conversations
list |
|---|
[
{
"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[{\"4575\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-17 23:55:11.000000+00:00\", \"2023-03-24 23:51:15.000000+00:00\", \"2021-12-30 09:44:50.000000+00:00\", \"2019-08-26 13:15:03.000000+00:00\"], \"session_ids\": [\"abdae1aa-17de-49db-b4ab-158cd2342579\", \"126eea69-b119-4ff9-927f-c7a9291cbf13\", \"020b6c46-8295-4d49-9ee0-4c3636f75371\", \"e43eb906-f228-4f46-9e40-3fb63438582f\"], \"total_duration\": 378.0, \"total_sessions\": 4, \"mean_week_duration\": 2.021}}, {\"24468\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-25 17:22:32.000000+00:00\", \"2020-06-29 15:10:33.000000+00:00\", \"2019-06-26 07:09:27.000000+00:00\", \"2019-03-10 01:28:33.000000+00:00\"], \"session_ids\": [\"0408a8de-fe87-4859-8b8d-e4d3714291aa\", \"238ed09d-fbf3-4c40-a211-b0b454cd9c72\", \"bd813164-93c3-4048-953e-f21ce719cc9c\", \"f541ca23-a0c3-4c0e-8c81-f8b2c21b4464\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.163}}, {\"1387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-11 11:49:43.000000+00:00\", \"2020-02-03 02:39:39.000000+00:00\", \"2019-07-22 08:15:40.000000+00:00\"], \"session_ids\": [\"187265df-5e61-4947-ba2d-599350ee45b9\", \"41ee2546-4909-46ef-865a-71efefcc8599\", \"8507023a-5494-4d55-b39a-70f56a6feaeb\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 4.643}}, {\"77684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-06 10:15:38.000000+00:00\", \"2020-02-07 07:25:43.000000+00:00\", \"2020-05-19 11:22:10.000000+00:00\"], \"session_ids\": [\"e56e1b8e-0115-4957-9cf7-c637fbbecd50\", \"2218a55f-9ff2-43df-8624-a0a3abf53c33\", \"9fa01304-9f51-4952-8bb0-4019e568ae1d\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.265}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm curious about 2 users whose time using the app is strictly greater than 3748 and less than 703 also implement sorting by urban center name form the highest to the lowest , moreover keep 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{\"19864\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-09 01:36:24.000000+00:00\", \"2019-06-03 00:14:46.000000+00:00\", \"2019-10-07 07:15:07.000000+00:00\"], \"session_ids\": [\"f7c14e64-4016-4c0b-a9e3-d2f7d0c978bc\", \"5e192271-a5c2-473f-ac1d-a80d2754aa4d\", \"869ee81c-de0b-4628-b60f-9663c15ac256\"], \"total_duration\": 351.0, \"total_sessions\": 3, \"mean_week_duration\": 9.75}, \"22850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-17 16:53:38.000000+00:00\", \"2019-12-04 17:55:03.000000+00:00\", \"2019-06-04 02:57:44.000000+00:00\"], \"session_ids\": [\"0417aa35-31f1-4b0b-9d35-f084545e7760\", \"ff3b4553-6711-48ef-902c-c2714366143d\", \"4bcdaa03-e78f-4a64-a0da-8956a844c5bc\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 2.148}, \"65786\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-30 13:11:48.000000+00:00\", \"2019-01-01 21:00:58.000000+00:00\"], \"session_ids\": [\"d03c9666-37e9-45df-8d62-77cad7cfeecc\", \"05cdde52-ce96-4674-bc83-b1571b103ee0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.085}, \"19580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-06 21:42:28.000000+00:00\", \"2022-01-17 06:14:19.000000+00:00\", \"2021-01-19 06:46:11.000000+00:00\", \"2023-03-11 20:59:18.000000+00:00\", \"2019-08-17 17:26:39.000000+00:00\", \"2021-04-30 19:11:42.000000+00:00\", \"2022-05-08 06:04:53.000000+00:00\"], \"session_ids\": [\"d15f06ea-4f02-4949-80e0-b07ac8f48129\", \"32eec5bb-d962-4982-aa28-1f6be0365904\", \"1d31735e-71d1-4104-8568-a776900db551\", \"02322722-ac6d-4322-b642-61828c67c19a\", \"318c4fe5-e839-45fc-a959-a4b9902f6080\", \"b09ae8f1-4aed-4c9a-90ca-1c3d8b5a9a83\", \"a384b405-4cf5-4fc0-a852-b91c98adebc1\"], \"total_duration\": 89.0, \"total_sessions\": 7, \"mean_week_duration\": 0.478}, \"74470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-17 08:30:12.000000+00:00\", \"2019-04-30 03:20:38.000000+00:00\"], \"session_ids\": [\"e97a219b-42b6-459d-bc7f-c7cbb9b149b6\", \"83f3baee-ee79-45df-8613-bcf233acf0cb\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.904}, \"92611\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-04-24 14:54:59.000000+00:00\", \"2020-10-18 23:23:34.000000+00:00\", \"2022-07-03 14:23:07.000000+00:00\"], \"session_ids\": [\"ff5656de-9d1e-447c-9b3f-7141ac3057bf\", \"ff6b741c-a499-49da-a611-405be7fb05c6\", \"ee14bc92-7fd4-438e-aeb4-cbaa735b033e\"], \"total_duration\": 747.0, \"total_sessions\": 3, \"mean_week_duration\": 6.496}, \"79537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-01-09 23:48:01.000000+00:00\", \"2022-07-05 08:06:32.000000+00:00\", \"2021-01-07 20:33:05.000000+00:00\"], \"session_ids\": [\"25ce94a5-4f5a-4512-9d77-0ae2eb43e0f9\", \"25e99c4e-ac25-4bbc-b184-f84c2c225b53\", \"1c559ecb-6667-4b20-805d-c54e607aa542\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.257}, \"32838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-24 16:09:23.000000+00:00\", \"2023-06-11 05:23:11.000000+00:00\"], \"session_ids\": [\"f47755a5-1529-4ace-be65-fe81087567b4\", \"f3ef8b12-18ff-4690-95eb-ae19ada4ab54\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.012}, \"54226\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-17 06:25:58.000000+00:00\", \"2020-03-26 21:39:28.000000+00:00\"], \"session_ids\": [\"26c9e955-cfe3-4f4e-a8fc-9209432411cb\", \"f3088f92-6510-44c5-b3e6-385ef90919eb\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 4.281}, \"11421\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-31 11:57:37.000000+00:00\", \"2021-01-01 10:36:49.000000+00:00\", \"2021-10-28 17:12:44.000000+00:00\", \"2021-05-09 06:32:22.000000+00:00\"], \"session_ids\": [\"a49576f9-7c84-4853-a3b6-19ed3c556418\", \"f99cb8fe-53df-4982-ade8-d667f6273057\", \"325fe026-d753-4df1-9e15-f0a77d549509\", \"1775b16f-2dd6-4f91-83d4-99b10e1b524e\"], \"total_duration\": 253.0, \"total_sessions\": 4, \"mean_week_duration\": 4.148}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or less than 703 and are greater than 3748"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[703, 3748]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"19864\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-09 01:36:24.000000+00:00\", \"2019-06-03 00:14:46.000000+00:00\", \"2019-10-07 07:15:07.000000+00:00\"], \"session_ids\": [\"f7c14e64-4016-4c0b-a9e3-d2f7d0c978bc\", \"5e192271-a5c2-473f-ac1d-a80d2754aa4d\", \"869ee81c-de0b-4628-b60f-9663c15ac256\"], \"total_duration\": 351.0, \"total_sessions\": 3, \"mean_week_duration\": 9.75}, \"22850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-17 16:53:38.000000+00:00\", \"2019-12-04 17:55:03.000000+00:00\", \"2019-06-04 02:57:44.000000+00:00\"], \"session_ids\": [\"0417aa35-31f1-4b0b-9d35-f084545e7760\", \"ff3b4553-6711-48ef-902c-c2714366143d\", \"4bcdaa03-e78f-4a64-a0da-8956a844c5bc\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 2.148}, \"65786\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-30 13:11:48.000000+00:00\", \"2019-01-01 21:00:58.000000+00:00\"], \"session_ids\": [\"d03c9666-37e9-45df-8d62-77cad7cfeecc\", \"05cdde52-ce96-4674-bc83-b1571b103ee0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.085}, \"19580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-06 21:42:28.000000+00:00\", \"2022-01-17 06:14:19.000000+00:00\", \"2021-01-19 06:46:11.000000+00:00\", \"2023-03-11 20:59:18.000000+00:00\", \"2019-08-17 17:26:39.000000+00:00\", \"2021-04-30 19:11:42.000000+00:00\", \"2022-05-08 06:04:53.000000+00:00\"], \"session_ids\": [\"d15f06ea-4f02-4949-80e0-b07ac8f48129\", \"32eec5bb-d962-4982-aa28-1f6be0365904\", \"1d31735e-71d1-4104-8568-a776900db551\", \"02322722-ac6d-4322-b642-61828c67c19a\", \"318c4fe5-e839-45fc-a959-a4b9902f6080\", \"b09ae8f1-4aed-4c9a-90ca-1c3d8b5a9a83\", \"a384b405-4cf5-4fc0-a852-b91c98adebc1\"], \"total_duration\": 89.0, \"total_sessions\": 7, \"mean_week_duration\": 0.478}, \"74470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-17 08:30:12.000000+00:00\", \"2019-04-30 03:20:38.000000+00:00\"], \"session_ids\": [\"e97a219b-42b6-459d-bc7f-c7cbb9b149b6\", \"83f3baee-ee79-45df-8613-bcf233acf0cb\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.904}, \"79537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-01-09 23:48:01.000000+00:00\", \"2022-07-05 08:06:32.000000+00:00\", \"2021-01-07 20:33:05.000000+00:00\"], \"session_ids\": [\"25ce94a5-4f5a-4512-9d77-0ae2eb43e0f9\", \"25e99c4e-ac25-4bbc-b184-f84c2c225b53\", \"1c559ecb-6667-4b20-805d-c54e607aa542\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.257}, \"32838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-24 16:09:23.000000+00:00\", \"2023-06-11 05:23:11.000000+00:00\"], \"session_ids\": [\"f47755a5-1529-4ace-be65-fe81087567b4\", \"f3ef8b12-18ff-4690-95eb-ae19ada4ab54\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.012}, \"54226\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-17 06:25:58.000000+00:00\", \"2020-03-26 21:39:28.000000+00:00\"], \"session_ids\": [\"26c9e955-cfe3-4f4e-a8fc-9209432411cb\", \"f3088f92-6510-44c5-b3e6-385ef90919eb\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 4.281}, \"11421\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-31 11:57:37.000000+00:00\", \"2021-01-01 10:36:49.000000+00:00\", \"2021-10-28 17:12:44.000000+00:00\", \"2021-05-09 06:32:22.000000+00:00\"], \"session_ids\": [\"a49576f9-7c84-4853-a3b6-19ed3c556418\", \"f99cb8fe-53df-4982-ade8-d667f6273057\", \"325fe026-d753-4df1-9e15-f0a77d549509\", \"1775b16f-2dd6-4f91-83d4-99b10e1b524e\"], \"total_duration\": 253.0, \"total_sessions\": 4, \"mean_week_duration\": 4.148}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65786\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-30 13:11:48.000000+00:00\", \"2019-01-01 21:00:58.000000+00:00\"], \"session_ids\": [\"d03c9666-37e9-45df-8d62-77cad7cfeecc\", \"05cdde52-ce96-4674-bc83-b1571b103ee0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.085}}, {\"54226\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-17 06:25:58.000000+00:00\", \"2020-03-26 21:39:28.000000+00:00\"], \"session_ids\": [\"26c9e955-cfe3-4f4e-a8fc-9209432411cb\", \"f3088f92-6510-44c5-b3e6-385ef90919eb\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 4.281}}, {\"74470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-17 08:30:12.000000+00:00\", \"2019-04-30 03:20:38.000000+00:00\"], \"session_ids\": [\"e97a219b-42b6-459d-bc7f-c7cbb9b149b6\", \"83f3baee-ee79-45df-8613-bcf233acf0cb\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.904}}, {\"11421\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-31 11:57:37.000000+00:00\", \"2021-01-01 10:36:49.000000+00:00\", \"2021-10-28 17:12:44.000000+00:00\", \"2021-05-09 06:32:22.000000+00:00\"], \"session_ids\": [\"a49576f9-7c84-4853-a3b6-19ed3c556418\", \"f99cb8fe-53df-4982-ade8-d667f6273057\", \"325fe026-d753-4df1-9e15-f0a77d549509\", \"1775b16f-2dd6-4f91-83d4-99b10e1b524e\"], \"total_duration\": 253.0, \"total_sessions\": 4, \"mean_week_duration\": 4.148}}, {\"79537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-01-09 23:48:01.000000+00:00\", \"2022-07-05 08:06:32.000000+00:00\", \"2021-01-07 20:33:05.000000+00:00\"], \"session_ids\": [\"25ce94a5-4f5a-4512-9d77-0ae2eb43e0f9\", \"25e99c4e-ac25-4bbc-b184-f84c2c225b53\", \"1c559ecb-6667-4b20-805d-c54e607aa542\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.257}}, {\"32838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-24 16:09:23.000000+00:00\", \"2023-06-11 05:23:11.000000+00:00\"], \"session_ids\": [\"f47755a5-1529-4ace-be65-fe81087567b4\", \"f3ef8b12-18ff-4690-95eb-ae19ada4ab54\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.012}}, {\"22850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-17 16:53:38.000000+00:00\", \"2019-12-04 17:55:03.000000+00:00\", \"2019-06-04 02:57:44.000000+00:00\"], \"session_ids\": [\"0417aa35-31f1-4b0b-9d35-f084545e7760\", \"ff3b4553-6711-48ef-902c-c2714366143d\", \"4bcdaa03-e78f-4a64-a0da-8956a844c5bc\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 2.148}}, {\"19580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-06 21:42:28.000000+00:00\", \"2022-01-17 06:14:19.000000+00:00\", \"2021-01-19 06:46:11.000000+00:00\", \"2023-03-11 20:59:18.000000+00:00\", \"2019-08-17 17:26:39.000000+00:00\", \"2021-04-30 19:11:42.000000+00:00\", \"2022-05-08 06:04:53.000000+00:00\"], \"session_ids\": [\"d15f06ea-4f02-4949-80e0-b07ac8f48129\", \"32eec5bb-d962-4982-aa28-1f6be0365904\", \"1d31735e-71d1-4104-8568-a776900db551\", \"02322722-ac6d-4322-b642-61828c67c19a\", \"318c4fe5-e839-45fc-a959-a4b9902f6080\", \"b09ae8f1-4aed-4c9a-90ca-1c3d8b5a9a83\", \"a384b405-4cf5-4fc0-a852-b91c98adebc1\"], \"total_duration\": 89.0, \"total_sessions\": 7, \"mean_week_duration\": 0.478}}, {\"19864\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-09 01:36:24.000000+00:00\", \"2019-06-03 00:14:46.000000+00:00\", \"2019-10-07 07:15:07.000000+00:00\"], \"session_ids\": [\"f7c14e64-4016-4c0b-a9e3-d2f7d0c978bc\", \"5e192271-a5c2-473f-ac1d-a80d2754aa4d\", \"869ee81c-de0b-4628-b60f-9663c15ac256\"], \"total_duration\": 351.0, \"total_sessions\": 3, \"mean_week_duration\": 9.75}}]\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[{\"65786\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-30 13:11:48.000000+00:00\", \"2019-01-01 21:00:58.000000+00:00\"], \"session_ids\": [\"d03c9666-37e9-45df-8d62-77cad7cfeecc\", \"05cdde52-ce96-4674-bc83-b1571b103ee0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.085}}, {\"54226\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-17 06:25:58.000000+00:00\", \"2020-03-26 21:39:28.000000+00:00\"], \"session_ids\": [\"26c9e955-cfe3-4f4e-a8fc-9209432411cb\", \"f3088f92-6510-44c5-b3e6-385ef90919eb\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 4.281}}]\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[{\"65786\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-30 13:11:48.000000+00:00\", \"2019-01-01 21:00:58.000000+00:00\"], \"session_ids\": [\"d03c9666-37e9-45df-8d62-77cad7cfeecc\", \"05cdde52-ce96-4674-bc83-b1571b103ee0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.085}}, {\"54226\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-17 06:25:58.000000+00:00\", \"2020-03-26 21:39:28.000000+00:00\"], \"session_ids\": [\"26c9e955-cfe3-4f4e-a8fc-9209432411cb\", \"f3088f92-6510-44c5-b3e6-385ef90919eb\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 4.281}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding 7 users I can find living in cities Lima, Beijing, Cairo, Johannesburg, Helsinki, Sydney, Kingston, Bangkok and carry out sorting by total_duration in 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{\"88775\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-28 05:00:45.000000+00:00\", \"2020-08-11 23:32:12.000000+00:00\"], \"session_ids\": [\"c9323e76-752a-4e12-b59d-ac2f1ce6becb\", \"ca9d748e-bb7e-41dd-b994-e4455a88c7a6\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 5.278}, \"21732\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-04 03:10:57.000000+00:00\", \"2020-03-12 03:43:33.000000+00:00\", \"2021-07-28 03:04:40.000000+00:00\", \"2023-01-02 20:07:43.000000+00:00\", \"2022-01-12 04:45:07.000000+00:00\", \"2022-11-09 16:49:52.000000+00:00\", \"2022-02-09 09:29:12.000000+00:00\", \"2021-01-19 18:21:29.000000+00:00\", \"2022-05-01 12:54:34.000000+00:00\", \"2019-12-31 00:03:24.000000+00:00\"], \"session_ids\": [\"9cd454ac-e4e4-4e47-b1d1-3c9a011bae6e\", \"40659b06-e2e8-4dcb-a1a6-a74f2e18eee2\", \"572dc04c-6742-480f-9a8b-fb3b4a78c4a5\", \"fea0433b-8b7a-43f1-83fb-08bde32533ee\", \"e4637720-2e31-4c0d-9002-d9a9833ceae8\", \"360a27f5-7fff-4509-b15d-0f0c0aa3e1e7\", \"7046c2a2-a7d5-48e3-82cf-f8561a1d1216\", \"369f34fc-a00f-444e-b521-2e6b3ba13819\", \"69eb4c5c-c135-4777-9408-7b28167a6f6c\", \"cece7e97-1d10-42b6-a797-2b2b86f9a693\"], \"total_duration\": 23966.0, \"total_sessions\": 10, \"mean_week_duration\": 122.276}, \"81086\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-01 14:48:22.000000+00:00\", \"2020-05-11 23:55:01.000000+00:00\", \"2023-05-23 20:45:36.000000+00:00\"], \"session_ids\": [\"02859d8c-c1a9-43d9-adc1-a29cd7ec3ca2\", \"f3bb7115-287a-4cb7-962c-fb0b3baccdfe\", \"40fe2c58-5d61-4f04-ab89-d5aaf767384f\"], \"total_duration\": 229.0, \"total_sessions\": 3, \"mean_week_duration\": 1.449}, \"23699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-01-19 07:17:08.000000+00:00\", \"2020-08-14 14:17:13.000000+00:00\", \"2022-12-19 17:38:21.000000+00:00\", \"2019-03-07 14:00:06.000000+00:00\"], \"session_ids\": [\"fb6fa9e6-7aa7-4088-a127-653275bd5b31\", \"c5deeef2-0564-46b3-88d2-d4dace078dec\", \"e13665f7-d8c6-4594-abb3-f5f4f9a636f1\", \"8052417d-d0ab-4e45-89cf-7b2e5bf11853\"], \"total_duration\": 83.0, \"total_sessions\": 4, \"mean_week_duration\": 0.419}, \"13157\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-29 11:09:02.000000+00:00\", \"2022-08-01 17:58:51.000000+00:00\", \"2019-12-09 00:25:42.000000+00:00\"], \"session_ids\": [\"f697062c-801c-4f4d-93d6-9aeff3031b97\", \"d4782e7b-f296-440b-a60a-3db7922e4c1b\", \"9ccc9c76-ac2a-4cfb-8982-e5389c7b46d3\"], \"total_duration\": 162.0, \"total_sessions\": 3, \"mean_week_duration\": 1.032}, \"41360\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-19 10:12:27.000000+00:00\", \"2020-12-19 01:13:17.000000+00:00\"], \"session_ids\": [\"ba906877-5bc0-48da-89bf-80bb2b3c7f34\", \"31423944-d8d7-4c3f-9815-d9f5d963e732\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.68}, \"55602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-07-23 01:43:54.000000+00:00\", \"2022-10-03 13:55:39.000000+00:00\", \"2020-06-14 12:49:21.000000+00:00\", \"2023-03-02 17:47:52.000000+00:00\", \"2019-12-16 19:50:19.000000+00:00\"], \"session_ids\": [\"ac46fc6b-d9a9-43eb-8bef-4470fd56505e\", \"2dd1e404-dab3-46ba-acf2-5a1d085979e5\", \"07a347ff-04ea-4c70-ba62-2532098fdd4c\", \"7cc2e7f1-3c1f-4b9d-974e-52ad2b29381a\", \"74de3915-2cc7-43dc-b099-bc6339c8d523\"], \"total_duration\": 76.0, \"total_sessions\": 5, \"mean_week_duration\": 0.402}, \"65601\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-17 07:39:49.000000+00:00\", \"2019-03-16 08:32:01.000000+00:00\", \"2019-06-11 15:22:06.000000+00:00\", \"2023-05-25 23:38:57.000000+00:00\", \"2019-07-28 20:45:12.000000+00:00\", \"2019-04-24 10:39:14.000000+00:00\", \"2022-12-11 22:09:37.000000+00:00\"], \"session_ids\": [\"6db59091-eb40-442f-bd1f-8bc94629e7a5\", \"9fd702c2-e743-45aa-95f5-a1484cad56d6\", \"fcdb5488-07fd-46e3-99a1-ab9c1b6a425f\", \"02dd03a6-17c6-48b6-86b9-f7fff4feb257\", \"4e90322f-ef7e-474a-98ea-9e567fee0bee\", \"f42bcd2e-f275-4175-b0db-f637afab630c\", \"6e362e50-166a-402e-8be2-23ec03b6009e\"], \"total_duration\": 381.0, \"total_sessions\": 7, \"mean_week_duration\": 1.74}, \"63201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-18 10:23:20.000000+00:00\", \"2019-03-25 11:38:36.000000+00:00\"], \"session_ids\": [\"f01c8642-eb75-4e4a-a4c9-0ce7301e1f37\", \"e01b962e-befd-42a9-bf5c-0e35058d340f\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.165}, \"98709\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-22 06:50:49.000000+00:00\", \"2021-02-25 13:30:14.000000+00:00\"], \"session_ids\": [\"5615b11e-942d-4113-ae59-c01cbb247b10\", \"49357a43-620f-4f75-b8cc-bfb842533fa3\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 4.34}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Lima, Beijing, Cairo, Johannesburg, Helsinki, Sydney, Kingston, Bangkok"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Lima\", \"Beijing\", \"Cairo\", \"Johannesburg\", \"Helsinki\", \"Sydney\", \"Kingston\", \"Bangkok\"]]}}}\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 finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about 4 users with a time in app that is higher than 438, inclusive num 438 + execute sorting by duration total form the lowest value to the highest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"60499\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-03-11 16:27:08.000000+00:00\", \"2022-05-23 05:13:00.000000+00:00\", \"2022-08-28 19:23:05.000000+00:00\"], \"session_ids\": [\"040a46f6-4aeb-4c0f-baff-9f3053ff5468\", \"74798c11-885c-4a2f-93d0-15eef6a29d52\", \"f3f4ba29-ba8f-4afe-a30b-2359f32cf6c9\"], \"total_duration\": 376.0, \"total_sessions\": 3, \"mean_week_duration\": 4.883}, \"14833\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-24 18:57:43.000000+00:00\", \"2022-03-27 18:00:45.000000+00:00\"], \"session_ids\": [\"0ae776a8-8a25-4d2b-b467-1a4c1a1af26b\", \"52edb185-31ea-4529-a5ca-11866e4ac132\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.906}, \"26117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-14 