conversations
list |
|---|
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display to me 5 users pieces of information who have total duration strictly bigger than 2063 and smaller than 4049 + sort by town title in ascending plus provide me only with 3 pieces of information."
}
] |
[
{
"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{\"40858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-10 07:31:41.000000+00:00\", \"2022-08-27 05:12:11.000000+00:00\"], \"session_ids\": [\"7232a950-97ac-49de-a66e-294870903b12\", \"a70c114d-90f5-402b-bdcd-584bcce2a5ac\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.515}, \"96428\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-03-31 16:08:51.000000+00:00\", \"2022-10-26 06:33:39.000000+00:00\"], \"session_ids\": [\"8d11b5a9-f39b-4d4a-b4ff-bb94984c6da5\", \"4ae58f6e-9c0b-41a1-9c04-24b28e9841af\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 2.171}, \"71718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-30 16:54:50.000000+00:00\", \"2020-06-19 18:17:55.000000+00:00\", \"2023-02-11 08:18:03.000000+00:00\", \"2023-05-31 01:11:27.000000+00:00\", \"2020-08-18 19:07:37.000000+00:00\"], \"session_ids\": [\"a0754325-871c-4b13-952e-7fd12e98f962\", \"0d838e88-be2c-4fab-bffa-c47b3e86f6d0\", \"700f4d2e-0fc1-493f-864b-8d8a9446d0f5\", \"94694a7f-2c6f-4db3-b5b2-ef1107f91579\", \"658654e0-e33e-46b6-a974-8a2c56e0c3eb\"], \"total_duration\": 83.0, \"total_sessions\": 5, \"mean_week_duration\": 0.367}, \"21208\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-01-30 12:16:51.000000+00:00\", \"2020-03-16 10:30:27.000000+00:00\"], \"session_ids\": [\"b8fcf700-b986-4f71-a8f6-d39fecd6af4d\", \"16eaf486-6ada-46e6-9a27-3c76d3245449\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 6.0}, \"54990\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-11-25 18:22:23.000000+00:00\", \"2019-09-16 10:33:11.000000+00:00\"], \"session_ids\": [\"cf97d67c-97ce-4bc5-bd2a-f6cee225d5e6\", \"e2d6f5ac-0e7a-418e-8e71-f531e190b884\"], \"total_duration\": 370.0, \"total_sessions\": 2, \"mean_week_duration\": 3.217}, \"76279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-29 00:21:28.000000+00:00\", \"2023-06-24 23:00:13.000000+00:00\", \"2023-03-31 13:01:28.000000+00:00\"], \"session_ids\": [\"c0bcdf03-80d7-4190-9afc-09e4f63bc10f\", \"c5370c46-6609-4715-ab82-a168baa26f2b\", \"34922ad6-3424-43db-a62d-c309a465c650\"], \"total_duration\": 245.0, \"total_sessions\": 3, \"mean_week_duration\": 9.423}, \"75021\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-23 22:28:36.000000+00:00\", \"2020-02-14 20:03:08.000000+00:00\", \"2021-08-09 07:43:21.000000+00:00\"], \"session_ids\": [\"5f6abd06-2932-4615-a063-17f726905206\", \"e0d08af4-d744-46b8-8518-6aae00e885df\", \"28fd8c25-4ab2-4ba8-a1a7-8a721c057bd5\"], \"total_duration\": 1083.0, \"total_sessions\": 3, \"mean_week_duration\": 11.051}, \"22838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-04-25 11:37:57.000000+00:00\", \"2022-07-16 01:52:53.000000+00:00\"], \"session_ids\": [\"e9aee936-bd29-402b-b86e-ae085413c1b7\", \"88e65416-6f9c-4d3f-a779-846bbaf2fd4e\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.371}, \"55998\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-20 19:10:48.000000+00:00\", \"2023-05-20 16:42:14.000000+00:00\", \"2021-06-23 06:52:41.000000+00:00\", \"2021-08-15 11:43:19.000000+00:00\", \"2019-10-19 19:13:56.000000+00:00\", \"2022-12-07 18:40:19.000000+00:00\", \"2020-02-15 22:25:10.000000+00:00\"], \"session_ids\": [\"bdbf6bf8-4bfd-4315-ae98-f2345a0e0d76\", \"a29f7fa7-1a13-4b77-a06b-b58b3b161a7d\", \"ae694165-9199-4a2d-8bb9-f673b3a06850\", \"4ba5eb39-887e-43a6-aae8-b4cc81840d1d\", \"3981eefc-5763-4a5a-a120-682e10675490\", \"40a1de45-b35a-4b77-b5bd-95ce97ce9e24\", \"a90391a2-d21a-4d70-bd3f-e0b34168165b\"], \"total_duration\": 1371.0, \"total_sessions\": 7, \"mean_week_duration\": 7.332}, \"73043\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-27 20:39:50.000000+00:00\", \"2021-02-03 05:56:33.000000+00:00\"], \"session_ids\": [\"d51eaa4c-f6ab-48c0-b550-a06387121c5f\", \"0e90273f-33e2-4e3c-9ead-c9d8cb7b8f69\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 8.607}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are greater than 2063 and are equal or less than 4049"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2063, 4049]]}}}\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": "Inform me about the 5 users with a sessions count that is lower than 4, inclusive 4 and in addition sort by town naming 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{\"24641\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-03-25 05:55:54.000000+00:00\", \"2022-01-18 06:24:13.000000+00:00\"], \"session_ids\": [\"cc729afb-b483-493c-9e3b-01593e11cb9b\", \"3c50ab07-e8cc-4512-a6f7-2f3a86f0a54d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 14.9}, \"45476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-23 14:50:59.000000+00:00\", \"2022-12-12 16:48:05.000000+00:00\", \"2019-09-06 00:41:28.000000+00:00\", \"2019-10-16 07:24:59.000000+00:00\"], \"session_ids\": [\"4b18ab5f-3834-4e31-8a38-899eea7b3965\", \"c59d0d30-49f4-486d-990b-53298c9a9fbd\", \"5e76488f-526c-43ed-b121-04744d158f2c\", \"2dac49a2-6506-4d20-bb3e-f8738fce532b\"], \"total_duration\": 725.0, \"total_sessions\": 4, \"mean_week_duration\": 4.096}, \"95385\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-23 04:21:13.000000+00:00\", \"2022-04-09 12:39:08.000000+00:00\"], \"session_ids\": [\"14d5f697-db01-45f5-a9cd-144df39fef04\", \"1f6f0bd3-2074-490f-9dfa-d9e69795bf80\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.648}, \"88626\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-16 10:47:13.000000+00:00\", \"2022-11-22 04:34:42.000000+00:00\"], \"session_ids\": [\"734be10c-da6d-4aae-bf1c-965440a6104f\", \"86b8231e-f19a-4715-ab48-9fe69a120686\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 4.522}, \"60710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-19 11:30:35.000000+00:00\", \"2021-10-15 04:02:56.000000+00:00\"], \"session_ids\": [\"bb4bb45f-8799-4a6b-8f23-ac48882e60ab\", \"b9163d10-299a-46bb-a402-2a0a0c8b753c\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 7.846}, \"17439\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-01 21:48:10.000000+00:00\", \"2022-03-28 19:43:25.000000+00:00\"], \"session_ids\": [\"375777be-38f0-4024-875d-e6217e0e5fcb\", \"e0bac0bd-3798-43fb-85b4-aed3e5f83603\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 3.048}, \"8513\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-04 08:01:30.000000+00:00\", \"2021-06-08 10:39:44.000000+00:00\", \"2019-03-14 02:12:47.000000+00:00\", \"2020-03-12 23:21:44.000000+00:00\", \"2021-03-27 07:06:37.000000+00:00\", \"2019-12-22 15:04:30.000000+00:00\", \"2019-10-10 22:59:40.000000+00:00\", \"2021-06-24 23:35:30.000000+00:00\", \"2021-11-22 10:33:15.000000+00:00\", \"2020-01-28 18:34:31.000000+00:00\", \"2020-03-26 06:27:25.000000+00:00\"], \"session_ids\": [\"0691fb4d-7941-4133-adbf-6f37ef6e1a37\", \"11e0a7cc-888f-4f7c-8e73-019e849dfb00\", \"0ba1f3c6-6e61-4b2a-8d20-da41913fd507\", \"e8c3c632-eb05-468a-b142-338a0bf4036d\", \"ea401b61-e702-41ea-8e3f-3a3a2fbf3fee\", \"50411582-60c2-40e4-8533-878bc5f7f0e5\", \"5624d21e-5d8c-4bf7-9048-4bff5260ff0c\", \"d349d4a7-2f32-4a99-bf7a-f96651ffaaab\", \"3b98d567-a6ae-4721-bd05-683d9f696c76\", \"f43cea10-9237-4bbe-9eeb-6b9af66109a4\", \"727b5aee-ed81-42db-9328-cb8baf9b95e4\"], \"total_duration\": 10865.0, \"total_sessions\": 11, \"mean_week_duration\": 77.057}, \"31358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-09 19:31:06.000000+00:00\", \"2020-11-17 08:10:32.000000+00:00\"], \"session_ids\": [\"02d39323-c21a-4289-bc63-8f59f4f1e5a1\", \"27528805-ea05-419d-816d-3e7b2baed66e\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 8.214}, \"33716\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-01 13:17:02.000000+00:00\", \"2021-05-28 22:01:38.000000+00:00\", \"2020-07-15 12:12:12.000000+00:00\", \"2021-02-13 22:09:11.000000+00:00\", \"2023-04-02 09:34:07.000000+00:00\"], \"session_ids\": [\"6236f551-8bcc-4f4e-8308-49b6f8e4ff71\", \"aedb085f-3857-49a0-a1d9-8060bcbab269\", \"d395f3fe-7491-477a-a94b-a361503fb4c9\", \"73dcb3a0-10ea-4a1b-8126-bff7f882e8d4\", \"f6d7b82b-c904-4ec9-9b42-0637896f41dc\"], \"total_duration\": 2294.0, \"total_sessions\": 5, \"mean_week_duration\": 11.47}, \"51064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-04-15 08:16:00.000000+00:00\", \"2019-11-13 06:20:41.000000+00:00\", \"2021-11-06 15:53:24.000000+00:00\", \"2021-03-13 03:04:54.000000+00:00\", \"2020-01-23 06:52:11.000000+00:00\", \"2020-06-20 18:39:01.000000+00:00\", \"2022-05-17 09:56:16.000000+00:00\", \"2022-01-18 20:13:34.000000+00:00\", \"2020-12-31 15:22:35.000000+00:00\", \"2019-10-05 19:45:31.000000+00:00\", \"2019-04-02 09:52:41.000000+00:00\"], \"session_ids\": [\"b730d83d-869b-469d-a110-e96a993ed9f5\", \"cdf8c35b-c3dd-4fd4-9b49-5cca3c182986\", \"c284b672-832b-4e02-8657-f22df5c6ee68\", \"67a3d0f0-712c-4709-a14d-d00832caa25e\", \"0cdbfb7f-5563-4b20-8fba-cdeacd4b38d7\", \"8198d2f8-f4de-4630-88c2-bd62c56119dd\", \"1f1a8fe2-9847-44d0-b9fe-ca18a42c4e04\", \"df81c9cc-38da-4b58-85d7-17a2567feb78\", \"651d050d-7131-4511-bbc9-c243de4774c1\", \"738ac081-f7e6-4960-9575-5c66b3cd6cf6\", \"ef08656e-f48a-4cef-83c4-e9cf25ed4aaf\"], \"total_duration\": 9936.0, \"total_sessions\": 11, \"mean_week_duration\": 60.957}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 4"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"24641\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-03-25 05:55:54.000000+00:00\", \"2022-01-18 06:24:13.000000+00:00\"], \"session_ids\": [\"cc729afb-b483-493c-9e3b-01593e11cb9b\", \"3c50ab07-e8cc-4512-a6f7-2f3a86f0a54d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 14.9}, \"45476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-23 14:50:59.000000+00:00\", \"2022-12-12 16:48:05.000000+00:00\", \"2019-09-06 00:41:28.000000+00:00\", \"2019-10-16 07:24:59.000000+00:00\"], \"session_ids\": [\"4b18ab5f-3834-4e31-8a38-899eea7b3965\", \"c59d0d30-49f4-486d-990b-53298c9a9fbd\", \"5e76488f-526c-43ed-b121-04744d158f2c\", \"2dac49a2-6506-4d20-bb3e-f8738fce532b\"], \"total_duration\": 725.0, \"total_sessions\": 4, \"mean_week_duration\": 4.096}, \"95385\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-23 04:21:13.000000+00:00\", \"2022-04-09 12:39:08.000000+00:00\"], \"session_ids\": [\"14d5f697-db01-45f5-a9cd-144df39fef04\", \"1f6f0bd3-2074-490f-9dfa-d9e69795bf80\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.648}, \"88626\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-16 10:47:13.000000+00:00\", \"2022-11-22 04:34:42.000000+00:00\"], \"session_ids\": [\"734be10c-da6d-4aae-bf1c-965440a6104f\", \"86b8231e-f19a-4715-ab48-9fe69a120686\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 4.522}, \"60710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-19 11:30:35.000000+00:00\", \"2021-10-15 04:02:56.000000+00:00\"], \"session_ids\": [\"bb4bb45f-8799-4a6b-8f23-ac48882e60ab\", \"b9163d10-299a-46bb-a402-2a0a0c8b753c\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 