60bf2c2-dbdd-4df4-8132-27833a6f4c33\", \"08f11f88-a6ef-4aec-a744-77cbd246a13e\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 4.155}, \"79911\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-04-25 09:32:23.000000+00:00\", \"2019-10-16 20:26:24.000000+00:00\", \"2020-07-19 18:15:36.000000+00:00\", \"2020-02-14 22:19:22.000000+00:00\", \"2021-03-06 01:52:58.000000+00:00\"], \"session_ids\": [\"304e96e5-1277-4321-9367-a9784a481d04\", \"d20dfba7-180b-4655-94df-e096ef48894f\", \"675a6a1a-d484-48ec-a469-970ab5a67224\", \"7adee08f-73dc-4a1a-a207-8d15f2ede007\", \"da4f3d02-847a-46e5-8a9b-cb8c9d3dc2cc\"], \"total_duration\": 2379.0, \"total_sessions\": 5, \"mean_week_duration\": 32.589}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest 2 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 2}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"36380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-11 00:31:48.000000+00:00\", \"2021-03-22 12:26:36.000000+00:00\"], \"session_ids\": [\"deb2fd45-dd4c-4206-9a2a-6d2549750762\", \"038e8ea7-17fd-441b-9fec-b1fb164d3694\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.308}}, {\"76154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-18 15:06:11.000000+00:00\", \"2021-12-03 21:14:43.000000+00:00\"], \"session_ids\": [\"e56e27c2-7aa7-43aa-93f6-fc7ff3d5f855\", \"d8d5616a-a956-4bb9-84e8-9a9c67f1f388\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.135}}, {\"2077\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-08 06:23:43.000000+00:00\", \"2019-05-12 18:19:38.000000+00:00\"], \"session_ids\": [\"ff2ff94d-85f7-40a0-b178-6aa56e2405b3\", \"adc6709f-017b-4bb9-8c4e-ac80cf487e35\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.144}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"2077\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-08 06:23:43.000000+00:00\", \"2019-05-12 18:19:38.000000+00:00\"], \"session_ids\": [\"ff2ff94d-85f7-40a0-b178-6aa56e2405b3\", \"adc6709f-017b-4bb9-8c4e-ac80cf487e35\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.144}}, {\"76154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-18 15:06:11.000000+00:00\", \"2021-12-03 21:14:43.000000+00:00\"], \"session_ids\": [\"e56e27c2-7aa7-43aa-93f6-fc7ff3d5f855\", \"d8d5616a-a956-4bb9-84e8-9a9c67f1f388\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.135}}, {\"36380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-11 00:31:48.000000+00:00\", \"2021-03-22 12:26:36.000000+00:00\"], \"session_ids\": [\"deb2fd45-dd4c-4206-9a2a-6d2549750762\", \"038e8ea7-17fd-441b-9fec-b1fb164d3694\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.308}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 4 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"2077\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-08 06:23:43.000000+00:00\", \"2019-05-12 18:19:38.000000+00:00\"], \"session_ids\": [\"ff2ff94d-85f7-40a0-b178-6aa56e2405b3\", \"adc6709f-017b-4bb9-8c4e-ac80cf487e35\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.144}}, {\"76154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-18 15:06:11.000000+00:00\", \"2021-12-03 21:14:43.000000+00:00\"], \"session_ids\": [\"e56e27c2-7aa7-43aa-93f6-fc7ff3d5f855\", \"d8d5616a-a956-4bb9-84e8-9a9c67f1f388\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.135}}, {\"36380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-11 00:31:48.000000+00:00\", \"2021-03-22 12:26:36.000000+00:00\"], \"session_ids\": [\"deb2fd45-dd4c-4206-9a2a-6d2549750762\", \"038e8ea7-17fd-441b-9fec-b1fb164d3694\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.308}}]\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[{\"2077\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-08 06:23:43.000000+00:00\", \"2019-05-12 18:19:38.000000+00:00\"], \"session_ids\": [\"ff2ff94d-85f7-40a0-b178-6aa56e2405b3\", \"adc6709f-017b-4bb9-8c4e-ac80cf487e35\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.144}}, {\"76154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-18 15:06:11.000000+00:00\", \"2021-12-03 21:14:43.000000+00:00\"], \"session_ids\": [\"e56e27c2-7aa7-43aa-93f6-fc7ff3d5f855\", \"d8d5616a-a956-4bb9-84e8-9a9c67f1f388\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.135}}, {\"36380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-11 00:31:48.000000+00:00\", \"2021-03-22 12:26:36.000000+00:00\"], \"session_ids\": [\"deb2fd45-dd4c-4206-9a2a-6d2549750762\", \"038e8ea7-17fd-441b-9fec-b1fb164d3694\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.308}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about 5 users who have number of sessions strictly smaller than 4 + implement sorting by town center name in descending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"32721\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-25 17:13:38.000000+00:00\", \"2021-11-22 11:06:41.000000+00:00\", \"2021-08-27 04:23:13.000000+00:00\", \"2023-05-17 16:04:30.000000+00:00\", \"2020-08-22 13:41:21.000000+00:00\", \"2023-03-21 23:46:40.000000+00:00\", \"2022-05-30 08:43:33.000000+00:00\", \"2021-03-26 08:37:22.000000+00:00\", \"2021-06-21 02:38:51.000000+00:00\", \"2020-11-14 08:02:44.000000+00:00\"], \"session_ids\": [\"32e82aaf-5125-45f1-b60c-fbeecb6a538a\", \"65e8a1c6-c5b6-428e-8c02-4b6ca17626c8\", \"bebb1ca1-e8ee-4a1c-9e40-2ab4803e45e9\", \"0adb060c-2df4-45e5-b7f5-864f12ba6837\", \"9e70a45f-f1a3-4021-b0cf-941095604f6f\", \"ba677ff8-b273-4103-a23d-312052dec33e\", \"b4e5783f-7440-4cb8-b8be-f46f5b013456\", \"5291c700-adf5-4afb-843a-fc91c977850a\", \"3af30a7f-9f5c-4f83-95da-c1bc0d3b6bcf\", \"8faa67a2-4005-47fc-a8ee-395374186aaf\"], \"total_duration\": 474.0, \"total_sessions\": 