02:58:02.000000+00:00\", \"2023-06-12 13:56:43.000000+00:00\"], \"session_ids\": [\"efe20bdd-7d59-4ad2-95cb-ec5e09281096\", \"67b560a8-3b2d-4fa7-b251-57bc920f7bef\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 1.948}, \"1995\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-16 19:04:25.000000+00:00\", \"2022-10-02 23:05:05.000000+00:00\", \"2019-12-29 22:57:40.000000+00:00\", \"2020-01-05 01:06:11.000000+00:00\", \"2021-11-21 14:00:47.000000+00:00\", \"2020-10-31 03:02:57.000000+00:00\", \"2021-07-05 23:49:33.000000+00:00\", \"2022-11-30 02:01:49.000000+00:00\"], \"session_ids\": [\"12d4c11e-d6c2-4610-843c-afd6d5397270\", \"2f9fa363-1e6b-4762-abec-00477ecfcfa7\", \"e9aa727f-27f7-419d-998d-8878e849fc4c\", \"05d99759-3f4e-4c3a-a461-99557160d654\", \"c4ff2e35-bc76-4f99-a44a-c477b8fcdbc5\", \"f8c9fc68-70bb-4ab4-bf87-e0be7d829bd0\", \"93f8c74e-7bf3-4076-8e10-a6cb59d7e24a\", \"3cda492d-6295-414f-9c01-72cecc7224e1\"], \"total_duration\": 6078.0, \"total_sessions\": 8, \"mean_week_duration\": 39.725}, \"53733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-03 05:04:20.000000+00:00\", \"2019-11-19 06:00:10.000000+00:00\", \"2023-02-03 00:12:52.000000+00:00\", \"2020-01-26 14:18:49.000000+00:00\", \"2022-04-25 01:35:32.000000+00:00\", \"2021-02-03 01:24:04.000000+00:00\", \"2019-03-04 06:16:46.000000+00:00\", \"2020-06-15 00:12:09.000000+00:00\", \"2021-12-15 13:24:41.000000+00:00\", \"2022-07-19 14:58:03.000000+00:00\", \"2022-02-12 19:35:20.000000+00:00\"], \"session_ids\": [\"7640fefd-f6e6-4b2b-88bf-25a71612ac4b\", \"c2fd08d8-e14e-46b2-a3c0-a94983b8621a\", \"7e631fd1-781a-4d23-a4ef-7742ba29a07d\", \"4bd4d0e4-78dc-44bd-9927-866a0becf7ee\", \"dd832e8c-e27b-4a87-8f0a-9af3fed56b7d\", \"69e70808-852d-4722-ac40-fa06b42cb27a\", \"68c21227-16d3-40c8-a1d7-1d9e9419463d\", \"7bfc687e-cda1-4dce-874b-1a4badec67b9\", \"e06506ff-94a3-43b3-810e-635cb60473f0\", \"3d6ec0c8-d7ea-4368-826c-b3cb9e0f0b05\", \"31313ce0-ad5d-41dc-be78-f14ca1e460ab\"], \"total_duration\": 4839.0, \"total_sessions\": 11, \"mean_week_duration\": 23.605}, \"74758\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-09-19 21:05:59.000000+00:00\", \"2019-08-03 00:59:46.000000+00:00\"], \"session_ids\": [\"a5bc87cf-3c9d-4887-8e56-ee25cd641626\", \"b098c1b4-5917-4f57-8c85-d38d872ee469\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.893}, \"56524\": {\"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\": 4}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-26 22:29:22.000000+00:00\", \"2021-10-28 07:47:07.000000+00:00\"], \"session_ids\": [\"e9aeef0d-ccb3-446a-9073-bee49039b25b\", \"9638a785-c796-4929-b7a5-17d304a5b459\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.929}, \"79625\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-22 17:10:12.000000+00:00\", \"2020-04-30 15:44:20.000000+00:00\"], \"session_ids\": [\"03c2952c-79a3-499d-b350-ebf5b15603ed\", \"6be318f0-2ef6-4ee7-b68b-e89644574b72\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 2.702}, \"16477\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-12 00:56:55.000000+00:00\", \"2020-04-25 07:06:32.000000+00:00\"], \"session_ids\": [\"3858c6c7-678f-4766-b292-e5ccbf005a85\", \"994e4629-b51e-46df-a5c0-db6785b7793c\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}, \"47536\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-15 21:49:54.000000+00:00\", \"2022-01-19 16:24:17.000000+00:00\", \"2020-07-08 14:39:38.000000+00:00\"], \"session_ids\": [\"a11457ae-5cb4-41e8-be76-e92f1345c4b7\", \"462a07ac-087b-42ae-b56a-162906fc13dc\", \"32a7daac-25de-4cc6-ae19-bd90182b60f3\"], \"total_duration\": 236.0, \"total_sessions\": 3, \"mean_week_duration\": 2.95}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 438"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[438, 2938]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"26117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-14 02:58:02.000000+00:00\", \"2023-06-12 13:56:43.000000+00:00\"], \"session_ids\": [\"efe20bdd-7d59-4ad2-95cb-ec5e09281096\", \"67b560a8-3b2d-4fa7-b251-57bc920f7bef\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 1.948}, \"1995\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-16 19:04:25.000000+00:00\", \"2022-10-02 23:05:05.000000+00:00\", \"2019-12-29 22:57:40.000000+00:00\", \"2020-01-05 01:06:11.000000+00:00\", \"2021-11-21 14:00:47.000000+00:00\", \"2020-10-31 03:02:57.000000+00:00\", \"2021-07-05 23:49:33.000000+00:00\", \"2022-11-30 02:01:49.000000+00:00\"], \"session_ids\": [\"12d4c11e-d6c2-4610-843c-afd6d5397270\", \"2f9fa363-1e6b-4762-abec-00477ecfcfa7\", \"e9aa727f-27f7-419d-998d-8878e849fc4c\", \"05d99759-3f4e-4c3a-a461-99557160d654\", \"c4ff2e35-bc76-4f99-a44a-c477b8fcdbc5\", \"f8c9fc68-70bb-4ab4-bf87-e0be7d829bd0\", \"93f8c74e-7bf3-4076-8e10-a6cb59d7e24a\", \"3cda492d-6295-414f-9c01-72cecc7224e1\"], \"total_duration\": 6078.0, \"total_sessions\": 8, \"mean_week_duration\": 39.725}, \"53733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-03 05:04:20.000000+00:00\", \"2019-11-19 06:00:10.000000+00:00\", \"2023-02-03 00:12:52.000000+00:00\", \"2020-01-26 14:18:49.000000+00:00\", \"2022-04-25 01:35:32.000000+00:00\", \"2021-02-03 01:24:04.000000+00:00\", \"2019-03-04 06:16:46.000000+00:00\", \"2020-06-15 00:12:09.000000+00:00\", \"2021-12-15 13:24:41.000000+00:00\", \"2022-07-19 14:58:03.000000+00:00\", \"2022-02-12 19:35:20.000000+00:00\"], \"session_ids\": [\"7640fefd-f6e6-4b2b-88bf-25a71612ac4b\", \"c2fd08d8-e14e-46b2-a3c0-a94983b8621a\", \"7e631fd1-781a-4d23-a4ef-7742ba29a07d\", \"4bd4d0e4-78dc-44bd-9927-866a0becf7ee\", \"dd832e8c-e27b-4a87-8f0a-9af3fed56b7d\", \"69e70808-852d-4722-ac40-fa06b42cb27a\", \"68c21227-16d3-40c8-a1d7-1d9e9419463d\", \"7bfc687e-cda1-4dce-874b-1a4badec67b9\", \"e06506ff-94a3-43b3-810e-635cb60473f0\", \"3d6ec0c8-d7ea-4368-826c-b3cb9e0f0b05\", \"31313ce0-ad5d-41dc-be78-f14ca1e460ab\"], \"total_duration\": 4839.0, \"total_sessions\": 11, \"mean_week_duration\": 23.605}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"26117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-14 02:58:02.000000+00:00\", \"2023-06-12 13:56:43.000000+00:00\"], \"session_ids\": [\"efe20bdd-7d59-4ad2-95cb-ec5e09281096\", \"67b560a8-3b2d-4fa7-b251-57bc920f7bef\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 1.948}}, {\"53733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-03 05:04:20.000000+00:00\", \"2019-11-19 06:00:10.000000+00:00\", \"2023-02-03 00:12:52.000000+00:00\", \"2020-01-26 14:18:49.000000+00:00\", \"2022-04-25 01:35:32.000000+00:00\", \"2021-02-03 01:24:04.000000+00:00\", \"2019-03-04 06:16:46.000000+00:00\", \"2020-06-15 00:12:09.000000+00:00\", \"2021-12-15 13:24:41.000000+00:00\", \"2022-07-19 14:58:03.000000+00:00\", \"2022-02-12 19:35:20.000000+00:00\"], \"session_ids\": [\"7640fefd-f6e6-4b2b-88bf-25a71612ac4b\", \"c2fd08d8-e14e-46b2-a3c0-a94983b8621a\", \"7e631fd1-781a-4d23-a4ef-7742ba29a07d\", \"4bd4d0e4-78dc-44bd-9927-866a0becf7ee\", \"dd832e8c-e27b-4a87-8f0a-9af3fed56b7d\", \"69e70808-852d-4722-ac40-fa06b42cb27a\", \"68c21227-16d3-40c8-a1d7-1d9e9419463d\", \"7bfc687e-cda1-4dce-874b-1a4badec67b9\", \"e06506ff-94a3-43b3-810e-635cb60473f0\", \"3d6ec0c8-d7ea-4368-826c-b3cb9e0f0b05\", \"31313ce0-ad5d-41dc-be78-f14ca1e460ab\"], \"total_duration\": 4839.0, \"total_sessions\": 11, \"mean_week_duration\": 23.605}}, {\"1995\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-16 19:04:25.000000+00:00\", \"2022-10-02 23:05:05.000000+00:00\", \"2019-12-29 22:57:40.000000+00:00\", \"2020-01-05 01:06:11.000000+00:00\", \"2021-11-21 14:00:47.000000+00:00\", \"2020-10-31 03:02:57.000000+00:00\", \"2021-07-05 23:49:33.000000+00:00\", \"2022-11-30 02:01:49.000000+00:00\"], \"session_ids\": [\"12d4c11e-d6c2-4610-843c-afd6d5397270\", \"2f9fa363-1e6b-4762-abec-00477ecfcfa7\", \"e9aa727f-27f7-419d-998d-8878e849fc4c\", \"05d99759-3f4e-4c3a-a461-99557160d654\", \"c4ff2e35-bc76-4f99-a44a-c477b8fcdbc5\", \"f8c9fc68-70bb-4ab4-bf87-e0be7d829bd0\", \"93f8c74e-7bf3-4076-8e10-a6cb59d7e24a\", \"3cda492d-6295-414f-9c01-72cecc7224e1\"], \"total_duration\": 6078.0, \"total_sessions\": 8, \"mean_week_duration\": 39.725}}]\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[{\"26117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-14 02:58:02.000000+00:00\", \"2023-06-12 13:56:43.000000+00:00\"], \"session_ids\": [\"efe20bdd-7d59-4ad2-95cb-ec5e09281096\", \"67b560a8-3b2d-4fa7-b251-57bc920f7bef\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 1.948}}, {\"53733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-03 05:04:20.000000+00:00\", \"2019-11-19 06:00:10.000000+00:00\", \"2023-02-03 00:12:52.000000+00:00\", \"2020-01-26 14:18:49.000000+00:00\", \"2022-04-25 01:35:32.000000+00:00\", \"2021-02-03 01:24:04.000000+00:00\", \"2019-03-04 06:16:46.000000+00:00\", \"2020-06-15 00:12:09.000000+00:00\", \"2021-12-15 13:24:41.000000+00:00\", \"2022-07-19 14:58:03.000000+00:00\", \"2022-02-12 19:35:20.000000+00:00\"], \"session_ids\": [\"7640fefd-f6e6-4b2b-88bf-25a71612ac4b\", \"c2fd08d8-e14e-46b2-a3c0-a94983b8621a\", \"7e631fd1-781a-4d23-a4ef-7742ba29a07d\", \"4bd4d0e4-78dc-44bd-9927-866a0becf7ee\", \"dd832e8c-e27b-4a87-8f0a-9af3fed56b7d\", \"69e70808-852d-4722-ac40-fa06b42cb27a\", \"68c21227-16d3-40c8-a1d7-1d9e9419463d\", \"7bfc687e-cda1-4dce-874b-1a4badec67b9\", \"e06506ff-94a3-43b3-810e-635cb60473f0\", \"3d6ec0c8-d7ea-4368-826c-b3cb9e0f0b05\", \"31313ce0-ad5d-41dc-be78-f14ca1e460ab\"], \"total_duration\": 4839.0, \"total_sessions\": 11, \"mean_week_duration\": 23.605}}, {\"1995\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-16 19:04:25.000000+00:00\", \"2022-10-02 23:05:05.000000+00:00\", \"2019-12-29 22:57:40.000000+00:00\", \"2020-01-05 01:06:11.000000+00:00\", \"2021-11-21 14:00:47.000000+00:00\", \"2020-10-31 03:02:57.000000+00:00\", \"2021-07-05 23:49:33.000000+00:00\", \"2022-11-30 02:01:49.000000+00:00\"], \"session_ids\": [\"12d4c11e-d6c2-4610-843c-afd6d5397270\", \"2f9fa363-1e6b-4762-abec-00477ecfcfa7\", \"e9aa727f-27f7-419d-998d-8878e849fc4c\", \"05d99759-3f4e-4c3a-a461-99557160d654\", \"c4ff2e35-bc76-4f99-a44a-c477b8fcdbc5\", \"f8c9fc68-70bb-4ab4-bf87-e0be7d829bd0\", \"93f8c74e-7bf3-4076-8e10-a6cb59d7e24a\", \"3cda492d-6295-414f-9c01-72cecc7224e1\"], \"total_duration\": 6078.0, \"total_sessions\": 8, \"mean_week_duration\": 39.725}}]\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[{\"26117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-14 02:58:02.000000+00:00\", \"2023-06-12 13:56:43.000000+00:00\"], \"session_ids\": [\"efe20bdd-7d59-4ad2-95cb-ec5e09281096\", \"67b560a8-3b2d-4fa7-b251-57bc920f7bef\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 1.948}}, {\"53733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-03 05:04:20.000000+00:00\", \"2019-11-19 06:00:10.000000+00:00\", \"2023-02-03 00:12:52.000000+00:00\", \"2020-01-26 14:18:49.000000+00:00\", \"2022-04-25 01:35:32.000000+00:00\", \"2021-02-03 01:24:04.000000+00:00\", \"2019-03-04 06:16:46.000000+00:00\", \"2020-06-15 00:12:09.000000+00:00\", \"2021-12-15 13:24:41.000000+00:00\", \"2022-07-19 14:58:03.000000+00:00\", \"2022-02-12 19:35:20.000000+00:00\"], \"session_ids\": [\"7640fefd-f6e6-4b2b-88bf-25a71612ac4b\", \"c2fd08d8-e14e-46b2-a3c0-a94983b8621a\", \"7e631fd1-781a-4d23-a4ef-7742ba29a07d\", \"4bd4d0e4-78dc-44bd-9927-866a0becf7ee\", \"dd832e8c-e27b-4a87-8f0a-9af3fed56b7d\", \"69e70808-852d-4722-ac40-fa06b42cb27a\", \"68c21227-16d3-40c8-a1d7-1d9e9419463d\", \"7bfc687e-cda1-4dce-874b-1a4badec67b9\", \"e06506ff-94a3-43b3-810e-635cb60473f0\", \"3d6ec0c8-d7ea-4368-826c-b3cb9e0f0b05\", \"31313ce0-ad5d-41dc-be78-f14ca1e460ab\"], \"total_duration\": 4839.0, \"total_sessions\": 11, \"mean_week_duration\": 23.605}}, {\"1995\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-16 19:04:25.000000+00:00\", \"2022-10-02 23:05:05.000000+00:00\", \"2019-12-29 22:57:40.000000+00:00\", \"2020-01-05 01:06:11.000000+00:00\", \"2021-11-21 14:00:47.000000+00:00\", \"2020-10-31 03:02:57.000000+00:00\", \"2021-07-05 23:49:33.000000+00:00\", \"2022-11-30 02:01:49.000000+00:00\"], \"session_ids\": [\"12d4c11e-d6c2-4610-843c-afd6d5397270\", \"2f9fa363-1e6b-4762-abec-00477ecfcfa7\", \"e9aa727f-27f7-419d-998d-8878e849fc4c\", \"05d99759-3f4e-4c3a-a461-99557160d654\", \"c4ff2e35-bc76-4f99-a44a-c477b8fcdbc5\", \"f8c9fc68-70bb-4ab4-bf87-e0be7d829bd0\", \"93f8c74e-7bf3-4076-8e10-a6cb59d7e24a\", \"3cda492d-6295-414f-9c01-72cecc7224e1\"], \"total_duration\": 6078.0, \"total_sessions\": 8, \"mean_week_duration\": 39.725}}]\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 3 users whose overall quantity of sessions is less than 9 and strictly greater than 5 additionaly put to use sorting by total amount of duration in asc order in addition 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{\"82809\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-19 03:48:51.000000+00:00\", \"2021-01-25 10:27:34.000000+00:00\"], \"session_ids\": [\"9391f0bb-3841-45eb-90f4-7d14f5100246\", \"5a7f96a9-1796-4f80-9370-1cc4f80bdcc1\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.419}, \"54875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-04-25 04:36:05.000000+00:00\", \"2022-05-07 16:26:43.000000+00:00\", \"2020-08-02 10:47:18.000000+00:00\", \"2020-11-18 03:15:49.000000+00:00\"], \"session_ids\": [\"1d916283-f6c5-46a0-85f9-7a19d922d983\", \"e356f20d-c0fb-4e1e-8264-d75c3ca9bed5\", \"a87043ba-25e1-447e-ba59-aec500fc5e36\", \"ae638753-208a-41ba-a329-ce5d90a1affe\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.233}, \"89498\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-24 16:44:26.000000+00:00\", \"2019-10-19 19:31:56.000000+00:00\"], \"session_ids\": [\"f4b5d6ba-78b2-4268-af0a-d3479969eb77\", \"cd607ddf-6d36-4890-8025-95403cdf46c4\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 4.373}, \"26783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-30 15:47:27.000000+00:00\", \"2020-12-30 05:16:57.000000+00:00\", \"2021-07-06 02:01:51.000000+00:00\"], \"session_ids\": [\"a8e380e3-9459-485c-9e48-716f89942ba7\", \"cbd4b7c7-92db-494e-99ea-d173868628dc\", \"fb8d801f-c551-488b-a55f-9ba874086e2c\"], \"total_duration\": 153.0, \"total_sessions\": 3, \"mean_week_duration\": 1.457}, \"27314\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-01-13 10:10:06.000000+00:00\", \"2020-04-09 08:03:11.000000+00:00\", \"2022-07-20 18:34:51.000000+00:00\", \"2023-01-21 06:09:05.000000+00:00\", \"2023-02-12 18:38:30.000000+00:00\"], \"session_ids\": [\"55d104ed-b33f-4f89-92ec-270449970a4c\", \"8cad4907-3ab5-47cc-80c8-5c26fb127e72\", \"457308bb-b22c-4ff5-a883-c59dcc4f2f35\", \"8af0c274-4779-4e51-bd06-2a702804ef59\", \"9cc3126b-f94a-4253-af25-83e66be558b6\"], \"total_duration\": 90.0, \"total_sessions\": 5, \"mean_week_duration\": 0.559}, \"59236\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-04 06:18:34.000000+00:00\", \"2021-07-16 23:23:26.000000+00:00\", \"2019-08-21 07:03:48.000000+00:00\", \"2021-10-30 08:42:04.000000+00:00\", \"2022-07-27 07:55:01.000000+00:00\", \"2019-06-13 16:16:29.000000+00:00\"], \"session_ids\": [\"c09137a8-2a07-4413-87ee-bb213aef8044\", \"c7ee1d5e-26b8-4144-aa38-87397a9fab69\", \"ae2ec2b7-1631-4766-8d4c-e7dc510920a8\", \"6bc307ce-b1ca-4369-a259-3a834e0473c2\", \"b86de741-421d-4a57-9e7d-509ea6b74d29\", \"42b40bf8-6322-4ec9-b021-6e1e5b3505fd\"], \"total_duration\": 726.0, \"total_sessions\": 6, \"mean_week_duration\": 4.427}, \"98014\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-06 13:36:32.000000+00:00\", \"2021-10-24 17:13:08.000000+00:00\"], \"session_ids\": [\"5b65ca15-83c4-47ba-9ad1-41799596c417\", \"55b05e23-16c1-4811-816c-898a101f4c65\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 3.478}, \"32047\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-06 11:57:49.000000+00:00\", \"2019-04-22 13:45:58.000000+00:00\", \"2019-12-03 15:23:38.000000+00:00\", \"2021-05-14 04:01:14.000000+00:00\", \"2023-03-15 08:05:33.000000+00:00\", \"2021-03-09 07:35:46.000000+00:00\", \"2019-01-25 06:18:53.000000+00:00\", \"2022-06-15 17:01:55.000000+00:00\", \"2022-12-02 21:56:52.000000+00:00\", \"2020-06-12 07:45:50.000000+00:00\", \"2021-11-23 17:55:12.000000+00:00\"], \"session_ids\": [\"2c816072-6aae-4369-b486-93377b914139\", \"54e4c557-a1a0-4389-9419-6d9ccae28747\", \"fe270d52-f89c-49b0-a87d-aefc310f9b39\", \"695cdada-28b0-4283-a138-b548eb522af1\", \"a4f244e2-a8a8-42c7-b5d7-859465d4a3ef\", \"92937c91-7e44-4a63-acd0-39d41c9354bb\", \"5ee86727-57b8-4f32-93eb-2068ae4a520d\", \"d84b356b-564c-4a2f-adc1-9d57963c0c23\", \"d6c08871-d5db-40e7-ac85-0c4a84793833\", \"b3ab05ca-44bf-4dd5-a0df-48277fd97b3c\", \"5a7caaa5-bf38-4919-a7d4-284671b98cc2\"], \"total_duration\": 34890.0, \"total_sessions\": 11, \"mean_week_duration\": 161.528}, \"14221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-10 05:29:19.000000+00:00\", \"2019-01-19 17:38:58.000000+00:00\"], \"session_ids\": [\"481d9e07-a97f-4936-9bc5-f07ceecdfd11\", \"9b87c364-d75e-4e7c-9664-a7d4ef09283b\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.726}, \"98480\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-02 12:01:03.000000+00:00\", \"2021-04-10 20:44:56.000000+00:00\"], \"session_ids\": [\"f3548041-c730-43aa-9f19-6134726e58c3\", \"7573597b-a546-4488-8cbd-bef0c1b773a7\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 4.626}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 5 and are equal or less than 9"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 9]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"59236\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-04 06:18:34.000000+00:00\", \"2021-07-16 23:23:26.000000+00:00\", \"2019-08-21 07:03:48.000000+00:00\", \"2021-10-30 08:42:04.000000+00:00\", \"2022-07-27 07:55:01.000000+00:00\", \"2019-06-13 16:16:29.000000+00:00\"], \"session_ids\": [\"c09137a8-2a07-4413-87ee-bb213aef8044\", \"c7ee1d5e-26b8-4144-aa38-87397a9fab69\", \"ae2ec2b7-1631-4766-8d4c-e7dc510920a8\", \"6bc307ce-b1ca-4369-a259-3a834e0473c2\", \"b86de741-421d-4a57-9e7d-509ea6b74d29\", \"42b40bf8-6322-4ec9-b021-6e1e5b3505fd\"], \"total_duration\": 726.0, \"total_sessions\": 6, \"mean_week_duration\": 4.427}}\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[{\"59236\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-04 06:18:34.000000+00:00\", \"2021-07-16 23:23:26.000000+00:00\", \"2019-08-21 07:03:48.000000+00:00\", \"2021-10-30 08:42:04.000000+00:00\", \"2022-07-27 07:55:01.000000+00:00\", \"2019-06-13 16:16:29.000000+00:00\"], \"session_ids\": [\"c09137a8-2a07-4413-87ee-bb213aef8044\", \"c7ee1d5e-26b8-4144-aa38-87397a9fab69\", \"ae2ec2b7-1631-4766-8d4c-e7dc510920a8\", \"6bc307ce-b1ca-4369-a259-3a834e0473c2\", \"b86de741-421d-4a57-9e7d-509ea6b74d29\", \"42b40bf8-6322-4ec9-b021-6e1e5b3505fd\"], \"total_duration\": 726.0, \"total_sessions\": 6, \"mean_week_duration\": 4.427}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 2 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"59236\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-04 06:18:34.000000+00:00\", \"2021-07-16 23:23:26.000000+00:00\", \"2019-08-21 07:03:48.000000+00:00\", \"2021-10-30 08:42:04.000000+00:00\", \"2022-07-27 07:55:01.000000+00:00\", \"2019-06-13 16:16:29.000000+00:00\"], \"session_ids\": [\"c09137a8-2a07-4413-87ee-bb213aef8044\", \"c7ee1d5e-26b8-4144-aa38-87397a9fab69\", \"ae2ec2b7-1631-4766-8d4c-e7dc510920a8\", \"6bc307ce-b1ca-4369-a259-3a834e0473c2\", \"b86de741-421d-4a57-9e7d-509ea6b74d29\", \"42b40bf8-6322-4ec9-b021-6e1e5b3505fd\"], \"total_duration\": 726.0, \"total_sessions\": 6, \"mean_week_duration\": 4.427}}]\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[{\"59236\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-04 06:18:34.000000+00:00\", \"2021-07-16 23:23:26.000000+00:00\", \"2019-08-21 07:03:48.000000+00:00\", \"2021-10-30 08:42:04.000000+00:00\", \"2022-07-27 07:55:01.000000+00:00\", \"2019-06-13 16:16:29.000000+00:00\"], \"session_ids\": [\"c09137a8-2a07-4413-87ee-bb213aef8044\", \"c7ee1d5e-26b8-4144-aa38-87397a9fab69\", \"ae2ec2b7-1631-4766-8d4c-e7dc510920a8\", \"6bc307ce-b1ca-4369-a259-3a834e0473c2\", \"b86de741-421d-4a57-9e7d-509ea6b74d29\", \"42b40bf8-6322-4ec9-b021-6e1e5b3505fd\"], \"total_duration\": 726.0, \"total_sessions\": 6, \"mean_week_duration\": 4.427}}]\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 3 users whose duration of sessions per week is equal to 10 also sort by name of the city decliningly."