7.846}, \"17439\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-01 21:48:10.000000+00:00\", \"2022-03-28 19:43:25.000000+00:00\"], \"session_ids\": [\"375777be-38f0-4024-875d-e6217e0e5fcb\", \"e0bac0bd-3798-43fb-85b4-aed3e5f83603\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 3.048}, \"31358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-09 19:31:06.000000+00:00\", \"2020-11-17 08:10:32.000000+00:00\"], \"session_ids\": [\"02d39323-c21a-4289-bc63-8f59f4f1e5a1\", \"27528805-ea05-419d-816d-3e7b2baed66e\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 8.214}}\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[{\"88626\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-16 10:47:13.000000+00:00\", \"2022-11-22 04:34:42.000000+00:00\"], \"session_ids\": [\"734be10c-da6d-4aae-bf1c-965440a6104f\", \"86b8231e-f19a-4715-ab48-9fe69a120686\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 4.522}}, {\"95385\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-23 04:21:13.000000+00:00\", \"2022-04-09 12:39:08.000000+00:00\"], \"session_ids\": [\"14d5f697-db01-45f5-a9cd-144df39fef04\", \"1f6f0bd3-2074-490f-9dfa-d9e69795bf80\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.648}}, {\"31358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-09 19:31:06.000000+00:00\", \"2020-11-17 08:10:32.000000+00:00\"], \"session_ids\": [\"02d39323-c21a-4289-bc63-8f59f4f1e5a1\", \"27528805-ea05-419d-816d-3e7b2baed66e\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 8.214}}, {\"24641\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-03-25 05:55:54.000000+00:00\", \"2022-01-18 06:24:13.000000+00:00\"], \"session_ids\": [\"cc729afb-b483-493c-9e3b-01593e11cb9b\", \"3c50ab07-e8cc-4512-a6f7-2f3a86f0a54d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 14.9}}, {\"45476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-23 14:50:59.000000+00:00\", \"2022-12-12 16:48:05.000000+00:00\", \"2019-09-06 00:41:28.000000+00:00\", \"2019-10-16 07:24:59.000000+00:00\"], \"session_ids\": [\"4b18ab5f-3834-4e31-8a38-899eea7b3965\", \"c59d0d30-49f4-486d-990b-53298c9a9fbd\", \"5e76488f-526c-43ed-b121-04744d158f2c\", \"2dac49a2-6506-4d20-bb3e-f8738fce532b\"], \"total_duration\": 725.0, \"total_sessions\": 4, \"mean_week_duration\": 4.096}}, {\"60710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-19 11:30:35.000000+00:00\", \"2021-10-15 04:02:56.000000+00:00\"], \"session_ids\": [\"bb4bb45f-8799-4a6b-8f23-ac48882e60ab\", \"b9163d10-299a-46bb-a402-2a0a0c8b753c\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 7.846}}, {\"17439\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-01 21:48:10.000000+00:00\", \"2022-03-28 19:43:25.000000+00:00\"], \"session_ids\": [\"375777be-38f0-4024-875d-e6217e0e5fcb\", \"e0bac0bd-3798-43fb-85b4-aed3e5f83603\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 3.048}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"88626\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-16 10:47:13.000000+00:00\", \"2022-11-22 04:34:42.000000+00:00\"], \"session_ids\": [\"734be10c-da6d-4aae-bf1c-965440a6104f\", \"86b8231e-f19a-4715-ab48-9fe69a120686\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 4.522}}, {\"95385\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-23 04:21:13.000000+00:00\", \"2022-04-09 12:39:08.000000+00:00\"], \"session_ids\": [\"14d5f697-db01-45f5-a9cd-144df39fef04\", \"1f6f0bd3-2074-490f-9dfa-d9e69795bf80\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.648}}, {\"31358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-09 19:31:06.000000+00:00\", \"2020-11-17 08:10:32.000000+00:00\"], \"session_ids\": [\"02d39323-c21a-4289-bc63-8f59f4f1e5a1\", \"27528805-ea05-419d-816d-3e7b2baed66e\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 8.214}}, {\"24641\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-03-25 05:55:54.000000+00:00\", \"2022-01-18 06:24:13.000000+00:00\"], \"session_ids\": [\"cc729afb-b483-493c-9e3b-01593e11cb9b\", \"3c50ab07-e8cc-4512-a6f7-2f3a86f0a54d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 14.9}}, {\"45476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-23 14:50:59.000000+00:00\", \"2022-12-12 16:48:05.000000+00:00\", \"2019-09-06 00:41:28.000000+00:00\", \"2019-10-16 07:24:59.000000+00:00\"], \"session_ids\": [\"4b18ab5f-3834-4e31-8a38-899eea7b3965\", \"c59d0d30-49f4-486d-990b-53298c9a9fbd\", \"5e76488f-526c-43ed-b121-04744d158f2c\", \"2dac49a2-6506-4d20-bb3e-f8738fce532b\"], \"total_duration\": 725.0, \"total_sessions\": 4, \"mean_week_duration\": 4.096}}]\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[{\"88626\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-16 10:47:13.000000+00:00\", \"2022-11-22 04:34:42.000000+00:00\"], \"session_ids\": [\"734be10c-da6d-4aae-bf1c-965440a6104f\", \"86b8231e-f19a-4715-ab48-9fe69a120686\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 4.522}}, {\"95385\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-23 04:21:13.000000+00:00\", \"2022-04-09 12:39:08.000000+00:00\"], \"session_ids\": [\"14d5f697-db01-45f5-a9cd-144df39fef04\", \"1f6f0bd3-2074-490f-9dfa-d9e69795bf80\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.648}}, {\"31358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-09 19:31:06.000000+00:00\", \"2020-11-17 08:10:32.000000+00:00\"], \"session_ids\": [\"02d39323-c21a-4289-bc63-8f59f4f1e5a1\", \"27528805-ea05-419d-816d-3e7b2baed66e\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 8.214}}, {\"24641\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-03-25 05:55:54.000000+00:00\", \"2022-01-18 06:24:13.000000+00:00\"], \"session_ids\": [\"cc729afb-b483-493c-9e3b-01593e11cb9b\", \"3c50ab07-e8cc-4512-a6f7-2f3a86f0a54d\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 14.9}}, {\"45476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-23 14:50:59.000000+00:00\", \"2022-12-12 16:48:05.000000+00:00\", \"2019-09-06 00:41:28.000000+00:00\", \"2019-10-16 07:24:59.000000+00:00\"], \"session_ids\": [\"4b18ab5f-3834-4e31-8a38-899eea7b3965\", \"c59d0d30-49f4-486d-990b-53298c9a9fbd\", \"5e76488f-526c-43ed-b121-04744d158f2c\", \"2dac49a2-6506-4d20-bb3e-f8738fce532b\"], \"total_duration\": 725.0, \"total_sessions\": 4, \"mean_week_duration\": 4.096}}]\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 users to me whose median of duration of sessions per week is exactly 9 , put to use sorting by total_sessions desc , and show me only 2 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"44804\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-03-26 08:50:25.000000+00:00\", \"2021-03-21 11:57:57.000000+00:00\"], \"session_ids\": [\"0f4f7c7e-f9e4-4936-8635-97aebafb4c36\", \"1fd2c1b1-89c0-4f25-b016-a53ebd98e45e\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 72.0}, \"40373\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-10-11 04:57:54.000000+00:00\", \"2022-05-22 01:43:53.000000+00:00\", \"2020-10-25 16:43:54.000000+00:00\", \"2022-12-24 04:56:50.000000+00:00\", \"2020-07-25 06:41:44.000000+00:00\", \"2022-06-26 20:53:16.000000+00:00\", \"2023-06-14 09:34:36.000000+00:00\", \"2020-06-04 04:10:18.000000+00:00\"], \"session_ids\": [\"29773b8a-d88e-438a-9ee9-742c4e5637ba\", \"f206bf53-bca2-4b98-8c98-9d280f2e5ca9\", \"c0c932e8-cc5e-4a83-ba6f-1a431f855adb\", \"acbafbfa-b9f3-41df-bd9c-e8ba7d9cdef9\", \"e37159a1-ef7e-4f67-aeb7-24af667cb666\", \"19a71950-e603-4af7-9502-afd090367565\", \"3d4d6955-6e32-4b2f-92ed-de6b9b3a34f2\", \"5de4375a-0c62-4836-b899-bdfe4637312c\"], \"total_duration\": 6543.0, \"total_sessions\": 8, \"mean_week_duration\": 41.411}, \"61827\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-06-26 00:08:54.000000+00:00\", \"2021-01-10 21:55:58.000000+00:00\", \"2023-02-23 01:45:33.000000+00:00\", \"2019-01-22 13:07:16.000000+00:00\", \"2019-11-17 04:16:15.000000+00:00\", \"2020-02-14 03:42:22.000000+00:00\", \"2020-11-29 15:17:49.000000+00:00\", \"2023-04-21 14:49:58.000000+00:00\"], \"session_ids\": [\"76771c30-2500-4fc6-a344-3888d7c5a264\", \"21caba3a-9e87-4e3e-bacb-49d299a830be\", \"eded02d2-91da-4dd9-bb6c-e84c3051a0a0\", \"e55fedac-7780-44d7-9583-dcd689573486\", \"8c8f0b62-b831-4088-8eec-890753c7e5fb\", \"e07b2c94-69dc-42cf-bb33-c2dce94ed63b\", \"bc22a0c6-1c5e-41ed-aea9-85f9e39e88fe\", \"34939603-c1a3-48d6-b774-be4a298d054d\"], \"total_duration\": 3093.0, \"total_sessions\": 8, \"mean_week_duration\": 13.39}, \"99313\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-14 19:43:02.000000+00:00\", \"2020-08-17 16:41:25.000000+00:00\", \"2020-01-04 23:46:43.000000+00:00\", \"2019-02-28 14:22:08.000000+00:00\"], \"session_ids\": [\"2c3ad75a-fa57-4a6b-9fa9-7fc562385001\", \"d7b0a9fb-d14b-4a57-84a3-1a508724db82\", \"02a3efd9-e68a-4fdd-ae8a-1caf4ffe0346\", \"6acb2587-35ca-4e96-9964-0be0a1adb138\"], \"total_duration\": 708.0, \"total_sessions\": 4, \"mean_week_duration\": 3.42}, \"30714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-20 09:03:12.000000+00:00\", \"2020-08-21 08:45:33.000000+00:00\"], \"session_ids\": [\"86b636cf-5035-472e-b888-cc020f306e77\", \"efb6bfb7-9b7b-43b1-a7ec-554ed2c5c0bf\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 366.0}, \"63238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-15 04:01:26.000000+00:00\", \"2021-12-11 09:12:51.000000+00:00\", \"2022-03-30 13:57:19.000000+00:00\", \"2020-02-09 12:26:24.000000+00:00\"], \"session_ids\": [\"c09de285-4642-4f2e-9fa2-3bec15c21ee7\", \"b3790d02-b910-46db-b62b-5e60bad3e648\", \"f8eb7217-be5d-4405-b09a-d71c4037efde\", \"baa79ff3-b2b6-4bf2-b8d7-c74dd5943c77\"], \"total_duration\": 693.0, \"total_sessions\": 4, \"mean_week_duration\": 4.88}, \"36079\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-07 01:32:47.000000+00:00\", \"2019-08-15 19:54:05.000000+00:00\"], \"session_ids\": [\"4c457929-f070-48e5-b56b-7653927fcd33\", \"5e7981c0-613f-409b-bfa7-7979b7066dc1\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 11.92}, \"63220\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-14 20:24:46.000000+00:00\", \"2019-01-19 20:01:26.000000+00:00\", \"2019-03-06 13:03:05.000000+00:00\"], \"session_ids\": [\"73d49344-036b-4f3f-aeae-13c5f697d98b\", \"d29a32b2-79d3-4a11-acad-34cda138c16b\", \"6081e25e-f860-4c7c-b9d2-8d95d6c306e2\"], \"total_duration\": 853.0, \"total_sessions\": 3, \"mean_week_duration\": 4.005}, \"32651\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-05 23:04:37.000000+00:00\", \"2022-02-16 10:21:46.000000+00:00\"], \"session_ids\": [\"750f2b71-de69-4566-9895-ef5468237b12\", \"373aeedc-08ed-4787-97d7-d6e2efaf3830\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 1.767}, \"17633\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-16 15:57:46.000000+00:00\", \"2021-09-10 07:37:07.000000+00:00\"], \"session_ids\": [\"7499c09a-99d4-4b76-a99e-616492f73f4d\", \"6cb62090-5edc-44a4-bccb-cfa04dd78384\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are 9"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[9, 26]]}}}\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": "Could you enlighten me about 4 users with a total sessoins count that is above 3 and below 10, exclusive 10 inclusive 3 , moreover implement sorting by app usage time form the lowest to the highest."