10, \"mean_week_duration\": 3.315}, \"99274\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-08-03 09:10:39.000000+00:00\", \"2022-10-11 09:44:11.000000+00:00\", \"2022-08-03 20:41:24.000000+00:00\", \"2023-06-19 05:53:19.000000+00:00\", \"2023-06-13 19:59:51.000000+00:00\", \"2020-07-09 00:38:38.000000+00:00\"], \"session_ids\": [\"29dfa5d1-2435-471c-9aaa-3b999ac35823\", \"fa076c0b-3650-48b1-972a-7e641d33a5e2\", \"3a2f376d-c76e-44a8-a73f-39140d19fffb\", \"d72cad69-e6e2-46c8-822a-3a66c00865ad\", \"78cb5d06-c66c-4d7c-bb1a-e0c7d92ee369\", \"fb14b96f-ce8f-4a8d-9a08-a61c3a80babd\"], \"total_duration\": 83.0, \"total_sessions\": 6, \"mean_week_duration\": 0.409}, \"2779\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-29 01:50:41.000000+00:00\", \"2023-02-27 10:40:49.000000+00:00\", \"2022-11-11 06:53:17.000000+00:00\", \"2022-08-02 16:03:41.000000+00:00\", \"2020-11-06 04:24:55.000000+00:00\"], \"session_ids\": [\"dcf0247d-4663-43f3-957c-1fac30bbfadf\", \"36d19296-b856-4b25-8510-47be581f4e3f\", \"9b417c1b-3fb3-4a26-b519-96f363efef8a\", \"333d8bd9-8490-4037-8e0c-2bf5ac651f40\", \"0f3ab2d7-e1de-436f-ae58-85d029c2d35a\"], \"total_duration\": 511.0, \"total_sessions\": 5, \"mean_week_duration\": 2.855}, \"90330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-16 18:42:46.000000+00:00\", \"2020-12-16 12:10:32.000000+00:00\"], \"session_ids\": [\"0fd32f70-dbb4-4d23-a687-2f069a1a7733\", \"c2792306-2d7a-473d-a40b-84b4f6c2e1b7\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.625}, \"54391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-24 14:17:38.000000+00:00\", \"2020-10-10 16:05:34.000000+00:00\"], \"session_ids\": [\"591e16f8-cb76-4847-9645-6441a9172e12\", \"4477e0ba-dc82-44d8-b84a-047c17493571\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}, \"45868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-11 15:53:36.000000+00:00\", \"2021-03-27 14:11:13.000000+00:00\"], \"session_ids\": [\"63f9b82e-b0c0-4178-9f44-b95e2f77b076\", \"a391610b-f823-4dcf-ba1d-ce8a66be3cae\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 28.429}, \"5505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-23 06:08:55.000000+00:00\", \"2022-01-02 09:19:28.000000+00:00\"], \"session_ids\": [\"cb27175c-ca00-4289-a7df-d353c2c76367\", \"d2629b0d-dfcb-4d5c-ba27-23f7c50ecd0c\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.586}, \"12586\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-06-26 13:34:31.000000+00:00\", \"2023-03-11 05:45:46.000000+00:00\", \"2021-12-24 07:40:04.000000+00:00\", \"2020-10-29 10:13:06.000000+00:00\", \"2021-03-27 10:43:42.000000+00:00\", \"2021-05-28 00:10:24.000000+00:00\", \"2020-04-07 13:14:20.000000+00:00\"], \"session_ids\": [\"76a834a2-895e-45f8-998f-ecc548343550\", \"37b276d9-d836-4162-af77-e3bf9298761c\", \"64538a97-a766-4ff5-a4b9-d424d0d9d603\", \"d12bff66-d317-4064-b3a7-1307436d5503\", \"37988f16-b200-483f-8fe0-ebc7a48a2ec3\", \"343c71d1-32d2-45ec-b701-7ac98f67687a\", \"8a23212c-8dfb-44b5-8d62-174fa6bb99aa\"], \"total_duration\": 7136.0, \"total_sessions\": 7, \"mean_week_duration\": 46.641}, \"24270\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-04 05:57:12.000000+00:00\", \"2022-03-26 04:47:06.000000+00:00\"], \"session_ids\": [\"4e9dc06f-3baa-420a-a595-3cfca2fba77c\", \"26535583-aa21-4413-8084-5a7586c2eecf\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}, \"41498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-12 00:47:07.000000+00:00\", \"2023-05-21 11:56:41.000000+00:00\"], \"session_ids\": [\"53cd38f9-6326-4f97-ac75-b255495b4b4b\", \"4b54f5a4-e023-4848-afaf-ed1f080fd9d1\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are less than 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"90330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-16 18:42:46.000000+00:00\", \"2020-12-16 12:10:32.000000+00:00\"], \"session_ids\": [\"0fd32f70-dbb4-4d23-a687-2f069a1a7733\", \"c2792306-2d7a-473d-a40b-84b4f6c2e1b7\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.625}, \"54391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-24 14:17:38.000000+00:00\", \"2020-10-10 16:05:34.000000+00:00\"], \"session_ids\": [\"591e16f8-cb76-4847-9645-6441a9172e12\", \"4477e0ba-dc82-44d8-b84a-047c17493571\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}, \"45868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-11 15:53:36.000000+00:00\", \"2021-03-27 14:11:13.000000+00:00\"], \"session_ids\": [\"63f9b82e-b0c0-4178-9f44-b95e2f77b076\", \"a391610b-f823-4dcf-ba1d-ce8a66be3cae\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 28.429}, \"5505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-23 06:08:55.000000+00:00\", \"2022-01-02 09:19:28.000000+00:00\"], \"session_ids\": [\"cb27175c-ca00-4289-a7df-d353c2c76367\", \"d2629b0d-dfcb-4d5c-ba27-23f7c50ecd0c\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.586}, \"24270\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-04 05:57:12.000000+00:00\", \"2022-03-26 04:47:06.000000+00:00\"], \"session_ids\": [\"4e9dc06f-3baa-420a-a595-3cfca2fba77c\", \"26535583-aa21-4413-8084-5a7586c2eecf\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}, \"41498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-12 00:47:07.000000+00:00\", \"2023-05-21 11:56:41.000000+00:00\"], \"session_ids\": [\"53cd38f9-6326-4f97-ac75-b255495b4b4b\", \"4b54f5a4-e023-4848-afaf-ed1f080fd9d1\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by city_name"
},
{