}
] |
[
{
"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{\"17550\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-08-01 09:11:29.000000+00:00\", \"2021-05-06 18:11:31.000000+00:00\"], \"session_ids\": [\"245cc55b-9c04-407c-9902-0b4e4314dc35\", \"a29d4022-ae91-4181-84ea-311b7b8ab2ff\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 2.985}, \"53062\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-04 21:22:28.000000+00:00\", \"2022-11-04 16:32:38.000000+00:00\", \"2019-08-18 10:01:41.000000+00:00\", \"2023-05-24 03:24:31.000000+00:00\"], \"session_ids\": [\"d440f50a-1f97-4ec8-8631-566b48a576b3\", \"4e8c330d-96e2-4ae4-9420-74f7d8db4533\", \"be318c67-4b8f-4b97-ab7d-94b313d1f5df\", \"e6c88059-cf2c-44af-92ea-8bd7b58c6cfe\"], \"total_duration\": 957.0, \"total_sessions\": 4, \"mean_week_duration\": 4.858}, \"20045\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-28 11:05:20.000000+00:00\", \"2019-07-19 16:39:09.000000+00:00\"], \"session_ids\": [\"01dbf2e7-d140-4197-8a55-08f542d4a7ce\", \"cbd6dd89-384e-47e1-8349-e998b6486fd2\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 2.972}, \"40861\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-03-06 12:35:30.000000+00:00\", \"2020-03-02 01:00:21.000000+00:00\"], \"session_ids\": [\"7817b1db-3e54-4f4e-9ddd-198b31eae867\", \"4853dc9f-5577-4f07-9bc9-05e88863f19a\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 2.868}, \"34899\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-05 00:24:49.000000+00:00\", \"2022-02-03 09:17:38.000000+00:00\", \"2023-04-04 07:39:36.000000+00:00\", \"2023-03-06 20:02:05.000000+00:00\", \"2021-06-06 16:43:20.000000+00:00\", \"2020-01-18 10:31:04.000000+00:00\", \"2020-01-04 21:42:12.000000+00:00\"], \"session_ids\": [\"5e1241ef-fb40-45d8-881f-98d9a152cef9\", \"d88f3414-2096-413f-8700-0cb12a6dc74f\", \"78d3b667-9420-478a-9d16-2ed8cac5a7cb\", \"c2ce7133-0bdf-43ad-8da1-4e4f741cdd16\", \"837eb4d2-b7b2-4ab3-8a38-7b28685f549c\", \"053ddbbe-6745-4d7d-b6c5-05c7243fb631\", \"2b9a1c94-90e0-48fe-bb94-554f749efd62\"], \"total_duration\": 914.0, \"total_sessions\": 7, \"mean_week_duration\": 4.888}, \"12212\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-10 09:22:16.000000+00:00\", \"2022-12-21 13:13:19.000000+00:00\"], \"session_ids\": [\"2ab326cb-b889-4c37-b04f-c4837f521da5\", \"a6e6e47d-0d8e-4535-bc03-cc4b2d213ec2\"], \"total_duration\": 277.0, \"total_sessions\": 2, \"mean_week_duration\": 2.495}, \"78322\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-08-09 02:07:08.000000+00:00\", \"2021-04-11 10:23:35.000000+00:00\"], \"session_ids\": [\"936a5b50-e511-4631-b6cc-b3b3876b588b\", \"2a6df4ff-65f3-4549-92a0-b2131a20ed58\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 7.629}, \"31156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-03 12:02:11.000000+00:00\", \"2022-01-13 15:49:58.000000+00:00\"], \"session_ids\": [\"09528027-75b3-4227-a20e-fcdc18e36e16\", \"9655d57d-4991-482f-b750-56e1936137e7\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 1.957}, \"35186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-01-07 12:41:43.000000+00:00\", \"2021-04-04 17:17:09.000000+00:00\"], \"session_ids\": [\"757f3c47-2f56-4c1f-bd42-06e5920f18c7\", \"e382a37d-175f-4dba-814c-285d962d78f9\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.6}, \"98002\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-08-08 03:06:18.000000+00:00\", \"2023-04-16 06:14:44.000000+00:00\"], \"session_ids\": [\"9b1a4910-db08-4aa5-8316-a4ed1e266774\", \"0a7c98e2-36d7-4874-a688-4308f3e9be57\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.411}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are 10"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 49]]}}}\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": "Inform me regarding users who are folks of city Johannesburg , moreover implement sorting by total_duration from the smallest to the largest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"13009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-06-24 05:00:38.000000+00:00\", \"2022-03-03 02:11:45.000000+00:00\"], \"session_ids\": [\"3fab32c6-92ba-40d4-aedc-0849e558bf9b\", \"3430bbdf-acda-4abf-bdb6-e852c1a7308b\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 6.556}, \"4261\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-11-07 03:59:39.000000+00:00\", \"2022-06-17 12:05:09.000000+00:00\", \"2021-09-06 18:45:41.000000+00:00\", \"2020-12-16 23:59:38.000000+00:00\", \"2023-05-01 21:11:21.000000+00:00\", \"2019-05-26 06:29:25.000000+00:00\", \"2023-01-13 04:20:57.000000+00:00\"], \"session_ids\": [\"0d15ec2f-cad3-468b-9816-cc190f44825d\", \"badd32fe-d145-468d-b1dd-f4efe7061da5\", \"2f4ed670-872f-40d4-8a7e-df4b164157d6\", \"5a4c7f24-a78c-4fe9-abf7-b5df01b9ca2f\", \"5675c793-5ca5-440f-869f-c2a59de707de\", \"5127ef02-cc3b-4230-875b-d6fac8b1466e\", \"950b7103-b02b-42c0-aa47-9350c99f2692\"], \"total_duration\": 5334.0, \"total_sessions\": 7, \"mean_week_duration\": 25.893}, \"1737\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-19 20:30:14.000000+00:00\", \"2019-07-30 07:57:56.000000+00:00\", \"2023-02-11 19:11:53.000000+00:00\", \"2020-11-17 07:08:25.000000+00:00\", \"2021-10-23 01:23:06.000000+00:00\"], \"session_ids\": [\"6204455e-5ff9-41ce-8165-7f08ac6c4947\", \"bf3d63ee-6e7e-4b48-8434-b7a3175677dd\", \"5e561678-24d5-4a3c-a9f4-518eae69a7c1\", \"bad30a4e-8571-4fac-bec3-69c1012bd859\", \"508caa10-1cfc-4987-85ec-e33e600b91f9\"], \"total_duration\": 90.0, \"total_sessions\": 5, \"mean_week_duration\": 0.486}, \"98721\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-09-27 13:29:58.000000+00:00\", \"2022-01-27 12:44:52.000000+00:00\", \"2019-08-13 16:25:28.000000+00:00\", \"2021-05-05 16:34:27.000000+00:00\", \"2021-02-23 09:36:34.000000+00:00\", \"2022-12-25 22:54:43.000000+00:00\", \"2023-03-01 16:21:09.000000+00:00\"], \"session_ids\": [\"f9c5c7b6-4ad6-41d0-8644-abd9759207ff\", \"d69d89f0-aaa3-4028-9871-d7cf4eed9044\", \"f366d0b3-76d4-4467-8f33-9092cf6411db\", \"29217d2b-8a1b-44ad-ba53-bf17aa5d3372\", \"3def31ab-09bb-40fd-ae01-d345d150dc08\", \"6e86a06f-033f-4ec7-9088-b48efdd36bd3\", \"7d7fb355-e72f-4998-8247-6a39df9d7fce\"], \"total_duration\": 7002.0, \"total_sessions\": 7, \"mean_week_duration\": 37.849}, \"99558\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-08-31 19:20:42.000000+00:00\", \"2019-04-24 12:03:32.000000+00:00\", \"2019-05-21 16:01:38.000000+00:00\"], \"session_ids\": [\"66c00f4d-d9b7-4b8f-bac5-1767460ee907\", \"a87e6bae-8e18-49a7-a959-e32e2ebb112f\", \"548098b3-965d-463c-a9f6-8f27551cd71e\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.244}, \"69089\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-26 15:53:24.000000+00:00\", \"2022-02-02 06:28:45.000000+00:00\", \"2022-05-16 01:03:13.000000+00:00\"], \"session_ids\": [\"45acf754-df0f-4b5d-a798-f78a889a698c\", \"411831b8-5221-48fc-aa03-976f3c80860b\", \"3c9da183-0deb-4e0e-8ec4-33d1f210c6d5\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 2.476}, \"32095\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-23 00:42:20.000000+00:00\", \"2022-12-16 12:20:33.000000+00:00\"], \"session_ids\": [\"d7ce5198-ada8-4813-8ae5-87ad117d020d\", \"fd02e09c-8ad1-464f-9ef2-78381b5e88b4\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"99889\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-05-16 21:10:53.000000+00:00\", \"2022-11-07 19:45:51.000000+00:00\"], \"session_ids\": [\"c4f8cfd1-a02f-4805-afd6-e8f1ddaed52c\", \"861b33da-f539-4bb8-b0fe-1cc487f2f562\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.468}, \"43490\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-01-24 17:25:15.000000+00:00\", \"2022-06-23 19:44:16.000000+00:00\", \"2021-03-15 06:09:44.000000+00:00\", \"2022-07-14 04:49:38.000000+00:00\", \"2020-05-17 03:05:15.000000+00:00\"], \"session_ids\": [\"a73de11c-e857-43ea-8450-1bff2cf456fe\", \"0a45b523-0d0f-49b1-9616-705bcf585deb\", \"2e9dae1f-1b6c-498b-9b47-78bb32d14f4b\", \"fbe12b82-d5f4-40db-a6cb-8ff9a5816f10\", \"ecbdbcdb-ff6c-4f7d-bfad-5c46466466d4\"], \"total_duration\": 1301.0, \"total_sessions\": 5, \"mean_week_duration\": 10.085}, \"32289\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-03 12:52:52.000000+00:00\", \"2022-08-16 01:20:25.000000+00:00\", \"2023-06-01 01:56:32.000000+00:00\"], \"session_ids\": [\"b1579230-7bc5-4f90-bf93-dd65a2dc0781\", \"83de5e11-2797-4cf1-ac87-ffa283e41161\", \"b91412dd-92de-49ca-bdff-c787d0068d38\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 3.619}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is Johannesburg"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Johannesburg\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'd like to be informed about 4 users who have duration of sessions per week bigger than 41 and smaller than 20 , perform sorting by duration of sessions per week risingly , moreover 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{\"63446\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-31 12:03:39.000000+00:00\", \"2019-02-10 12:25:32.000000+00:00\", \"2020-09-23 21:13:17.000000+00:00\"], \"session_ids\": [\"407da462-477e-4077-b0b1-ad557e74bc84\", \"5e70add5-1644-4cb4-b511-f01b3d75bff3\", \"ff43b2ab-9d38-465f-9aa7-873dfc31e9d8\"], \"total_duration\": 276.0, \"total_sessions\": 3, \"mean_week_duration\": 2.788}, \"35231\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-04-15 18:45:38.000000+00:00\", \"2022-03-27 15:54:38.000000+00:00\"], \"session_ids\": [\"b0d08eba-d952-44ab-a319-bb35ad8daee8\", \"8650cea9-bb75-4fd5-a766-7f39c8dc462f\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 3.794}, \"32784\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5, \"Settings Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-03-19 19:17:48.000000+00:00\", \"2020-05-01 21:50:02.000000+00:00\"], \"session_ids\": [\"6a3a9e61-26c2-48d5-925f-9cd837bfba61\", \"3124d064-c4dc-4c6a-8c37-b87cc004e925\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.238}, \"5805\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-28 13:28:08.000000+00:00\", \"2021-07-06 12:00:07.000000+00:00\", \"2021-10-18 14:03:14.000000+00:00\", \"2020-01-06 22:14:02.000000+00:00\"], \"session_ids\": [\"64d0ef5c-062a-4fb7-9f95-52864c8db0a7\", \"f23a774d-340a-44c4-aef7-419e41bab3dd\", \"10ac3409-aed0-46b9-81d5-684abeeba640\", \"e08d1c40-d317-49bd-b54b-353ac3311818\"], \"total_duration\": 1841.0, \"total_sessions\": 4, \"mean_week_duration\": 10.401}, \"82358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 08:00:39.000000+00:00\", \"2022-12-02 02:21:47.000000+00:00\", \"2021-01-23 13:57:56.000000+00:00\"], \"session_ids\": [\"6e85df2a-8ba8-4dad-b8eb-ade2b4e8d8c2\", \"88b621f1-8687-4d62-9e77-fd589fc7f730\", \"1e92dc09-5a1a-4bd7-964e-2017fc3a5a4b\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.581}, \"39404\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-04-14 12:19:13.000000+00:00\", \"2021-08-22 05:04:40.000000+00:00\"], \"session_ids\": [\"e42513ea-f37d-4321-ad7c-3c804f959882\", \"1181d069-f4e8-4042-8a59-4fc6819dcdf5\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 11.118}, \"30825\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-30 13:55:32.000000+00:00\", \"2020-04-25 23:02:25.000000+00:00\", \"2020-11-10 09:31:49.000000+00:00\"], \"session_ids\": [\"bf85ec1b-58be-4910-920d-71d9364ffef0\", \"113411b2-bde0-44fc-ab6e-3b2ddf268e2a\", \"507a92a3-6293-4fc9-b9a1-0382a3dcf7b1\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 2.544}, \"50510\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-29 04:31:40.000000+00:00\", \"2019-07-16 04:26:35.000000+00:00\", \"2019-12-26 16:30:55.000000+00:00\"], \"session_ids\": [\"4bbdaa2d-ca6e-4d86-8458-7970bc767d09\", \"22e97c4a-8231-492f-9b99-24c6733aa7e5\", \"45ad083d-20ed-4ee3-a699-9cb580d50a1b\"], \"total_duration\": 924.0, \"total_sessions\": 3, \"mean_week_duration\": 12.158}, \"51386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-28 15:33:11.000000+00:00\", \"2021-11-07 16:25:07.000000+00:00\", \"2019-03-24 20:18:00.000000+00:00\", \"2020-09-13 10:51:45.000000+00:00\"], \"session_ids\": [\"a72be6d4-3eda-4da3-ac2a-edb99b84462a\", \"f001e9e9-969b-4f2b-ac6a-c547bfa6d2cc\", \"2d9700e1-0fb5-4f78-8c3e-859edef13b9a\", \"8dcdc99d-31a1-464f-a4f3-fa960be06e0d\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.314}, \"60130\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-09 20:34:48.000000+00:00\", \"2021-01-05 16:45:03.000000+00:00\", \"2022-04-30 00:58:44.000000+00:00\", \"2020-04-18 00:25:16.000000+00:00\", \"2019-01-27 10:35:20.000000+00:00\"], \"session_ids\": [\"dab1fe83-3a60-4234-8aef-e6c3873516c7\", \"15fa5d4c-289d-4394-b0e6-c108516410d9\", \"523626ec-df28-493f-8b08-dcc22fb4dca4\", \"31865e54-44c2-4b46-a0d8-7d4d05a40d57\", \"de9742b7-ac50-4488-b436-bc71352e5d55\"], \"total_duration\": 901.0, \"total_sessions\": 5, \"mean_week_duration\": 5.3}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 20 and are equal or greater than 41"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 41]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"63446\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-31 12:03:39.000000+00:00\", \"2019-02-10 12:25:32.000000+00:00\", \"2020-09-23 21:13:17.000000+00:00\"], \"session_ids\": [\"407da462-477e-4077-b0b1-ad557e74bc84\", \"5e70add5-1644-4cb4-b511-f01b3d75bff3\", \"ff43b2ab-9d38-465f-9aa7-873dfc31e9d8\"], \"total_duration\": 276.0, \"total_sessions\": 3, \"mean_week_duration\": 2.788}, \"35231\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-04-15 18:45:38.000000+00:00\", \"2022-03-27 15:54:38.000000+00:00\"], \"session_ids\": [\"b0d08eba-d952-44ab-a319-bb35ad8daee8\", \"8650cea9-bb75-4fd5-a766-7f39c8dc462f\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 3.794}, \"32784\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5, \"Settings Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-03-19 19:17:48.000000+00:00\", \"2020-05-01 21:50:02.000000+00:00\"], \"session_ids\": [\"6a3a9e61-26c2-48d5-925f-9cd837bfba61\", \"3124d064-c4dc-4c6a-8c37-b87cc004e925\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.238}, \"5805\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-28 13:28:08.000000+00:00\", \"2021-07-06 12:00:07.000000+00:00\", \"2021-10-18 14:03:14.000000+00:00\", \"2020-01-06 22:14:02.000000+00:00\"], \"session_ids\": [\"64d0ef5c-062a-4fb7-9f95-52864c8db0a7\", \"f23a774d-340a-44c4-aef7-419e41bab3dd\", \"10ac3409-aed0-46b9-81d5-684abeeba640\", \"e08d1c40-d317-49bd-b54b-353ac3311818\"], \"total_duration\": 1841.0, \"total_sessions\": 4, \"mean_week_duration\": 10.401}, \"82358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 08:00:39.000000+00:00\", \"2022-12-02 02:21:47.000000+00:00\", \"2021-01-23 13:57:56.000000+00:00\"], \"session_ids\": [\"6e85df2a-8ba8-4dad-b8eb-ade2b4e8d8c2\", \"88b621f1-8687-4d62-9e77-fd589fc7f730\", \"1e92dc09-5a1a-4bd7-964e-2017fc3a5a4b\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.581}, \"39404\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-04-14 12:19:13.000000+00:00\", \"2021-08-22 05:04:40.000000+00:00\"], \"session_ids\": [\"e42513ea-f37d-4321-ad7c-3c804f959882\", \"1181d069-f4e8-4042-8a59-4fc6819dcdf5\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 11.118}, \"30825\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-30 13:55:32.000000+00:00\", \"2020-04-25 23:02:25.000000+00:00\", \"2020-11-10 09:31:49.000000+00:00\"], \"session_ids\": [\"bf85ec1b-58be-4910-920d-71d9364ffef0\", \"113411b2-bde0-44fc-ab6e-3b2ddf268e2a\", \"507a92a3-6293-4fc9-b9a1-0382a3dcf7b1\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 2.544}, \"50510\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-29 04:31:40.000000+00:00\", \"2019-07-16 04:26:35.000000+00:00\", \"2019-12-26 16:30:55.000000+00:00\"], \"session_ids\": [\"4bbdaa2d-ca6e-4d86-8458-7970bc767d09\", \"22e97c4a-8231-492f-9b99-24c6733aa7e5\", \"45ad083d-20ed-4ee3-a699-9cb580d50a1b\"], \"total_duration\": 924.0, \"total_sessions\": 3, \"mean_week_duration\": 12.158}, \"51386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-28 15:33:11.000000+00:00\", \"2021-11-07 16:25:07.000000+00:00\", \"2019-03-24 20:18:00.000000+00:00\", \"2020-09-13 10:51:45.000000+00:00\"], \"session_ids\": [\"a72be6d4-3eda-4da3-ac2a-edb99b84462a\", \"f001e9e9-969b-4f2b-ac6a-c547bfa6d2cc\", \"2d9700e1-0fb5-4f78-8c3e-859edef13b9a\", \"8dcdc99d-31a1-464f-a4f3-fa960be06e0d\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.314}, \"60130\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-09 20:34:48.000000+00:00\", \"2021-01-05 16:45:03.000000+00:00\", \"2022-04-30 00:58:44.000000+00:00\", \"2020-04-18 00:25:16.000000+00:00\", \"2019-01-27 10:35:20.000000+00:00\"], \"session_ids\": [\"dab1fe83-3a60-4234-8aef-e6c3873516c7\", \"15fa5d4c-289d-4394-b0e6-c108516410d9\", \"523626ec-df28-493f-8b08-dcc22fb4dca4\", \"31865e54-44c2-4b46-a0d8-7d4d05a40d57\", \"de9742b7-ac50-4488-b436-bc71352e5d55\"], \"total_duration\": 901.0, \"total_sessions\": 5, \"mean_week_duration\": 5.3}}\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[{\"51386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-28 15:33:11.000000+00:00\", \"2021-11-07 16:25:07.000000+00:00\", \"2019-03-24 20:18:00.000000+00:00\", \"2020-09-13 10:51:45.000000+00:00\"], \"session_ids\": [\"a72be6d4-3eda-4da3-ac2a-edb99b84462a\", \"f001e9e9-969b-4f2b-ac6a-c547bfa6d2cc\", \"2d9700e1-0fb5-4f78-8c3e-859edef13b9a\", \"8dcdc99d-31a1-464f-a4f3-fa960be06e0d\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.314}}, {\"82358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 08:00:39.000000+00:00\", \"2022-12-02 02:21:47.000000+00:00\", \"2021-01-23 13:57:56.000000+00:00\"], \"session_ids\": [\"6e85df2a-8ba8-4dad-b8eb-ade2b4e8d8c2\", \"88b621f1-8687-4d62-9e77-fd589fc7f730\", \"1e92dc09-5a1a-4bd7-964e-2017fc3a5a4b\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.581}}, {\"32784\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5, \"Settings Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-03-19 19:17:48.000000+00:00\", \"2020-05-01 21:50:02.000000+00:00\"], \"session_ids\": [\"6a3a9e61-26c2-48d5-925f-9cd837bfba61\", \"3124d064-c4dc-4c6a-8c37-b87cc004e925\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.238}}, {\"30825\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-30 13:55:32.000000+00:00\", \"2020-04-25 23:02:25.000000+00:00\", \"2020-11-10 09:31:49.000000+00:00\"], \"session_ids\": [\"bf85ec1b-58be-4910-920d-71d9364ffef0\", \"113411b2-bde0-44fc-ab6e-3b2ddf268e2a\", \"507a92a3-6293-4fc9-b9a1-0382a3dcf7b1\"], \"total_duration\": 145.0, \"total_sessions\": 3, \"mean_week_duration\": 2.544}}, {\"63446\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-31 12:03:39.000000+00:00\", \"2019-02-10 12:25:32.000000+00:00\", \"2020-09-23 21:13:17.000000+00:00\"], \"session_ids\": [\"407da462-477e-4077-b0b1-ad557e74bc84\", \"5e70add5-1644-4cb4-b511-f01b3d75bff3\", \"ff43b2ab-9d38-465f-9aa7-873dfc31e9d8\"], \"total_duration\": 276.0, \"total_sessions\": 3, \"mean_week_duration\": 2.788}}, {\"35231\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2020-04-15 18:45:38.000000+00:00\", \"2022-03-27 15:54:38.000000+00:00\"], \"session_ids\": [\"b0d08eba-d952-44ab-a319-bb35ad8daee8\", \"8650cea9-bb75-4fd5-a766-7f39c8dc462f\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 3.794}}, {\"60130\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-09 20:34:48.000000+00:00\", \"2021-01-05 16:45:03.000000+00:00\", \"2022-04-30 00:58:44.000000+00:00\", \"2020-04-18 00:25:16.000000+00:00\", \"2019-01-27 10:35:20.000000+00:00\"], \"session_ids\": [\"dab1fe83-3a60-4234-8aef-e6c3873516c7\", \"15fa5d4c-289d-4394-b0e6-c108516410d9\", \"523626ec-df28-493f-8b08-dcc22fb4dca4\", \"31865e54-44c2-4b46-a0d8-7d4d05a40d57\", \"de9742b7-ac50-4488-b436-bc71352e5d55\"], \"total_duration\": 901.0, \"total_sessions\": 5, \"mean_week_duration\": 5.3}}, {\"5805\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-28 13:28:08.000000+00:00\", \"2021-07-06 12:00:07.000000+00:00\", \"2021-10-18 14:03:14.000000+00:00\", \"2020-01-06 22:14:02.000000+00:00\"], \"session_ids\": [\"64d0ef5c-062a-4fb7-9f95-52864c8db0a7\", \"f23a774d-340a-44c4-aef7-419e41bab3dd\", \"10ac3409-aed0-46b9-81d5-684abeeba640\", \"e08d1c40-d317-49bd-b54b-353ac3311818\"], \"total_duration\": 1841.0, \"total_sessions\": 4, \"mean_week_duration\": 10.401}}, {\"39404\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-04-14 12:19:13.000000+00:00\", \"2021-08-22 05:04:40.000000+00:00\"], \"session_ids\": [\"e42513ea-f37d-4321-ad7c-3c804f959882\", \"1181d069-f4e8-4042-8a59-4fc6819dcdf5\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 11.118}}, {\"50510\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-29 04:31:40.000000+00:00\", \"2019-07-16 04:26:35.000000+00:00\", \"2019-12-26 16:30:55.000000+00:00\"], \"session_ids\": [\"4bbdaa2d-ca6e-4d86-8458-7970bc767d09\", \"22e97c4a-8231-492f-9b99-24c6733aa7e5\", \"45ad083d-20ed-4ee3-a699-9cb580d50a1b\"], \"total_duration\": 924.0, \"total_sessions\": 3, \"mean_week_duration\": 12.158}}]\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[{\"51386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-28 15:33:11.000000+00:00\", \"2021-11-07 16:25:07.000000+00:00\", \"2019-03-24 20:18:00.000000+00:00\", \"2020-09-13 10:51:45.000000+00:00\"], \"session_ids\": [\"a72be6d4-3eda-4da3-ac2a-edb99b84462a\", \"f001e9e9-969b-4f2b-ac6a-c547bfa6d2cc\", \"2d9700e1-0fb5-4f78-8c3e-859edef13b9a\", \"8dcdc99d-31a1-464f-a4f3-fa960be06e0d\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.314}}, {\"82358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 08:00:39.000000+00:00\", \"2022-12-02 02:21:47.000000+00:00\", \"2021-01-23 13:57:56.000000+00:00\"], \"session_ids\": [\"6e85df2a-8ba8-4dad-b8eb-ade2b4e8d8c2\", \"88b621f1-8687-4d62-9e77-fd589fc7f730\", \"1e92dc09-5a1a-4bd7-964e-2017fc3a5a4b\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.581}}]\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[{\"51386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-02-28 15:33:11.000000+00:00\", \"2021-11-07 16:25:07.000000+00:00\", \"2019-03-24 20:18:00.000000+00:00\", \"2020-09-13 10:51:45.000000+00:00\"], \"session_ids\": [\"a72be6d4-3eda-4da3-ac2a-edb99b84462a\", \"f001e9e9-969b-4f2b-ac6a-c547bfa6d2cc\", \"2d9700e1-0fb5-4f78-8c3e-859edef13b9a\", \"8dcdc99d-31a1-464f-a4f3-fa960be06e0d\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.314}}, {\"82358\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 08:00:39.000000+00:00\", \"2022-12-02 02:21:47.000000+00:00\", \"2021-01-23 13:57:56.000000+00:00\"], \"session_ids\": [\"6e85df2a-8ba8-4dad-b8eb-ade2b4e8d8c2\", \"88b621f1-8687-4d62-9e77-fd589fc7f730\", \"1e92dc09-5a1a-4bd7-964e-2017fc3a5a4b\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.581}}]\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 user whose total_duration is strictly less than 1700 + carry out sorting by city naming from the smallest value to the largest 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{\"16284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-19 12:30:43.000000+00:00\", \"2023-04-19 18:07:56.000000+00:00\"], \"session_ids\": [\"5f00df9d-8818-4304-8815-dec7f91f78b3\", \"912dfefc-db9a-4495-9f4c-d15ec4b95f11\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 3.667}, \"69662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-02 05:46:51.000000+00:00\", \"2022-12-04 