}
] |
[
{
"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{\"26488\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-06 05:48:13.000000+00:00\", \"2019-10-18 17:54:48.000000+00:00\"], \"session_ids\": [\"14e367e7-7659-4436-8487-599f11261f48\", \"df0af423-74ac-48b3-b2f5-1194d337cccc\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 2.75}, \"45285\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-07 23:43:46.000000+00:00\", \"2020-01-20 05:30:28.000000+00:00\", \"2022-05-12 12:43:35.000000+00:00\", \"2020-08-09 16:34:11.000000+00:00\", \"2020-06-02 09:41:52.000000+00:00\", \"2022-06-19 10:49:21.000000+00:00\", \"2023-03-03 01:18:20.000000+00:00\"], \"session_ids\": [\"f1475221-d4e4-45b0-8f3d-6ab199fd64f1\", \"365050d4-c296-4d33-8753-a12fcfa667a5\", \"0c1d8a35-133d-4f00-9db2-a28b0e72231a\", \"1c842d63-3be4-4b8a-b42f-31f1a5e1f462\", \"bd9a5f5e-64f5-47b4-976f-fd31ec1daa3e\", \"ff78c484-fdc9-4557-81a3-1d709c5acd85\", \"a4efd337-4f26-4f4b-b8ee-fa78c57de6e8\"], \"total_duration\": 7456.0, \"total_sessions\": 7, \"mean_week_duration\": 45.742}, \"96943\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-12 07:12:24.000000+00:00\", \"2023-03-20 06:05:42.000000+00:00\", \"2019-10-09 15:30:39.000000+00:00\"], \"session_ids\": [\"8dfb00c7-a446-4ae7-bb8a-d57d8e1db789\", \"c771b0e5-8a04-47a6-a5ea-50d2ace68015\", \"48574aa0-9640-4ff7-97dd-661384ab7ea5\"], \"total_duration\": 404.0, \"total_sessions\": 3, \"mean_week_duration\": 2.244}, \"21302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-04-26 17:38:35.000000+00:00\", \"2021-01-23 13:31:40.000000+00:00\"], \"session_ids\": [\"1c559c8e-46ee-4fe1-8de2-bbb8633d0b4f\", \"323196dc-675f-4e0c-aa5e-731363813271\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 2.439}, \"48106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-19 05:43:54.000000+00:00\", \"2023-04-04 17:06:44.000000+00:00\", \"2020-07-20 21:27:59.000000+00:00\", \"2020-09-17 05:48:02.000000+00:00\"], \"session_ids\": [\"4dc496bf-3154-400b-9329-e190c1ef1e77\", \"70d1d839-ec63-4f20-b99a-0f38d42cada6\", \"aaf71e91-70a4-49b1-8da6-2423f8270192\", \"d24c9238-a6a8-4b29-a50d-871b769645a8\"], \"total_duration\": 196.0, \"total_sessions\": 4, \"mean_week_duration\": 0.891}, \"16051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-23 08:41:41.000000+00:00\", \"2019-10-18 05:23:10.000000+00:00\", \"2019-03-20 20:48:55.000000+00:00\", \"2020-11-05 23:18:39.000000+00:00\"], \"session_ids\": [\"4622eb86-1320-47d4-8967-fd05de428484\", \"c524e835-29c8-4274-abe1-c0d68b874ee0\", \"256deb85-11b6-4ec3-8f96-202e81336dc0\", \"0b4035b1-db6b-429d-ac39-8f563cdeb79b\"], \"total_duration\": 200.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}, \"34663\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-22 11:43:40.000000+00:00\", \"2020-09-03 04:28:29.000000+00:00\", \"2021-06-20 21:53:32.000000+00:00\"], \"session_ids\": [\"2aac0f5a-64a2-47a1-9b26-0d02c3347cc3\", \"b1c8bb36-bd18-4ee3-a800-09bd40435dcc\", \"9cc8d9a4-ef46-4fc9-a637-b32cb3fe283b\"], \"total_duration\": 466.0, \"total_sessions\": 3, \"mean_week_duration\": 11.095}, \"92541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-01-11 23:13:12.000000+00:00\", \"2020-01-20 23:49:15.000000+00:00\", \"2023-06-08 08:39:55.000000+00:00\", \"2020-09-26 03:16:47.000000+00:00\", \"2022-07-03 13:45:07.000000+00:00\", \"2021-01-11 20:37:04.000000+00:00\", \"2020-07-26 15:26:24.000000+00:00\", \"2021-07-29 08:45:45.000000+00:00\", \"2019-08-07 16:23:18.000000+00:00\"], \"session_ids\": [\"f7470b9c-5560-409b-8e8f-db8c330d2253\", \"cbfee2a8-a864-476b-be7a-1b3fc07508c0\", \"fae53f00-b2d1-4456-9047-7801798467f4\", \"12005080-f39e-46ff-929f-ce9d45776d12\", \"31ac451e-3e61-4a0c-baf0-2a29b7b5c2fd\", \"7882cda8-b233-4e00-99b2-d0a9155bde15\", \"3af31d97-9414-48fd-ae75-78903e34f6fc\", \"ac87bcc8-4c31-41c3-b874-0a0c26a404bf\", \"ff3a4af8-a45c-4b66-902c-27d1f7463b6d\"], \"total_duration\": 19022.0, \"total_sessions\": 9, \"mean_week_duration\": 82.704}, \"53921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-19 09:17:45.000000+00:00\", \"2021-10-02 14:31:52.000000+00:00\"], \"session_ids\": [\"9c7f3fdd-cac5-40da-9b8e-b9bbe75c9ae7\", \"377ff640-b419-48b3-b5d7-3756328ae081\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 3.242}, \"41507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-03-06 07:40:00.000000+00:00\", \"2020-07-06 00:57:01.000000+00:00\", \"2022-09-17 15:25:42.000000+00:00\"], \"session_ids\": [\"d382b2e8-12df-485c-8cb3-928722aaa4d6\", \"49e14947-1ec8-416b-aac9-c4ae0ff6c98c\", \"0256a30a-2b3b-42fe-a049-fb396ba3b623\"], \"total_duration\": 325.0, \"total_sessions\": 3, \"mean_week_duration\": 2.826}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 3 and are less than 10"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"45285\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-07 23:43:46.000000+00:00\", \"2020-01-20 05:30:28.000000+00:00\", \"2022-05-12 12:43:35.000000+00:00\", \"2020-08-09 16:34:11.000000+00:00\", \"2020-06-02 09:41:52.000000+00:00\", \"2022-06-19 10:49:21.000000+00:00\", \"2023-03-03 01:18:20.000000+00:00\"], \"session_ids\": [\"f1475221-d4e4-45b0-8f3d-6ab199fd64f1\", \"365050d4-c296-4d33-8753-a12fcfa667a5\", \"0c1d8a35-133d-4f00-9db2-a28b0e72231a\", \"1c842d63-3be4-4b8a-b42f-31f1a5e1f462\", \"bd9a5f5e-64f5-47b4-976f-fd31ec1daa3e\", \"ff78c484-fdc9-4557-81a3-1d709c5acd85\", \"a4efd337-4f26-4f4b-b8ee-fa78c57de6e8\"], \"total_duration\": 7456.0, \"total_sessions\": 7, \"mean_week_duration\": 45.742}, \"96943\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-12 07:12:24.000000+00:00\", \"2023-03-20 06:05:42.000000+00:00\", \"2019-10-09 15:30:39.000000+00:00\"], \"session_ids\": [\"8dfb00c7-a446-4ae7-bb8a-d57d8e1db789\", \"c771b0e5-8a04-47a6-a5ea-50d2ace68015\", \"48574aa0-9640-4ff7-97dd-661384ab7ea5\"], \"total_duration\": 404.0, \"total_sessions\": 3, \"mean_week_duration\": 2.244}, \"48106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-19 05:43:54.000000+00:00\", \"2023-04-04 17:06:44.000000+00:00\", \"2020-07-20 21:27:59.000000+00:00\", \"2020-09-17 05:48:02.000000+00:00\"], \"session_ids\": [\"4dc496bf-3154-400b-9329-e190c1ef1e77\", \"70d1d839-ec63-4f20-b99a-0f38d42cada6\", \"aaf71e91-70a4-49b1-8da6-2423f8270192\", \"d24c9238-a6a8-4b29-a50d-871b769645a8\"], \"total_duration\": 196.0, \"total_sessions\": 4, \"mean_week_duration\": 0.891}, \"16051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-23 08:41:41.000000+00:00\", \"2019-10-18 05:23:10.000000+00:00\", \"2019-03-20 20:48:55.000000+00:00\", \"2020-11-05 23:18:39.000000+00:00\"], \"session_ids\": [\"4622eb86-1320-47d4-8967-fd05de428484\", \"c524e835-29c8-4274-abe1-c0d68b874ee0\", \"256deb85-11b6-4ec3-8f96-202e81336dc0\", \"0b4035b1-db6b-429d-ac39-8f563cdeb79b\"], \"total_duration\": 200.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}, \"34663\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-22 11:43:40.000000+00:00\", \"2020-09-03 04:28:29.000000+00:00\", \"2021-06-20 21:53:32.000000+00:00\"], \"session_ids\": [\"2aac0f5a-64a2-47a1-9b26-0d02c3347cc3\", \"b1c8bb36-bd18-4ee3-a800-09bd40435dcc\", \"9cc8d9a4-ef46-4fc9-a637-b32cb3fe283b\"], \"total_duration\": 466.0, \"total_sessions\": 3, \"mean_week_duration\": 11.095}, \"92541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-01-11 23:13:12.000000+00:00\", \"2020-01-20 23:49:15.000000+00:00\", \"2023-06-08 08:39:55.000000+00:00\", \"2020-09-26 03:16:47.000000+00:00\", \"2022-07-03 13:45:07.000000+00:00\", \"2021-01-11 20:37:04.000000+00:00\", \"2020-07-26 15:26:24.000000+00:00\", \"2021-07-29 08:45:45.000000+00:00\", \"2019-08-07 16:23:18.000000+00:00\"], \"session_ids\": [\"f7470b9c-5560-409b-8e8f-db8c330d2253\", \"cbfee2a8-a864-476b-be7a-1b3fc07508c0\", \"fae53f00-b2d1-4456-9047-7801798467f4\", \"12005080-f39e-46ff-929f-ce9d45776d12\", \"31ac451e-3e61-4a0c-baf0-2a29b7b5c2fd\", \"7882cda8-b233-4e00-99b2-d0a9155bde15\", \"3af31d97-9414-48fd-ae75-78903e34f6fc\", \"ac87bcc8-4c31-41c3-b874-0a0c26a404bf\", \"ff3a4af8-a45c-4b66-902c-27d1f7463b6d\"], \"total_duration\": 19022.0, \"total_sessions\": 9, \"mean_week_duration\": 82.704}, \"41507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-03-06 07:40:00.000000+00:00\", \"2020-07-06 00:57:01.000000+00:00\", \"2022-09-17 15:25:42.000000+00:00\"], \"session_ids\": [\"d382b2e8-12df-485c-8cb3-928722aaa4d6\", \"49e14947-1ec8-416b-aac9-c4ae0ff6c98c\", \"0256a30a-2b3b-42fe-a049-fb396ba3b623\"], \"total_duration\": 325.0, \"total_sessions\": 3, \"mean_week_duration\": 2.826}}\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[{\"48106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-19 05:43:54.000000+00:00\", \"2023-04-04 17:06:44.000000+00:00\", \"2020-07-20 21:27:59.000000+00:00\", \"2020-09-17 05:48:02.000000+00:00\"], \"session_ids\": [\"4dc496bf-3154-400b-9329-e190c1ef1e77\", \"70d1d839-ec63-4f20-b99a-0f38d42cada6\", \"aaf71e91-70a4-49b1-8da6-2423f8270192\", \"d24c9238-a6a8-4b29-a50d-871b769645a8\"], \"total_duration\": 196.0, \"total_sessions\": 4, \"mean_week_duration\": 0.891}}, {\"16051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-23 08:41:41.000000+00:00\", \"2019-10-18 05:23:10.000000+00:00\", \"2019-03-20 20:48:55.000000+00:00\", \"2020-11-05 23:18:39.000000+00:00\"], \"session_ids\": [\"4622eb86-1320-47d4-8967-fd05de428484\", \"c524e835-29c8-4274-abe1-c0d68b874ee0\", \"256deb85-11b6-4ec3-8f96-202e81336dc0\", \"0b4035b1-db6b-429d-ac39-8f563cdeb79b\"], \"total_duration\": 200.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}}, {\"41507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-03-06 07:40:00.000000+00:00\", \"2020-07-06 00:57:01.000000+00:00\", \"2022-09-17 15:25:42.000000+00:00\"], \"session_ids\": [\"d382b2e8-12df-485c-8cb3-928722aaa4d6\", \"49e14947-1ec8-416b-aac9-c4ae0ff6c98c\", \"0256a30a-2b3b-42fe-a049-fb396ba3b623\"], \"total_duration\": 325.0, \"total_sessions\": 3, \"mean_week_duration\": 2.826}}, {\"96943\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-12 07:12:24.000000+00:00\", \"2023-03-20 06:05:42.000000+00:00\", \"2019-10-09 15:30:39.000000+00:00\"], \"session_ids\": [\"8dfb00c7-a446-4ae7-bb8a-d57d8e1db789\", \"c771b0e5-8a04-47a6-a5ea-50d2ace68015\", \"48574aa0-9640-4ff7-97dd-661384ab7ea5\"], \"total_duration\": 404.0, \"total_sessions\": 3, \"mean_week_duration\": 2.244}}, {\"34663\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-22 11:43:40.000000+00:00\", \"2020-09-03 04:28:29.000000+00:00\", \"2021-06-20 21:53:32.000000+00:00\"], \"session_ids\": [\"2aac0f5a-64a2-47a1-9b26-0d02c3347cc3\", \"b1c8bb36-bd18-4ee3-a800-09bd40435dcc\", \"9cc8d9a4-ef46-4fc9-a637-b32cb3fe283b\"], \"total_duration\": 466.0, \"total_sessions\": 3, \"mean_week_duration\": 11.095}}, {\"45285\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-07 23:43:46.000000+00:00\", \"2020-01-20 05:30:28.000000+00:00\", \"2022-05-12 12:43:35.000000+00:00\", \"2020-08-09 16:34:11.000000+00:00\", \"2020-06-02 09:41:52.000000+00:00\", \"2022-06-19 10:49:21.000000+00:00\", \"2023-03-03 01:18:20.000000+00:00\"], \"session_ids\": [\"f1475221-d4e4-45b0-8f3d-6ab199fd64f1\", \"365050d4-c296-4d33-8753-a12fcfa667a5\", \"0c1d8a35-133d-4f00-9db2-a28b0e72231a\", \"1c842d63-3be4-4b8a-b42f-31f1a5e1f462\", \"bd9a5f5e-64f5-47b4-976f-fd31ec1daa3e\", \"ff78c484-fdc9-4557-81a3-1d709c5acd85\", \"a4efd337-4f26-4f4b-b8ee-fa78c57de6e8\"], \"total_duration\": 