"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[{\"41498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-12 00:47:07.000000+00:00\", \"2023-05-21 11:56:41.000000+00:00\"], \"session_ids\": [\"53cd38f9-6326-4f97-ac75-b255495b4b4b\", \"4b54f5a4-e023-4848-afaf-ed1f080fd9d1\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}}, {\"54391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-24 14:17:38.000000+00:00\", \"2020-10-10 16:05:34.000000+00:00\"], \"session_ids\": [\"591e16f8-cb76-4847-9645-6441a9172e12\", \"4477e0ba-dc82-44d8-b84a-047c17493571\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}}, {\"5505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-23 06:08:55.000000+00:00\", \"2022-01-02 09:19:28.000000+00:00\"], \"session_ids\": [\"cb27175c-ca00-4289-a7df-d353c2c76367\", \"d2629b0d-dfcb-4d5c-ba27-23f7c50ecd0c\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.586}}, {\"24270\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-04 05:57:12.000000+00:00\", \"2022-03-26 04:47:06.000000+00:00\"], \"session_ids\": [\"4e9dc06f-3baa-420a-a595-3cfca2fba77c\", \"26535583-aa21-4413-8084-5a7586c2eecf\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"90330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-16 18:42:46.000000+00:00\", \"2020-12-16 12:10:32.000000+00:00\"], \"session_ids\": [\"0fd32f70-dbb4-4d23-a687-2f069a1a7733\", \"c2792306-2d7a-473d-a40b-84b4f6c2e1b7\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.625}}, {\"45868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-11 15:53:36.000000+00:00\", \"2021-03-27 14:11:13.000000+00:00\"], \"session_ids\": [\"63f9b82e-b0c0-4178-9f44-b95e2f77b076\", \"a391610b-f823-4dcf-ba1d-ce8a66be3cae\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 28.429}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 5 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"41498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-12 00:47:07.000000+00:00\", \"2023-05-21 11:56:41.000000+00:00\"], \"session_ids\": [\"53cd38f9-6326-4f97-ac75-b255495b4b4b\", \"4b54f5a4-e023-4848-afaf-ed1f080fd9d1\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}}, {\"54391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-24 14:17:38.000000+00:00\", \"2020-10-10 16:05:34.000000+00:00\"], \"session_ids\": [\"591e16f8-cb76-4847-9645-6441a9172e12\", \"4477e0ba-dc82-44d8-b84a-047c17493571\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}}, {\"5505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-23 06:08:55.000000+00:00\", \"2022-01-02 09:19:28.000000+00:00\"], \"session_ids\": [\"cb27175c-ca00-4289-a7df-d353c2c76367\", \"d2629b0d-dfcb-4d5c-ba27-23f7c50ecd0c\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.586}}, {\"24270\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-04 05:57:12.000000+00:00\", \"2022-03-26 04:47:06.000000+00:00\"], \"session_ids\": [\"4e9dc06f-3baa-420a-a595-3cfca2fba77c\", \"26535583-aa21-4413-8084-5a7586c2eecf\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"90330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-16 18:42:46.000000+00:00\", \"2020-12-16 12:10:32.000000+00:00\"], \"session_ids\": [\"0fd32f70-dbb4-4d23-a687-2f069a1a7733\", \"c2792306-2d7a-473d-a40b-84b4f6c2e1b7\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.625}}]\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[{\"41498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-12 00:47:07.000000+00:00\", \"2023-05-21 11:56:41.000000+00:00\"], \"session_ids\": [\"53cd38f9-6326-4f97-ac75-b255495b4b4b\", \"4b54f5a4-e023-4848-afaf-ed1f080fd9d1\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}}, {\"54391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-24 14:17:38.000000+00:00\", \"2020-10-10 16:05:34.000000+00:00\"], \"session_ids\": [\"591e16f8-cb76-4847-9645-6441a9172e12\", \"4477e0ba-dc82-44d8-b84a-047c17493571\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.459}}, {\"5505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-23 06:08:55.000000+00:00\", \"2022-01-02 09:19:28.000000+00:00\"], \"session_ids\": [\"cb27175c-ca00-4289-a7df-d353c2c76367\", \"d2629b0d-dfcb-4d5c-ba27-23f7c50ecd0c\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.586}}, {\"24270\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-04 05:57:12.000000+00:00\", \"2022-03-26 04:47:06.000000+00:00\"], \"session_ids\": [\"4e9dc06f-3baa-420a-a595-3cfca2fba77c\", \"26535583-aa21-4413-8084-5a7586c2eecf\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"90330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-16 18:42:46.000000+00:00\", \"2020-12-16 12:10:32.000000+00:00\"], \"session_ids\": [\"0fd32f70-dbb4-4d23-a687-2f069a1a7733\", \"c2792306-2d7a-473d-a40b-84b4f6c2e1b7\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.625}}]\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 2 users whose cities are Lisbon, Cairo, Mexico City, Singapore City, Oslo + perform sorting by urban center name 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{\"88074\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-01-19 06:38:16.000000+00:00\", \"2019-01-16 20:56:11.000000+00:00\", \"2019-06-03 04:58:28.000000+00:00\", \"2022-12-12 21:34:11.000000+00:00\", \"2021-09-26 17:52:55.000000+00:00\", \"2022-06-01 05:29:39.000000+00:00\", \"2019-06-13 23:25:40.000000+00:00\", \"2019-12-25 00:09:08.000000+00:00\", \"2019-08-15 12:08:16.000000+00:00\", \"2022-07-08 20:22:42.000000+00:00\", \"2020-02-01 14:49:40.000000+00:00\"], \"session_ids\": [\"f56f1010-0dac-4115-8106-b9a61367d058\", \"f08be19f-fcee-4f7a-8e25-316f5bba30cd\", \"eeb7189b-4360-4c28-8fcf-90b0f947175c\", \"7bdcace0-571e-4251-b57e-f261073e9d96\", \"0fa90ef9-07a1-46c5-8dd2-43c8a4c3b97e\", \"bba851be-5265-473f-8367-9f03fa5773f2\", \"eeb69f50-47c8-423e-969b-8737fed5119b\", \"536e6a60-ba74-4eb1-b883-3a4da2bdcd27\", \"02575b99-cd09-44f1-b184-2fc7bc359eba\", \"2376af58-63a3-4c76-81e3-64baf1c82359\", \"ec383968-7a20-41ce-9403-ff3ab9c8d7ef\"], \"total_duration\": 