15:54:55.000000+00:00\"], \"session_ids\": [\"89057d02-a6b4-426b-9775-2ea11092c044\", \"dc77040f-05ff-4e17-a328-0b116fe93029\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 2.457}, \"26326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-04-08 16:22:12.000000+00:00\", \"2020-06-19 06:00:12.000000+00:00\", \"2021-05-23 11:32:07.000000+00:00\", \"2021-08-03 23:33:43.000000+00:00\", \"2021-02-03 02:22:25.000000+00:00\", \"2020-08-16 16:34:19.000000+00:00\"], \"session_ids\": [\"4400d961-8672-4fd0-9863-4012c325b789\", \"43cb57bf-919f-4e74-a3ff-504809120e6c\", \"cf820a75-b6bc-4626-9c09-e399c5ff9474\", \"d6a6cc54-8bf9-407f-bbc5-167680db570f\", \"c05d9fe7-aebc-4f35-adbc-fe14ef9bae8a\", \"ede1d547-6cde-474a-bf71-f732f2d29dfa\"], \"total_duration\": 406.0, \"total_sessions\": 6, \"mean_week_duration\": 3.328}, \"10620\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-06-21 20:43:19.000000+00:00\", \"2023-05-24 02:09:26.000000+00:00\"], \"session_ids\": [\"cf852c08-9f1b-415d-a3c8-8d5a78fa15d5\", \"ac0f365b-fb91-4448-b648-03417a58d739\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 3.052}, \"65453\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-06-04 23:08:29.000000+00:00\", \"2021-01-19 06:21:36.000000+00:00\", \"2020-07-14 05:14:57.000000+00:00\"], \"session_ids\": [\"f14c05a3-98d3-4502-9ca7-d5bfa35e09c2\", \"f35d35b3-17ca-42bc-b57f-a72a1440ef46\", \"385592e9-300d-4f59-8835-5a5042b0a854\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 8.319}, \"21761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-05-08 10:28:32.000000+00:00\", \"2023-06-23 11:46:04.000000+00:00\"], \"session_ids\": [\"10211762-1c0a-46b9-9164-307740605abf\", \"a2a5e596-ae43-40e5-aa96-5bce48d9adb0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.111}, \"67265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-06 01:31:46.000000+00:00\", \"2019-07-10 18:29:27.000000+00:00\"], \"session_ids\": [\"2fd247da-aee0-4a95-b5e6-c6e4aed12dd3\", \"cd2ae553-2887-4184-be3e-015b5a66b05b\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}, \"38506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-06 21:07:56.000000+00:00\", \"2021-06-24 00:24:04.000000+00:00\", \"2021-01-22 12:21:08.000000+00:00\", \"2020-06-16 21:45:28.000000+00:00\", \"2019-04-17 21:01:56.000000+00:00\"], \"session_ids\": [\"cc5e6d8e-70d9-4163-857e-9dcc71767778\", \"85d1e93f-5788-4529-aa57-f4c3894002ce\", \"5d62ae83-04f3-4202-bd3e-b590e877ebb4\", \"0ddb15ed-f113-492e-8364-c7b3f1a3dba9\", \"ca713976-fb42-4e1d-a90f-e1d36288b8d7\"], \"total_duration\": 3639.0, \"total_sessions\": 5, \"mean_week_duration\": 31.921}, \"15417\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-02-27 05:37:33.000000+00:00\", \"2020-09-17 05:24:20.000000+00:00\"], \"session_ids\": [\"940df2b5-c527-41a8-a054-c10495eb2f81\", \"2b5063c3-02e7-4675-bfd2-3f43af41750c\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 13.333}, \"18305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-25 15:12:14.000000+00:00\", \"2020-11-16 13:42:47.000000+00:00\"], \"session_ids\": [\"e4b0c5df-ac5d-452a-8534-c32f61d476d7\", \"0f61137d-8338-4f88-a64e-ceb796c528c3\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 2.434}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are less than 1700"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1700, 4356]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"16284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-19 12:30:43.000000+00:00\", \"2023-04-19 18:07:56.000000+00:00\"], \"session_ids\": [\"5f00df9d-8818-4304-8815-dec7f91f78b3\", \"912dfefc-db9a-4495-9f4c-d15ec4b95f11\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 3.667}, \"69662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-02 05:46:51.000000+00:00\", \"2022-12-04 15:54:55.000000+00:00\"], \"session_ids\": [\"89057d02-a6b4-426b-9775-2ea11092c044\", \"dc77040f-05ff-4e17-a328-0b116fe93029\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 2.457}, \"26326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-04-08 16:22:12.000000+00:00\", \"2020-06-19 06:00:12.000000+00:00\", \"2021-05-23 11:32:07.000000+00:00\", \"2021-08-03 23:33:43.000000+00:00\", \"2021-02-03 02:22:25.000000+00:00\", \"2020-08-16 16:34:19.000000+00:00\"], \"session_ids\": [\"4400d961-8672-4fd0-9863-4012c325b789\", \"43cb57bf-919f-4e74-a3ff-504809120e6c\", \"cf820a75-b6bc-4626-9c09-e399c5ff9474\", \"d6a6cc54-8bf9-407f-bbc5-167680db570f\", \"c05d9fe7-aebc-4f35-adbc-fe14ef9bae8a\", \"ede1d547-6cde-474a-bf71-f732f2d29dfa\"], \"total_duration\": 406.0, \"total_sessions\": 6, \"mean_week_duration\": 3.328}, \"10620\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-06-21 20:43:19.000000+00:00\", \"2023-05-24 02:09:26.000000+00:00\"], \"session_ids\": [\"cf852c08-9f1b-415d-a3c8-8d5a78fa15d5\", \"ac0f365b-fb91-4448-b648-03417a58d739\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 3.052}, \"65453\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-06-04 23:08:29.000000+00:00\", \"2021-01-19 06:21:36.000000+00:00\", \"2020-07-14 05:14:57.000000+00:00\"], \"session_ids\": [\"f14c05a3-98d3-4502-9ca7-d5bfa35e09c2\", \"f35d35b3-17ca-42bc-b57f-a72a1440ef46\", \"385592e9-300d-4f59-8835-5a5042b0a854\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 8.319}, \"21761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-05-08 10:28:32.000000+00:00\", \"2023-06-23 11:46:04.000000+00:00\"], \"session_ids\": [\"10211762-1c0a-46b9-9164-307740605abf\", \"a2a5e596-ae43-40e5-aa96-5bce48d9adb0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.111}, \"67265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-06 01:31:46.000000+00:00\", \"2019-07-10 18:29:27.000000+00:00\"], \"session_ids\": [\"2fd247da-aee0-4a95-b5e6-c6e4aed12dd3\", \"cd2ae553-2887-4184-be3e-015b5a66b05b\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}, \"15417\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-02-27 05:37:33.000000+00:00\", \"2020-09-17 05:24:20.000000+00:00\"], \"session_ids\": [\"940df2b5-c527-41a8-a054-c10495eb2f81\", \"2b5063c3-02e7-4675-bfd2-3f43af41750c\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 13.333}, \"18305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-25 15:12:14.000000+00:00\", \"2020-11-16 13:42:47.000000+00:00\"], \"session_ids\": [\"e4b0c5df-ac5d-452a-8534-c32f61d476d7\", \"0f61137d-8338-4f88-a64e-ceb796c528c3\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 2.434}}\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[{\"69662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-02 05:46:51.000000+00:00\", \"2022-12-04 15:54:55.000000+00:00\"], \"session_ids\": [\"89057d02-a6b4-426b-9775-2ea11092c044\", \"dc77040f-05ff-4e17-a328-0b116fe93029\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 2.457}}, {\"67265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-06 01:31:46.000000+00:00\", \"2019-07-10 18:29:27.000000+00:00\"], \"session_ids\": [\"2fd247da-aee0-4a95-b5e6-c6e4aed12dd3\", \"cd2ae553-2887-4184-be3e-015b5a66b05b\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.408}}, {\"18305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-25 15:12:14.000000+00:00\", \"2020-11-16 13:42:47.000000+00:00\"], \"session_ids\": [\"e4b0c5df-ac5d-452a-8534-c32f61d476d7\", \"0f61137d-8338-4f88-a64e-ceb796c528c3\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 2.434}}, {\"26326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-04-08 16:22:12.000000+00:00\", \"2020-06-19 06:00:12.000000+00:00\", \"2021-05-23 11:32:07.000000+00:00\", \"2021-08-03 23:33:43.000000+00:00\", \"2021-02-03 02:22:25.000000+00:00\", \"2020-08-16 16:34:19.000000+00:00\"], \"session_ids\": [\"4400d961-8672-4fd0-9863-4012c325b789\", \"43cb57bf-919f-4e74-a3ff-504809120e6c\", \"cf820a75-b6bc-4626-9c09-e399c5ff9474\", \"d6a6cc54-8bf9-407f-bbc5-167680db570f\", \"c05d9fe7-aebc-4f35-adbc-fe14ef9bae8a\", \"ede1d547-6cde-474a-bf71-f732f2d29dfa\"], \"total_duration\": 406.0, \"total_sessions\": 6, \"mean_week_duration\": 3.328}}, {\"15417\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-02-27 05:37:33.000000+00:00\", \"2020-09-17 05:24:20.000000+00:00\"], \"session_ids\": [\"940df2b5-c527-41a8-a054-c10495eb2f81\", \"2b5063c3-02e7-4675-bfd2-3f43af41750c\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 13.333}}, {\"10620\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-06-21 20:43:19.000000+00:00\", \"2023-05-24 02:09:26.000000+00:00\"], \"session_ids\": [\"cf852c08-9f1b-415d-a3c8-8d5a78fa15d5\", \"ac0f365b-fb91-4448-b648-03417a58d739\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 3.052}}, {\"16284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-19 12:30:43.000000+00:00\", \"2023-04-19 18:07:56.000000+00:00\"], \"session_ids\": [\"5f00df9d-8818-4304-8815-dec7f91f78b3\", \"912dfefc-db9a-4495-9f4c-d15ec4b95f11\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 3.667}}, {\"65453\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-06-04 23:08:29.000000+00:00\", \"2021-01-19 06:21:36.000000+00:00\", \"2020-07-14 05:14:57.000000+00:00\"], \"session_ids\": [\"f14c05a3-98d3-4502-9ca7-d5bfa35e09c2\", \"f35d35b3-17ca-42bc-b57f-a72a1440ef46\", \"385592e9-300d-4f59-8835-5a5042b0a854\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 8.319}}, {\"21761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-05-08 10:28:32.000000+00:00\", \"2023-06-23 11:46:04.000000+00:00\"], \"session_ids\": [\"10211762-1c0a-46b9-9164-307740605abf\", \"a2a5e596-ae43-40e5-aa96-5bce48d9adb0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.111}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"69662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-02 05:46:51.000000+00:00\", \"2022-12-04 15:54:55.000000+00:00\"], \"session_ids\": [\"89057d02-a6b4-426b-9775-2ea11092c044\", \"dc77040f-05ff-4e17-a328-0b116fe93029\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 2.457}}]\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[{\"69662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-02 05:46:51.000000+00:00\", \"2022-12-04 15:54:55.000000+00:00\"], \"session_ids\": [\"89057d02-a6b4-426b-9775-2ea11092c044\", \"dc77040f-05ff-4e17-a328-0b116fe93029\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 2.457}}]\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 6 users whose median of duration of sessions per week is smaller than 5 additionaly do sorting by time using the app from the smallest to the largest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"13977\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-03 23:24:03.000000+00:00\", \"2022-08-13 01:07:32.000000+00:00\"], \"session_ids\": [\"91387721-3101-4b56-abf1-173a73e22fe0\", \"33a8f23e-bb5d-4187-9ea9-67d8b7c48ed2\"], \"total_duration\": 370.0, \"total_sessions\": 2, \"mean_week_duration\": 185.0}, \"18045\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-16 00:34:10.000000+00:00\", \"2019-09-15 21:18:11.000000+00:00\"], \"session_ids\": [\"9bafec2b-9ec6-4b7e-a1df-b62fef6139fc\", \"6cca2df6-9240-47e1-9708-251fb5f4515d\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.127}, \"39506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-10-07 01:40:51.000000+00:00\", \"2021-07-09 03:02:16.000000+00:00\", \"2022-07-27 11:39:43.000000+00:00\", \"2023-01-29 02:34:46.000000+00:00\", \"2019-02-16 19:09:04.000000+00:00\", \"2021-06-09 00:06:20.000000+00:00\", \"2021-08-28 04:07:41.000000+00:00\"], \"session_ids\": [\"b23e5b07-78d3-4725-9c46-da8ef515cce9\", \"5d73cbb4-15d4-4869-829c-4780558b943b\", \"2896ba55-b923-480f-b5f1-429649e27e04\", \"c419bf56-6b5a-42eb-a241-19fe29aeda5f\", \"25fa6949-cf1f-4868-8362-66f926ab9675\", \"2b7b6a71-80e6-4478-b074-0d102e7079c0\", \"114cc56c-4dbd-4fdd-adce-ca6a942ec333\"], \"total_duration\": 2382.0, \"total_sessions\": 7, \"mean_week_duration\": 11.563}, \"30969\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-04-13 10:33:06.000000+00:00\", \"2019-05-03 10:49:43.000000+00:00\"], \"session_ids\": [\"9f234d9c-efba-411e-879b-4c183948a216\", \"66e0953c-2384-470f-8c26-8198c4dd3865\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 18.0}, \"84413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-07-07 03:05:32.000000+00:00\", \"2021-03-31 11:55:05.000000+00:00\"], \"session_ids\": [\"4199977c-810f-4598-8a5b-086fd6234d2f\", \"83ccc445-4814-40db-aedd-c8580c806322\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 15.286}, \"32261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-05 16:44:16.000000+00:00\", \"2021-01-27 16:48:28.000000+00:00\", \"2022-03-30 14:10:20.000000+00:00\", \"2021-07-19 21:19:53.000000+00:00\"], \"session_ids\": [\"139cc7dc-5663-4ecd-aca2-1a823ed61b80\", \"f70fab63-ed12-4323-a6a4-84b935c4711c\", \"085b5700-57ce-4fa8-b224-593bdb2f6503\", \"28d83edf-05cc-4112-859a-ec78a22e1ff0\"], \"total_duration\": 210.0, \"total_sessions\": 4, \"mean_week_duration\": 3.443}, \"25838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-30 06:52:16.000000+00:00\", \"2021-02-17 01:52:32.000000+00:00\", \"2022-10-01 23:54:14.000000+00:00\"], \"session_ids\": [\"4d97aebc-daf7-4fa2-ab20-edf1adfeb151\", \"b309fe52-db2a-4a0b-a499-ecdf130557c3\", \"680f2817-3cf5-4c68-bcff-638963b5b70b\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 0.647}, \"69008\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-04 11:08:47.000000+00:00\", \"2019-02-20 03:02:27.000000+00:00\", \"2022-08-02 10:11:59.000000+00:00\"], \"session_ids\": [\"059ac993-c337-4db3-b31b-19990c3a12b1\", \"3ef6c0d8-7ced-4baa-87be-472d10e79fad\", \"553ae0db-0763-4723-9f9c-ab3ffd4c9065\"], \"total_duration\": 225.0, \"total_sessions\": 3, \"mean_week_duration\": 1.136}, \"53212\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-05-27 03:30:34.000000+00:00\", \"2019-05-13 19:41:54.000000+00:00\"], \"session_ids\": [\"ac31b210-4fb6-413e-9c09-ca366f404ead\", \"4528bd4f-8925-4d87-8531-c1c9698e2d2b\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 15.0}, \"12100\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-07 05:30:42.000000+00:00\", \"2022-02-17 02:05:13.000000+00:00\"], \"session_ids\": [\"1d1ff0d9-ecd2-47ef-bc19-e4cf7dead6bd\", \"f1528593-4c59-4afa-b304-ed9add45bab3\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 12.25}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[5, 41]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"18045\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-16 00:34:10.000000+00:00\", \"2019-09-15 21:18:11.000000+00:00\"], \"session_ids\": [\"9bafec2b-9ec6-4b7e-a1df-b62fef6139fc\", \"6cca2df6-9240-47e1-9708-251fb5f4515d\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.127}, \"32261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-05 16:44:16.000000+00:00\", \"2021-01-27 16:48:28.000000+00:00\", \"2022-03-30 14:10:20.000000+00:00\", \"2021-07-19 21:19:53.000000+00:00\"], \"session_ids\": [\"139cc7dc-5663-4ecd-aca2-1a823ed61b80\", \"f70fab63-ed12-4323-a6a4-84b935c4711c\", \"085b5700-57ce-4fa8-b224-593bdb2f6503\", \"28d83edf-05cc-4112-859a-ec78a22e1ff0\"], \"total_duration\": 210.0, \"total_sessions\": 4, \"mean_week_duration\": 3.443}, \"25838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-30 06:52:16.000000+00:00\", \"2021-02-17 01:52:32.000000+00:00\", \"2022-10-01 23:54:14.000000+00:00\"], \"session_ids\": [\"4d97aebc-daf7-4fa2-ab20-edf1adfeb151\", \"b309fe52-db2a-4a0b-a499-ecdf130557c3\", \"680f2817-3cf5-4c68-bcff-638963b5b70b\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 0.647}, \"69008\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-04 11:08:47.000000+00:00\", \"2019-02-20 03:02:27.000000+00:00\", \"2022-08-02 10:11:59.000000+00:00\"], \"session_ids\": [\"059ac993-c337-4db3-b31b-19990c3a12b1\", \"3ef6c0d8-7ced-4baa-87be-472d10e79fad\", \"553ae0db-0763-4723-9f9c-ab3ffd4c9065\"], \"total_duration\": 225.0, \"total_sessions\": 3, \"mean_week_duration\": 1.136}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"18045\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-16 00:34:10.000000+00:00\", \"2019-09-15 21:18:11.000000+00:00\"], \"session_ids\": [\"9bafec2b-9ec6-4b7e-a1df-b62fef6139fc\", \"6cca2df6-9240-47e1-9708-251fb5f4515d\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.127}}, {\"25838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-30 06:52:16.000000+00:00\", \"2021-02-17 01:52:32.000000+00:00\", \"2022-10-01 23:54:14.000000+00:00\"], \"session_ids\": [\"4d97aebc-daf7-4fa2-ab20-edf1adfeb151\", \"b309fe52-db2a-4a0b-a499-ecdf130557c3\", \"680f2817-3cf5-4c68-bcff-638963b5b70b\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 0.647}}, {\"32261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-05 16:44:16.000000+00:00\", \"2021-01-27 16:48:28.000000+00:00\", \"2022-03-30 14:10:20.000000+00:00\", \"2021-07-19 21:19:53.000000+00:00\"], \"session_ids\": [\"139cc7dc-5663-4ecd-aca2-1a823ed61b80\", \"f70fab63-ed12-4323-a6a4-84b935c4711c\", \"085b5700-57ce-4fa8-b224-593bdb2f6503\", \"28d83edf-05cc-4112-859a-ec78a22e1ff0\"], \"total_duration\": 210.0, \"total_sessions\": 4, \"mean_week_duration\": 3.443}}, {\"69008\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-04 11:08:47.000000+00:00\", \"2019-02-20 03:02:27.000000+00:00\", \"2022-08-02 10:11:59.000000+00:00\"], \"session_ids\": [\"059ac993-c337-4db3-b31b-19990c3a12b1\", \"3ef6c0d8-7ced-4baa-87be-472d10e79fad\", \"553ae0db-0763-4723-9f9c-ab3ffd4c9065\"], \"total_duration\": 225.0, \"total_sessions\": 3, \"mean_week_duration\": 1.136}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"18045\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-16 00:34:10.000000+00:00\", \"2019-09-15 21:18:11.000000+00:00\"], \"session_ids\": [\"9bafec2b-9ec6-4b7e-a1df-b62fef6139fc\", \"6cca2df6-9240-47e1-9708-251fb5f4515d\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.127}}, {\"25838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-30 06:52:16.000000+00:00\", \"2021-02-17 01:52:32.000000+00:00\", \"2022-10-01 23:54:14.000000+00:00\"], \"session_ids\": [\"4d97aebc-daf7-4fa2-ab20-edf1adfeb151\", \"b309fe52-db2a-4a0b-a499-ecdf130557c3\", \"680f2817-3cf5-4c68-bcff-638963b5b70b\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 0.647}}, {\"32261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-05 16:44:16.000000+00:00\", \"2021-01-27 16:48:28.000000+00:00\", \"2022-03-30 14:10:20.000000+00:00\", \"2021-07-19 21:19:53.000000+00:00\"], \"session_ids\": [\"139cc7dc-5663-4ecd-aca2-1a823ed61b80\", \"f70fab63-ed12-4323-a6a4-84b935c4711c\", \"085b5700-57ce-4fa8-b224-593bdb2f6503\", \"28d83edf-05cc-4112-859a-ec78a22e1ff0\"], \"total_duration\": 210.0, \"total_sessions\": 4, \"mean_week_duration\": 3.443}}, {\"69008\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-04 11:08:47.000000+00:00\", \"2019-02-20 03:02:27.000000+00:00\", \"2022-08-02 10:11:59.000000+00:00\"], \"session_ids\": [\"059ac993-c337-4db3-b31b-19990c3a12b1\", \"3ef6c0d8-7ced-4baa-87be-472d10e79fad\", \"553ae0db-0763-4723-9f9c-ab3ffd4c9065\"], \"total_duration\": 225.0, \"total_sessions\": 3, \"mean_week_duration\": 1.136}}]\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[{\"18045\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-16 00:34:10.000000+00:00\", \"2019-09-15 21:18:11.000000+00:00\"], \"session_ids\": [\"9bafec2b-9ec6-4b7e-a1df-b62fef6139fc\", \"6cca2df6-9240-47e1-9708-251fb5f4515d\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.127}}, {\"25838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-30 06:52:16.000000+00:00\", \"2021-02-17 01:52:32.000000+00:00\", \"2022-10-01 23:54:14.000000+00:00\"], \"session_ids\": [\"4d97aebc-daf7-4fa2-ab20-edf1adfeb151\", \"b309fe52-db2a-4a0b-a499-ecdf130557c3\", \"680f2817-3cf5-4c68-bcff-638963b5b70b\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 0.647}}, {\"32261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-05 16:44:16.000000+00:00\", \"2021-01-27 16:48:28.000000+00:00\", \"2022-03-30 14:10:20.000000+00:00\", \"2021-07-19 21:19:53.000000+00:00\"], \"session_ids\": [\"139cc7dc-5663-4ecd-aca2-1a823ed61b80\", \"f70fab63-ed12-4323-a6a4-84b935c4711c\", \"085b5700-57ce-4fa8-b224-593bdb2f6503\", \"28d83edf-05cc-4112-859a-ec78a22e1ff0\"], \"total_duration\": 210.0, \"total_sessions\": 4, \"mean_week_duration\": 3.443}}, {\"69008\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-04 11:08:47.000000+00:00\", \"2019-02-20 03:02:27.000000+00:00\", \"2022-08-02 10:11:59.000000+00:00\"], \"session_ids\": [\"059ac993-c337-4db3-b31b-19990c3a12b1\", \"3ef6c0d8-7ced-4baa-87be-472d10e79fad\", \"553ae0db-0763-4723-9f9c-ab3ffd4c9065\"], \"total_duration\": 225.0, \"total_sessions\": 3, \"mean_week_duration\": 1.136}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide me an information about 7 users who count of sessions less than 5 and greater than 6 (not including) + do sorting by town center name from the largest to the smallest in addition display only 4 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"51932\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-29 11:48:00.000000+00:00\", \"2021-08-13 03:50:08.000000+00:00\", \"2019-12-29 05:27:45.000000+00:00\"], \"session_ids\": [\"a8d6e7fa-3dff-4a84-ae9c-f83fcefe4c06\", \"d964d03a-9335-4abd-9020-571d9ba31d79\", \"307814b4-3c4c-4850-99f6-1d199a290e17\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.229}, \"35543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-03-13 18:11:08.000000+00:00\", \"2019-01-09 21:25:10.000000+00:00\"], \"session_ids\": [\"aeb57df5-be4e-478f-846c-6be2536d9177\", \"f72c34b2-04fc-4c21-836a-b7c9f3905d9e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.14}, \"44346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-27 07:13:55.000000+00:00\", \"2023-06-09 05:23:55.000000+00:00\"], \"session_ids\": [\"c2533ef4-d310-4433-b3fd-d257dbdf7397\", \"9a20452f-5965-4a7a-a2fb-58448a2a20a1\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.119}, \"2267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-24 11:46:00.000000+00:00\", \"2021-12-15 11:49:17.000000+00:00\"], \"session_ids\": [\"fa8c7bdc-6b84-43a9-838c-650b4c15be88\", \"b6ae2725-9a95-46df-a55a-8fcd9a273877\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 82.667}, \"40730\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-02 09:46:33.000000+00:00\", \"2020-10-27 21:25:12.000000+00:00\", \"2023-02-09 00:15:46.000000+00:00\"], \"session_ids\": [\"686909c9-c7f8-4826-bb6e-9e8667648e7f\", \"0db93cca-9757-4f1f-927e-7dc55f363527\", \"963a91a9-1d9f-40b5-94a5-04d989f7ef9f\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.183}, \"3854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-02-16 19:36:16.000000+00:00\", \"2022-02-11 10:46:05.000000+00:00\"], \"session_ids\": [\"7e12fca5-c2b2-4707-afd8-890498c485b6\", \"adca7fea-08bc-4c3a-96ff-8598fd0b247c\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}, \"15308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-19 03:47:09.000000+00:00\", \"2019-08-12 07:31:16.000000+00:00\", \"2020-12-07 10:05:47.000000+00:00\"], \"session_ids\": [\"3768cbf8-ef39-4a66-a95e-0352ce38744b\", \"480cb5b7-7bfa-4045-8991-48ad3b766a9b\", \"2c34b595-2fcb-4a15-bb27-af6a69c72bed\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 14.942}, \"81295\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-03 09:23:27.000000+00:00\", \"2022-02-28 10:06:01.000000+00:00\"], \"session_ids\": [\"0eb67a88-4944-411d-b981-f71e4ae028fe\", \"feb755eb-fc2a-4431-8784-fd3d1bccff17\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 336.0}, \"69798\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-10-24 05:09:32.000000+00:00\", \"2022-04-06 