7456.0, \"total_sessions\": 7, \"mean_week_duration\": 45.742}}, {\"92541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-01-11 23:13:12.000000+00:00\", \"2020-01-20 23:49:15.000000+00:00\", \"2023-06-08 08:39:55.000000+00:00\", \"2020-09-26 03:16:47.000000+00:00\", \"2022-07-03 13:45:07.000000+00:00\", \"2021-01-11 20:37:04.000000+00:00\", \"2020-07-26 15:26:24.000000+00:00\", \"2021-07-29 08:45:45.000000+00:00\", \"2019-08-07 16:23:18.000000+00:00\"], \"session_ids\": [\"f7470b9c-5560-409b-8e8f-db8c330d2253\", \"cbfee2a8-a864-476b-be7a-1b3fc07508c0\", \"fae53f00-b2d1-4456-9047-7801798467f4\", \"12005080-f39e-46ff-929f-ce9d45776d12\", \"31ac451e-3e61-4a0c-baf0-2a29b7b5c2fd\", \"7882cda8-b233-4e00-99b2-d0a9155bde15\", \"3af31d97-9414-48fd-ae75-78903e34f6fc\", \"ac87bcc8-4c31-41c3-b874-0a0c26a404bf\", \"ff3a4af8-a45c-4b66-902c-27d1f7463b6d\"], \"total_duration\": 19022.0, \"total_sessions\": 9, \"mean_week_duration\": 82.704}}]\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[{\"48106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-19 05:43:54.000000+00:00\", \"2023-04-04 17:06:44.000000+00:00\", \"2020-07-20 21:27:59.000000+00:00\", \"2020-09-17 05:48:02.000000+00:00\"], \"session_ids\": [\"4dc496bf-3154-400b-9329-e190c1ef1e77\", \"70d1d839-ec63-4f20-b99a-0f38d42cada6\", \"aaf71e91-70a4-49b1-8da6-2423f8270192\", \"d24c9238-a6a8-4b29-a50d-871b769645a8\"], \"total_duration\": 196.0, \"total_sessions\": 4, \"mean_week_duration\": 0.891}}, {\"16051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-23 08:41:41.000000+00:00\", \"2019-10-18 05:23:10.000000+00:00\", \"2019-03-20 20:48:55.000000+00:00\", \"2020-11-05 23:18:39.000000+00:00\"], \"session_ids\": [\"4622eb86-1320-47d4-8967-fd05de428484\", \"c524e835-29c8-4274-abe1-c0d68b874ee0\", \"256deb85-11b6-4ec3-8f96-202e81336dc0\", \"0b4035b1-db6b-429d-ac39-8f563cdeb79b\"], \"total_duration\": 200.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}}, {\"41507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-03-06 07:40:00.000000+00:00\", \"2020-07-06 00:57:01.000000+00:00\", \"2022-09-17 15:25:42.000000+00:00\"], \"session_ids\": [\"d382b2e8-12df-485c-8cb3-928722aaa4d6\", \"49e14947-1ec8-416b-aac9-c4ae0ff6c98c\", \"0256a30a-2b3b-42fe-a049-fb396ba3b623\"], \"total_duration\": 325.0, \"total_sessions\": 3, \"mean_week_duration\": 2.826}}, {\"96943\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-12 07:12:24.000000+00:00\", \"2023-03-20 06:05:42.000000+00:00\", \"2019-10-09 15:30:39.000000+00:00\"], \"session_ids\": [\"8dfb00c7-a446-4ae7-bb8a-d57d8e1db789\", \"c771b0e5-8a04-47a6-a5ea-50d2ace68015\", \"48574aa0-9640-4ff7-97dd-661384ab7ea5\"], \"total_duration\": 404.0, \"total_sessions\": 3, \"mean_week_duration\": 2.244}}]\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[{\"48106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-19 05:43:54.000000+00:00\", \"2023-04-04 17:06:44.000000+00:00\", \"2020-07-20 21:27:59.000000+00:00\", \"2020-09-17 05:48:02.000000+00:00\"], \"session_ids\": [\"4dc496bf-3154-400b-9329-e190c1ef1e77\", \"70d1d839-ec63-4f20-b99a-0f38d42cada6\", \"aaf71e91-70a4-49b1-8da6-2423f8270192\", \"d24c9238-a6a8-4b29-a50d-871b769645a8\"], \"total_duration\": 196.0, \"total_sessions\": 4, \"mean_week_duration\": 0.891}}, {\"16051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-23 08:41:41.000000+00:00\", \"2019-10-18 05:23:10.000000+00:00\", \"2019-03-20 20:48:55.000000+00:00\", \"2020-11-05 23:18:39.000000+00:00\"], \"session_ids\": [\"4622eb86-1320-47d4-8967-fd05de428484\", \"c524e835-29c8-4274-abe1-c0d68b874ee0\", \"256deb85-11b6-4ec3-8f96-202e81336dc0\", \"0b4035b1-db6b-429d-ac39-8f563cdeb79b\"], \"total_duration\": 200.0, \"total_sessions\": 4, \"mean_week_duration\": 1.626}}, {\"41507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-03-06 07:40:00.000000+00:00\", \"2020-07-06 00:57:01.000000+00:00\", \"2022-09-17 15:25:42.000000+00:00\"], \"session_ids\": [\"d382b2e8-12df-485c-8cb3-928722aaa4d6\", \"49e14947-1ec8-416b-aac9-c4ae0ff6c98c\", \"0256a30a-2b3b-42fe-a049-fb396ba3b623\"], \"total_duration\": 325.0, \"total_sessions\": 3, \"mean_week_duration\": 2.826}}, {\"96943\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-12 07:12:24.000000+00:00\", \"2023-03-20 06:05:42.000000+00:00\", \"2019-10-09 15:30:39.000000+00:00\"], \"session_ids\": [\"8dfb00c7-a446-4ae7-bb8a-d57d8e1db789\", \"c771b0e5-8a04-47a6-a5ea-50d2ace68015\", \"48574aa0-9640-4ff7-97dd-661384ab7ea5\"], \"total_duration\": 404.0, \"total_sessions\": 3, \"mean_week_duration\": 2.244}}]\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 who are inhabitants of city Dubai in addition implement sorting by sum of duration of sessions per week in ascending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"79365\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-09-20 16:44:29.000000+00:00\", \"2023-02-05 03:50:01.000000+00:00\", \"2021-09-03 17:51:13.000000+00:00\"], \"session_ids\": [\"d65f7121-f858-4ac9-8bbe-06c2efe752ee\", \"85064b19-e7be-468d-83ae-80f950950b2a\", \"c0854f78-2575-4548-903d-e717895c70cd\"], \"total_duration\": 126.0, \"total_sessions\": 3, \"mean_week_duration\": 0.712}, \"91322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-08 09:41:10.000000+00:00\", \"2022-05-27 00:00:08.000000+00:00\", \"2022-10-20 07:32:14.000000+00:00\"], \"session_ids\": [\"2efa7c6b-b093-47b1-88c1-09de49898ff6\", \"7883e9a7-b61d-43e3-a579-c1c93e076715\", \"ce0a7c96-c61d-471f-963c-329e8a01762f\"], \"total_duration\": 486.0, \"total_sessions\": 3, \"mean_week_duration\": 3.547}, \"39948\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-03 08:54:46.000000+00:00\", \"2022-08-04 23:36:02.000000+00:00\", \"2022-10-01 09:24:10.000000+00:00\"], \"session_ids\": [\"fa912350-9982-44bf-9876-12f6f2fbe430\", \"68a2e634-f0bc-4dab-af22-befcf3ae4d5a\", \"eb87b301-01be-4cad-af55-0b00b96ee6e0\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.769}, \"8107\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-13 22:27:45.000000+00:00\", \"2019-06-13 18:36:53.000000+00:00\", \"2022-09-21 10:59:29.000000+00:00\", \"2019-12-28 05:27:15.000000+00:00\"], \"session_ids\": [\"c42066d5-90c1-4d9f-b5dc-0b469d4629d8\", \"f3fdccc2-8554-4104-b36e-1bed68c19269\", \"0cdaa22c-b2dd-4731-b19d-979880497d91\", \"52657150-3464-43ce-bb6f-4d22477acbea\"], \"total_duration\": 124.0, \"total_sessions\": 4, \"mean_week_duration\": 0.725}, \"86042\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-09-03 18:14:23.000000+00:00\", \"2019-12-06 19:44:00.000000+00:00\", \"2020-05-27 23:33:13.000000+00:00\"], \"session_ids\": [\"1ed081f9-c1cb-49b8-bf27-3b1bfa6a7890\", \"28622d0d-c382-4ea1-adf1-c200820f5ed2\", \"6773169b-4d1f-4d7a-86b4-42235aede98e\"], \"total_duration\": 912.0, \"total_sessions\": 3, \"mean_week_duration\": 6.378}, \"99803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-03 17:50:43.000000+00:00\", \"2020-05-16 18:52:26.000000+00:00\", \"2019-02-21 04:17:22.000000+00:00\", \"2021-03-12 11:00:21.000000+00:00\", \"2020-12-08 14:48:30.000000+00:00\", \"2022-12-16 09:32:28.000000+00:00\", \"2019-08-16 02:56:43.000000+00:00\", \"2021-04-30 17:45:02.000000+00:00\"], \"session_ids\": [\"feb69675-d4ef-47d6-b0a1-5742b2462263\", \"2902cdc9-a7e8-4b3e-af2e-e04583f29430\", \"01da83e2-cf76-41bb-aee0-5b77d3a39712\", \"c0bd3f9c-311a-41e3-89b4-c438349ebb79\", \"07f8d069-50f7-4f33-9c27-5768056d1d4e\", \"336b0f12-7930-448b-b372-5e9c5a35e793\", \"fbc83881-a255-47e0-95e8-13a36a4692e5\", \"5ac67176-fe13-4ebf-9038-848546b8993f\"], \"total_duration\": 143.0, \"total_sessions\": 8, \"mean_week_duration\": 0.715}, \"47504\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-09 12:10:10.000000+00:00\", \"2023-02-01 10:34:47.000000+00:00\", \"2022-10-20 04:31:22.000000+00:00\"], \"session_ids\": [\"8a43c262-4e9a-4a62-a81a-8d150c197a0e\", \"d9b0bcd3-5ba3-4024-a8e9-6a1561f252f9\", \"06797fb6-b390-4c67-b362-919a2e6f0362\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.408}, \"13382\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-05 20:54:46.000000+00:00\", \"2022-02-08 06:10:37.000000+00:00\", \"2021-03-20 04:55:12.000000+00:00\"], \"session_ids\": [\"31588692-e44b-42ad-98cf-dc5ff3e1f865\", \"e27c0c04-2927-4dd8-9618-18bb3d61ad00\", \"f453f1ac-0fc9-4623-8293-d39b774361d6\"], \"total_duration\": 1060.0, \"total_sessions\": 3, \"mean_week_duration\": 22.553}, \"46187\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-05-18 03:30:53.000000+00:00\", \"2019-01-27 16:01:59.000000+00:00\"], \"session_ids\": [\"6bd437f0-711f-4635-a52d-1521f68b947f\", \"aa59d83d-325c-4c82-80e6-d4a3ae0ab324\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.702}, \"67930\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-12-24 12:34:52.000000+00:00\", \"2023-01-31 13:41:14.000000+00:00\"], \"session_ids\": [\"57679b32-53f5-4934-8d2e-9f2fdcdc7dba\", \"6a4fe77a-4aaf-4553-8e02-f03d148edd31\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.099}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name is Dubai"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Dubai\"]]}}}\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": "Please offer data on user whose sum of sessions is same as 3 , moreover implement sorting by app usage time per week form the lowest to the highest + display me only 3 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{\"58298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-07-08 01:31:11.000000+00:00\", \"2020-04-10 05:34:42.000000+00:00\"], \"session_ids\": [\"8818c169-ee47-4dd6-95a9-21e9a03fe9d9\", \"b7e549b4-685f-4f1c-bc46-9b50ca87a28c\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 8.154}, \"5760\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-08-12 03:50:05.000000+00:00\", \"2023-01-20 01:43:08.000000+00:00\"], \"session_ids\": [\"4d076cfb-ae70-4c7b-b012-6436a94ee715\", \"71304f17-a1af-48fa-8dbf-124fdd4b455f\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 10.174}, \"40151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-01-03 16:30:46.000000+00:00\", \"2019-01-25 02:53:16.000000+00:00\"], \"session_ids\": [\"57b86ae2-9329-47e5-884e-724e6e152172\", \"3b1192b2-47fe-43dc-a758-012370a2a251\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 157.0}, \"9587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-04 08:25:46.000000+00:00\", \"2020-01-10 20:21:55.000000+00:00\"], \"session_ids\": [\"8bf1c4a3-9f8a-4e05-8021-217a471dfb1f\", \"a9858bb1-ca15-4b31-a820-5bc4d056e03c\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.672}, \"53892\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-03-17 03:20:58.000000+00:00\", \"2023-06-28 03:06:14.000000+00:00\"], \"session_ids\": [\"6d124723-7402-41c7-b7e5-518710ac7b55\", \"8cc61445-a4e9-42a7-ac42-6396803bb93e\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 2.267}, \"48863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-09 09:42:43.000000+00:00\", \"2019-08-30 11:46:00.000000+00:00\", \"2023-06-29 23:20:24.000000+00:00\"], \"session_ids\": [\"6a04646f-16c2-403c-a5d4-41497bd804a5\", \"62477219-e1b8-4e48-8c77-e4b5230576e3\", \"13618071-bc7a-4e24-8fef-587d3ab14a5b\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 0.995}, \"42584\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-05 07:25:34.000000+00:00\", \"2023-05-14 17:55:14.000000+00:00\", \"2023-04-27 