5272.0, \"total_sessions\": 11, \"mean_week_duration\": 25.843}, \"4681\": {\"keyflows\": {\"Sign In Flow\": 13, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-16 08:30:47.000000+00:00\", \"2021-09-15 09:07:28.000000+00:00\", \"2019-05-23 21:32:21.000000+00:00\", \"2020-07-13 13:43:14.000000+00:00\", \"2021-02-05 21:45:55.000000+00:00\"], \"session_ids\": [\"96522842-ec7a-4710-abc1-4c66125c90ae\", \"2f31bf89-c3ca-4769-a337-f9f777537328\", \"5846af50-97a9-4d02-a535-17cb0abc1a97\", \"261d0a34-0d8b-4421-9697-fedabf43126b\", \"be566fa8-ad14-4beb-8b80-cfa52005a782\"], \"total_duration\": 339.0, \"total_sessions\": 5, \"mean_week_duration\": 2.306}, \"58522\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-19 21:38:54.000000+00:00\", \"2019-09-25 13:31:27.000000+00:00\"], \"session_ids\": [\"f9ddff57-c37f-4124-aab9-0b21494e849c\", \"53551062-7fc3-4ba6-9ed6-d8ed0b41f81f\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 11.071}, \"37818\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-20 04:59:17.000000+00:00\", \"2022-11-23 12:11:28.000000+00:00\"], \"session_ids\": [\"1e42844e-842e-4c18-ab2d-f3260e2c24c2\", \"445d5418-10f0-42a4-bde6-fee61dcb5e82\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 3.032}, \"22746\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-16 12:14:58.000000+00:00\", \"2019-06-16 14:27:57.000000+00:00\", \"2022-03-19 08:43:38.000000+00:00\"], \"session_ids\": [\"bb22d569-7bce-43bb-b769-fb417ad9942b\", \"9458eeca-02a3-4673-8e75-dd9dbad8c6ff\", \"53102226-da11-4219-91eb-221a698c3693\"], \"total_duration\": 440.0, \"total_sessions\": 3, \"mean_week_duration\": 3.056}, \"72175\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-10 10:10:41.000000+00:00\", \"2019-07-07 02:08:47.000000+00:00\", \"2019-12-03 23:54:42.000000+00:00\"], \"session_ids\": [\"19afafb8-a3c3-404a-a3ce-c3d87718f3b5\", \"e0587fb5-bdaf-400f-8fdc-41be9d4a7952\", \"3a272414-37d8-404a-b8b1-4c0ea09fffc8\"], \"total_duration\": 937.0, \"total_sessions\": 3, \"mean_week_duration\": 42.591}, \"10377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-04-20 19:00:46.000000+00:00\", \"2021-03-03 01:36:13.000000+00:00\", \"2022-07-08 04:14:39.000000+00:00\"], \"session_ids\": [\"916180b4-8d6c-40a1-8e41-04c6009bb6b6\", \"7f9e7f39-be83-403e-9a3c-f9537ae4441c\", \"52844091-c29e-4d16-b21e-71d98ce42848\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.408}, \"61196\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-04-09 16:53:37.000000+00:00\", \"2023-02-09 20:34:07.000000+00:00\", \"2023-03-15 16:00:38.000000+00:00\"], \"session_ids\": [\"a7be1777-1211-4741-8f07-c112f5a04988\", \"3db5de6f-3c93-4617-b6f2-479bc5ba6e9e\", \"1c55d10d-8e93-4c1c-bc19-f06a68c8dedf\"], \"total_duration\": 259.0, \"total_sessions\": 3, \"mean_week_duration\": 1.693}, \"97257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-06-01 15:55:06.000000+00:00\", \"2020-10-01 01:34:38.000000+00:00\", \"2022-02-02 20:58:20.000000+00:00\"], \"session_ids\": [\"ff72e71b-6e12-46d9-93b4-83fff651529b\", \"c049ca27-481e-4e47-a8c7-5505cc2936e4\", \"a125bfb7-25f8-475a-84c2-342166d37f80\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 0.886}, \"85363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-07-11 03:45:34.000000+00:00\", \"2020-04-06 20:30:24.000000+00:00\", \"2020-06-30 03:27:30.000000+00:00\", \"2022-03-25 20:43:53.000000+00:00\", \"2020-07-12 12:43:50.000000+00:00\", \"2022-04-28 12:55:44.000000+00:00\", \"2023-06-15 21:39:13.000000+00:00\", \"2019-12-23 10:14:26.000000+00:00\"], \"session_ids\": [\"37e26628-82a6-4d05-82d6-f2f3183e37aa\", \"de2f5a6d-0b8b-4692-89d2-381595d8db9a\", \"d70b5f1d-f485-48a7-9ec1-7e5b0db9ea5d\", \"85a0486b-05ae-422f-966c-80536fc5e4db\", \"23d89fe8-af7c-4e8b-a23d-2570479b9e17\", \"720b9901-7f5c-48e4-aa8f-12bb519cf3fa\", \"a676ddb3-7c31-4ed0-bfe3-79dd11852610\", \"03b8d926-c4f4-45ff-b095-cd73a016d56d\"], \"total_duration\": 9247.0, \"total_sessions\": 8, \"mean_week_duration\": 50.808}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are Larebon, Cairo, Mexico City, Singapore City, Oslo"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Lisbon\", \"Cairo\", \"Mexico City\", \"Singapore City\", \"Oslo\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please provide insights on 6 users who belong to cities Cairo, Budapest, Seoul, Lisbon, Oslo, Bogota, Santo Domingo , and sort by town title from the smallest value to the largest value , and 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{\"18558\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-12-21 21:08:06.000000+00:00\", \"2021-09-03 15:23:04.000000+00:00\", \"2021-08-14 04:07:43.000000+00:00\", \"2022-04-01 08:35:14.000000+00:00\", \"2022-10-20 09:49:06.000000+00:00\", \"2022-04-22 11:35:24.000000+00:00\", \"2022-12-15 09:54:41.000000+00:00\", \"2021-06-06 08:51:31.000000+00:00\", \"2019-02-01 19:34:57.000000+00:00\", \"2022-03-20 16:03:48.000000+00:00\"], \"session_ids\": [\"d5feaad3-faea-4b9e-aa3b-49bc6b1fec8f\", \"3f282907-85bd-432a-9ee2-a8b799c1c337\", \"7c8b4f2c-6e5a-4af9-8564-cc8691d6b6e8\", \"4fe80892-439d-408c-8d8a-4914b1742e80\", \"5cdb86a0-1e51-4867-a10a-99f23786a8e0\", \"2a6eb7cb-1ff5-4f0c-bb26-07bb04bdddca\", \"a7ca35f4-8eaa-4568-8a3a-85c986d55406\", \"b010dbce-0cd0-4813-8325-f89bbba34f91\", \"825e02d2-4a92-40f4-b57e-2bf3cf179d39\", \"bd47af39-ae44-4d6b-ae7f-f02624d795cd\"], \"total_duration\": 1666.0, \"total_sessions\": 10, \"mean_week_duration\": 8.248}, \"29007\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-20 08:10:17.000000+00:00\", \"2019-07-02 01:21:47.000000+00:00\", \"2023-01-23 