11:32:54.000000+00:00\", \"2022-07-08 08:40:03.000000+00:00\"], \"session_ids\": [\"66e95e55-d183-455a-b2e4-2dee89f27af6\", \"631d20d4-d50e-4233-bb4a-bf3dc89e2c06\", \"a7c5a7e5-9b93-4d43-b2af-088bedfbf018\"], \"total_duration\": 422.0, \"total_sessions\": 3, \"mean_week_duration\": 14.552}, \"80698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-10 05:51:43.000000+00:00\", \"2021-07-22 14:51:33.000000+00:00\", \"2019-11-23 18:03:08.000000+00:00\"], \"session_ids\": [\"c7b0ac81-22d5-48d8-9621-4622cbc18634\", \"0b5f0454-a519-43f2-a404-4022339e11f0\", \"a5a073bc-186b-4cf5-95d1-20bc104df66d\"], \"total_duration\": 326.0, \"total_sessions\": 3, \"mean_week_duration\": 1.842}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 5 and are greater than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"51932\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-29 11:48:00.000000+00:00\", \"2021-08-13 03:50:08.000000+00:00\", \"2019-12-29 05:27:45.000000+00:00\"], \"session_ids\": [\"a8d6e7fa-3dff-4a84-ae9c-f83fcefe4c06\", \"d964d03a-9335-4abd-9020-571d9ba31d79\", \"307814b4-3c4c-4850-99f6-1d199a290e17\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.229}, \"35543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-03-13 18:11:08.000000+00:00\", \"2019-01-09 21:25:10.000000+00:00\"], \"session_ids\": [\"aeb57df5-be4e-478f-846c-6be2536d9177\", \"f72c34b2-04fc-4c21-836a-b7c9f3905d9e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.14}, \"44346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-27 07:13:55.000000+00:00\", \"2023-06-09 05:23:55.000000+00:00\"], \"session_ids\": [\"c2533ef4-d310-4433-b3fd-d257dbdf7397\", \"9a20452f-5965-4a7a-a2fb-58448a2a20a1\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.119}, \"2267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-24 11:46:00.000000+00:00\", \"2021-12-15 11:49:17.000000+00:00\"], \"session_ids\": [\"fa8c7bdc-6b84-43a9-838c-650b4c15be88\", \"b6ae2725-9a95-46df-a55a-8fcd9a273877\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 82.667}, \"40730\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-02 09:46:33.000000+00:00\", \"2020-10-27 21:25:12.000000+00:00\", \"2023-02-09 00:15:46.000000+00:00\"], \"session_ids\": [\"686909c9-c7f8-4826-bb6e-9e8667648e7f\", \"0db93cca-9757-4f1f-927e-7dc55f363527\", \"963a91a9-1d9f-40b5-94a5-04d989f7ef9f\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.183}, \"3854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-02-16 19:36:16.000000+00:00\", \"2022-02-11 10:46:05.000000+00:00\"], \"session_ids\": [\"7e12fca5-c2b2-4707-afd8-890498c485b6\", \"adca7fea-08bc-4c3a-96ff-8598fd0b247c\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}, \"15308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-19 03:47:09.000000+00:00\", \"2019-08-12 07:31:16.000000+00:00\", \"2020-12-07 10:05:47.000000+00:00\"], \"session_ids\": [\"3768cbf8-ef39-4a66-a95e-0352ce38744b\", \"480cb5b7-7bfa-4045-8991-48ad3b766a9b\", \"2c34b595-2fcb-4a15-bb27-af6a69c72bed\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 14.942}, \"81295\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-03 09:23:27.000000+00:00\", \"2022-02-28 10:06:01.000000+00:00\"], \"session_ids\": [\"0eb67a88-4944-411d-b981-f71e4ae028fe\", \"feb755eb-fc2a-4431-8784-fd3d1bccff17\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 336.0}, \"69798\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-10-24 05:09:32.000000+00:00\", \"2022-04-06 11:32:54.000000+00:00\", \"2022-07-08 08:40:03.000000+00:00\"], \"session_ids\": [\"66e95e55-d183-455a-b2e4-2dee89f27af6\", \"631d20d4-d50e-4233-bb4a-bf3dc89e2c06\", \"a7c5a7e5-9b93-4d43-b2af-088bedfbf018\"], \"total_duration\": 422.0, \"total_sessions\": 3, \"mean_week_duration\": 14.552}, \"80698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-10 05:51:43.000000+00:00\", \"2021-07-22 14:51:33.000000+00:00\", \"2019-11-23 18:03:08.000000+00:00\"], \"session_ids\": [\"c7b0ac81-22d5-48d8-9621-4622cbc18634\", \"0b5f0454-a519-43f2-a404-4022339e11f0\", \"a5a073bc-186b-4cf5-95d1-20bc104df66d\"], \"total_duration\": 326.0, \"total_sessions\": 3, \"mean_week_duration\": 1.842}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"40730\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-02 09:46:33.000000+00:00\", \"2020-10-27 21:25:12.000000+00:00\", \"2023-02-09 00:15:46.000000+00:00\"], \"session_ids\": [\"686909c9-c7f8-4826-bb6e-9e8667648e7f\", \"0db93cca-9757-4f1f-927e-7dc55f363527\", \"963a91a9-1d9f-40b5-94a5-04d989f7ef9f\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.183}}, {\"15308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-19 03:47:09.000000+00:00\", \"2019-08-12 07:31:16.000000+00:00\", \"2020-12-07 10:05:47.000000+00:00\"], \"session_ids\": [\"3768cbf8-ef39-4a66-a95e-0352ce38744b\", \"480cb5b7-7bfa-4045-8991-48ad3b766a9b\", \"2c34b595-2fcb-4a15-bb27-af6a69c72bed\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 14.942}}, {\"35543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-03-13 18:11:08.000000+00:00\", \"2019-01-09 21:25:10.000000+00:00\"], \"session_ids\": [\"aeb57df5-be4e-478f-846c-6be2536d9177\", \"f72c34b2-04fc-4c21-836a-b7c9f3905d9e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.14}}, {\"81295\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-03 09:23:27.000000+00:00\", \"2022-02-28 10:06:01.000000+00:00\"], \"session_ids\": [\"0eb67a88-4944-411d-b981-f71e4ae028fe\", \"feb755eb-fc2a-4431-8784-fd3d1bccff17\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 336.0}}, {\"69798\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-10-24 05:09:32.000000+00:00\", \"2022-04-06 11:32:54.000000+00:00\", \"2022-07-08 08:40:03.000000+00:00\"], \"session_ids\": [\"66e95e55-d183-455a-b2e4-2dee89f27af6\", \"631d20d4-d50e-4233-bb4a-bf3dc89e2c06\", \"a7c5a7e5-9b93-4d43-b2af-088bedfbf018\"], \"total_duration\": 422.0, \"total_sessions\": 3, \"mean_week_duration\": 14.552}}, {\"51932\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-29 11:48:00.000000+00:00\", \"2021-08-13 03:50:08.000000+00:00\", \"2019-12-29 05:27:45.000000+00:00\"], \"session_ids\": [\"a8d6e7fa-3dff-4a84-ae9c-f83fcefe4c06\", \"d964d03a-9335-4abd-9020-571d9ba31d79\", \"307814b4-3c4c-4850-99f6-1d199a290e17\"], \"total_duration\": 32.0, \"total_sessions\": 3, \"mean_week_duration\": 0.229}}, {\"44346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-27 07:13:55.000000+00:00\", \"2023-06-09 05:23:55.000000+00:00\"], \"session_ids\": [\"c2533ef4-d310-4433-b3fd-d257dbdf7397\", \"9a20452f-5965-4a7a-a2fb-58448a2a20a1\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.119}}, {\"3854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-02-16 19:36:16.000000+00:00\", \"2022-02-11 10:46:05.000000+00:00\"], \"session_ids\": [\"7e12fca5-c2b2-4707-afd8-890498c485b6\", \"adca7fea-08bc-4c3a-96ff-8598fd0b247c\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.596}}, {\"80698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-10 05:51:43.000000+00:00\", \"2021-07-22 14:51:33.000000+00:00\", \"2019-11-23 18:03:08.000000+00:00\"], \"session_ids\": [\"c7b0ac81-22d5-48d8-9621-4622cbc18634\", \"0b5f0454-a519-43f2-a404-4022339e11f0\", \"a5a073bc-186b-4cf5-95d1-20bc104df66d\"], \"total_duration\": 326.0, \"total_sessions\": 3, \"mean_week_duration\": 1.842}}, {\"2267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-24 11:46:00.000000+00:00\", \"2021-12-15 11:49:17.000000+00:00\"], \"session_ids\": [\"fa8c7bdc-6b84-43a9-838c-650b4c15be88\", \"b6ae2725-9a95-46df-a55a-8fcd9a273877\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 82.667}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"40730\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-02 09:46:33.000000+00:00\", \"2020-10-27 21:25:12.000000+00:00\", \"2023-02-09 00:15:46.000000+00:00\"], \"session_ids\": [\"686909c9-c7f8-4826-bb6e-9e8667648e7f\", \"0db93cca-9757-4f1f-927e-7dc55f363527\", \"963a91a9-1d9f-40b5-94a5-04d989f7ef9f\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.183}}, {\"15308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-19 03:47:09.000000+00:00\", \"2019-08-12 07:31:16.000000+00:00\", \"2020-12-07 10:05:47.000000+00:00\"], \"session_ids\": [\"3768cbf8-ef39-4a66-a95e-0352ce38744b\", \"480cb5b7-7bfa-4045-8991-48ad3b766a9b\", \"2c34b595-2fcb-4a15-bb27-af6a69c72bed\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 14.942}}, {\"35543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-03-13 18:11:08.000000+00:00\", \"2019-01-09 21:25:10.000000+00:00\"], \"session_ids\": [\"aeb57df5-be4e-478f-846c-6be2536d9177\", \"f72c34b2-04fc-4c21-836a-b7c9f3905d9e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.14}}, {\"81295\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-03 09:23:27.000000+00:00\", \"2022-02-28 10:06:01.000000+00:00\"], \"session_ids\": [\"0eb67a88-4944-411d-b981-f71e4ae028fe\", \"feb755eb-fc2a-4431-8784-fd3d1bccff17\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 336.0}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to finish my work on that task and send the data to the requester."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"40730\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-02 09:46:33.000000+00:00\", \"2020-10-27 21:25:12.000000+00:00\", \"2023-02-09 00:15:46.000000+00:00\"], \"session_ids\": [\"686909c9-c7f8-4826-bb6e-9e8667648e7f\", \"0db93cca-9757-4f1f-927e-7dc55f363527\", \"963a91a9-1d9f-40b5-94a5-04d989f7ef9f\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.183}}, {\"15308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-19 03:47:09.000000+00:00\", \"2019-08-12 07:31:16.000000+00:00\", \"2020-12-07 10:05:47.000000+00:00\"], \"session_ids\": [\"3768cbf8-ef39-4a66-a95e-0352ce38744b\", \"480cb5b7-7bfa-4045-8991-48ad3b766a9b\", \"2c34b595-2fcb-4a15-bb27-af6a69c72bed\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 14.942}}, {\"35543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-03-13 18:11:08.000000+00:00\", \"2019-01-09 21:25:10.000000+00:00\"], \"session_ids\": [\"aeb57df5-be4e-478f-846c-6be2536d9177\", \"f72c34b2-04fc-4c21-836a-b7c9f3905d9e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.14}}, {\"81295\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-03 09:23:27.000000+00:00\", \"2022-02-28 10:06:01.000000+00:00\"], \"session_ids\": [\"0eb67a88-4944-411d-b981-f71e4ae028fe\", \"feb755eb-fc2a-4431-8784-fd3d1bccff17\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 336.0}}]\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": "Provide insights into 6 users who are currently living in city Oslo + implement sorting by median of duration of sessions per week form the highest to the lowest."
}
] |
[
{
"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{\"62002\": {\"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\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-01-11 00:39:36.000000+00:00\", \"2021-10-16 11:08:00.000000+00:00\"], \"session_ids\": [\"4498142b-2cf6-468a-a4fa-1c99d83323be\", \"179a08f5-d0fc-4e65-b61d-56ece4f93767\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 3.615}, \"11662\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-14 19:13:28.000000+00:00\", \"2021-09-20 18:59:53.000000+00:00\"], \"session_ids\": [\"1c8136ce-52d3-408a-9c68-ebc1ca1e5633\", \"e685330d-0433-4ee7-b310-58dbf9a07691\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 1.651}, \"64756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-04 01:03:39.000000+00:00\", \"2023-01-15 08:13:45.000000+00:00\", \"2019-05-01 05:21:58.000000+00:00\", \"2023-02-11 14:29:34.000000+00:00\"], \"session_ids\": [\"e8bf1aee-0672-4a75-82c5-f8fe31dccdf9\", \"27871507-e42c-4aba-a9cc-deed115d3c5c\", \"5ae783f1-43f9-433b-88d6-b8f66585867f\", \"8bed25fd-832c-400c-9cca-2eff670bd11d\"], \"total_duration\": 328.0, \"total_sessions\": 4, \"mean_week_duration\": 1.657}, \"50526\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-06 06:56:00.000000+00:00\", \"2022-08-22 08:16:56.000000+00:00\"], \"session_ids\": [\"ccc97af1-198b-4c01-9b78-a222b9d0323e\", \"03258d69-649f-4c59-9bb2-7c04ede8f5f6\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 1.232}, \"70159\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-28 01:06:42.000000+00:00\", \"2022-08-02 11:38:53.000000+00:00\", \"2019-05-20 15:06:34.000000+00:00\", \"2019-10-25 14:09:43.000000+00:00\", \"2019-08-04 08:28:58.000000+00:00\", \"2020-01-11 15:52:15.000000+00:00\"], \"session_ids\": [\"89bc823b-ce4a-4c4f-8957-781e9d8fc18e\", \"2509edc3-5526-43f9-9974-53fe05697bda\", \"a0dba8ca-b1df-4279-a1bb-715508cb2e6f\", \"37611213-666c-4673-a8bc-60cbd84c42c4\", \"09d02532-074a-4019-bf70-1ba60f63c289\", \"ab0b6e02-d48b-4115-9ebf-fcceb13e1268\"], \"total_duration\": 3483.0, \"total_sessions\": 6, \"mean_week_duration\": 20.856}, \"25098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-09-17 20:10:49.000000+00:00\", \"2020-08-19 22:48:42.000000+00:00\"], \"session_ids\": [\"5234caf9-9ca1-40f7-8195-48ba3ac59c25\", \"eb1e4b58-17dc-4305-810e-c70faff96942\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 36.5}, \"80587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-11-24 09:30:53.000000+00:00\", \"2023-05-29 12:03:08.000000+00:00\"], \"session_ids\": [\"355d6f9e-8885-43b7-8247-22aff7668455\", \"a9bf4fa9-ebf0-44a9-bd57-4031d509ada7\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 14.185}, \"74650\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-05-10 15:40:31.000000+00:00\", \"2020-03-09 03:29:56.000000+00:00\", \"2022-12-05 23:05:04.000000+00:00\"], \"session_ids\": [\"a8f7045c-2551-456b-b933-200c4f8e81c1\", \"346f35da-2ad9-415d-88e2-0fdcddf02f0d\", \"5434c69a-e4a1-43f3-8960-653cbf974809\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 0.62}, \"52434\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-06-14 22:47:49.000000+00:00\", \"2019-08-02 09:15:52.000000+00:00\", \"2019-07-12 14:45:51.000000+00:00\", \"2022-01-16 13:23:48.000000+00:00\"], \"session_ids\": [\"2608f1e0-64bb-4d75-a581-ac658b3c79fb\", \"e51a2674-8c82-4cee-beb9-fae2de4a2b0f\", \"586fcaea-6f1c-4c8f-865c-c851867d5be1\", \"419381f7-0c39-4082-8320-4fe53a086f94\"], \"total_duration\": 1471.0, \"total_sessions\": 4, \"mean_week_duration\": 10.816}, \"55939\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-24 01:28:42.000000+00:00\", \"2021-10-29 17:11:35.000000+00:00\"], \"session_ids\": [\"ca1bfc49-1e49-41df-b4ef-bdb71f2fd832\", \"97bcfda2-7777-4890-bfec-917d484e761f\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 4.147}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is Oslo"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"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": "Provide me an information about users who aren't residents of cities San Pedro, Mumbai, Bangkok, Copenhagen, Caracas, Guatemala City, Johannesburg plus apply sorting by time spent on the site in desc , display 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{\"42178\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-15 06:54:14.000000+00:00\", \"2021-09-17 00:24:56.000000+00:00\", \"2021-08-14 02:23:03.000000+00:00\", \"2019-09-21 17:27:03.000000+00:00\", \"2021-06-12 17:42:41.000000+00:00\", \"2019-07-04 22:59:02.000000+00:00\", \"2021-03-18 16:37:32.000000+00:00\", \"2021-10-28 17:10:15.000000+00:00\", \"2020-07-25 23:53:10.000000+00:00\"], \"session_ids\": [\"3a19a8eb-3bc2-4679-9364-ed8fefcc3606\", \"1b814261-2a7e-4472-af2e-df1d2fba5a61\", \"7f22439d-d910-4ba2-9664-489ada34ca3d\", \"3bdd89a7-72b1-4823-8623-76f2345beca1\", \"5a2d8d18-006f-45c0-88b9-07d1cb695b2f\", \"f925f35e-5cb8-4287-a26d-d75120ada681\", \"a96ce54d-3891-43fc-b4b7-e402630de2a0\", \"0ab17ae9-e753-4d7e-b7bd-a774800a4a54\", \"c5ca57cb-4bcb-4a3a-83dc-1fa5285ba61f\"], \"total_duration\": 2488.0, \"total_sessions\": 9, \"mean_week_duration\": 20.562}, \"47240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-15 18:01:50.000000+00:00\", \"2021-09-12 22:18:21.000000+00:00\"], \"session_ids\": [\"75601c1a-7095-4d17-9cf2-58032ed66eec\", \"a5acde8c-c4b1-4eb5-b433-0e8c5f1bba55\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 4.643}, \"15573\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-09-30 22:30:30.000000+00:00\", \"2019-08-28 00:16:58.000000+00:00\"], \"session_ids\": [\"7a5d2804-4bd2-4f8b-a319-8f13ee4b86a0\", \"9009d539-99d3-4965-a3ef-e8f26d19d4d8\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 2.421}, \"72271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-02 03:26:25.000000+00:00\", \"2023-03-02 16:43:15.000000+00:00\"], \"session_ids\": [\"1849366a-2525-480c-b7a5-474b8ab13bba\", \"51be3d8b-a277-4fcb-8ab6-c68f2a2d0095\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 1.125}, \"50029\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-29 13:56:01.000000+00:00\", \"2021-02-06 10:01:25.000000+00:00\", \"2023-04-17 09:07:01.000000+00:00\"], \"session_ids\": [\"6e82fd78-c6cc-43c5-83cd-02dc99592762\", \"559177b4-f91d-419f-a41b-ab48c86cc3b1\", \"1acc6c1b-2a54-432d-9d6f-a6e6696447a7\"], \"total_duration\": 286.0, \"total_sessions\": 3, \"mean_week_duration\": 2.487}, \"77664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-04-17 12:39:41.000000+00:00\", \"2022-07-08 23:08:42.000000+00:00\"], \"session_ids\": [\"fd37590b-06fa-483e-8935-1db75a24a247\", \"d1875e52-fc6b-435c-bd9a-fd20005b4d4f\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 1.854}, \"59628\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-19 21:05:33.000000+00:00\", \"2023-06-15 14:09:26.000000+00:00\"], \"session_ids\": [\"c2c086a3-5840-42c8-8d74-5c80207ee9ff\", \"d75b3f37-bf1a-434f-9705-f9c0cec54320\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 4.055}, \"40078\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-25 11:16:42.000000+00:00\", \"2020-12-15 12:06:22.000000+00:00\", \"2019-10-20 08:21:27.000000+00:00\", \"2020-01-27 08:54:31.000000+00:00\"], \"session_ids\": [\"11e5d018-669e-444d-bd6b-7525abb0fc01\", \"f079e8a1-4209-405e-bb81-3a7c1e5169e4\", \"b8bdb39f-d017-4133-b4cc-a3290c57eb1b\", \"3cd1a980-eecd-4219-8eee-a50edb771fd4\"], \"total_duration\": 183.0, \"total_sessions\": 4, \"mean_week_duration\": 2.316}, \"82659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-17 17:47:11.000000+00:00\", \"2019-07-04 02:41:11.000000+00:00\"], \"session_ids\": [\"def5b6fd-187a-4e8a-bf01-4717e53aef6c\", \"3074bb5d-7bad-42af-982b-b8bd0111c530\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 51.714}, \"10768\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-02-13 13:39:11.000000+00:00\", \"2022-08-06 18:34:44.000000+00:00\", \"2022-07-13 23:16:06.000000+00:00\", \"2020-01-19 05:02:06.000000+00:00\", \"2019-04-07 19:31:53.000000+00:00\", \"2019-03-23 13:57:12.000000+00:00\", \"2020-10-04 19:02:07.000000+00:00\"], \"session_ids\": [\"9a4af28f-cf86-4bb1-904e-861963caf0bf\", \"d3a06dac-d98c-4581-b53f-faae61e41364\", \"7ac92f4c-9b68-41e4-8ecd-6105be6dc1b0\", \"66d4324a-b9ad-49c1-92b6-cce2ad0b23a7\", \"34d679e2-57b2-4abb-8d2f-57f26ec95ba7\", \"25982828-becc-49bb-9693-a1fbcfa9aad1\", \"ebcdefe2-02f2-4742-97b5-ab4f4f4c3292\"], \"total_duration\": 9844.0, \"total_sessions\": 7, \"mean_week_duration\": 55.932}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are not San Pedro, Mumbai, Bangkok, Copenhagen, Caracas, Guatemala City, Johannesburg"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"San Pedro\", \"Mumbai\", \"Bangkok\", \"Copenhagen\", \"Caracas\", \"Guatemala City\", \"Johannesburg\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"42178\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-15 06:54:14.000000+00:00\", \"2021-09-17 00:24:56.000000+00:00\", \"2021-08-14 02:23:03.000000+00:00\", \"2019-09-21 17:27:03.000000+00:00\", \"2021-06-12 17:42:41.000000+00:00\", \"2019-07-04 22:59:02.000000+00:00\", \"2021-03-18 16:37:32.000000+00:00\", \"2021-10-28 17:10:15.000000+00:00\", \"2020-07-25 23:53:10.000000+00:00\"], \"session_ids\": [\"3a19a8eb-3bc2-4679-9364-ed8fefcc3606\", \"1b814261-2a7e-4472-af2e-df1d2fba5a61\", \"7f22439d-d910-4ba2-9664-489ada34ca3d\", \"3bdd89a7-72b1-4823-8623-76f2345beca1\", \"5a2d8d18-006f-45c0-88b9-07d1cb695b2f\", \"f925f35e-5cb8-4287-a26d-d75120ada681\", \"a96ce54d-3891-43fc-b4b7-e402630de2a0\", \"0ab17ae9-e753-4d7e-b7bd-a774800a4a54\", \"c5ca57cb-4bcb-4a3a-83dc-1fa5285ba61f\"], \"total_duration\": 2488.0, \"total_sessions\": 9, \"mean_week_duration\": 20.562}, \"47240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-15 18:01:50.000000+00:00\", \"2021-09-12 22:18:21.000000+00:00\"], \"session_ids\": [\"75601c1a-7095-4d17-9cf2-58032ed66eec\", \"a5acde8c-c4b1-4eb5-b433-0e8c5f1bba55\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 4.643}, \"72271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-02 03:26:25.000000+00:00\", \"2023-03-02 16:43:15.000000+00:00\"], \"session_ids\": [\"1849366a-2525-480c-b7a5-474b8ab13bba\", \"51be3d8b-a277-4fcb-8ab6-c68f2a2d0095\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 1.125}, \"50029\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-29 13:56:01.000000+00:00\", \"2021-02-06 10:01:25.000000+00:00\", \"2023-04-17 09:07:01.000000+00:00\"], \"session_ids\": [\"6e82fd78-c6cc-43c5-83cd-02dc99592762\", \"559177b4-f91d-419f-a41b-ab48c86cc3b1\", \"1acc6c1b-2a54-432d-9d6f-a6e6696447a7\"], \"total_duration\": 286.0, \"total_sessions\": 3, \"mean_week_duration\": 2.487}, \"77664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-04-17 12:39:41.000000+00:00\", \"2022-07-08 23:08:42.000000+00:00\"], \"session_ids\": [\"fd37590b-06fa-483e-8935-1db75a24a247\", \"d1875e52-fc6b-435c-bd9a-fd20005b4d4f\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 1.854}, \"59628\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-19 21:05:33.000000+00:00\", \"2023-06-15 14:09:26.000000+00:00\"], \"session_ids\": [\"c2c086a3-5840-42c8-8d74-5c80207ee9ff\", \"d75b3f37-bf1a-434f-9705-f9c0cec54320\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 4.055}, \"40078\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-25 11:16:42.000000+00:00\", \"2020-12-15 12:06:22.000000+00:00\", \"2019-10-20 08:21:27.000000+00:00\", \"2020-01-27 08:54:31.000000+00:00\"], \"session_ids\": [\"11e5d018-669e-444d-bd6b-7525abb0fc01\", \"f079e8a1-4209-405e-bb81-3a7c1e5169e4\", \"b8bdb39f-d017-4133-b4cc-a3290c57eb1b\", \"3cd1a980-eecd-4219-8eee-a50edb771fd4\"], \"total_duration\": 183.0, \"total_sessions\": 4, \"mean_week_duration\": 2.316}, \"82659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-17 17:47:11.000000+00:00\", \"2019-07-04 02:41:11.000000+00:00\"], \"session_ids\": [\"def5b6fd-187a-4e8a-bf01-4717e53aef6c\", \"3074bb5d-7bad-42af-982b-b8bd0111c530\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 51.714}, \"10768\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-02-13 13:39:11.000000+00:00\", \"2022-08-06 18:34:44.000000+00:00\", \"2022-07-13 23:16:06.000000+00:00\", \"2020-01-19 05:02:06.000000+00:00\", \"2019-04-07 19:31:53.000000+00:00\", \"2019-03-23 13:57:12.000000+00:00\", \"2020-10-04 19:02:07.000000+00:00\"], \"session_ids\": [\"9a4af28f-cf86-4bb1-904e-861963caf0bf\", \"d3a06dac-d98c-4581-b53f-faae61e41364\", \"7ac92f4c-9b68-41e4-8ecd-6105be6dc1b0\", \"66d4324a-b9ad-49c1-92b6-cce2ad0b23a7\", \"34d679e2-57b2-4abb-8d2f-57f26ec95ba7\", \"25982828-becc-49bb-9693-a1fbcfa9aad1\", \"ebcdefe2-02f2-4742-97b5-ab4f4f4c3292\"], \"total_duration\": 9844.0, \"total_sessions\": 7, \"mean_week_duration\": 55.932}}\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[{\"10768\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-02-13 