14:07:26.000000+00:00\"], \"session_ids\": [\"2089d953-201c-4395-aaaf-c073a4815ab4\", \"a9e3cb1f-8ca5-47db-bfa3-c5ed6e838964\", \"aec902c0-0e36-4c16-ac0a-980850667d0d\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 1.245}, \"15120\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-26 02:06:57.000000+00:00\", \"2019-07-23 22:27:08.000000+00:00\", \"2020-02-15 14:52:40.000000+00:00\", \"2023-02-01 08:23:41.000000+00:00\", \"2020-11-22 23:03:51.000000+00:00\", \"2022-06-29 21:55:41.000000+00:00\", \"2023-03-15 07:00:28.000000+00:00\", \"2020-11-15 20:34:28.000000+00:00\"], \"session_ids\": [\"9f839ed0-3adb-4c31-9ae0-87fb620129a0\", \"aae9b69d-a9bf-4307-ad08-ea4f596aaa74\", \"eaf1bca0-f9a2-426c-bf9c-40f51f88d3f7\", \"e863b099-b04a-41a7-b12e-2a0623c08a07\", \"6bf6d92a-a6ef-431c-aba3-8e585c83fca7\", \"abd46829-cfca-40b6-96a6-1a81d7095e33\", \"50fe81ad-8e55-47c3-b864-096835bff97e\", \"f39e6b9e-0216-4182-ac65-75cabd571073\"], \"total_duration\": 824.0, \"total_sessions\": 8, \"mean_week_duration\": 4.337}, \"2900\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-10 03:35:38.000000+00:00\", \"2019-11-30 17:58:35.000000+00:00\"], \"session_ids\": [\"ed1d3620-4be8-4a74-a150-bde5276d6287\", \"c7e6a24d-330a-473f-99d0-f372e7afbbe1\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 3.548}, \"53416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-03-11 23:36:56.000000+00:00\", \"2019-02-27 06:58:03.000000+00:00\"], \"session_ids\": [\"17305ff5-5504-4cfc-9310-fac3c65b1e25\", \"2cc59f55-e3f7-4ef8-9c22-289cee1f0b3b\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 7.778}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are 3"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[3, 5]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"48863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-09 09:42:43.000000+00:00\", \"2019-08-30 11:46:00.000000+00:00\", \"2023-06-29 23:20:24.000000+00:00\"], \"session_ids\": [\"6a04646f-16c2-403c-a5d4-41497bd804a5\", \"62477219-e1b8-4e48-8c77-e4b5230576e3\", \"13618071-bc7a-4e24-8fef-587d3ab14a5b\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 0.995}, \"42584\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-05 07:25:34.000000+00:00\", \"2023-05-14 17:55:14.000000+00:00\", \"2023-04-27 14:07:26.000000+00:00\"], \"session_ids\": [\"2089d953-201c-4395-aaaf-c073a4815ab4\", \"a9e3cb1f-8ca5-47db-bfa3-c5ed6e838964\", \"aec902c0-0e36-4c16-ac0a-980850667d0d\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 1.245}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by 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[{\"48863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-09 09:42:43.000000+00:00\", \"2019-08-30 11:46:00.000000+00:00\", \"2023-06-29 23:20:24.000000+00:00\"], \"session_ids\": [\"6a04646f-16c2-403c-a5d4-41497bd804a5\", \"62477219-e1b8-4e48-8c77-e4b5230576e3\", \"13618071-bc7a-4e24-8fef-587d3ab14a5b\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 0.995}}, {\"42584\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-05 07:25:34.000000+00:00\", \"2023-05-14 17:55:14.000000+00:00\", \"2023-04-27 14:07:26.000000+00:00\"], \"session_ids\": [\"2089d953-201c-4395-aaaf-c073a4815ab4\", \"a9e3cb1f-8ca5-47db-bfa3-c5ed6e838964\", \"aec902c0-0e36-4c16-ac0a-980850667d0d\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 1.245}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude 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[{\"48863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-09 09:42:43.000000+00:00\", \"2019-08-30 11:46:00.000000+00:00\", \"2023-06-29 23:20:24.000000+00:00\"], \"session_ids\": [\"6a04646f-16c2-403c-a5d4-41497bd804a5\", \"62477219-e1b8-4e48-8c77-e4b5230576e3\", \"13618071-bc7a-4e24-8fef-587d3ab14a5b\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 0.995}}, {\"42584\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-05 07:25:34.000000+00:00\", \"2023-05-14 17:55:14.000000+00:00\", \"2023-04-27 14:07:26.000000+00:00\"], \"session_ids\": [\"2089d953-201c-4395-aaaf-c073a4815ab4\", \"a9e3cb1f-8ca5-47db-bfa3-c5ed6e838964\", \"aec902c0-0e36-4c16-ac0a-980850667d0d\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 1.245}}]\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[{\"48863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-09 09:42:43.000000+00:00\", \"2019-08-30 11:46:00.000000+00:00\", \"2023-06-29 23:20:24.000000+00:00\"], \"session_ids\": [\"6a04646f-16c2-403c-a5d4-41497bd804a5\", \"62477219-e1b8-4e48-8c77-e4b5230576e3\", \"13618071-bc7a-4e24-8fef-587d3ab14a5b\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 0.995}}, {\"42584\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-05 07:25:34.000000+00:00\", \"2023-05-14 17:55:14.000000+00:00\", \"2023-04-27 14:07:26.000000+00:00\"], \"session_ids\": [\"2089d953-201c-4395-aaaf-c073a4815ab4\", \"a9e3cb1f-8ca5-47db-bfa3-c5ed6e838964\", \"aec902c0-0e36-4c16-ac0a-980850667d0d\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 1.245}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you tell me about 7 users with a total amount of duration that is higher than 472 and lower than 4645, exclusive 4645 additionaly implement sorting by total sessions form the lowest to the highest."
}
] |
[
{
"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{\"59748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-04-28 20:05:43.000000+00:00\", \"2019-05-30 22:14:41.000000+00:00\"], \"session_ids\": [\"bf8abae5-2222-4ffb-b609-b7bc1c83416d\", \"820921e4-b803-4f18-9cad-1b4513f05412\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.118}, \"32187\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-04 11:16:37.000000+00:00\", \"2021-01-28 06:54:27.000000+00:00\"], \"session_ids\": [\"fcb8556f-5d02-4275-9147-eddf2fb351d2\", \"139865be-b0a9-4576-baf0-c54054b7eed3\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 25.5}, \"22530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-09-15 16:26:39.000000+00:00\", \"2020-07-16 13:42:25.000000+00:00\", \"2021-12-28 01:08:50.000000+00:00\"], \"session_ids\": [\"4fc21f7c-d3d3-43b1-ada3-b1cd6c67559e\", \"8c287443-84c8-44f9-aa6f-8ace2c75195b\", \"8c4a7aed-d649-4658-a340-624ddbea9f6a\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.987}, \"84880\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-26 20:44:35.000000+00:00\", \"2021-04-21 04:11:31.000000+00:00\", \"2019-10-11 02:08:58.000000+00:00\"], \"session_ids\": [\"19399b92-a97d-4d5e-94af-72b5a9ece2af\", \"ff04d53a-3eda-42be-9278-d1d523361bb1\", \"8b4e6d07-e615-418f-b27c-8d802f96fecf\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 11.31}, \"72224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2019-10-25 02:28:05.000000+00:00\", \"2019-12-11 04:41:53.000000+00:00\"], \"session_ids\": [\"76887d93-dcfa-4217-b083-b4a048bf346a\", \"961a3744-d95c-4983-a328-41e97f9aa98f\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 13.714}, \"76436\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-08-07 21:09:16.000000+00:00\", \"2019-04-22 15:22:14.000000+00:00\"], \"session_ids\": [\"992fbe91-761d-4b79-a102-4db00d43e782\", \"a38b8fb8-7e87-4460-acc9-35c8366d0aed\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.477}, \"74392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-23 23:30:20.000000+00:00\", \"2019-09-22 12:07:39.000000+00:00\", \"2022-09-20 03:27:10.000000+00:00\", \"2020-02-17 05:19:07.000000+00:00\"], \"session_ids\": [\"cc7b1381-e369-4531-9015-cf0037138817\", \"e6ac7425-bc47-478f-9877-5c19f2328e82\", \"34a71ffb-e3ad-43de-a348-94728e12ad05\", \"e1c0a501-ad92-44dd-95da-df924f757e76\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.223}, \"49748\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-05 20:12:42.000000+00:00\", \"2023-03-06 12:26:21.000000+00:00\", \"2021-02-21 01:53:23.000000+00:00\", \"2020-03-21 18:31:46.000000+00:00\", \"2019-07-15 05:22:14.000000+00:00\", \"2022-12-28 22:43:30.000000+00:00\", \"2019-12-27 21:36:54.000000+00:00\"], \"session_ids\": [\"3ff7e7d4-fc68-4dfd-95f9-1f826bf114d8\", \"4d708794-277d-428d-965f-1ba08014050d\", \"3f3eb329-6606-4e0e-9f7b-c4f503f45001\", \"69247e98-5085-4a82-9da7-797245b54e33\", \"9fea21e1-69b8-4dcb-a978-eb9767b61c4b\", \"1bd820ca-748f-4d27-9679-041394ad9f65\", \"f343891e-4e96-42a0-a652-e49cc0bc5815\"], \"total_duration\": 246.0, \"total_sessions\": 7, \"mean_week_duration\": 1.295}, \"5152\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-14 15:50:25.000000+00:00\", \"2020-12-13 06:09:27.000000+00:00\"], \"session_ids\": [\"20f51502-5275-43e8-95dc-53f106d15dae\", \"aa22e4ed-7982-4c4b-b104-0ecc90a1460f\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.386}, \"95354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-06-13 23:08:57.000000+00:00\", \"2022-12-16 18:15:52.000000+00:00\", \"2023-06-04 01:55:51.000000+00:00\", \"2021-02-14 21:50:55.000000+00:00\", \"2021-04-03 08:16:48.000000+00:00\", \"2021-10-15 19:58:55.000000+00:00\"], \"session_ids\": [\"de7016c1-0a45-4aaf-99e7-f1f25269577a\", \"f14d8de9-18a2-486f-a929-cd0dc396e66f\", \"e017ee55-7e99-4397-ace3-209d3cf64fc8\", \"b873744d-de94-49ad-a5e7-a9f3569e4ca5\", \"c8734c52-eb7d-4194-9aec-d964c10b03e0\", \"34d06294-a3d3-4508-8fbb-a421778b2456\"], \"total_duration\": 1594.0, \"total_sessions\": 6, \"mean_week_duration\": 10.284}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 472 and are less than 4645"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[472, 4645]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"84880\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-26 20:44:35.000000+00:00\", \"2021-04-21 04:11:31.000000+00:00\", \"2019-10-11 02:08:58.000000+00:00\"], \"session_ids\": [\"19399b92-a97d-4d5e-94af-72b5a9ece2af\", \"ff04d53a-3eda-42be-9278-d1d523361bb1\", \"8b4e6d07-e615-418f-b27c-8d802f96fecf\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 11.31}, \"95354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-06-13 23:08:57.000000+00:00\", \"2022-12-16 18:15:52.000000+00:00\", \"2023-06-04 01:55:51.000000+00:00\", \"2021-02-14 21:50:55.000000+00:00\", \"2021-04-03 08:16:48.000000+00:00\", \"2021-10-15 19:58:55.000000+00:00\"], \"session_ids\": [\"de7016c1-0a45-4aaf-99e7-f1f25269577a\", \"f14d8de9-18a2-486f-a929-cd0dc396e66f\", \"e017ee55-7e99-4397-ace3-209d3cf64fc8\", \"b873744d-de94-49ad-a5e7-a9f3569e4ca5\", \"c8734c52-eb7d-4194-9aec-d964c10b03e0\", \"34d06294-a3d3-4508-8fbb-a421778b2456\"], \"total_duration\": 1594.0, \"total_sessions\": 6, \"mean_week_duration\": 10.284}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"84880\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-26 20:44:35.000000+00:00\", \"2021-04-21 04:11:31.000000+00:00\", \"2019-10-11 02:08:58.000000+00:00\"], \"session_ids\": [\"19399b92-a97d-4d5e-94af-72b5a9ece2af\", \"ff04d53a-3eda-42be-9278-d1d523361bb1\", \"8b4e6d07-e615-418f-b27c-8d802f96fecf\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 11.31}}, {\"95354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-06-13 23:08:57.000000+00:00\", \"2022-12-16 18:15:52.000000+00:00\", \"2023-06-04 01:55:51.000000+00:00\", \"2021-02-14 21:50:55.000000+00:00\", \"2021-04-03 08:16:48.000000+00:00\", \"2021-10-15 19:58:55.000000+00:00\"], \"session_ids\": [\"de7016c1-0a45-4aaf-99e7-f1f25269577a\", \"f14d8de9-18a2-486f-a929-cd0dc396e66f\", \"e017ee55-7e99-4397-ace3-209d3cf64fc8\", \"b873744d-de94-49ad-a5e7-a9f3569e4ca5\", \"c8734c52-eb7d-4194-9aec-d964c10b03e0\", \"34d06294-a3d3-4508-8fbb-a421778b2456\"], \"total_duration\": 