11:41:21.000000+00:00\"], \"session_ids\": [\"728865d8-7de2-4009-befc-162253a68878\", \"722be5ea-12c7-49b6-bc80-1b3179973aa8\", \"86e64683-f5be-4d12-9ffe-0d56de4e33fa\"], \"total_duration\": 1103.0, \"total_sessions\": 3, \"mean_week_duration\": 5.93}, \"26862\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-06 23:01:26.000000+00:00\", \"2023-01-29 12:18:34.000000+00:00\"], \"session_ids\": [\"e163cf1f-000e-4655-8d79-48fd6ab904c7\", \"941545f3-05a0-4cd0-997c-6b3d55a0f7ea\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.679}, \"16508\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-09 15:38:27.000000+00:00\", \"2020-08-05 08:28:02.000000+00:00\"], \"session_ids\": [\"4a5e0e5a-0d9d-4fd6-87b0-18301da0aadb\", \"25b29fda-1794-4ce7-b2f5-53bf84666318\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 3.343}, \"82659\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-10 22:36:27.000000+00:00\", \"2019-12-05 18:48:35.000000+00:00\"], \"session_ids\": [\"d155d1da-22de-4918-a2c6-3aede3255888\", \"6a1031ab-6a21-4737-871d-eeee3b7cb0ad\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 12.231}, \"83710\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-04 05:30:10.000000+00:00\", \"2023-05-05 12:19:00.000000+00:00\"], \"session_ids\": [\"6821fea7-b622-4898-a5f6-009926eb2c00\", \"fa2aba6b-4f06-4acd-8a53-45a3417976ba\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 10.8}, \"81179\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-05 01:00:08.000000+00:00\", \"2022-08-18 11:18:11.000000+00:00\"], \"session_ids\": [\"f34c58ea-0b94-429e-9388-1e25a30e8172\", \"66823d8a-ef72-47a2-9950-d51dfa3876b1\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"32904\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-09-23 06:00:27.000000+00:00\", \"2023-01-11 13:44:21.000000+00:00\", \"2020-10-12 22:41:54.000000+00:00\"], \"session_ids\": [\"2e566fdd-4169-4b85-96ed-290868938182\", \"20ae5ff6-c4d0-4387-af1a-7cd74a7fb441\", \"7a734039-3414-4f45-ac00-5a8042ad7707\"], \"total_duration\": 380.0, \"total_sessions\": 3, \"mean_week_duration\": 3.22}, \"25934\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-07-26 13:24:25.000000+00:00\", \"2019-07-25 15:37:02.000000+00:00\", \"2019-10-29 13:50:38.000000+00:00\"], \"session_ids\": [\"abb72e7e-9b67-4be0-af7e-ce34c53aa3bf\", \"284f26ca-cb96-47e8-b926-a22086f9682e\", \"df1b1d9c-304f-4a4d-a3b8-5b8baf43e74b\"], \"total_duration\": 118.0, \"total_sessions\": 3, \"mean_week_duration\": 2.226}, \"47143\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-06 13:13:55.000000+00:00\", \"2019-07-01 02:42:25.000000+00:00\"], \"session_ids\": [\"177e330b-e54d-4343-baea-0ab210984513\", \"7d577f84-c1c5-4ca2-baf5-eb1b2d20c72f\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 13.522}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are Cairo, Budapest, Seoul, Larebon, Oslo, Bogota, Santo Domingo"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Cairo\", \"Budapest\", \"Seoul\", \"Lisbon\", \"Oslo\", \"Bogota\", \"Santo Domingo\"]]}}}\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 about user whose time spent on the site per week is greater than 2 and in addition implement sorting by city name from the smallest value to the largest value , moreover show me only 4 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"72643\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-23 16:28:15.000000+00:00\", \"2020-07-17 01:53:03.000000+00:00\", \"2021-12-19 13:17:45.000000+00:00\"], \"session_ids\": [\"03956933-a695-48b4-b77a-8c309bb2a65b\", \"93780b9f-9ea4-4845-8b9c-116770539860\", \"8cfa7467-b0a8-4691-8dd5-06a59773c7cb\"], \"total_duration\": 559.0, \"total_sessions\": 3, \"mean_week_duration\": 4.545}, \"99367\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-04 05:33:17.000000+00:00\", \"2021-04-28 23:29:12.000000+00:00\"], \"session_ids\": [\"b22ef6b2-595d-46e6-b135-b55924bbaa00\", \"c46ae34c-4e57-4087-963b-c1143cd2642a\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.082}, \"40996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-13 12:03:29.000000+00:00\", \"2022-02-11 03:54:42.000000+00:00\"], \"session_ids\": [\"fac6ba78-0d63-4ca1-aaaf-d23f5930ea49\", \"f65cebf2-fd77-4ddb-bec6-76e498d712b1\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 9.971}, \"7511\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-03-12 11:03:36.000000+00:00\", \"2021-11-14 13:36:56.000000+00:00\", \"2020-07-12 21:58:51.000000+00:00\", \"2020-08-31 07:44:52.000000+00:00\"], \"session_ids\": [\"b6c6a676-93b3-43b6-9aeb-373c6d5c5fcf\", \"c7f22017-dca0-4224-a078-50298222f139\", \"9d8c446b-9b95-44da-9dc0-7858cf432647\", \"ddd9efa0-98e4-4340-a69f-92daa889250f\"], \"total_duration\": 415.0, \"total_sessions\": 4, \"mean_week_duration\": 4.716}, \"81928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-03 02:40:27.000000+00:00\", \"2021-04-17 06:25:35.000000+00:00\"], \"session_ids\": [\"5bc13ceb-ba1c-4b6d-92d5-ac5036e466a0\", \"8945d989-f990-43b0-a717-ca6d76a30413\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 7.548}, \"86387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-03 20:45:00.000000+00:00\", \"2022-08-24 07:08:05.000000+00:00\"], \"session_ids\": [\"2c58b2e7-8045-4466-ae66-1f4e59ff679d\", \"a7342531-84a0-4f60-a9ee-f103df5dc645\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 0.424}, \"48981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-01-13 10:10:45.000000+00:00\", \"2021-04-15 08:46:04.000000+00:00\"], \"session_ids\": [\"ca71c344-696d-40f9-ae81-a146a2f8757f\", \"ece55b18-ef17-49cb-83b1-dc466559e644\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 1.185}, \"8241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-04 