13:39:11.000000+00:00\", \"2022-08-06 18:34:44.000000+00:00\", \"2022-07-13 23:16:06.000000+00:00\", \"2020-01-19 05:02:06.000000+00:00\", \"2019-04-07 19:31:53.000000+00:00\", \"2019-03-23 13:57:12.000000+00:00\", \"2020-10-04 19:02:07.000000+00:00\"], \"session_ids\": [\"9a4af28f-cf86-4bb1-904e-861963caf0bf\", \"d3a06dac-d98c-4581-b53f-faae61e41364\", \"7ac92f4c-9b68-41e4-8ecd-6105be6dc1b0\", \"66d4324a-b9ad-49c1-92b6-cce2ad0b23a7\", \"34d679e2-57b2-4abb-8d2f-57f26ec95ba7\", \"25982828-becc-49bb-9693-a1fbcfa9aad1\", \"ebcdefe2-02f2-4742-97b5-ab4f4f4c3292\"], \"total_duration\": 9844.0, \"total_sessions\": 7, \"mean_week_duration\": 55.932}}, {\"42178\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-15 06:54:14.000000+00:00\", \"2021-09-17 00:24:56.000000+00:00\", \"2021-08-14 02:23:03.000000+00:00\", \"2019-09-21 17:27:03.000000+00:00\", \"2021-06-12 17:42:41.000000+00:00\", \"2019-07-04 22:59:02.000000+00:00\", \"2021-03-18 16:37:32.000000+00:00\", \"2021-10-28 17:10:15.000000+00:00\", \"2020-07-25 23:53:10.000000+00:00\"], \"session_ids\": [\"3a19a8eb-3bc2-4679-9364-ed8fefcc3606\", \"1b814261-2a7e-4472-af2e-df1d2fba5a61\", \"7f22439d-d910-4ba2-9664-489ada34ca3d\", \"3bdd89a7-72b1-4823-8623-76f2345beca1\", \"5a2d8d18-006f-45c0-88b9-07d1cb695b2f\", \"f925f35e-5cb8-4287-a26d-d75120ada681\", \"a96ce54d-3891-43fc-b4b7-e402630de2a0\", \"0ab17ae9-e753-4d7e-b7bd-a774800a4a54\", \"c5ca57cb-4bcb-4a3a-83dc-1fa5285ba61f\"], \"total_duration\": 2488.0, \"total_sessions\": 9, \"mean_week_duration\": 20.562}}, {\"59628\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-19 21:05:33.000000+00:00\", \"2023-06-15 14:09:26.000000+00:00\"], \"session_ids\": [\"c2c086a3-5840-42c8-8d74-5c80207ee9ff\", \"d75b3f37-bf1a-434f-9705-f9c0cec54320\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 4.055}}, {\"82659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-17 17:47:11.000000+00:00\", \"2019-07-04 02:41:11.000000+00:00\"], \"session_ids\": [\"def5b6fd-187a-4e8a-bf01-4717e53aef6c\", \"3074bb5d-7bad-42af-982b-b8bd0111c530\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 51.714}}, {\"50029\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-29 13:56:01.000000+00:00\", \"2021-02-06 10:01:25.000000+00:00\", \"2023-04-17 09:07:01.000000+00:00\"], \"session_ids\": [\"6e82fd78-c6cc-43c5-83cd-02dc99592762\", \"559177b4-f91d-419f-a41b-ab48c86cc3b1\", \"1acc6c1b-2a54-432d-9d6f-a6e6696447a7\"], \"total_duration\": 286.0, \"total_sessions\": 3, \"mean_week_duration\": 2.487}}, {\"72271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-02 03:26:25.000000+00:00\", \"2023-03-02 16:43:15.000000+00:00\"], \"session_ids\": [\"1849366a-2525-480c-b7a5-474b8ab13bba\", \"51be3d8b-a277-4fcb-8ab6-c68f2a2d0095\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 1.125}}, {\"40078\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-25 11:16:42.000000+00:00\", \"2020-12-15 12:06:22.000000+00:00\", \"2019-10-20 08:21:27.000000+00:00\", \"2020-01-27 08:54:31.000000+00:00\"], \"session_ids\": [\"11e5d018-669e-444d-bd6b-7525abb0fc01\", \"f079e8a1-4209-405e-bb81-3a7c1e5169e4\", \"b8bdb39f-d017-4133-b4cc-a3290c57eb1b\", \"3cd1a980-eecd-4219-8eee-a50edb771fd4\"], \"total_duration\": 183.0, \"total_sessions\": 4, \"mean_week_duration\": 2.316}}, {\"77664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-04-17 12:39:41.000000+00:00\", \"2022-07-08 23:08:42.000000+00:00\"], \"session_ids\": [\"fd37590b-06fa-483e-8935-1db75a24a247\", \"d1875e52-fc6b-435c-bd9a-fd20005b4d4f\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 1.854}}, {\"47240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-15 18:01:50.000000+00:00\", \"2021-09-12 22:18:21.000000+00:00\"], \"session_ids\": [\"75601c1a-7095-4d17-9cf2-58032ed66eec\", \"a5acde8c-c4b1-4eb5-b433-0e8c5f1bba55\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 4.643}}]\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[{\"10768\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-02-13 13:39:11.000000+00:00\", \"2022-08-06 18:34:44.000000+00:00\", \"2022-07-13 23:16:06.000000+00:00\", \"2020-01-19 05:02:06.000000+00:00\", \"2019-04-07 19:31:53.000000+00:00\", \"2019-03-23 13:57:12.000000+00:00\", \"2020-10-04 19:02:07.000000+00:00\"], \"session_ids\": [\"9a4af28f-cf86-4bb1-904e-861963caf0bf\", \"d3a06dac-d98c-4581-b53f-faae61e41364\", \"7ac92f4c-9b68-41e4-8ecd-6105be6dc1b0\", \"66d4324a-b9ad-49c1-92b6-cce2ad0b23a7\", \"34d679e2-57b2-4abb-8d2f-57f26ec95ba7\", \"25982828-becc-49bb-9693-a1fbcfa9aad1\", \"ebcdefe2-02f2-4742-97b5-ab4f4f4c3292\"], \"total_duration\": 9844.0, \"total_sessions\": 7, \"mean_week_duration\": 55.932}}, {\"42178\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-15 06:54:14.000000+00:00\", \"2021-09-17 00:24:56.000000+00:00\", \"2021-08-14 02:23:03.000000+00:00\", \"2019-09-21 17:27:03.000000+00:00\", \"2021-06-12 17:42:41.000000+00:00\", \"2019-07-04 22:59:02.000000+00:00\", \"2021-03-18 16:37:32.000000+00:00\", \"2021-10-28 17:10:15.000000+00:00\", \"2020-07-25 23:53:10.000000+00:00\"], \"session_ids\": [\"3a19a8eb-3bc2-4679-9364-ed8fefcc3606\", \"1b814261-2a7e-4472-af2e-df1d2fba5a61\", \"7f22439d-d910-4ba2-9664-489ada34ca3d\", \"3bdd89a7-72b1-4823-8623-76f2345beca1\", \"5a2d8d18-006f-45c0-88b9-07d1cb695b2f\", \"f925f35e-5cb8-4287-a26d-d75120ada681\", \"a96ce54d-3891-43fc-b4b7-e402630de2a0\", \"0ab17ae9-e753-4d7e-b7bd-a774800a4a54\", \"c5ca57cb-4bcb-4a3a-83dc-1fa5285ba61f\"], \"total_duration\": 2488.0, \"total_sessions\": 9, \"mean_week_duration\": 20.562}}, {\"59628\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-19 21:05:33.000000+00:00\", \"2023-06-15 14:09:26.000000+00:00\"], \"session_ids\": [\"c2c086a3-5840-42c8-8d74-5c80207ee9ff\", \"d75b3f37-bf1a-434f-9705-f9c0cec54320\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 4.055}}, {\"82659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-17 17:47:11.000000+00:00\", \"2019-07-04 02:41:11.000000+00:00\"], \"session_ids\": [\"def5b6fd-187a-4e8a-bf01-4717e53aef6c\", \"3074bb5d-7bad-42af-982b-b8bd0111c530\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 51.714}}]\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[{\"10768\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-02-13 13:39:11.000000+00:00\", \"2022-08-06 18:34:44.000000+00:00\", \"2022-07-13 23:16:06.000000+00:00\", \"2020-01-19 05:02:06.000000+00:00\", \"2019-04-07 19:31:53.000000+00:00\", \"2019-03-23 13:57:12.000000+00:00\", \"2020-10-04 19:02:07.000000+00:00\"], \"session_ids\": [\"9a4af28f-cf86-4bb1-904e-861963caf0bf\", \"d3a06dac-d98c-4581-b53f-faae61e41364\", \"7ac92f4c-9b68-41e4-8ecd-6105be6dc1b0\", \"66d4324a-b9ad-49c1-92b6-cce2ad0b23a7\", \"34d679e2-57b2-4abb-8d2f-57f26ec95ba7\", \"25982828-becc-49bb-9693-a1fbcfa9aad1\", \"ebcdefe2-02f2-4742-97b5-ab4f4f4c3292\"], \"total_duration\": 9844.0, \"total_sessions\": 7, \"mean_week_duration\": 55.932}}, {\"42178\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-15 06:54:14.000000+00:00\", \"2021-09-17 00:24:56.000000+00:00\", \"2021-08-14 02:23:03.000000+00:00\", \"2019-09-21 17:27:03.000000+00:00\", \"2021-06-12 17:42:41.000000+00:00\", \"2019-07-04 22:59:02.000000+00:00\", \"2021-03-18 16:37:32.000000+00:00\", \"2021-10-28 17:10:15.000000+00:00\", \"2020-07-25 23:53:10.000000+00:00\"], \"session_ids\": [\"3a19a8eb-3bc2-4679-9364-ed8fefcc3606\", \"1b814261-2a7e-4472-af2e-df1d2fba5a61\", \"7f22439d-d910-4ba2-9664-489ada34ca3d\", \"3bdd89a7-72b1-4823-8623-76f2345beca1\", \"5a2d8d18-006f-45c0-88b9-07d1cb695b2f\", \"f925f35e-5cb8-4287-a26d-d75120ada681\", \"a96ce54d-3891-43fc-b4b7-e402630de2a0\", \"0ab17ae9-e753-4d7e-b7bd-a774800a4a54\", \"c5ca57cb-4bcb-4a3a-83dc-1fa5285ba61f\"], \"total_duration\": 2488.0, \"total_sessions\": 9, \"mean_week_duration\": 20.562}}, {\"59628\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-09-19 21:05:33.000000+00:00\", \"2023-06-15 14:09:26.000000+00:00\"], \"session_ids\": [\"c2c086a3-5840-42c8-8d74-5c80207ee9ff\", \"d75b3f37-bf1a-434f-9705-f9c0cec54320\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 4.055}}, {\"82659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-17 17:47:11.000000+00:00\", \"2019-07-04 02:41:11.000000+00:00\"], \"session_ids\": [\"def5b6fd-187a-4e8a-bf01-4717e53aef6c\", \"3074bb5d-7bad-42af-982b-b8bd0111c530\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 51.714}}]\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 6 users who aren't folks of cities Tokyo, London, Santiago, Berlin, Bangkok + sort by urban title ascendingly."
}
] |
[
{
"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{\"32180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-06 09:03:23.000000+00:00\", \"2020-12-26 20:33:07.000000+00:00\"], \"session_ids\": [\"7ca6c3e0-c488-42b9-a9bb-206421e2a830\", \"3cf67bc1-0040-4f8e-8442-ba220e316258\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 19.304}, \"4208\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-10 02:23:06.000000+00:00\", \"2020-10-08 21:22:55.000000+00:00\"], \"session_ids\": [\"07ade617-2513-4aba-9467-2ba7f31dc2a1\", \"9d4048d7-0137-4328-a93f-5dd3a3655609\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"4400\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-10 21:29:27.000000+00:00\", \"2023-04-18 04:57:42.000000+00:00\", \"2022-04-23 14:57:10.000000+00:00\", \"2021-11-04 06:35:58.000000+00:00\", \"2022-01-12 10:15:23.000000+00:00\", \"2021-07-15 13:20:57.000000+00:00\"], \"session_ids\": [\"faf8c593-9e15-4866-a9ee-8a7f0d8379b3\", \"719a105e-d315-44c8-bac6-3be48a8435e5\", \"2c678e08-17c1-44e2-b575-8111044d03c4\", \"1fc81855-dad9-4f6c-9d8b-c863e2e3efed\", \"9cc78341-6c7b-40a9-b8f4-4028c66a1de1\", \"a74f5b31-fa35-4b43-808f-663c046dc095\"], \"total_duration\": 192.0, \"total_sessions\": 6, \"mean_week_duration\": 2.087}, \"20788\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-31 16:24:26.000000+00:00\", \"2022-05-11 02:12:11.000000+00:00\"], \"session_ids\": [\"3e44efbb-7972-469d-937f-6080e269bdc9\", \"ff56250b-ee1b-4ef5-922d-ded3e74fc72a\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.48}, \"55802\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-05 23:20:23.000000+00:00\", \"2023-06-30 04:23:55.000000+00:00\"], \"session_ids\": [\"4b717d29-2a94-49d2-9ac1-9756a6c912bd\", \"17455e9d-cd31-44a3-92e1-583c86bd48e4\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}, \"86764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-02-12 23:06:30.000000+00:00\", \"2023-06-19 19:35:40.000000+00:00\", \"2020-01-20 21:10:54.000000+00:00\", \"2022-06-24 02:31:22.000000+00:00\"], \"session_ids\": [\"c9d349e5-3004-4c65-ab48-509d7ef889d2\", \"bb370305-7628-4ea4-bdc5-63c86f38d0fc\", \"c179a0fd-9f7b-455b-af06-e1ebc06b417f\", \"7df82978-d487-4b03-876e-833a7190aa7e\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.472}, \"64189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-05-02 10:58:39.000000+00:00\", \"2020-01-26 15:59:29.000000+00:00\"], \"session_ids\": [\"51209b9b-af13-4a77-9ab6-8b0bf61bb3e7\", \"8dbe0544-3222-4614-94a1-47e4e2a3b837\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 6.487}, \"7896\": {\"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\": 5, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2021-12-02 12:51:58.000000+00:00\", \"2021-05-18 17:17:14.000000+00:00\", \"2022-04-08 05:26:22.000000+00:00\"], \"session_ids\": [\"88f8c685-a884-4fc1-8b1a-afa358a56f94\", \"adb46c77-ead8-44df-930b-8b443420371c\", \"63796f57-3673-4ef7-a889-422a97a0b0f5\"], \"total_duration\": 683.0, \"total_sessions\": 3, \"mean_week_duration\": 14.532}, \"8601\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-03-20 19:17:44.000000+00:00\", \"2019-10-02 16:29:44.000000+00:00\"], \"session_ids\": [\"c89d7501-8d5a-4a0a-b819-1ff90fed6aaf\", \"8509d001-ac27-4071-b78d-2d30ea1078da\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 2.065}, \"99162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-10-20 02:17:54.000000+00:00\", \"2022-01-01 04:27:06.000000+00:00\"], \"session_ids\": [\"9509cf61-6c33-4aea-80e5-1486b847b669\", \"06273dd2-fcd6-4338-9685-68c338194adb\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 23.182}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are not Tokyo, London, Santiago, Berlin, Bangkok"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Tokyo\", \"London\", \"Santiago\", \"Berlin\", \"Bangkok\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"32180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-06 09:03:23.000000+00:00\", \"2020-12-26 20:33:07.000000+00:00\"], \"session_ids\": [\"7ca6c3e0-c488-42b9-a9bb-206421e2a830\", \"3cf67bc1-0040-4f8e-8442-ba220e316258\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 19.304}, \"4208\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-10 02:23:06.000000+00:00\", \"2020-10-08 21:22:55.000000+00:00\"], \"session_ids\": [\"07ade617-2513-4aba-9467-2ba7f31dc2a1\", \"9d4048d7-0137-4328-a93f-5dd3a3655609\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"4400\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-10 21:29:27.000000+00:00\", \"2023-04-18 04:57:42.000000+00:00\", \"2022-04-23 14:57:10.000000+00:00\", \"2021-11-04 06:35:58.000000+00:00\", \"2022-01-12 10:15:23.000000+00:00\", \"2021-07-15 13:20:57.000000+00:00\"], \"session_ids\": [\"faf8c593-9e15-4866-a9ee-8a7f0d8379b3\", \"719a105e-d315-44c8-bac6-3be48a8435e5\", \"2c678e08-17c1-44e2-b575-8111044d03c4\", \"1fc81855-dad9-4f6c-9d8b-c863e2e3efed\", \"9cc78341-6c7b-40a9-b8f4-4028c66a1de1\", \"a74f5b31-fa35-4b43-808f-663c046dc095\"], \"total_duration\": 192.0, \"total_sessions\": 6, \"mean_week_duration\": 2.087}, \"20788\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-31 16:24:26.000000+00:00\", \"2022-05-11 02:12:11.000000+00:00\"], \"session_ids\": [\"3e44efbb-7972-469d-937f-6080e269bdc9\", \"ff56250b-ee1b-4ef5-922d-ded3e74fc72a\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.48}, \"55802\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-05 23:20:23.000000+00:00\", \"2023-06-30 04:23:55.000000+00:00\"], \"session_ids\": [\"4b717d29-2a94-49d2-9ac1-9756a6c912bd\", \"17455e9d-cd31-44a3-92e1-583c86bd48e4\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}, \"86764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-02-12 23:06:30.000000+00:00\", \"2023-06-19 19:35:40.000000+00:00\", \"2020-01-20 21:10:54.000000+00:00\", \"2022-06-24 02:31:22.000000+00:00\"], \"session_ids\": [\"c9d349e5-3004-4c65-ab48-509d7ef889d2\", \"bb370305-7628-4ea4-bdc5-63c86f38d0fc\", \"c179a0fd-9f7b-455b-af06-e1ebc06b417f\", \"7df82978-d487-4b03-876e-833a7190aa7e\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.472}, \"64189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-05-02 10:58:39.000000+00:00\", \"2020-01-26 15:59:29.000000+00:00\"], \"session_ids\": [\"51209b9b-af13-4a77-9ab6-8b0bf61bb3e7\", \"8dbe0544-3222-4614-94a1-47e4e2a3b837\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 6.487}, \"8601\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-03-20 19:17:44.000000+00:00\", \"2019-10-02 16:29:44.000000+00:00\"], \"session_ids\": [\"c89d7501-8d5a-4a0a-b819-1ff90fed6aaf\", \"8509d001-ac27-4071-b78d-2d30ea1078da\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 2.065}, \"99162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-10-20 02:17:54.000000+00:00\", \"2022-01-01 04:27:06.000000+00:00\"], \"session_ids\": [\"9509cf61-6c33-4aea-80e5-1486b847b669\", \"06273dd2-fcd6-4338-9685-68c338194adb\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 23.182}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"4400\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-10 21:29:27.000000+00:00\", \"2023-04-18 04:57:42.000000+00:00\", \"2022-04-23 14:57:10.000000+00:00\", \"2021-11-04 06:35:58.000000+00:00\", \"2022-01-12 10:15:23.000000+00:00\", \"2021-07-15 13:20:57.000000+00:00\"], \"session_ids\": [\"faf8c593-9e15-4866-a9ee-8a7f0d8379b3\", \"719a105e-d315-44c8-bac6-3be48a8435e5\", \"2c678e08-17c1-44e2-b575-8111044d03c4\", \"1fc81855-dad9-4f6c-9d8b-c863e2e3efed\", \"9cc78341-6c7b-40a9-b8f4-4028c66a1de1\", \"a74f5b31-fa35-4b43-808f-663c046dc095\"], \"total_duration\": 192.0, \"total_sessions\": 6, \"mean_week_duration\": 2.087}}, {\"55802\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-05 23:20:23.000000+00:00\", \"2023-06-30 04:23:55.000000+00:00\"], \"session_ids\": [\"4b717d29-2a94-49d2-9ac1-9756a6c912bd\", \"17455e9d-cd31-44a3-92e1-583c86bd48e4\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}}, {\"86764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-02-12 23:06:30.000000+00:00\", \"2023-06-19 19:35:40.000000+00:00\", \"2020-01-20 21:10:54.000000+00:00\", \"2022-06-24 02:31:22.000000+00:00\"], \"session_ids\": [\"c9d349e5-3004-4c65-ab48-509d7ef889d2\", \"bb370305-7628-4ea4-bdc5-63c86f38d0fc\", \"c179a0fd-9f7b-455b-af06-e1ebc06b417f\", \"7df82978-d487-4b03-876e-833a7190aa7e\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.472}}, {\"99162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-10-20 02:17:54.000000+00:00\", \"2022-01-01 04:27:06.000000+00:00\"], \"session_ids\": [\"9509cf61-6c33-4aea-80e5-1486b847b669\", \"06273dd2-fcd6-4338-9685-68c338194adb\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 23.182}}, {\"64189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-05-02 10:58:39.000000+00:00\", \"2020-01-26 15:59:29.000000+00:00\"], \"session_ids\": [\"51209b9b-af13-4a77-9ab6-8b0bf61bb3e7\", \"8dbe0544-3222-4614-94a1-47e4e2a3b837\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 6.487}}, {\"20788\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-31 16:24:26.000000+00:00\", \"2022-05-11 02:12:11.000000+00:00\"], \"session_ids\": [\"3e44efbb-7972-469d-937f-6080e269bdc9\", \"ff56250b-ee1b-4ef5-922d-ded3e74fc72a\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.48}}, {\"8601\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-03-20 19:17:44.000000+00:00\", \"2019-10-02 16:29:44.000000+00:00\"], \"session_ids\": [\"c89d7501-8d5a-4a0a-b819-1ff90fed6aaf\", \"8509d001-ac27-4071-b78d-2d30ea1078da\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 2.065}}, {\"32180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-06 09:03:23.000000+00:00\", \"2020-12-26 20:33:07.000000+00:00\"], \"session_ids\": [\"7ca6c3e0-c488-42b9-a9bb-206421e2a830\", \"3cf67bc1-0040-4f8e-8442-ba220e316258\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 19.304}}, {\"4208\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-08-10 02:23:06.000000+00:00\", \"2020-10-08 21:22:55.000000+00:00\"], \"session_ids\": [\"07ade617-2513-4aba-9467-2ba7f31dc2a1\", \"9d4048d7-0137-4328-a93f-5dd3a3655609\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 6 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"4400\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-10 21:29:27.000000+00:00\", \"2023-04-18 04:57:42.000000+00:00\", \"2022-04-23 14:57:10.000000+00:00\", \"2021-11-04 06:35:58.000000+00:00\", \"2022-01-12 10:15:23.000000+00:00\", \"2021-07-15 13:20:57.000000+00:00\"], \"session_ids\": [\"faf8c593-9e15-4866-a9ee-8a7f0d8379b3\", \"719a105e-d315-44c8-bac6-3be48a8435e5\", \"2c678e08-17c1-44e2-b575-8111044d03c4\", \"1fc81855-dad9-4f6c-9d8b-c863e2e3efed\", \"9cc78341-6c7b-40a9-b8f4-4028c66a1de1\", \"a74f5b31-fa35-4b43-808f-663c046dc095\"], \"total_duration\": 192.0, \"total_sessions\": 6, \"mean_week_duration\": 2.087}}, {\"55802\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-05 23:20:23.000000+00:00\", \"2023-06-30 04:23:55.000000+00:00\"], \"session_ids\": [\"4b717d29-2a94-49d2-9ac1-9756a6c912bd\", \"17455e9d-cd31-44a3-92e1-583c86bd48e4\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}}, {\"86764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-02-12 23:06:30.000000+00:00\", \"2023-06-19 19:35:40.000000+00:00\", \"2020-01-20 21:10:54.000000+00:00\", \"2022-06-24 02:31:22.000000+00:00\"], \"session_ids\": [\"c9d349e5-3004-4c65-ab48-509d7ef889d2\", \"bb370305-7628-4ea4-bdc5-63c86f38d0fc\", \"c179a0fd-9f7b-455b-af06-e1ebc06b417f\", \"7df82978-d487-4b03-876e-833a7190aa7e\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.472}}, {\"99162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-10-20 02:17:54.000000+00:00\", \"2022-01-01 04:27:06.000000+00:00\"], \"session_ids\": [\"9509cf61-6c33-4aea-80e5-1486b847b669\", \"06273dd2-fcd6-4338-9685-68c338194adb\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 23.182}}, {\"64189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-05-02 10:58:39.000000+00:00\", \"2020-01-26 15:59:29.000000+00:00\"], \"session_ids\": [\"51209b9b-af13-4a77-9ab6-8b0bf61bb3e7\", \"8dbe0544-3222-4614-94a1-47e4e2a3b837\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 6.487}}, {\"20788\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-31 16:24:26.000000+00:00\", \"2022-05-11 02:12:11.000000+00:00\"], \"session_ids\": [\"3e44efbb-7972-469d-937f-6080e269bdc9\", \"ff56250b-ee1b-4ef5-922d-ded3e74fc72a\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.48}}]\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[{\"4400\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-10 21:29:27.000000+00:00\", \"2023-04-18 04:57:42.000000+00:00\", \"2022-04-23 14:57:10.000000+00:00\", \"2021-11-04 06:35:58.000000+00:00\", \"2022-01-12 10:15:23.000000+00:00\", \"2021-07-15 13:20:57.000000+00:00\"], \"session_ids\": [\"faf8c593-9e15-4866-a9ee-8a7f0d8379b3\", \"719a105e-d315-44c8-bac6-3be48a8435e5\", \"2c678e08-17c1-44e2-b575-8111044d03c4\", \"1fc81855-dad9-4f6c-9d8b-c863e2e3efed\", \"9cc78341-6c7b-40a9-b8f4-4028c66a1de1\", \"a74f5b31-fa35-4b43-808f-663c046dc095\"], \"total_duration\": 192.0, \"total_sessions\": 6, \"mean_week_duration\": 2.087}}, {\"55802\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-05 23:20:23.000000+00:00\", \"2023-06-30 04:23:55.000000+00:00\"], \"session_ids\": [\"4b717d29-2a94-49d2-9ac1-9756a6c912bd\", \"17455e9d-cd31-44a3-92e1-583c86bd48e4\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}}, {\"86764\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-02-12 23:06:30.000000+00:00\", \"2023-06-19 19:35:40.000000+00:00\", \"2020-01-20 21:10:54.000000+00:00\", \"2022-06-24 02:31:22.000000+00:00\"], \"session_ids\": [\"c9d349e5-3004-4c65-ab48-509d7ef889d2\", \"bb370305-7628-4ea4-bdc5-63c86f38d0fc\", \"c179a0fd-9f7b-455b-af06-e1ebc06b417f\", \"7df82978-d487-4b03-876e-833a7190aa7e\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.472}}, {\"99162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-10-20 02:17:54.000000+00:00\", \"2022-01-01 04:27:06.000000+00:00\"], \"session_ids\": [\"9509cf61-6c33-4aea-80e5-1486b847b669\", \"06273dd2-fcd6-4338-9685-68c338194adb\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 23.182}}, {\"64189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-05-02 10:58:39.000000+00:00\", \"2020-01-26 15:59:29.000000+00:00\"], \"session_ids\": [\"51209b9b-af13-4a77-9ab6-8b0bf61bb3e7\", \"8dbe0544-3222-4614-94a1-47e4e2a3b837\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 6.487}}, {\"20788\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-31 16:24:26.000000+00:00\", \"2022-05-11 02:12:11.000000+00:00\"], \"session_ids\": [\"3e44efbb-7972-469d-937f-6080e269bdc9\", \"ff56250b-ee1b-4ef5-922d-ded3e74fc72a\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.48}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on 7 users whose duration summation is greater than 936 and strictly less than 3983 and sort by sum of duration desc."