1594.0, \"total_sessions\": 6, \"mean_week_duration\": 10.284}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 7 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"84880\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-26 20:44:35.000000+00:00\", \"2021-04-21 04:11:31.000000+00:00\", \"2019-10-11 02:08:58.000000+00:00\"], \"session_ids\": [\"19399b92-a97d-4d5e-94af-72b5a9ece2af\", \"ff04d53a-3eda-42be-9278-d1d523361bb1\", \"8b4e6d07-e615-418f-b27c-8d802f96fecf\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 11.31}}, {\"95354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-06-13 23:08:57.000000+00:00\", \"2022-12-16 18:15:52.000000+00:00\", \"2023-06-04 01:55:51.000000+00:00\", \"2021-02-14 21:50:55.000000+00:00\", \"2021-04-03 08:16:48.000000+00:00\", \"2021-10-15 19:58:55.000000+00:00\"], \"session_ids\": [\"de7016c1-0a45-4aaf-99e7-f1f25269577a\", \"f14d8de9-18a2-486f-a929-cd0dc396e66f\", \"e017ee55-7e99-4397-ace3-209d3cf64fc8\", \"b873744d-de94-49ad-a5e7-a9f3569e4ca5\", \"c8734c52-eb7d-4194-9aec-d964c10b03e0\", \"34d06294-a3d3-4508-8fbb-a421778b2456\"], \"total_duration\": 1594.0, \"total_sessions\": 6, \"mean_week_duration\": 10.284}}]\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[{\"84880\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-08-26 20:44:35.000000+00:00\", \"2021-04-21 04:11:31.000000+00:00\", \"2019-10-11 02:08:58.000000+00:00\"], \"session_ids\": [\"19399b92-a97d-4d5e-94af-72b5a9ece2af\", \"ff04d53a-3eda-42be-9278-d1d523361bb1\", \"8b4e6d07-e615-418f-b27c-8d802f96fecf\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 11.31}}, {\"95354\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-06-13 23:08:57.000000+00:00\", \"2022-12-16 18:15:52.000000+00:00\", \"2023-06-04 01:55:51.000000+00:00\", \"2021-02-14 21:50:55.000000+00:00\", \"2021-04-03 08:16:48.000000+00:00\", \"2021-10-15 19:58:55.000000+00:00\"], \"session_ids\": [\"de7016c1-0a45-4aaf-99e7-f1f25269577a\", \"f14d8de9-18a2-486f-a929-cd0dc396e66f\", \"e017ee55-7e99-4397-ace3-209d3cf64fc8\", \"b873744d-de94-49ad-a5e7-a9f3569e4ca5\", \"c8734c52-eb7d-4194-9aec-d964c10b03e0\", \"34d06294-a3d3-4508-8fbb-a421778b2456\"], \"total_duration\": 1594.0, \"total_sessions\": 6, \"mean_week_duration\": 10.284}}]\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": "Give me details on 3 users whose duration summation of sessions per week is greater than 17 (strictly) plus put to use sorting by duration summation from the largest value to the smallest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"36683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-11 03:01:40.000000+00:00\", \"2020-08-29 01:31:51.000000+00:00\", \"2021-01-08 08:03:42.000000+00:00\"], \"session_ids\": [\"848d3bff-d96e-4b97-ab89-0f8372bd90a3\", \"d76f67a0-2988-46ae-b949-d04d61f871bb\", \"4c5c2998-7f12-45f7-97af-5e09c55bc5de\"], \"total_duration\": 105.0, \"total_sessions\": 3, \"mean_week_duration\": 1.312}, \"93089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-16 21:37:32.000000+00:00\", \"2021-06-09 00:40:07.000000+00:00\", \"2021-03-30 03:45:13.000000+00:00\", \"2021-12-15 04:44:18.000000+00:00\", \"2021-11-06 10:01:46.000000+00:00\"], \"session_ids\": [\"0b805a7d-4845-4e90-bf26-6c9ab2dda2c4\", \"1343d995-8998-448e-87db-c751c423d99f\", \"4a1ee627-cd91-4360-b69b-e566cd03174b\", \"d0b5adeb-94a8-4d4d-b248-241ce56098c3\", \"88bfd25a-45cc-4af5-a5b7-522abc6f7f06\"], \"total_duration\": 290.0, \"total_sessions\": 5, \"mean_week_duration\": 2.014}, \"58959\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-23 16:01:05.000000+00:00\", \"2022-04-20 20:41:38.000000+00:00\"], \"session_ids\": [\"354a8663-8744-4f16-ac6a-7d6d4c511315\", \"aeb771b6-c677-4542-acb1-4ad7bc9c0bc2\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 1.508}, \"46389\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-23 00:38:25.000000+00:00\", \"2020-07-06 14:42:27.000000+00:00\"], \"session_ids\": [\"0f6da484-6705-4256-aad5-bf47c076cd41\", \"9f4cfd84-0a66-418f-ba34-a5f8cfc1d499\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 2.705}, \"90184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-08 22:51:37.000000+00:00\", \"2022-12-04 15:14:54.000000+00:00\", \"2021-03-15 22:33:19.000000+00:00\", \"2019-12-03 16:05:43.000000+00:00\", \"2022-06-22 05:22:33.000000+00:00\", \"2019-09-07 11:39:34.000000+00:00\", \"2022-08-26 14:50:04.000000+00:00\", \"2020-03-11 02:13:07.000000+00:00\", \"2022-12-27 15:28:58.000000+00:00\"], \"session_ids\": [\"60aaa349-3d75-4cbd-ac3c-9cd6d064cd86\", \"9cd147c6-b83d-458f-a97d-d8df8faf80e8\", \"be251955-28ff-4ce1-97de-4aabe4e76297\", \"1bd9511d-0088-404a-a966-3257e85d8552\", \"35af690c-e667-4917-9d43-829978f076e3\", \"dd3dbd2a-0ef1-41ce-843a-034cf3961fd9\", \"0ac86e27-9da1-4a67-b7a9-c5051b8172d9\", \"7005ca88-2680-45bb-a409-fcc8416260c0\", \"084d0b07-6836-47bd-af6d-812599eefe81\"], \"total_duration\": 3217.0, \"total_sessions\": 9, \"mean_week_duration\": 18.595}, \"98857\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-08-28 17:29:34.000000+00:00\", \"2023-01-20 16:00:51.000000+00:00\"], \"session_ids\": [\"7c6905b4-4852-421d-afb1-4ebb1a2fddfd\", \"07a717d1-9d5c-49ba-968d-c8a6aa6726ac\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 2.088}, \"72155\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-26 02:51:08.000000+00:00\", \"2022-01-02 17:15:15.000000+00:00\", \"2020-03-06 19:00:30.000000+00:00\", \"2023-06-01 17:40:06.000000+00:00\", \"2019-11-06 09:48:56.000000+00:00\", \"2019-07-31 07:01:02.000000+00:00\"], \"session_ids\": [\"4b526e32-fcae-490c-b2cc-1077b1e8ca26\", \"50a87165-b8d8-4ebb-8d49-09583656107f\", \"0dd912e0-4c31-45b0-a4b8-788059e4b376\", \"1a4c69ee-c386-47cf-93d4-f6dae2157918\", \"27c7ee5d-5a57-4d17-b4b1-621b633432b1\", \"6d3cb1af-957f-455b-b8db-0b7cb4151025\"], \"total_duration\": 198.0, \"total_sessions\": 6, \"mean_week_duration\": 0.985}, \"48467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-19 05:47:33.000000+00:00\", \"2022-09-17 20:17:54.000000+00:00\", \"2022-08-27 10:10:05.000000+00:00\", \"2023-03-21 01:42:36.000000+00:00\", \"2020-06-09 04:15:50.000000+00:00\"], \"session_ids\": [\"eefe39d7-b852-4d51-bff8-7fdd12f16ca5\", \"30878118-0de4-45ca-8f6a-37078f5494c4\", \"5e9b0f99-4b65-4505-a2b0-530b0d1d0920\", \"424a9cd9-adf9-46e2-bcff-3192e11bc2fc\", \"33a2f454-c980-44db-a81f-bd84c0ba9698\"], \"total_duration\": 691.0, \"total_sessions\": 5, \"mean_week_duration\": 4.292}, \"98105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-07-09 01:12:11.000000+00:00\", \"2019-04-19 10:30:15.000000+00:00\"], \"session_ids\": [\"2fe08dd8-1ecd-4412-a90f-991191401e86\", \"d92db962-0d85-47b1-afd2-6af315af8fa0\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 1.369}, \"36640\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-11 17:55:12.000000+00:00\", \"2022-08-10 21:39:07.000000+00:00\"], \"session_ids\": [\"1ef84174-dd74-4a1f-a55f-82d75ed036ec\", \"cd8896a3-a5dc-4be4-be93-a8b433aa2a27\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 15.318}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 17"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[17, 49]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"90184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-08 22:51:37.000000+00:00\", \"2022-12-04 15:14:54.000000+00:00\", \"2021-03-15 22:33:19.000000+00:00\", \"2019-12-03 16:05:43.000000+00:00\", \"2022-06-22 05:22:33.000000+00:00\", \"2019-09-07 11:39:34.000000+00:00\", \"2022-08-26 14:50:04.000000+00:00\", \"2020-03-11 02:13:07.000000+00:00\", \"2022-12-27 15:28:58.000000+00:00\"], \"session_ids\": [\"60aaa349-3d75-4cbd-ac3c-9cd6d064cd86\", \"9cd147c6-b83d-458f-a97d-d8df8faf80e8\", \"be251955-28ff-4ce1-97de-4aabe4e76297\", \"1bd9511d-0088-404a-a966-3257e85d8552\", \"35af690c-e667-4917-9d43-829978f076e3\", \"dd3dbd2a-0ef1-41ce-843a-034cf3961fd9\", \"0ac86e27-9da1-4a67-b7a9-c5051b8172d9\", \"7005ca88-2680-45bb-a409-fcc8416260c0\", \"084d0b07-6836-47bd-af6d-812599eefe81\"], \"total_duration\": 3217.0, \"total_sessions\": 9, \"mean_week_duration\": 18.595}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by total_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"90184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-08 22:51:37.000000+00:00\", \"2022-12-04 15:14:54.000000+00:00\", \"2021-03-15 22:33:19.000000+00:00\", \"2019-12-03 16:05:43.000000+00:00\", \"2022-06-22 05:22:33.000000+00:00\", \"2019-09-07 11:39:34.000000+00:00\", \"2022-08-26 14:50:04.000000+00:00\", \"2020-03-11 02:13:07.000000+00:00\", \"2022-12-27 15:28:58.000000+00:00\"], \"session_ids\": [\"60aaa349-3d75-4cbd-ac3c-9cd6d064cd86\", \"9cd147c6-b83d-458f-a97d-d8df8faf80e8\", \"be251955-28ff-4ce1-97de-4aabe4e76297\", \"1bd9511d-0088-404a-a966-3257e85d8552\", \"35af690c-e667-4917-9d43-829978f076e3\", \"dd3dbd2a-0ef1-41ce-843a-034cf3961fd9\", \"0ac86e27-9da1-4a67-b7a9-c5051b8172d9\", \"7005ca88-2680-45bb-a409-fcc8416260c0\", \"084d0b07-6836-47bd-af6d-812599eefe81\"], \"total_duration\": 3217.0, \"total_sessions\": 9, \"mean_week_duration\": 18.595}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude 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[{\"90184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-08 22:51:37.000000+00:00\", \"2022-12-04 15:14:54.000000+00:00\", \"2021-03-15 22:33:19.000000+00:00\", \"2019-12-03 16:05:43.000000+00:00\", \"2022-06-22 05:22:33.000000+00:00\", \"2019-09-07 11:39:34.000000+00:00\", \"2022-08-26 14:50:04.000000+00:00\", \"2020-03-11 02:13:07.000000+00:00\", \"2022-12-27 15:28:58.000000+00:00\"], \"session_ids\": [\"60aaa349-3d75-4cbd-ac3c-9cd6d064cd86\", \"9cd147c6-b83d-458f-a97d-d8df8faf80e8\", \"be251955-28ff-4ce1-97de-4aabe4e76297\", \"1bd9511d-0088-404a-a966-3257e85d8552\", \"35af690c-e667-4917-9d43-829978f076e3\", \"dd3dbd2a-0ef1-41ce-843a-034cf3961fd9\", \"0ac86e27-9da1-4a67-b7a9-c5051b8172d9\", \"7005ca88-2680-45bb-a409-fcc8416260c0\", \"084d0b07-6836-47bd-af6d-812599eefe81\"], \"total_duration\": 3217.0, \"total_sessions\": 9, \"mean_week_duration\": 18.595}}]\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[{\"90184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-08 22:51:37.000000+00:00\", \"2022-12-04 15:14:54.000000+00:00\", \"2021-03-15 22:33:19.000000+00:00\", \"2019-12-03 16:05:43.000000+00:00\", \"2022-06-22 05:22:33.000000+00:00\", \"2019-09-07 11:39:34.000000+00:00\", \"2022-08-26 14:50:04.000000+00:00\", \"2020-03-11 02:13:07.000000+00:00\", \"2022-12-27 15:28:58.000000+00:00\"], \"session_ids\": [\"60aaa349-3d75-4cbd-ac3c-9cd6d064cd86\", \"9cd147c6-b83d-458f-a97d-d8df8faf80e8\", \"be251955-28ff-4ce1-97de-4aabe4e76297\", \"1bd9511d-0088-404a-a966-3257e85d8552\", \"35af690c-e667-4917-9d43-829978f076e3\", \"dd3dbd2a-0ef1-41ce-843a-034cf3961fd9\", \"0ac86e27-9da1-4a67-b7a9-c5051b8172d9\", \"7005ca88-2680-45bb-a409-fcc8416260c0\", \"084d0b07-6836-47bd-af6d-812599eefe81\"], \"total_duration\": 3217.0, \"total_sessions\": 9, \"mean_week_duration\": 18.595}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display to me user information whose total duration amount exceeds 2406 while staying below 2963 and in addition implement sorting by name of the city in ascending order and 