15:35:39.000000+00:00\", \"2021-04-02 22:28:41.000000+00:00\", \"2022-12-15 09:50:46.000000+00:00\", \"2019-05-19 15:33:55.000000+00:00\"], \"session_ids\": [\"13ec93fb-682c-409d-8850-c3dd72b251ee\", \"5e36c3d7-972a-4235-9773-af08345e882b\", \"a3d8fef3-8c5b-4c34-a2b0-701f59ca29d2\", \"afcd1de9-f3f1-4483-9a62-59d8b9baef48\"], \"total_duration\": 1285.0, \"total_sessions\": 4, \"mean_week_duration\": 6.872}, \"16194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-03 15:29:03.000000+00:00\", \"2019-11-13 13:59:26.000000+00:00\", \"2022-05-30 12:43:50.000000+00:00\"], \"session_ids\": [\"0e7586ee-508a-4354-b37b-ea9ccfb6fd5c\", \"0e44c263-9aee-4732-a7d3-4a4668b10cf1\", \"853b1b29-567a-45c4-af14-ed7f68684919\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 0.541}, \"39650\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-06-13 20:12:21.000000+00:00\", \"2019-08-19 23:00:43.000000+00:00\"], \"session_ids\": [\"d0505aa5-48fc-40ba-b10d-b728e15b235c\", \"5d2e3a0e-de93-4ffb-b06a-90b8e4062938\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.488}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 2"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[2, 45]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"72643\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-23 16:28:15.000000+00:00\", \"2020-07-17 01:53:03.000000+00:00\", \"2021-12-19 13:17:45.000000+00:00\"], \"session_ids\": [\"03956933-a695-48b4-b77a-8c309bb2a65b\", \"93780b9f-9ea4-4845-8b9c-116770539860\", \"8cfa7467-b0a8-4691-8dd5-06a59773c7cb\"], \"total_duration\": 559.0, \"total_sessions\": 3, \"mean_week_duration\": 4.545}, \"40996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-13 12:03:29.000000+00:00\", \"2022-02-11 03:54:42.000000+00:00\"], \"session_ids\": [\"fac6ba78-0d63-4ca1-aaaf-d23f5930ea49\", \"f65cebf2-fd77-4ddb-bec6-76e498d712b1\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 9.971}, \"7511\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-03-12 11:03:36.000000+00:00\", \"2021-11-14 13:36:56.000000+00:00\", \"2020-07-12 21:58:51.000000+00:00\", \"2020-08-31 07:44:52.000000+00:00\"], \"session_ids\": [\"b6c6a676-93b3-43b6-9aeb-373c6d5c5fcf\", \"c7f22017-dca0-4224-a078-50298222f139\", \"9d8c446b-9b95-44da-9dc0-7858cf432647\", \"ddd9efa0-98e4-4340-a69f-92daa889250f\"], \"total_duration\": 415.0, \"total_sessions\": 4, \"mean_week_duration\": 4.716}, \"81928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-03 02:40:27.000000+00:00\", \"2021-04-17 06:25:35.000000+00:00\"], \"session_ids\": [\"5bc13ceb-ba1c-4b6d-92d5-ac5036e466a0\", \"8945d989-f990-43b0-a717-ca6d76a30413\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 7.548}, \"8241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-04 15:35:39.000000+00:00\", \"2021-04-02 22:28:41.000000+00:00\", \"2022-12-15 09:50:46.000000+00:00\", \"2019-05-19 15:33:55.000000+00:00\"], \"session_ids\": [\"13ec93fb-682c-409d-8850-c3dd72b251ee\", \"5e36c3d7-972a-4235-9773-af08345e882b\", \"a3d8fef3-8c5b-4c34-a2b0-701f59ca29d2\", \"afcd1de9-f3f1-4483-9a62-59d8b9baef48\"], \"total_duration\": 1285.0, \"total_sessions\": 4, \"mean_week_duration\": 6.872}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"81928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-03 02:40:27.000000+00:00\", \"2021-04-17 06:25:35.000000+00:00\"], \"session_ids\": [\"5bc13ceb-ba1c-4b6d-92d5-ac5036e466a0\", \"8945d989-f990-43b0-a717-ca6d76a30413\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 7.548}}, {\"8241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-04 15:35:39.000000+00:00\", \"2021-04-02 22:28:41.000000+00:00\", \"2022-12-15 09:50:46.000000+00:00\", \"2019-05-19 15:33:55.000000+00:00\"], \"session_ids\": [\"13ec93fb-682c-409d-8850-c3dd72b251ee\", \"5e36c3d7-972a-4235-9773-af08345e882b\", \"a3d8fef3-8c5b-4c34-a2b0-701f59ca29d2\", \"afcd1de9-f3f1-4483-9a62-59d8b9baef48\"], \"total_duration\": 1285.0, \"total_sessions\": 4, \"mean_week_duration\": 6.872}}, {\"72643\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-23 16:28:15.000000+00:00\", \"2020-07-17 01:53:03.000000+00:00\", \"2021-12-19 13:17:45.000000+00:00\"], \"session_ids\": [\"03956933-a695-48b4-b77a-8c309bb2a65b\", \"93780b9f-9ea4-4845-8b9c-116770539860\", \"8cfa7467-b0a8-4691-8dd5-06a59773c7cb\"], \"total_duration\": 559.0, \"total_sessions\": 3, \"mean_week_duration\": 4.545}}, {\"40996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-13 12:03:29.000000+00:00\", \"2022-02-11 03:54:42.000000+00:00\"], \"session_ids\": [\"fac6ba78-0d63-4ca1-aaaf-d23f5930ea49\", \"f65cebf2-fd77-4ddb-bec6-76e498d712b1\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 9.971}}, {\"7511\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-03-12 11:03:36.000000+00:00\", \"2021-11-14 13:36:56.000000+00:00\", \"2020-07-12 21:58:51.000000+00:00\", \"2020-08-31 07:44:52.000000+00:00\"], \"session_ids\": [\"b6c6a676-93b3-43b6-9aeb-373c6d5c5fcf\", \"c7f22017-dca0-4224-a078-50298222f139\", \"9d8c446b-9b95-44da-9dc0-7858cf432647\", \"ddd9efa0-98e4-4340-a69f-92daa889250f\"], \"total_duration\": 415.0, \"total_sessions\": 4, \"mean_week_duration\": 4.716}}]\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[{\"81928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-03 02:40:27.000000+00:00\", \"2021-04-17 06:25:35.000000+00:00\"], \"session_ids\": [\"5bc13ceb-ba1c-4b6d-92d5-ac5036e466a0\", \"8945d989-f990-43b0-a717-ca6d76a30413\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 7.548}}, {\"8241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-04 15:35:39.000000+00:00\", \"2021-04-02 22:28:41.000000+00:00\", \"2022-12-15 09:50:46.000000+00:00\", \"2019-05-19 