}
] |
[
{
"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{\"31202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-03-16 11:42:51.000000+00:00\", \"2021-07-07 18:16:33.000000+00:00\"], \"session_ids\": [\"0065f1b8-5bdd-4c14-a203-2cec9353faac\", \"2f65f954-62ad-4451-b336-9cd9fda0d673\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 27.529}, \"6648\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-23 19:18:06.000000+00:00\", \"2020-11-22 15:38:36.000000+00:00\", \"2021-04-15 15:11:37.000000+00:00\", \"2023-06-01 02:21:45.000000+00:00\", \"2022-07-25 02:36:41.000000+00:00\", \"2020-08-08 14:58:46.000000+00:00\", \"2022-02-17 15:29:08.000000+00:00\", \"2022-01-16 01:40:55.000000+00:00\", \"2020-05-15 20:19:34.000000+00:00\"], \"session_ids\": [\"0361ab36-99d3-4785-b226-082ae29543e4\", \"dd2ade52-097d-4804-89c8-5ff17288a823\", \"07b05013-050a-49fb-899e-a1f7698572ed\", \"e4b77373-476b-47b2-a902-ab25be9d49a2\", \"360d4dc6-180c-4f89-806e-30560cce350e\", \"f28cd3f6-c1e5-456a-adda-384366540d73\", \"77a6f71a-d0eb-42bd-bc98-bf00f66e7ab6\", \"0f161830-4628-488a-809c-cdb55066d85e\", \"c99ec02f-feaf-45bc-b708-036aa79cd5a8\"], \"total_duration\": 4127.0, \"total_sessions\": 9, \"mean_week_duration\": 25.956}, \"27857\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-09-15 20:20:39.000000+00:00\", \"2021-08-27 19:48:47.000000+00:00\"], \"session_ids\": [\"c8f4ffff-3e87-42af-8cf7-657ecdb7bce5\", \"68ecbdd0-a50f-4838-92e2-961d614916cc\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 114.333}, \"56545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-04-20 03:41:04.000000+00:00\", \"2022-11-05 16:58:29.000000+00:00\"], \"session_ids\": [\"edfb02dd-bc06-4295-b8ed-916e5280acc6\", \"992ed049-1371-4351-b619-83bb331c0c1a\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 5.517}, \"54687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-09 11:35:07.000000+00:00\", \"2022-04-05 13:52:31.000000+00:00\"], \"session_ids\": [\"285296b6-ed1e-420e-82b8-c70247a8141e\", \"787189f8-4609-4b68-a997-a27dfa927fc1\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 1.218}, \"21233\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-28 17:21:39.000000+00:00\", \"2019-11-08 22:11:43.000000+00:00\", \"2021-03-22 22:23:08.000000+00:00\", \"2020-09-04 04:43:12.000000+00:00\"], \"session_ids\": [\"068484b9-1e3d-42c0-a2be-2ebfe20e9e0a\", \"9e692eef-10fc-4ba8-8f27-06987afbca6c\", \"e2d06fe7-d386-4551-bb1c-26e49cc72e1e\", \"fde1053d-43e9-4da4-bc18-801d7ec61134\"], \"total_duration\": 448.0, \"total_sessions\": 4, \"mean_week_duration\": 3.155}, \"6070\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-30 02:12:35.000000+00:00\", \"2022-10-05 17:11:18.000000+00:00\", \"2021-02-11 18:41:27.000000+00:00\", \"2019-11-27 10:59:40.000000+00:00\", \"2021-06-24 19:05:30.000000+00:00\", \"2020-01-26 21:00:48.000000+00:00\", \"2021-01-24 03:11:14.000000+00:00\"], \"session_ids\": [\"d4077651-e706-4f27-82fd-edcc47f6ef23\", \"5c8e00be-9cd1-4fbe-bc07-897df2f6ccc8\", \"c3ce92d0-3df4-4678-b1f5-cd14c8138f74\", \"fb3a0f25-77ab-4a7f-a5dd-73bf9ce3d30b\", \"61a8f5ed-e446-472a-a04c-64b50df618e4\", \"c6052a1a-0dae-4d33-b103-19bd9075867a\", \"246fb8af-0b8e-4b37-b498-3a2fbda9d11b\"], \"total_duration\": 310.0, \"total_sessions\": 7, \"mean_week_duration\": 2.081}, \"39663\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-12-18 11:32:20.000000+00:00\", \"2020-02-18 02:36:52.000000+00:00\"], \"session_ids\": [\"58feb75f-7f6a-497b-b5ea-b54f85d7db4b\", \"8cecb421-0e3e-4d8c-a93f-3db97487ce35\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.386}, \"31978\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-02 20:35:49.000000+00:00\", \"2022-05-24 13:22:28.000000+00:00\"], \"session_ids\": [\"8184190e-e4a8-4181-8adf-e543d01932da\", \"fb271bc8-eebf-4dc6-ab29-3faa761096c2\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 12.605}, \"46061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-09 11:20:43.000000+00:00\", \"2023-05-05 19:08:00.000000+00:00\"], \"session_ids\": [\"dd9b8024-9abf-4403-9cf9-05ab39dae3e1\", \"1100b845-21d3-410b-8c3b-f3a82406ca7c\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.867}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 936 and are less than 3983"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[936, 3983]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I want to know about 2 users who are residents of cities Sydney, San Salvador, New Delhi, Helsinki, Madrid, Manila, Beijing, Edinburgh + do sorting by overall duration of sessions per week in descending order and in addition get rid of all records, except 3."
}
] |
[
{
"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{\"26951\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-07-25 05:04:12.000000+00:00\", \"2020-11-09 15:11:29.000000+00:00\"], \"session_ids\": [\"d0f1b458-5c58-492f-a5e2-396aff447fe6\", \"34792b3b-3ab3-4bb7-9b60-f5f7d16ef51a\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 3.074}, \"1375\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-31 10:29:10.000000+00:00\", \"2019-12-17 10:14:16.000000+00:00\", \"2020-10-10 22:14:02.000000+00:00\", \"2021-06-24 04:53:34.000000+00:00\", \"2021-03-11 16:32:34.000000+00:00\"], \"session_ids\": [\"ef2b2a12-2985-4594-a374-0271580ba345\", \"3f7eec84-9561-4b8d-be7f-0ab2ee5a8dc8\", \"1857ae8a-a041-459e-9fa0-0c4482eba08d\", \"af700a26-7c09-40af-b144-b6464b44910d\", \"718da654-0606-4014-9e93-42877e5cb30e\"], \"total_duration\": 79.0, \"total_sessions\": 5, \"mean_week_duration\": 0.459}, \"42628\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-30 21:07:36.000000+00:00\", \"2020-07-06 03:11:55.000000+00:00\"], \"session_ids\": [\"8297893a-f5e7-4604-b3bf-6ff589143aaa\", \"3e81a996-41f5-454f-87a1-305851353e52\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.414}, \"39973\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-07-03 21:56:58.000000+00:00\", \"2022-07-27 01:45:46.000000+00:00\", \"2022-11-28 16:47:15.000000+00:00\", \"2020-06-06 06:41:44.000000+00:00\"], \"session_ids\": [\"6aa32521-9344-4993-9fe9-bb4e89c7fadf\", \"a9c6b399-ba97-4760-bb59-617ac19c105a\", \"da7cec6a-3857-47c8-8fad-bf481fee8106\", \"0f289471-bb17-4115-a9c6-c90c22e06cbf\"], \"total_duration\": 1326.0, \"total_sessions\": 4, \"mean_week_duration\": 10.2}, \"95796\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-02 06:53:44.000000+00:00\", \"2022-08-01 21:44:26.000000+00:00\", \"2019-01-23 19:43:47.000000+00:00\", \"2021-11-16 14:04:46.000000+00:00\", \"2019-09-26 23:14:41.000000+00:00\", \"2022-01-11 08:15:13.000000+00:00\"], \"session_ids\": [\"860f611e-a07c-40ab-ae06-fec0cf55a2c0\", \"06724592-8ba7-4f30-a038-d5ec0b83ebdf\", \"227ceae7-32fa-421c-b240-62b896f3e239\", \"7cce47a5-e7aa-479b-9992-5cd2b0024b0c\", \"731c8a0c-43b3-4eb5-a67d-8e4e24c884cd\", \"c69ecb05-45b1-4e88-9e65-d21feb7e3292\"], \"total_duration\": 1913.0, \"total_sessions\": 6, \"mean_week_duration\": 9.286}, \"21897\": {\"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\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-10 10:02:37.000000+00:00\", \"2021-03-03 19:45:57.000000+00:00\", \"2021-02-09 10:18:36.000000+00:00\"], \"session_ids\": [\"8fb1d6ac-58b0-469b-80b2-b85cb825c22c\", \"65215cc1-9bc7-4f71-9ae9-70165989edb9\", \"1f9cb9ab-7736-49a9-a30e-8733a8a4de9a\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.703}, \"97387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-26 05:26:46.000000+00:00\", \"2019-04-30 10:26:51.000000+00:00\"], \"session_ids\": [\"b8696f03-9877-4f82-a885-6acf384dbe04\", \"879026c4-4b0b-4a02-92dd-61fd96f5fadd\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.549}, \"3703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-09 01:20:10.000000+00:00\", \"2021-04-19 21:59:16.000000+00:00\"], \"session_ids\": [\"a90bd00a-2ee2-48c2-b242-50ece95ca5d6\", \"9b5405e7-07fc-42af-9440-5ae21f82afe5\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}, \"57508\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-21 18:00:59.000000+00:00\", \"2022-08-14 15:54:21.000000+00:00\", \"2019-09-16 01:18:07.000000+00:00\", \"2022-02-14 23:48:37.000000+00:00\", \"2023-01-25 22:07:44.000000+00:00\", \"2019-06-20 06:26:11.000000+00:00\", \"2021-01-16 22:59:32.000000+00:00\", \"2020-07-18 02:56:58.000000+00:00\", \"2019-10-26 03:03:06.000000+00:00\"], \"session_ids\": [\"c80f520f-04f0-4b52-9bd6-9dd8444a6923\", \"b55217df-666e-4203-b2fa-f563eeac2ce8\", \"54659b87-b003-4df7-ba8a-0a655bd64163\", \"43ba6bcd-5b3b-4849-bad9-4bdcc1b92be7\", \"0b03363c-9212-436e-b16a-d0bb6f0fe1e6\", \"8aceca9e-7697-4091-922b-7b523dcd16e4\", \"08628e78-6463-4f54-a96a-02898a13535e\", \"4f54d3ca-b1cb-40b2-9c72-1fa233d13fb3\", \"924b50b1-5624-4292-9833-a125997546ac\"], \"total_duration\": 8484.0, \"total_sessions\": 9, \"mean_week_duration\": 45.128}, \"21033\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-02-06 00:02:26.000000+00:00\", \"2019-04-04 17:36:23.000000+00:00\"], \"session_ids\": [\"2115ea21-f32a-48c1-ad63-b0e2aeeace99\", \"e7839312-c0bb-4e1b-9c68-4caa97e22f4b\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 3.318}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Sydney, San Salvador, New Delhi, Helsinki, Madrid, Manila, Beijing, Edinburgh"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Sydney\", \"San Salvador\", \"New Delhi\", \"Helsinki\", \"Madrid\", \"Manila\", \"Beijing\", \"Edinburgh\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"95796\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-02 06:53:44.000000+00:00\", \"2022-08-01 21:44:26.000000+00:00\", \"2019-01-23 19:43:47.000000+00:00\", \"2021-11-16 14:04:46.000000+00:00\", \"2019-09-26 23:14:41.000000+00:00\", \"2022-01-11 08:15:13.000000+00:00\"], \"session_ids\": [\"860f611e-a07c-40ab-ae06-fec0cf55a2c0\", \"06724592-8ba7-4f30-a038-d5ec0b83ebdf\", \"227ceae7-32fa-421c-b240-62b896f3e239\", \"7cce47a5-e7aa-479b-9992-5cd2b0024b0c\", \"731c8a0c-43b3-4eb5-a67d-8e4e24c884cd\", \"c69ecb05-45b1-4e88-9e65-d21feb7e3292\"], \"total_duration\": 1913.0, \"total_sessions\": 6, \"mean_week_duration\": 9.286}, \"3703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-09 01:20:10.000000+00:00\", \"2021-04-19 21:59:16.000000+00:00\"], \"session_ids\": [\"a90bd00a-2ee2-48c2-b242-50ece95ca5d6\", \"9b5405e7-07fc-42af-9440-5ae21f82afe5\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"95796\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-02 06:53:44.000000+00:00\", \"2022-08-01 21:44:26.000000+00:00\", \"2019-01-23 19:43:47.000000+00:00\", \"2021-11-16 14:04:46.000000+00:00\", \"2019-09-26 23:14:41.000000+00:00\", \"2022-01-11 08:15:13.000000+00:00\"], \"session_ids\": [\"860f611e-a07c-40ab-ae06-fec0cf55a2c0\", \"06724592-8ba7-4f30-a038-d5ec0b83ebdf\", \"227ceae7-32fa-421c-b240-62b896f3e239\", \"7cce47a5-e7aa-479b-9992-5cd2b0024b0c\", \"731c8a0c-43b3-4eb5-a67d-8e4e24c884cd\", \"c69ecb05-45b1-4e88-9e65-d21feb7e3292\"], \"total_duration\": 1913.0, \"total_sessions\": 6, \"mean_week_duration\": 9.286}}, {\"3703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-09 01:20:10.000000+00:00\", \"2021-04-19 21:59:16.000000+00:00\"], \"session_ids\": [\"a90bd00a-2ee2-48c2-b242-50ece95ca5d6\", \"9b5405e7-07fc-42af-9440-5ae21f82afe5\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 3 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"95796\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-02 06:53:44.000000+00:00\", \"2022-08-01 21:44:26.000000+00:00\", \"2019-01-23 19:43:47.000000+00:00\", \"2021-11-16 14:04:46.000000+00:00\", \"2019-09-26 23:14:41.000000+00:00\", \"2022-01-11 08:15:13.000000+00:00\"], \"session_ids\": [\"860f611e-a07c-40ab-ae06-fec0cf55a2c0\", \"06724592-8ba7-4f30-a038-d5ec0b83ebdf\", \"227ceae7-32fa-421c-b240-62b896f3e239\", \"7cce47a5-e7aa-479b-9992-5cd2b0024b0c\", \"731c8a0c-43b3-4eb5-a67d-8e4e24c884cd\", \"c69ecb05-45b1-4e88-9e65-d21feb7e3292\"], \"total_duration\": 1913.0, \"total_sessions\": 6, \"mean_week_duration\": 9.286}}, {\"3703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-09 01:20:10.000000+00:00\", \"2021-04-19 21:59:16.000000+00:00\"], \"session_ids\": [\"a90bd00a-2ee2-48c2-b242-50ece95ca5d6\", \"9b5405e7-07fc-42af-9440-5ae21f82afe5\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}}]\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[{\"95796\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-02 06:53:44.000000+00:00\", \"2022-08-01 21:44:26.000000+00:00\", \"2019-01-23 19:43:47.000000+00:00\", \"2021-11-16 14:04:46.000000+00:00\", \"2019-09-26 23:14:41.000000+00:00\", \"2022-01-11 08:15:13.000000+00:00\"], \"session_ids\": [\"860f611e-a07c-40ab-ae06-fec0cf55a2c0\", \"06724592-8ba7-4f30-a038-d5ec0b83ebdf\", \"227ceae7-32fa-421c-b240-62b896f3e239\", \"7cce47a5-e7aa-479b-9992-5cd2b0024b0c\", \"731c8a0c-43b3-4eb5-a67d-8e4e24c884cd\", \"c69ecb05-45b1-4e88-9e65-d21feb7e3292\"], \"total_duration\": 1913.0, \"total_sessions\": 6, \"mean_week_duration\": 9.286}}, {\"3703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-09 01:20:10.000000+00:00\", \"2021-04-19 21:59:16.000000+00:00\"], \"session_ids\": [\"a90bd00a-2ee2-48c2-b242-50ece95ca5d6\", \"9b5405e7-07fc-42af-9440-5ae21f82afe5\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into users who hold the top position in total sessoins count and in addition put to use sorting by name of the city in descending order , save only 3 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"74476\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-09 10:14:06.000000+00:00\", \"2023-04-17 07:08:32.000000+00:00\"], \"session_ids\": [\"cde20a96-48f2-4e8d-8c11-921abe9b3a05\", \"ec48c32f-fbdc-4488-a0f5-8a6cfb5206bb\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.424}, \"58315\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-05-03 21:08:32.000000+00:00\", \"2021-05-18 17:03:23.000000+00:00\"], \"session_ids\": [\"5edf505c-ee07-4d28-b84c-ef27a97bf70f\", \"d957320a-1ce8-4da6-b7f2-9e7f2c3cccea\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 1.945}, \"8440\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-19 10:38:59.000000+00:00\", \"2022-07-30 09:32:47.000000+00:00\"], \"session_ids\": [\"c1653eb0-cfd3-4b03-ae3a-b670fe11632a\", \"e52d1ce1-6abb-4da9-a3fb-2362333d93bd\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.097}, \"16113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-02-22 19:38:23.000000+00:00\", \"2023-05-22 02:34:38.000000+00:00\"], \"session_ids\": [\"a8bad30e-32a2-47d2-8355-d9d8bd86e7a8\", \"d45587a2-31af-4bf9-98d1-7ac2c933cc71\"], \"total_duration\": 453.0, \"total_sessions\": 2, \"mean_week_duration\": 34.846}, \"63822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-25 01:52:10.000000+00:00\", \"2022-05-21 19:21:53.000000+00:00\", \"2020-01-15 01:10:51.000000+00:00\"], \"session_ids\": [\"12b9f8af-0298-4630-af1a-c1f74e8ddb5c\", \"fba2a693-ebb4-4cf9-aa47-e39a08e65468\", \"f076c3f6-7a46-4085-8073-5ac8e9315337\"], \"total_duration\": 1043.0, \"total_sessions\": 3, \"mean_week_duration\": 8.48}, \"65814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-10 00:03:10.000000+00:00\", \"2022-08-30 09:03:46.000000+00:00\", \"2020-10-19 06:01:19.000000+00:00\", \"2022-09-16 03:45:31.000000+00:00\", \"2019-06-25 03:39:58.000000+00:00\", \"2019-12-17 19:19:31.000000+00:00\", \"2022-08-15 17:29:36.000000+00:00\", \"2021-11-18 12:30:23.000000+00:00\"], \"session_ids\": [\"7158ef22-0f28-45a3-a702-97ce83d73975\", \"56a52d3a-1444-4fd2-8a70-2dc9a7f08453\", \"97efc1d1-fb4a-4362-8e11-36a5faf1c6f3\", \"fe11ccb2-f53c-4cb2-9b79-54fa1fe90739\", \"c4ca9a5d-e259-4706-8536-143e757b2252\", \"abcb8b25-1284-4f7c-bed0-780ce1ebca5b\", \"23f93aa1-566b-479c-af67-07aada8ab16a\", \"932a914a-4d91-4e12-a459-4b4b0391dca6\"], \"total_duration\": 1696.0, \"total_sessions\": 8, \"mean_week_duration\": 8.566}, \"13906\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-30 23:02:01.000000+00:00\", \"2020-05-05 19:26:43.000000+00:00\"], \"session_ids\": [\"a064aba6-5d04-47df-a18b-f8a83063e629\", \"263d53be-17fb-4a81-9b91-02ae0c5444e0\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 2.92}, \"56242\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-13 10:34:53.000000+00:00\", \"2022-01-01 11:33:37.000000+00:00\"], \"session_ids\": [\"f70fb436-b034-4673-a00a-261e5d494553\", \"865cae53-25c3-4dd9-8cc5-00cc3552edfa\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 3.453}, \"65461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-07 11:06:14.000000+00:00\", \"2020-06-05 08:55:19.000000+00:00\", \"2023-03-05 05:15:28.000000+00:00\"], \"session_ids\": [\"d257066c-54bb-44a0-b73a-449c70fb9c5a\", \"18018818-6680-404e-84a4-6942f8a38fbd\", \"020a2b24-8ec7-47d2-a651-57f31ad5155b\"], \"total_duration\": 726.0, \"total_sessions\": 3, \"mean_week_duration\": 5.042}, \"36397\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-13 23:18:45.000000+00:00\", \"2022-12-06 19:06:35.000000+00:00\"], \"session_ids\": [\"1f75d2eb-a168-4dbf-9e12-1b72fc3f817b\", \"04bb3afd-77f5-4f52-8582-1c6ad7e329f2\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the highest total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": -1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-10 00:03:10.000000+00:00\", \"2022-08-30 09:03:46.000000+00:00\", \"2020-10-19 06:01:19.000000+00:00\", \"2022-09-16 03:45:31.000000+00:00\", \"2019-06-25 03:39:58.000000+00:00\", \"2019-12-17 19:19:31.000000+00:00\", \"2022-08-15 17:29:36.000000+00:00\", \"2021-11-18 12:30:23.000000+00:00\"], \"session_ids\": [\"7158ef22-0f28-45a3-a702-97ce83d73975\", \"56a52d3a-1444-4fd2-8a70-2dc9a7f08453\", \"97efc1d1-fb4a-4362-8e11-36a5faf1c6f3\", \"fe11ccb2-f53c-4cb2-9b79-54fa1fe90739\", \"c4ca9a5d-e259-4706-8536-143e757b2252\", \"abcb8b25-1284-4f7c-bed0-780ce1ebca5b\", \"23f93aa1-566b-479c-af67-07aada8ab16a\", \"932a914a-4d91-4e12-a459-4b4b0391dca6\"], \"total_duration\": 1696.0, \"total_sessions\": 8, \"mean_week_duration\": 8.566}}, {\"63822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-25 01:52:10.000000+00:00\", \"2022-05-21 19:21:53.000000+00:00\", \"2020-01-15 01:10:51.000000+00:00\"], \"session_ids\": [\"12b9f8af-0298-4630-af1a-c1f74e8ddb5c\", \"fba2a693-ebb4-4cf9-aa47-e39a08e65468\", \"f076c3f6-7a46-4085-8073-5ac8e9315337\"], \"total_duration\": 1043.0, \"total_sessions\": 3, \"mean_week_duration\": 8.48}}, {\"65461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-07 11:06:14.000000+00:00\", \"2020-06-05 08:55:19.000000+00:00\", \"2023-03-05 05:15:28.000000+00:00\"], \"session_ids\": [\"d257066c-54bb-44a0-b73a-449c70fb9c5a\", \"18018818-6680-404e-84a4-6942f8a38fbd\", \"020a2b24-8ec7-47d2-a651-57f31ad5155b\"], \"total_duration\": 726.0, \"total_sessions\": 3, \"mean_week_duration\": 5.042}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-10 00:03:10.000000+00:00\", \"2022-08-30 09:03:46.000000+00:00\", \"2020-10-19 06:01:19.000000+00:00\", \"2022-09-16 03:45:31.000000+00:00\", \"2019-06-25 03:39:58.000000+00:00\", \"2019-12-17 19:19:31.000000+00:00\", \"2022-08-15 17:29:36.000000+00:00\", \"2021-11-18 12:30:23.000000+00:00\"], \"session_ids\": [\"7158ef22-0f28-45a3-a702-97ce83d73975\", \"56a52d3a-1444-4fd2-8a70-2dc9a7f08453\", \"97efc1d1-fb4a-4362-8e11-36a5faf1c6f3\", \"fe11ccb2-f53c-4cb2-9b79-54fa1fe90739\", \"c4ca9a5d-e259-4706-8536-143e757b2252\", \"abcb8b25-1284-4f7c-bed0-780ce1ebca5b\", \"23f93aa1-566b-479c-af67-07aada8ab16a\", \"932a914a-4d91-4e12-a459-4b4b0391dca6\"], \"total_duration\": 1696.0, \"total_sessions\": 8, \"mean_week_duration\": 8.566}}, {\"63822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-25 01:52:10.000000+00:00\", \"2022-05-21 19:21:53.000000+00:00\", \"2020-01-15 01:10:51.000000+00:00\"], \"session_ids\": [\"12b9f8af-0298-4630-af1a-c1f74e8ddb5c\", \"fba2a693-ebb4-4cf9-aa47-e39a08e65468\", \"f076c3f6-7a46-4085-8073-5ac8e9315337\"], \"total_duration\": 1043.0, \"total_sessions\": 3, \"mean_week_duration\": 8.48}}, {\"65461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-07 11:06:14.000000+00:00\", \"2020-06-05 08:55:19.000000+00:00\", \"2023-03-05 05:15:28.000000+00:00\"], \"session_ids\": [\"d257066c-54bb-44a0-b73a-449c70fb9c5a\", \"18018818-6680-404e-84a4-6942f8a38fbd\", \"020a2b24-8ec7-47d2-a651-57f31ad5155b\"], \"total_duration\": 726.0, \"total_sessions\": 3, \"mean_week_duration\": 5.042}}]\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[{\"65814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-10 00:03:10.000000+00:00\", \"2022-08-30 09:03:46.000000+00:00\", \"2020-10-19 06:01:19.000000+00:00\", \"2022-09-16 03:45:31.000000+00:00\", \"2019-06-25 03:39:58.000000+00:00\", \"2019-12-17 