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{\"5600\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-22 09:42:49.000000+00:00\", \"2021-06-15 01:56:31.000000+00:00\"], \"session_ids\": [\"2bf3c96d-f450-4810-9a57-bddc6212cf16\", \"378d15d2-25e9-4ab7-9d48-8566798fcc48\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.338}, \"32192\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-06-14 03:17:45.000000+00:00\", \"2020-05-04 16:21:48.000000+00:00\", \"2020-05-20 06:58:03.000000+00:00\", \"2022-10-09 20:34:39.000000+00:00\", \"2019-07-17 13:11:28.000000+00:00\"], \"session_ids\": [\"ae32307c-55a9-4780-89b3-552eb7d5b5f1\", \"28e06093-871b-4856-a30d-d22233cf325d\", \"25f0ef95-a9a7-4b1f-a929-535557fe1695\", \"ffb44f22-ccf7-41e8-9ab7-655452034b30\", \"4d114238-136e-4216-af0a-92f2d6fef9fb\"], \"total_duration\": 2834.0, \"total_sessions\": 5, \"mean_week_duration\": 16.769}, \"64889\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-10-22 09:15:16.000000+00:00\", \"2019-10-31 00:38:09.000000+00:00\", \"2022-09-15 09:42:55.000000+00:00\", \"2019-03-25 00:56:33.000000+00:00\"], \"session_ids\": [\"fe99fdc4-4c96-4995-b1b9-f5258db9b830\", \"7d43743a-63ba-4cba-865f-211689b2b4e5\", \"f1d5dbaa-5f8d-452c-890e-ce0a7dd36ae2\", \"caaee70b-54d7-40b0-bef3-6cf847ccfc58\"], \"total_duration\": 902.0, \"total_sessions\": 4, \"mean_week_duration\": 4.824}, \"4496\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-04-07 21:38:13.000000+00:00\", \"2023-05-09 13:15:00.000000+00:00\"], \"session_ids\": [\"9d7b6115-48f1-4237-9bec-972f610ce296\", \"f080465b-5b34-4c28-8a9f-1c6d1bd800cc\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 5.702}, \"19070\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-04 14:34:11.000000+00:00\", \"2020-03-28 20:01:58.000000+00:00\"], \"session_ids\": [\"d55536a1-4a9a-428b-b7cd-60aa4dc48130\", \"6d6c0fd2-39fb-4074-bb00-9b9474b539dd\"], \"total_duration\": 252.0, \"total_sessions\": 2, \"mean_week_duration\": 31.5}, \"14089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-15 20:56:42.000000+00:00\", \"2022-07-13 05:54:17.000000+00:00\"], \"session_ids\": [\"266888f9-e075-48bc-b6dc-f32b5a833d98\", \"42ea0921-e35e-4a6c-ba41-3454bec9cf89\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 7.333}, \"45452\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-09 23:46:02.000000+00:00\", \"2021-11-25 16:01:38.000000+00:00\", \"2022-04-09 04:31:23.000000+00:00\", \"2023-02-06 17:07:03.000000+00:00\", \"2020-11-10 07:39:14.000000+00:00\", \"2021-08-17 21:36:44.000000+00:00\", \"2022-11-05 02:15:26.000000+00:00\"], \"session_ids\": [\"e0521b93-6737-4fb1-a062-f0741746105c\", \"2be18a35-e421-4591-a329-ac42e8cdc29e\", \"3396c9a1-0331-440f-86aa-25c3e467ed54\", \"ec991996-7141-470f-a374-1b01dfe16dd2\", \"cc669233-072e-4a25-b85c-28a1c3c5a1ea\", \"a0ba6a47-0e6b-4da4-9738-57588c643076\", \"16c39238-b455-48be-856b-ce98d9bc973f\"], \"total_duration\": 6958.0, \"total_sessions\": 7, \"mean_week_duration\": 59.47}, \"95805\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-21 02:26:55.000000+00:00\", \"2023-03-26 07:21:34.000000+00:00\"], \"session_ids\": [\"f31ab0e9-bae1-466f-bfc2-50e052a54daa\", \"fe5a9a9c-d36d-400d-ac1f-866ef04ed7d1\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}, \"38008\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-01 06:14:50.000000+00:00\", \"2021-07-28 02:08:46.000000+00:00\"], \"session_ids\": [\"62185a57-78a0-4b9d-87e1-08231af3d438\", \"39d22931-2dc9-47f5-9242-344534554fdb\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 2.705}, \"26342\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-11 04:10:58.000000+00:00\", \"2019-12-07 14:48:05.000000+00:00\"], \"session_ids\": [\"b72f5cc8-ac84-4de3-8ea3-7ee51de24ac1\", \"5b443487-8183-4990-9205-685968508c72\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.28}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 2406 and are equal or less than 2963"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2406, 2963]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"32192\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-06-14 03:17:45.000000+00:00\", \"2020-05-04 16:21:48.000000+00:00\", \"2020-05-20 06:58:03.000000+00:00\", \"2022-10-09 20:34:39.000000+00:00\", \"2019-07-17 13:11:28.000000+00:00\"], \"session_ids\": [\"ae32307c-55a9-4780-89b3-552eb7d5b5f1\", \"28e06093-871b-4856-a30d-d22233cf325d\", \"25f0ef95-a9a7-4b1f-a929-535557fe1695\", \"ffb44f22-ccf7-41e8-9ab7-655452034b30\", \"4d114238-136e-4216-af0a-92f2d6fef9fb\"], \"total_duration\": 2834.0, \"total_sessions\": 5, \"mean_week_duration\": 16.769}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"32192\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-06-14 03:17:45.000000+00:00\", \"2020-05-04 16:21:48.000000+00:00\", \"2020-05-20 06:58:03.000000+00:00\", \"2022-10-09 20:34:39.000000+00:00\", \"2019-07-17 13:11:28.000000+00:00\"], \"session_ids\": [\"ae32307c-55a9-4780-89b3-552eb7d5b5f1\", \"28e06093-871b-4856-a30d-d22233cf325d\", \"25f0ef95-a9a7-4b1f-a929-535557fe1695\", \"ffb44f22-ccf7-41e8-9ab7-655452034b30\", \"4d114238-136e-4216-af0a-92f2d6fef9fb\"], \"total_duration\": 2834.0, \"total_sessions\": 5, \"mean_week_duration\": 16.769}}]\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[{\"32192\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-06-14 03:17:45.000000+00:00\", \"2020-05-04 16:21:48.000000+00:00\", \"2020-05-20 06:58:03.000000+00:00\", \"2022-10-09 20:34:39.000000+00:00\", \"2019-07-17 13:11:28.000000+00:00\"], \"session_ids\": [\"ae32307c-55a9-4780-89b3-552eb7d5b5f1\", \"28e06093-871b-4856-a30d-d22233cf325d\", \"25f0ef95-a9a7-4b1f-a929-535557fe1695\", \"ffb44f22-ccf7-41e8-9ab7-655452034b30\", \"4d114238-136e-4216-af0a-92f2d6fef9fb\"], \"total_duration\": 2834.0, \"total_sessions\": 5, \"mean_week_duration\": 16.769}}]\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[{\"32192\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2021-06-14 03:17:45.000000+00:00\", \"2020-05-04 16:21:48.000000+00:00\", \"2020-05-20 06:58:03.000000+00:00\", \"2022-10-09 20:34:39.000000+00:00\", \"2019-07-17 13:11:28.000000+00:00\"], \"session_ids\": [\"ae32307c-55a9-4780-89b3-552eb7d5b5f1\", \"28e06093-871b-4856-a30d-d22233cf325d\", \"25f0ef95-a9a7-4b1f-a929-535557fe1695\", \"ffb44f22-ccf7-41e8-9ab7-655452034b30\", \"4d114238-136e-4216-af0a-92f2d6fef9fb\"], \"total_duration\": 2834.0, \"total_sessions\": 5, \"mean_week_duration\": 16.769}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I have a curiosity about 3 users with a duration of sessions per week that is above 5 and below 37, exclusive 37 also carry out sorting by duration total in asc."
}
] |
[
{
"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{\"91730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-07-15 01:07:21.000000+00:00\", \"2022-12-11 07:41:37.000000+00:00\"], \"session_ids\": [\"4f1c1ced-409b-4597-8860-15cfb86672cb\", \"812bb34c-0b25-44fb-a25b-9fd46a5ac864\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 2.627}, \"17517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-09-20 22:46:28.000000+00:00\", \"2021-04-08 15:54:47.000000+00:00\"], \"session_ids\": [\"201b6a3f-7dab-4430-a2b0-f3b3680abde9\", \"eba6f65d-e99e-4105-b7e1-927811af9f07\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 11.042}, \"53010\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-21 09:54:04.000000+00:00\", \"2022-10-19 21:02:56.000000+00:00\"], \"session_ids\": [\"4f499de6-f980-43c7-bdc0-6bd415863871\", \"894efb7e-f11a-4f75-941b-ca356fe2a4ae\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 2.363}, \"3501\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-08 08:09:16.000000+00:00\", \"2023-06-12 14:50:13.000000+00:00\", \"2022-02-27 01:02:33.000000+00:00\", \"2023-03-27 07:23:35.000000+00:00\", \"2022-09-01 09:17:58.000000+00:00\", \"2019-08-04 16:54:09.000000+00:00\", \"2019-11-28 16:03:05.000000+00:00\", \"2021-12-24 07:45:44.000000+00:00\"], \"session_ids\": [\"a4b6c96f-5628-4cc1-8e8a-cf2596f4c70e\", \"2a912cd2-7f97-49d2-824e-1819ad89a663\", \"21c53b0d-109b-49f4-9aea-1a041840d1a9\", \"d17e12c4-054f-4fc3-8188-3ae05499dd44\", \"3316cc77-6d97-4cac-bf3a-e6cd257cb62f\", \"6c8c65a8-ae6c-42df-9f7a-79359e727681\", \"0a737d54-afcb-49e7-9723-66b7898fec78\", \"182b4a02-766e-4698-b16c-45843d77c7ff\"], \"total_duration\": 958.0, \"total_sessions\": 8, \"mean_week_duration\": 4.766}, \"48572\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-12-20 07:14:50.000000+00:00\", \"2023-03-10 20:55:02.000000+00:00\"], \"session_ids\": [\"cfeca2e9-70f5-4e4f-bb6d-408ae5b75a1d\", \"fe66e63a-350a-4389-9d82-7ba510b2776f\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 1.276}, \"98386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-12-30 03:47:07.000000+00:00\", \"2019-08-04 01:18:05.000000+00:00\", \"2022-05-18 15:00:44.000000+00:00\"], \"session_ids\": [\"05b8696c-83f0-4c87-9da4-bd0018b4c9ed\", \"68c7f676-b208-471f-b34f-d032ec679414\", \"ba45bd52-1edf-4c89-ac62-56ad4867123a\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.267}, \"54806\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-17 06:47:20.000000+00:00\", \"2019-11-12 21:30:45.000000+00:00\"], \"session_ids\": [\"0b927ac7-8884-4cef-bf1f-46237a680872\", \"eb127cf0-66c1-47ba-b95f-930ae09ad7db\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 2.772}, \"43484\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-03 05:09:04.000000+00:00\", \"2020-03-21 14:43:11.000000+00:00\", \"2020-12-15 13:49:14.000000+00:00\", \"2019-02-12 14:24:59.000000+00:00\", \"2020-05-29 02:56:17.000000+00:00\", \"2020-03-08 09:10:48.000000+00:00\", \"2021-09-26 13:40:41.000000+00:00\", \"2020-09-17 22:04:43.000000+00:00\", \"2019-12-14 03:18:38.000000+00:00\"], \"session_ids\": [\"905621e0-8ae2-429b-b0dd-046498eababc\", \"2567ee85-2f40-4383-b284-784465b47fc4\", \"7c91a10e-9f70-40c2-bcc6-14cf04fc4d22\", \"26e9678d-461f-49f7-a5bc-03ee6d88476a\", \"3bd2a34d-06b1-407f-9fe4-f416a1e31626\", \"d9c4ff8b-40ac-42ec-9dd4-c7696b28d426\", \"38bc7a3a-53e2-4b5c-b909-a309d6bbc916\", \"a7a25084-b5ee-4193-bb2c-04afa36972d7\", \"f7cc83db-e8ce-4def-aed5-a898ae5b4a51\"], \"total_duration\": 27480.0, \"total_sessions\": 9, \"mean_week_duration\": 200.584}, \"67517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-21 07:05:06.000000+00:00\", \"2021-07-21 19:34:33.000000+00:00\"], \"session_ids\": [\"055c0908-6237-4a2d-9f47-14eabbd8988f\", \"3cf3d672-bd8e-4d92-b0a1-3e76e6c335b9\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 6.462}, \"16221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-20 10:26:42.000000+00:00\", \"2022-08-06 07:54:40.000000+00:00\"], \"session_ids\": [\"80952cbd-db96-4eaa-9416-09d3f0dfb620\", \"691bc869-42c9-43e3-88d5-685a5697fc11\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 5 and are less than 37"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[5, 37]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"17517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-09-20 22:46:28.000000+00:00\", \"2021-04-08 15:54:47.000000+00:00\"], \"session_ids\": [\"201b6a3f-7dab-4430-a2b0-f3b3680abde9\", \"eba6f65d-e99e-4105-b7e1-927811af9f07\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 11.042}, \"67517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-21 07:05:06.000000+00:00\", \"2021-07-21 