15:33:55.000000+00:00\"], \"session_ids\": [\"13ec93fb-682c-409d-8850-c3dd72b251ee\", \"5e36c3d7-972a-4235-9773-af08345e882b\", \"a3d8fef3-8c5b-4c34-a2b0-701f59ca29d2\", \"afcd1de9-f3f1-4483-9a62-59d8b9baef48\"], \"total_duration\": 1285.0, \"total_sessions\": 4, \"mean_week_duration\": 6.872}}, {\"72643\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-23 16:28:15.000000+00:00\", \"2020-07-17 01:53:03.000000+00:00\", \"2021-12-19 13:17:45.000000+00:00\"], \"session_ids\": [\"03956933-a695-48b4-b77a-8c309bb2a65b\", \"93780b9f-9ea4-4845-8b9c-116770539860\", \"8cfa7467-b0a8-4691-8dd5-06a59773c7cb\"], \"total_duration\": 559.0, \"total_sessions\": 3, \"mean_week_duration\": 4.545}}, {\"40996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-13 12:03:29.000000+00:00\", \"2022-02-11 03:54:42.000000+00:00\"], \"session_ids\": [\"fac6ba78-0d63-4ca1-aaaf-d23f5930ea49\", \"f65cebf2-fd77-4ddb-bec6-76e498d712b1\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 9.971}}]\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[{\"81928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-03 02:40:27.000000+00:00\", \"2021-04-17 06:25:35.000000+00:00\"], \"session_ids\": [\"5bc13ceb-ba1c-4b6d-92d5-ac5036e466a0\", \"8945d989-f990-43b0-a717-ca6d76a30413\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 7.548}}, {\"8241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-04 15:35:39.000000+00:00\", \"2021-04-02 22:28:41.000000+00:00\", \"2022-12-15 09:50:46.000000+00:00\", \"2019-05-19 15:33:55.000000+00:00\"], \"session_ids\": [\"13ec93fb-682c-409d-8850-c3dd72b251ee\", \"5e36c3d7-972a-4235-9773-af08345e882b\", \"a3d8fef3-8c5b-4c34-a2b0-701f59ca29d2\", \"afcd1de9-f3f1-4483-9a62-59d8b9baef48\"], \"total_duration\": 1285.0, \"total_sessions\": 4, \"mean_week_duration\": 6.872}}, {\"72643\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-23 16:28:15.000000+00:00\", \"2020-07-17 01:53:03.000000+00:00\", \"2021-12-19 13:17:45.000000+00:00\"], \"session_ids\": [\"03956933-a695-48b4-b77a-8c309bb2a65b\", \"93780b9f-9ea4-4845-8b9c-116770539860\", \"8cfa7467-b0a8-4691-8dd5-06a59773c7cb\"], \"total_duration\": 559.0, \"total_sessions\": 3, \"mean_week_duration\": 4.545}}, {\"40996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-13 12:03:29.000000+00:00\", \"2022-02-11 03:54:42.000000+00:00\"], \"session_ids\": [\"fac6ba78-0d63-4ca1-aaaf-d23f5930ea49\", \"f65cebf2-fd77-4ddb-bec6-76e498d712b1\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 9.971}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I need to get information about 3 users who are leading users based on average of total time spent in the app per week plus apply sorting by time using the app per week in ascending order."
}
] |
[
{
"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{\"38713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-12 22:48:11.000000+00:00\", \"2019-04-24 03:20:26.000000+00:00\", \"2023-05-27 07:57:12.000000+00:00\"], \"session_ids\": [\"a9260375-b6f2-42f7-8209-fb140863ff97\", \"1bbac0b9-80fe-47cc-88d9-748232823601\", \"d479c2bb-2592-48d7-8052-b9bc67e1952d\"], \"total_duration\": 514.0, \"total_sessions\": 3, \"mean_week_duration\": 2.402}, \"86709\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-12 10:33:54.000000+00:00\", \"2019-07-25 19:42:57.000000+00:00\"], \"session_ids\": [\"119f5486-1b9f-4b19-8f3b-807fe5a439e6\", \"10d25637-9316-46d5-a7e8-daf186ebcaf0\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.355}, \"69401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-01-29 17:53:55.000000+00:00\", \"2022-05-24 19:01:49.000000+00:00\", \"2023-06-17 21:34:46.000000+00:00\"], \"session_ids\": [\"c5b82f3b-0685-499c-a935-507ae817e4d1\", \"83550602-3aa2-4863-b97c-4c7e655c2b85\", \"d3f3fa41-d194-4e18-8857-8d39e512dfba\"], \"total_duration\": 522.0, \"total_sessions\": 3, \"mean_week_duration\": 7.25}, \"20802\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-27 00:07:12.000000+00:00\", \"2022-03-18 20:04:04.000000+00:00\"], \"session_ids\": [\"7597fa7c-80a4-43bd-a7e2-7ae94221d479\", \"194bfd3b-e137-49ee-8c83-3ad2aa212082\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 1.556}, \"57268\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-25 20:50:16.000000+00:00\", \"2019-10-11 08:21:53.000000+00:00\", \"2020-06-17 18:22:22.000000+00:00\", \"2021-11-07 22:59:18.000000+00:00\", \"2023-05-11 03:50:54.000000+00:00\", \"2022-01-26 09:26:12.000000+00:00\", \"2019-07-21 15:01:11.000000+00:00\"], \"session_ids\": [\"5c3cbe67-f7f8-4d84-b2a2-2ee723f3957c\", \"d8dcff26-7b77-4577-be72-c1897647115a\", \"1bb70d4a-1baf-41c2-829f-de98db55cb6d\", \"1c195ed8-27b0-4827-915f-9234bfd86f92\", \"63d97a87-fd5c-4f27-a702-3953d91e2ff6\", \"499556d8-8a7f-478b-aa73-85da86e67937\", \"0addf9bb-dea3-4f9c-8234-2212b144d310\"], \"total_duration\": 190.0, \"total_sessions\": 7, \"mean_week_duration\": 0.955}, \"99010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-19 20:35:09.000000+00:00\", \"2019-01-18 11:31:24.000000+00:00\"], \"session_ids\": [\"d5d8f01d-f238-4111-bade-11f179c20f44\", \"9b01608b-7f57-4695-a58e-7fbbe0ef7fb5\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 23.333}, \"87764\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-08 01:26:18.000000+00:00\", \"2022-03-16 22:55:34.000000+00:00\"], \"session_ids\": [\"66e53f26-8f64-45c6-8f82-773014021a61\", \"ca554028-6fbd-4ada-9ed2-936e0675546b\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}, \"7216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-17 09:21:55.000000+00:00\", \"2020-10-28 15:59:02.000000+00:00\", \"2020-10-26 20:28:43.000000+00:00\", \"2020-12-02 03:44:20.000000+00:00\", \"2021-12-10 07:23:12.000000+00:00\", \"2020-03-24 