19:19:31.000000+00:00\", \"2022-08-15 17:29:36.000000+00:00\", \"2021-11-18 12:30:23.000000+00:00\"], \"session_ids\": [\"7158ef22-0f28-45a3-a702-97ce83d73975\", \"56a52d3a-1444-4fd2-8a70-2dc9a7f08453\", \"97efc1d1-fb4a-4362-8e11-36a5faf1c6f3\", \"fe11ccb2-f53c-4cb2-9b79-54fa1fe90739\", \"c4ca9a5d-e259-4706-8536-143e757b2252\", \"abcb8b25-1284-4f7c-bed0-780ce1ebca5b\", \"23f93aa1-566b-479c-af67-07aada8ab16a\", \"932a914a-4d91-4e12-a459-4b4b0391dca6\"], \"total_duration\": 1696.0, \"total_sessions\": 8, \"mean_week_duration\": 8.566}}, {\"63822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-25 01:52:10.000000+00:00\", \"2022-05-21 19:21:53.000000+00:00\", \"2020-01-15 01:10:51.000000+00:00\"], \"session_ids\": [\"12b9f8af-0298-4630-af1a-c1f74e8ddb5c\", \"fba2a693-ebb4-4cf9-aa47-e39a08e65468\", \"f076c3f6-7a46-4085-8073-5ac8e9315337\"], \"total_duration\": 1043.0, \"total_sessions\": 3, \"mean_week_duration\": 8.48}}, {\"65461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-07 11:06:14.000000+00:00\", \"2020-06-05 08:55:19.000000+00:00\", \"2023-03-05 05:15:28.000000+00:00\"], \"session_ids\": [\"d257066c-54bb-44a0-b73a-449c70fb9c5a\", \"18018818-6680-404e-84a4-6942f8a38fbd\", \"020a2b24-8ec7-47d2-a651-57f31ad5155b\"], \"total_duration\": 726.0, \"total_sessions\": 3, \"mean_week_duration\": 5.042}}]\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[{\"65814\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-10 00:03:10.000000+00:00\", \"2022-08-30 09:03:46.000000+00:00\", \"2020-10-19 06:01:19.000000+00:00\", \"2022-09-16 03:45:31.000000+00:00\", \"2019-06-25 03:39:58.000000+00:00\", \"2019-12-17 19:19:31.000000+00:00\", \"2022-08-15 17:29:36.000000+00:00\", \"2021-11-18 12:30:23.000000+00:00\"], \"session_ids\": [\"7158ef22-0f28-45a3-a702-97ce83d73975\", \"56a52d3a-1444-4fd2-8a70-2dc9a7f08453\", \"97efc1d1-fb4a-4362-8e11-36a5faf1c6f3\", \"fe11ccb2-f53c-4cb2-9b79-54fa1fe90739\", \"c4ca9a5d-e259-4706-8536-143e757b2252\", \"abcb8b25-1284-4f7c-bed0-780ce1ebca5b\", \"23f93aa1-566b-479c-af67-07aada8ab16a\", \"932a914a-4d91-4e12-a459-4b4b0391dca6\"], \"total_duration\": 1696.0, \"total_sessions\": 8, \"mean_week_duration\": 8.566}}, {\"63822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-25 01:52:10.000000+00:00\", \"2022-05-21 19:21:53.000000+00:00\", \"2020-01-15 01:10:51.000000+00:00\"], \"session_ids\": [\"12b9f8af-0298-4630-af1a-c1f74e8ddb5c\", \"fba2a693-ebb4-4cf9-aa47-e39a08e65468\", \"f076c3f6-7a46-4085-8073-5ac8e9315337\"], \"total_duration\": 1043.0, \"total_sessions\": 3, \"mean_week_duration\": 8.48}}, {\"65461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-07 11:06:14.000000+00:00\", \"2020-06-05 08:55:19.000000+00:00\", \"2023-03-05 05:15:28.000000+00:00\"], \"session_ids\": [\"d257066c-54bb-44a0-b73a-449c70fb9c5a\", \"18018818-6680-404e-84a4-6942f8a38fbd\", \"020a2b24-8ec7-47d2-a651-57f31ad5155b\"], \"total_duration\": 726.0, \"total_sessions\": 3, \"mean_week_duration\": 5.042}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Can you give me information regarding 3 users who are lowest-tier of user rankings based on duration summation plus put to use sorting by overall total duration risingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"95469\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-10 15:41:59.000000+00:00\", \"2020-04-08 18:14:17.000000+00:00\"], \"session_ids\": [\"4b9e9b53-d611-4a57-a1c4-6eedf0edc4f3\", \"23c62182-b11c-4c8d-8881-616915291121\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 148.0}, \"35061\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-09-20 20:09:49.000000+00:00\", \"2020-10-17 19:56:57.000000+00:00\", \"2023-02-28 16:22:27.000000+00:00\"], \"session_ids\": [\"414b6c88-085d-429c-aee8-a285e1c53660\", \"5a57dc50-f9c1-4f41-9796-6ac3fca76a5d\", \"79f531a1-d46a-4673-8f6e-5c4e3bfbea29\"], \"total_duration\": 474.0, \"total_sessions\": 3, \"mean_week_duration\": 3.703}, \"47172\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-11-05 08:21:30.000000+00:00\", \"2019-09-07 16:22:38.000000+00:00\"], \"session_ids\": [\"285a71b1-a63a-4f2a-b55c-f12cf7701651\", \"638f46e7-fbe4-4d28-a280-0fb4dd5a31a5\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 15.778}, \"46088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-14 15:41:08.000000+00:00\", \"2022-06-05 02:51:30.000000+00:00\"], \"session_ids\": [\"08d5c256-b64e-445e-9c2b-0f7dd469c408\", \"da6aaf39-97ab-41ec-a9e1-ad43f9a55709\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 2.853}, \"24387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-01 03:42:57.000000+00:00\", \"2023-02-20 03:29:12.000000+00:00\"], \"session_ids\": [\"32f51c1d-4d8a-4745-89f8-3c65835d2132\", \"cb961e32-545f-4875-83eb-baa06b6ad7c1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.108}, \"43571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-13 05:54:40.000000+00:00\", \"2019-07-24 04:13:56.000000+00:00\", \"2022-12-05 08:15:37.000000+00:00\", \"2022-08-19 02:16:28.000000+00:00\", \"2022-03-15 23:07:18.000000+00:00\", \"2020-09-18 04:21:58.000000+00:00\"], \"session_ids\": [\"57b935dc-96e9-4843-8755-2084299621cd\", \"0af9b1d2-894c-48ed-a1a2-7f76b22f869e\", \"dbd34287-81a6-44fa-8830-33e154c968fc\", \"a95ab49a-99d9-47bd-b6a5-bf99e035f7b8\", \"3bf39e1f-3551-4302-81ea-9611fe5eb6be\", \"0ba6e0e3-a185-4d1d-a050-1ba2014083c7\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.534}, \"48220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-11 10:37:59.000000+00:00\", \"2021-04-24 07:55:56.000000+00:00\"], \"session_ids\": [\"4a92f52d-d6cb-4529-9b79-90b4aa5e7532\", \"010a376d-4b46-4222-9698-e3ba61311a9e\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}, \"17294\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-08 17:12:52.000000+00:00\", \"2022-02-02 04:44:14.000000+00:00\", \"2022-05-02 08:26:11.000000+00:00\"], \"session_ids\": [\"03c3d6a0-8860-4ad9-adb4-3947110b1831\", \"25fb70cb-374f-4838-8afb-6d44a3991aae\", \"a984743d-2391-4345-8320-7ae765d6604f\"], \"total_duration\": 483.0, \"total_sessions\": 3, \"mean_week_duration\": 3.378}, \"50587\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-06 00:59:03.000000+00:00\", \"2019-03-20 18:46:59.000000+00:00\"], \"session_ids\": [\"84423f30-9a46-46b9-8a49-f16780a8c47f\", \"3cbb80e7-352f-450a-a5d1-c376bbad1897\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.452}, \"52163\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-01 18:29:01.000000+00:00\", \"2021-05-09 06:08:00.000000+00:00\"], \"session_ids\": [\"4f0c5b0f-2c79-48e4-afa9-b48675b33f31\", \"d5614ed5-bb92-4023-9149-dc89ee1a3b9a\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 2.208}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the lowest 3 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 3}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"24387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-01 03:42:57.000000+00:00\", \"2023-02-20 03:29:12.000000+00:00\"], \"session_ids\": [\"32f51c1d-4d8a-4745-89f8-3c65835d2132\", \"cb961e32-545f-4875-83eb-baa06b6ad7c1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.108}}, {\"48220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-11 10:37:59.000000+00:00\", \"2021-04-24 07:55:56.000000+00:00\"], \"session_ids\": [\"4a92f52d-d6cb-4529-9b79-90b4aa5e7532\", \"010a376d-4b46-4222-9698-e3ba61311a9e\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}}, {\"43571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-13 05:54:40.000000+00:00\", \"2019-07-24 04:13:56.000000+00:00\", \"2022-12-05 08:15:37.000000+00:00\", \"2022-08-19 02:16:28.000000+00:00\", \"2022-03-15 23:07:18.000000+00:00\", \"2020-09-18 04:21:58.000000+00:00\"], \"session_ids\": [\"57b935dc-96e9-4843-8755-2084299621cd\", \"0af9b1d2-894c-48ed-a1a2-7f76b22f869e\", \"dbd34287-81a6-44fa-8830-33e154c968fc\", \"a95ab49a-99d9-47bd-b6a5-bf99e035f7b8\", \"3bf39e1f-3551-4302-81ea-9611fe5eb6be\", \"0ba6e0e3-a185-4d1d-a050-1ba2014083c7\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.534}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"24387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-01 03:42:57.000000+00:00\", \"2023-02-20 03:29:12.000000+00:00\"], \"session_ids\": [\"32f51c1d-4d8a-4745-89f8-3c65835d2132\", \"cb961e32-545f-4875-83eb-baa06b6ad7c1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.108}}, {\"48220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-11 10:37:59.000000+00:00\", \"2021-04-24 07:55:56.000000+00:00\"], \"session_ids\": [\"4a92f52d-d6cb-4529-9b79-90b4aa5e7532\", \"010a376d-4b46-4222-9698-e3ba61311a9e\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}}, {\"43571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-13 05:54:40.000000+00:00\", \"2019-07-24 04:13:56.000000+00:00\", \"2022-12-05 08:15:37.000000+00:00\", \"2022-08-19 02:16:28.000000+00:00\", \"2022-03-15 23:07:18.000000+00:00\", \"2020-09-18 04:21:58.000000+00:00\"], \"session_ids\": [\"57b935dc-96e9-4843-8755-2084299621cd\", \"0af9b1d2-894c-48ed-a1a2-7f76b22f869e\", \"dbd34287-81a6-44fa-8830-33e154c968fc\", \"a95ab49a-99d9-47bd-b6a5-bf99e035f7b8\", \"3bf39e1f-3551-4302-81ea-9611fe5eb6be\", \"0ba6e0e3-a185-4d1d-a050-1ba2014083c7\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.534}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 3 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"24387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-01 03:42:57.000000+00:00\", \"2023-02-20 03:29:12.000000+00:00\"], \"session_ids\": [\"32f51c1d-4d8a-4745-89f8-3c65835d2132\", \"cb961e32-545f-4875-83eb-baa06b6ad7c1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.108}}, {\"48220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-11 10:37:59.000000+00:00\", \"2021-04-24 07:55:56.000000+00:00\"], \"session_ids\": [\"4a92f52d-d6cb-4529-9b79-90b4aa5e7532\", \"010a376d-4b46-4222-9698-e3ba61311a9e\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}}, {\"43571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-13 05:54:40.000000+00:00\", \"2019-07-24 04:13:56.000000+00:00\", \"2022-12-05 08:15:37.000000+00:00\", \"2022-08-19 02:16:28.000000+00:00\", \"2022-03-15 23:07:18.000000+00:00\", \"2020-09-18 04:21:58.000000+00:00\"], \"session_ids\": [\"57b935dc-96e9-4843-8755-2084299621cd\", \"0af9b1d2-894c-48ed-a1a2-7f76b22f869e\", \"dbd34287-81a6-44fa-8830-33e154c968fc\", \"a95ab49a-99d9-47bd-b6a5-bf99e035f7b8\", \"3bf39e1f-3551-4302-81ea-9611fe5eb6be\", \"0ba6e0e3-a185-4d1d-a050-1ba2014083c7\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.534}}]\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[{\"24387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-01 03:42:57.000000+00:00\", \"2023-02-20 03:29:12.000000+00:00\"], \"session_ids\": [\"32f51c1d-4d8a-4745-89f8-3c65835d2132\", \"cb961e32-545f-4875-83eb-baa06b6ad7c1\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.108}}, {\"48220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-11 10:37:59.000000+00:00\", \"2021-04-24 07:55:56.000000+00:00\"], \"session_ids\": [\"4a92f52d-d6cb-4529-9b79-90b4aa5e7532\", \"010a376d-4b46-4222-9698-e3ba61311a9e\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}}, {\"43571\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-13 05:54:40.000000+00:00\", \"2019-07-24 04:13:56.000000+00:00\", \"2022-12-05 08:15:37.000000+00:00\", \"2022-08-19 02:16:28.000000+00:00\", \"2022-03-15 23:07:18.000000+00:00\", \"2020-09-18 04:21:58.000000+00:00\"], \"session_ids\": [\"57b935dc-96e9-4843-8755-2084299621cd\", \"0af9b1d2-894c-48ed-a1a2-7f76b22f869e\", \"dbd34287-81a6-44fa-8830-33e154c968fc\", \"a95ab49a-99d9-47bd-b6a5-bf99e035f7b8\", \"3bf39e1f-3551-4302-81ea-9611fe5eb6be\", \"0ba6e0e3-a185-4d1d-a050-1ba2014083c7\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.534}}]\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 users who have total_sessions <= than 2 additionaly put to use sorting by town name descendingly plus save only 4 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{\"80219\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-21 02:00:19.000000+00:00\", \"2022-11-10 03:46:21.000000+00:00\", \"2021-01-13 10:13:43.000000+00:00\"], \"session_ids\": [\"aef500c7-e648-4c83-9088-b24ad8799dab\", \"45d71faf-f016-404d-b4a7-101867070c9f\", \"73f84436-69a1-4f7b-9971-84964c7f69cb\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.853}, \"9717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-02 16:17:46.000000+00:00\", \"2023-04-18 01:23:25.000000+00:00\", \"2020-04-15 13:50:22.000000+00:00\"], \"session_ids\": [\"2112697b-d0ce-4f7b-adc8-d3ba8644483d\", \"7dcb1cf0-d606-4b21-8dec-d562c61cad65\", \"ea29e1e6-709d-479f-a967-8c2d0afa5758\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 0.592}, \"2871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-28 17:34:49.000000+00:00\", \"2019-02-10 18:27:36.000000+00:00\"], \"session_ids\": [\"0936759a-82ba-47cd-914d-70f33b82bc6c\", \"c55659c6-640a-475e-9022-038d555f93fe\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}, \"55059\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-26 02:06:46.000000+00:00\", \"2019-05-31 06:53:41.000000+00:00\", \"2020-07-18 18:22:24.000000+00:00\"], \"session_ids\": [\"9fc22fbb-c300-4c95-baf3-22a6031f4c36\", \"d928fc59-6229-4053-863a-d7b737b52112\", \"ad344140-10d7-413b-8d54-6532319c3bc3\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 0.795}, \"22435\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-17 05:31:35.000000+00:00\", \"2023-06-13 05:13:09.000000+00:00\", \"2020-10-15 18:21:24.000000+00:00\", \"2020-01-18 05:42:41.000000+00:00\", \"2023-05-17 09:34:31.000000+00:00\", \"2020-03-10 10:32:07.000000+00:00\", \"2022-02-09 22:09:31.000000+00:00\", \"2019-03-25 21:33:24.000000+00:00\", \"2020-08-06 07:52:44.000000+00:00\", \"2021-02-18 14:50:29.000000+00:00\"], \"session_ids\": [\"76654cbb-2974-4cdf-99da-4e60ccf11768\", \"f22ffa1e-6370-4ee6-9afa-bd4e2d91967d\", \"9514f1e0-46ad-4f7a-b88c-20127e9f58ad\", \"21a846ee-6225-4748-a0cf-52740d51c860\", \"fb5004c2-1c87-4bda-bab4-650147a5a5ff\", \"10515fb1-22e4-4a43-b35c-e277eec7ac73\", \"d4b6b03d-48b0-4251-8bda-b5bc3b4421c8\", \"10084b08-99a0-46b2-adac-a3fcfcef9abf\", \"e80fdf76-626f-4425-85cf-34045ab99c30\", \"dc0eed9e-3db4-48bf-89c2-65939c447911\"], \"total_duration\": 4964.0, \"total_sessions\": 10, \"mean_week_duration\": 22.564}, \"37399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-05 08:43:36.000000+00:00\", \"2020-08-07 09:34:46.000000+00:00\", \"2020-02-14 09:10:55.000000+00:00\", \"2022-06-08 18:39:17.000000+00:00\", \"2021-09-27 19:33:49.000000+00:00\", \"2020-02-07 05:43:49.000000+00:00\", \"2020-06-08 15:09:25.000000+00:00\", \"2019-11-14 07:36:28.000000+00:00\", \"2022-08-20 09:53:06.000000+00:00\", \"2020-11-04 10:31:00.000000+00:00\"], \"session_ids\": [\"8a1e214c-e793-43fc-a56c-823157a7b995\", \"39b2adc6-6a59-4c6a-ae1e-a63dbcf89c16\", \"e3c29347-a87f-40e8-97dd-18e10ffa51bd\", \"e43219c3-241e-4c7c-aecd-f3f91eee9744\", \"a5b302b6-b113-4b29-ae6c-7d8cc5ad082e\", \"81434fbb-2a6a-4797-b8c1-88c856a7f723\", \"266cc26a-6feb-4bb8-9a9d-d9f0c70b4b81\", \"0ef4056f-9533-4aff-adb5-a83b209191aa\", \"357c6503-3ebd-4d1d-bc1b-629d64409483\", \"676ce75d-6f5d-42ee-8c45-95f874feab28\"], \"total_duration\": 349.0, \"total_sessions\": 10, \"mean_week_duration\": 2.407}, \"31259\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-16 11:21:34.000000+00:00\", \"2020-10-17 17:30:03.000000+00:00\"], \"session_ids\": [\"faaf2dff-01c3-4420-b4c1-cfc43fa3de2c\", \"8d5571dd-5b5b-45d6-ac42-ee4d1aff1a2a\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 2.65}, \"37485\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-13 07:07:37.000000+00:00\", \"2020-07-18 08:25:56.000000+00:00\", \"2021-05-22 16:50:45.000000+00:00\"], \"session_ids\": [\"8fb089a3-6ecc-4e12-afb4-218b942e09b5\", \"4a3055e3-7cc8-4b74-9aba-44fd25a02dec\", \"df85a0b5-b309-4ea5-a65b-fd2c7ff567ab\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.682}, \"56614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-10 01:50:34.000000+00:00\", \"2020-10-09 00:56:52.000000+00:00\"], \"session_ids\": [\"7f255f55-865a-435c-8e96-c2db06e72976\", \"32e19474-28bb-4921-a52a-02e4fb57ea98\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 5.263}, \"98660\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-28 13:01:58.000000+00:00\", \"2020-07-29 18:38:21.000000+00:00\", \"2020-12-25 07:47:20.000000+00:00\"], \"session_ids\": [\"224d30d8-9706-4bc5-bb23-f5c4a46a9449\", \"0742d5f2-6e63-4ebc-b041-296ab4f74da1\", \"d3114dfb-9fa4-4dc4-95c8-791e02def661\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.719}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 2"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"2871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-28 17:34:49.000000+00:00\", \"2019-02-10 18:27:36.000000+00:00\"], \"session_ids\": [\"0936759a-82ba-47cd-914d-70f33b82bc6c\", \"c55659c6-640a-475e-9022-038d555f93fe\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}, \"31259\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-16 11:21:34.000000+00:00\", \"2020-10-17 17:30:03.000000+00:00\"], \"session_ids\": [\"faaf2dff-01c3-4420-b4c1-cfc43fa3de2c\", \"8d5571dd-5b5b-45d6-ac42-ee4d1aff1a2a\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 2.65}, \"56614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-10 01:50:34.000000+00:00\", \"2020-10-09 00:56:52.000000+00:00\"], \"session_ids\": [\"7f255f55-865a-435c-8e96-c2db06e72976\", \"32e19474-28bb-4921-a52a-02e4fb57ea98\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 5.263}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"31259\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-16 11:21:34.000000+00:00\", \"2020-10-17 17:30:03.000000+00:00\"], \"session_ids\": [\"faaf2dff-01c3-4420-b4c1-cfc43fa3de2c\", \"8d5571dd-5b5b-45d6-ac42-ee4d1aff1a2a\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 2.65}}, {\"56614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-10 01:50:34.000000+00:00\", \"2020-10-09 00:56:52.000000+00:00\"], \"session_ids\": [\"7f255f55-865a-435c-8e96-c2db06e72976\", \"32e19474-28bb-4921-a52a-02e4fb57ea98\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 5.263}}, {\"2871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-28 17:34:49.000000+00:00\", \"2019-02-10 18:27:36.000000+00:00\"], \"session_ids\": [\"0936759a-82ba-47cd-914d-70f33b82bc6c\", \"c55659c6-640a-475e-9022-038d555f93fe\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}}]\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[{\"31259\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-16 11:21:34.000000+00:00\", \"2020-10-17 17:30:03.000000+00:00\"], \"session_ids\": [\"faaf2dff-01c3-4420-b4c1-cfc43fa3de2c\", \"8d5571dd-5b5b-45d6-ac42-ee4d1aff1a2a\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 2.65}}, {\"56614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-10 01:50:34.000000+00:00\", \"2020-10-09 00:56:52.000000+00:00\"], \"session_ids\": [\"7f255f55-865a-435c-8e96-c2db06e72976\", \"32e19474-28bb-4921-a52a-02e4fb57ea98\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 5.263}}, {\"2871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-28 17:34:49.000000+00:00\", \"2019-02-10 18:27:36.000000+00:00\"], \"session_ids\": [\"0936759a-82ba-47cd-914d-70f33b82bc6c\", \"c55659c6-640a-475e-9022-038d555f93fe\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}}]\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[{\"31259\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-16 11:21:34.000000+00:00\", \"2020-10-17 17:30:03.000000+00:00\"], \"session_ids\": [\"faaf2dff-01c3-4420-b4c1-cfc43fa3de2c\", \"8d5571dd-5b5b-45d6-ac42-ee4d1aff1a2a\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 2.65}}, {\"56614\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-10 01:50:34.000000+00:00\", \"2020-10-09 00:56:52.000000+00:00\"], \"session_ids\": [\"7f255f55-865a-435c-8e96-c2db06e72976\", \"32e19474-28bb-4921-a52a-02e4fb57ea98\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 5.263}}, {\"2871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-28 17:34:49.000000+00:00\", \"2019-02-10 18:27:36.000000+00:00\"], \"session_ids\": [\"0936759a-82ba-47cd-914d-70f33b82bc6c\", \"c55659c6-640a-475e-9022-038d555f93fe\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}}]\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 6 users pieces of information whose sessions count is strictly less than 4 as well as apply sorting by overall total duration in desc."
}
] |
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