06:44:27.000000+00:00\"], \"session_ids\": [\"d0a559bb-6cb0-4ea2-81a6-51f09f339d6e\", \"b232e9f5-89f7-4441-8202-b47fcc43eebb\", \"cf9bf8d5-c7a2-4a32-bb6b-c8a653866b6e\", \"ae0b3800-0732-4d68-afeb-b2cf45477a2c\", \"61fbc0bf-0744-4c73-a227-f49807a12475\", \"4b5d3480-3666-4468-ae88-cca1d7ee1b50\"], \"total_duration\": 3101.0, \"total_sessions\": 6, \"mean_week_duration\": 34.456}, \"67447\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-06-07 20:44:45.000000+00:00\", \"2022-06-18 18:05:33.000000+00:00\", \"2019-06-01 21:55:54.000000+00:00\", \"2020-08-02 01:59:08.000000+00:00\", \"2022-11-19 12:28:18.000000+00:00\", \"2020-10-07 08:56:44.000000+00:00\", \"2021-05-03 01:47:36.000000+00:00\"], \"session_ids\": [\"e1028781-60d9-4be3-a5e0-1929c8e44615\", \"c98515b5-bf2c-474c-9950-66899e8dc93a\", \"e0ac9ab3-64a6-441f-afa9-baba4c5a676b\", \"c977bff1-ef71-4225-93dd-532d8e9262f8\", \"d464f8d8-31a0-4d51-a90b-aaf58a6b2c51\", \"871afbae-81dd-4cff-91b6-983c6684f9b2\", \"cfabd3ef-3bf8-4657-8268-d3df372fc24f\"], \"total_duration\": 72.0, \"total_sessions\": 7, \"mean_week_duration\": 0.398}, \"68286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-07 12:20:53.000000+00:00\", \"2023-06-13 07:39:48.000000+00:00\"], \"session_ids\": [\"de01e8b4-cb5a-487d-944a-141fae9ebc85\", \"938cceb4-42d0-4547-85cf-d86d3ca4768b\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 3.605}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the highest 3 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 3}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"7216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-17 09:21:55.000000+00:00\", \"2020-10-28 15:59:02.000000+00:00\", \"2020-10-26 20:28:43.000000+00:00\", \"2020-12-02 03:44:20.000000+00:00\", \"2021-12-10 07:23:12.000000+00:00\", \"2020-03-24 06:44:27.000000+00:00\"], \"session_ids\": [\"d0a559bb-6cb0-4ea2-81a6-51f09f339d6e\", \"b232e9f5-89f7-4441-8202-b47fcc43eebb\", \"cf9bf8d5-c7a2-4a32-bb6b-c8a653866b6e\", \"ae0b3800-0732-4d68-afeb-b2cf45477a2c\", \"61fbc0bf-0744-4c73-a227-f49807a12475\", \"4b5d3480-3666-4468-ae88-cca1d7ee1b50\"], \"total_duration\": 3101.0, \"total_sessions\": 6, \"mean_week_duration\": 34.456}}, {\"99010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-19 20:35:09.000000+00:00\", \"2019-01-18 11:31:24.000000+00:00\"], \"session_ids\": [\"d5d8f01d-f238-4111-bade-11f179c20f44\", \"9b01608b-7f57-4695-a58e-7fbbe0ef7fb5\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 23.333}}, {\"69401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-01-29 17:53:55.000000+00:00\", \"2022-05-24 19:01:49.000000+00:00\", \"2023-06-17 21:34:46.000000+00:00\"], \"session_ids\": [\"c5b82f3b-0685-499c-a935-507ae817e4d1\", \"83550602-3aa2-4863-b97c-4c7e655c2b85\", \"d3f3fa41-d194-4e18-8857-8d39e512dfba\"], \"total_duration\": 522.0, \"total_sessions\": 3, \"mean_week_duration\": 7.25}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"69401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-01-29 17:53:55.000000+00:00\", \"2022-05-24 19:01:49.000000+00:00\", \"2023-06-17 21:34:46.000000+00:00\"], \"session_ids\": [\"c5b82f3b-0685-499c-a935-507ae817e4d1\", \"83550602-3aa2-4863-b97c-4c7e655c2b85\", \"d3f3fa41-d194-4e18-8857-8d39e512dfba\"], \"total_duration\": 522.0, \"total_sessions\": 3, \"mean_week_duration\": 7.25}}, {\"99010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-19 20:35:09.000000+00:00\", \"2019-01-18 11:31:24.000000+00:00\"], \"session_ids\": [\"d5d8f01d-f238-4111-bade-11f179c20f44\", \"9b01608b-7f57-4695-a58e-7fbbe0ef7fb5\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 23.333}}, {\"7216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-17 09:21:55.000000+00:00\", \"2020-10-28 15:59:02.000000+00:00\", \"2020-10-26 20:28:43.000000+00:00\", \"2020-12-02 03:44:20.000000+00:00\", \"2021-12-10 07:23:12.000000+00:00\", \"2020-03-24 06:44:27.000000+00:00\"], \"session_ids\": [\"d0a559bb-6cb0-4ea2-81a6-51f09f339d6e\", \"b232e9f5-89f7-4441-8202-b47fcc43eebb\", \"cf9bf8d5-c7a2-4a32-bb6b-c8a653866b6e\", \"ae0b3800-0732-4d68-afeb-b2cf45477a2c\", \"61fbc0bf-0744-4c73-a227-f49807a12475\", \"4b5d3480-3666-4468-ae88-cca1d7ee1b50\"], \"total_duration\": 3101.0, \"total_sessions\": 6, \"mean_week_duration\": 34.456}}]\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[{\"69401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-01-29 17:53:55.000000+00:00\", \"2022-05-24 19:01:49.000000+00:00\", \"2023-06-17 21:34:46.000000+00:00\"], \"session_ids\": [\"c5b82f3b-0685-499c-a935-507ae817e4d1\", \"83550602-3aa2-4863-b97c-4c7e655c2b85\", \"d3f3fa41-d194-4e18-8857-8d39e512dfba\"], \"total_duration\": 522.0, \"total_sessions\": 3, \"mean_week_duration\": 7.25}}, {\"99010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-19 20:35:09.000000+00:00\", \"2019-01-18 11:31:24.000000+00:00\"], \"session_ids\": [\"d5d8f01d-f238-4111-bade-11f179c20f44\", \"9b01608b-7f57-4695-a58e-7fbbe0ef7fb5\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 23.333}}, {\"7216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-17 09:21:55.000000+00:00\", \"2020-10-28 15:59:02.000000+00:00\", \"2020-10-26 20:28:43.000000+00:00\", \"2020-12-02 03:44:20.000000+00:00\", \"2021-12-10 07:23:12.000000+00:00\", \"2020-03-24 06:44:27.000000+00:00\"], \"session_ids\": [\"d0a559bb-6cb0-4ea2-81a6-51f09f339d6e\", \"b232e9f5-89f7-4441-8202-b47fcc43eebb\", \"cf9bf8d5-c7a2-4a32-bb6b-c8a653866b6e\", \"ae0b3800-0732-4d68-afeb-b2cf45477a2c\", \"61fbc0bf-0744-4c73-a227-f49807a12475\", \"4b5d3480-3666-4468-ae88-cca1d7ee1b50\"], \"total_duration\": 3101.0, \"total_sessions\": 6, \"mean_week_duration\": 34.456}}]\n```\n"
}
] |
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