19:34:33.000000+00:00\"], \"session_ids\": [\"055c0908-6237-4a2d-9f47-14eabbd8988f\", \"3cf3d672-bd8e-4d92-b0a1-3e76e6c335b9\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 6.462}}\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[{\"67517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-21 07:05:06.000000+00:00\", \"2021-07-21 19:34:33.000000+00:00\"], \"session_ids\": [\"055c0908-6237-4a2d-9f47-14eabbd8988f\", \"3cf3d672-bd8e-4d92-b0a1-3e76e6c335b9\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 6.462}}, {\"17517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-09-20 22:46:28.000000+00:00\", \"2021-04-08 15:54:47.000000+00:00\"], \"session_ids\": [\"201b6a3f-7dab-4430-a2b0-f3b3680abde9\", \"eba6f65d-e99e-4105-b7e1-927811af9f07\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 11.042}}]\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[{\"67517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-21 07:05:06.000000+00:00\", \"2021-07-21 19:34:33.000000+00:00\"], \"session_ids\": [\"055c0908-6237-4a2d-9f47-14eabbd8988f\", \"3cf3d672-bd8e-4d92-b0a1-3e76e6c335b9\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 6.462}}, {\"17517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-09-20 22:46:28.000000+00:00\", \"2021-04-08 15:54:47.000000+00:00\"], \"session_ids\": [\"201b6a3f-7dab-4430-a2b0-f3b3680abde9\", \"eba6f65d-e99e-4105-b7e1-927811af9f07\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 11.042}}]\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[{\"67517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-21 07:05:06.000000+00:00\", \"2021-07-21 19:34:33.000000+00:00\"], \"session_ids\": [\"055c0908-6237-4a2d-9f47-14eabbd8988f\", \"3cf3d672-bd8e-4d92-b0a1-3e76e6c335b9\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 6.462}}, {\"17517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-09-20 22:46:28.000000+00:00\", \"2021-04-08 15:54:47.000000+00:00\"], \"session_ids\": [\"201b6a3f-7dab-4430-a2b0-f3b3680abde9\", \"eba6f65d-e99e-4105-b7e1-927811af9f07\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 11.042}}]\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": "Inform me about the user who doesn't live in cities Jakarta, Tegucigalpa, Prague, Manila, Dubai, Edinburgh, New Delhi, Belize City as well as sort by overall total duration from the smallest to the largest."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"75889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-07 17:24:06.000000+00:00\", \"2022-11-03 15:13:42.000000+00:00\", \"2019-10-27 02:08:25.000000+00:00\", \"2019-10-17 04:43:19.000000+00:00\", \"2019-12-19 19:26:11.000000+00:00\", \"2019-05-08 05:13:29.000000+00:00\"], \"session_ids\": [\"06e1b088-dc5c-4866-9f60-c731fe826c08\", \"6f0d5969-79cc-4f67-bd1c-d2c4f000f1bb\", \"8f59db7c-a532-4d59-a681-3252f321c7aa\", \"d242ddc7-b455-4c19-b7d3-356086ba7423\", \"71a07a6a-7873-43c5-86d0-7848b9945ee3\", \"39033049-6091-4992-80cb-3c6a793b8040\"], \"total_duration\": 1820.0, \"total_sessions\": 6, \"mean_week_duration\": 9.733}, \"25155\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-24 21:35:33.000000+00:00\", \"2023-01-10 17:07:25.000000+00:00\"], \"session_ids\": [\"85c0a68a-40d3-426e-8e12-15e1f447fef8\", \"f7cfe3aa-dedf-46e8-9237-061751a16f6b\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 61.857}, \"47192\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-14 19:22:33.000000+00:00\", \"2022-09-29 01:04:42.000000+00:00\"], \"session_ids\": [\"ff23d425-919f-4eb0-b951-05ff272399fb\", \"0f328ad1-852f-4372-bd85-7f5a993a5593\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 1.187}, \"72016\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-23 16:28:34.000000+00:00\", \"2022-03-25 01:47:52.000000+00:00\", \"2021-10-31 15:09:48.000000+00:00\"], \"session_ids\": [\"7f44fe23-5ed5-42f6-a552-705fc319edf3\", \"11447f7c-f8d0-4a03-bb65-c2ad6465943a\", \"25c9da66-62da-4fdb-861c-8e43f574c638\"], \"total_duration\": 802.0, \"total_sessions\": 3, \"mean_week_duration\": 22.914}, \"21068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-06-07 00:02:03.000000+00:00\", \"2022-07-30 20:02:12.000000+00:00\", \"2023-05-02 09:55:05.000000+00:00\", \"2021-06-08 00:46:39.000000+00:00\"], \"session_ids\": [\"07bc1ea6-7e38-4df2-9047-02ab3d5de472\", \"3c1043f4-963f-4d12-ad7d-3881304ebe94\", \"fa2fec04-7a04-47dc-9e79-ed1cc2c41e79\", \"b2bac96c-af36-4736-8acf-c165d39f8f19\"], \"total_duration\": 376.0, \"total_sessions\": 4, \"mean_week_duration\": 1.843}, \"5751\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-13 07:08:57.000000+00:00\", \"2022-06-26 09:50:46.000000+00:00\"], \"session_ids\": [\"7c7f98cd-4d83-466a-b0f4-fc6dc396ccac\", \"4cbe4fcf-264a-4988-b018-73951d92fa31\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 1.97}, \"82400\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-29 23:52:05.000000+00:00\", \"2019-08-07 19:57:40.000000+00:00\", \"2019-12-18 03:06:51.000000+00:00\"], \"session_ids\": [\"bffcaba9-5ccb-43a3-bcdb-521aa2b4c7f9\", \"ce5c3d01-0a05-40a3-93f1-bbbd7879530a\", \"9b9b1d7d-0136-4ff7-9c4f-dd02d163e3ab\"], \"total_duration\": 453.0, \"total_sessions\": 3, \"mean_week_duration\": 2.384}, \"49369\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-11 03:09:04.000000+00:00\", \"2022-02-28 08:04:15.000000+00:00\"], \"session_ids\": [\"a15e2603-f501-4f0d-9afc-60525a0ce6a2\", \"3a11ed7c-bbc8-4f43-a87c-d756222e6a12\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 7.448}, \"17766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-30 18:29:52.000000+00:00\", \"2021-05-29 10:37:09.000000+00:00\"], \"session_ids\": [\"4f119ddd-84fb-4ed3-8414-9387f86889bc\", \"a90fd68e-199b-4bf3-9789-382e2236e619\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 36.0}, \"19324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-20 04:05:42.000000+00:00\", \"2022-07-24 06:30:14.000000+00:00\"], \"session_ids\": [\"fe1d4a11-ee37-4e79-bd49-6c714e850bf1\", \"8683aede-17f5-4dd1-a503-6858f7e88d2c\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.687}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Jakarta, Tegucigalpa, Prague, Manila, Dubai, Edinburgh, New Delhi, Belize City"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Jakarta\", \"Tegucigalpa\", \"Prague\", \"Manila\", \"Dubai\", \"Edinburgh\", \"New Delhi\", \"Belize City\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"75889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-07 17:24:06.000000+00:00\", \"2022-11-03 15:13:42.000000+00:00\", \"2019-10-27 02:08:25.000000+00:00\", \"2019-10-17 04:43:19.000000+00:00\", \"2019-12-19 19:26:11.000000+00:00\", \"2019-05-08 05:13:29.000000+00:00\"], \"session_ids\": [\"06e1b088-dc5c-4866-9f60-c731fe826c08\", \"6f0d5969-79cc-4f67-bd1c-d2c4f000f1bb\", \"8f59db7c-a532-4d59-a681-3252f321c7aa\", \"d242ddc7-b455-4c19-b7d3-356086ba7423\", \"71a07a6a-7873-43c5-86d0-7848b9945ee3\", \"39033049-6091-4992-80cb-3c6a793b8040\"], \"total_duration\": 1820.0, \"total_sessions\": 6, \"mean_week_duration\": 9.733}, \"25155\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-24 21:35:33.000000+00:00\", \"2023-01-10 17:07:25.000000+00:00\"], \"session_ids\": [\"85c0a68a-40d3-426e-8e12-15e1f447fef8\", \"f7cfe3aa-dedf-46e8-9237-061751a16f6b\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 61.857}, \"72016\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-23 16:28:34.000000+00:00\", \"2022-03-25 01:47:52.000000+00:00\", \"2021-10-31 15:09:48.000000+00:00\"], \"session_ids\": [\"7f44fe23-5ed5-42f6-a552-705fc319edf3\", \"11447f7c-f8d0-4a03-bb65-c2ad6465943a\", \"25c9da66-62da-4fdb-861c-8e43f574c638\"], \"total_duration\": 802.0, \"total_sessions\": 3, \"mean_week_duration\": 22.914}, \"21068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-06-07 00:02:03.000000+00:00\", \"2022-07-30 20:02:12.000000+00:00\", \"2023-05-02 09:55:05.000000+00:00\", \"2021-06-08 00:46:39.000000+00:00\"], \"session_ids\": [\"07bc1ea6-7e38-4df2-9047-02ab3d5de472\", \"3c1043f4-963f-4d12-ad7d-3881304ebe94\", \"fa2fec04-7a04-47dc-9e79-ed1cc2c41e79\", \"b2bac96c-af36-4736-8acf-c165d39f8f19\"], \"total_duration\": 376.0, \"total_sessions\": 4, \"mean_week_duration\": 1.843}, \"5751\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-13 07:08:57.000000+00:00\", \"2022-06-26 09:50:46.000000+00:00\"], \"session_ids\": [\"7c7f98cd-4d83-466a-b0f4-fc6dc396ccac\", \"4cbe4fcf-264a-4988-b018-73951d92fa31\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 1.97}, \"82400\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-29 23:52:05.000000+00:00\", \"2019-08-07 19:57:40.000000+00:00\", \"2019-12-18 03:06:51.000000+00:00\"], \"session_ids\": [\"bffcaba9-5ccb-43a3-bcdb-521aa2b4c7f9\", \"ce5c3d01-0a05-40a3-93f1-bbbd7879530a\", \"9b9b1d7d-0136-4ff7-9c4f-dd02d163e3ab\"], \"total_duration\": 453.0, \"total_sessions\": 3, \"mean_week_duration\": 2.384}, \"49369\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-11 03:09:04.000000+00:00\", \"2022-02-28 08:04:15.000000+00:00\"], \"session_ids\": [\"a15e2603-f501-4f0d-9afc-60525a0ce6a2\", \"3a11ed7c-bbc8-4f43-a87c-d756222e6a12\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 7.448}, \"17766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-30 18:29:52.000000+00:00\", \"2021-05-29 10:37:09.000000+00:00\"], \"session_ids\": [\"4f119ddd-84fb-4ed3-8414-9387f86889bc\", \"a90fd68e-199b-4bf3-9789-382e2236e619\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 36.0}, \"19324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-20 04:05:42.000000+00:00\", \"2022-07-24 06:30:14.000000+00:00\"], \"session_ids\": [\"fe1d4a11-ee37-4e79-bd49-6c714e850bf1\", \"8683aede-17f5-4dd1-a503-6858f7e88d2c\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.687}}\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[{\"19324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-20 04:05:42.000000+00:00\", \"2022-07-24 06:30:14.000000+00:00\"], \"session_ids\": [\"fe1d4a11-ee37-4e79-bd49-6c714e850bf1\", \"8683aede-17f5-4dd1-a503-6858f7e88d2c\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.687}}, {\"49369\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-11 03:09:04.000000+00:00\", \"2022-02-28 08:04:15.000000+00:00\"], \"session_ids\": [\"a15e2603-f501-4f0d-9afc-60525a0ce6a2\", \"3a11ed7c-bbc8-4f43-a87c-d756222e6a12\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 7.448}}, {\"5751\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-13 07:08:57.000000+00:00\", \"2022-06-26 09:50:46.000000+00:00\"], \"session_ids\": [\"7c7f98cd-4d83-466a-b0f4-fc6dc396ccac\", \"4cbe4fcf-264a-4988-b018-73951d92fa31\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 1.97}}, {\"17766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-30 18:29:52.000000+00:00\", \"2021-05-29 10:37:09.000000+00:00\"], \"session_ids\": [\"4f119ddd-84fb-4ed3-8414-9387f86889bc\", \"a90fd68e-199b-4bf3-9789-382e2236e619\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 36.0}}, {\"21068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-06-07 00:02:03.000000+00:00\", \"2022-07-30 20:02:12.000000+00:00\", \"2023-05-02 09:55:05.000000+00:00\", \"2021-06-08 00:46:39.000000+00:00\"], \"session_ids\": [\"07bc1ea6-7e38-4df2-9047-02ab3d5de472\", \"3c1043f4-963f-4d12-ad7d-3881304ebe94\", \"fa2fec04-7a04-47dc-9e79-ed1cc2c41e79\", \"b2bac96c-af36-4736-8acf-c165d39f8f19\"], \"total_duration\": 376.0, \"total_sessions\": 4, \"mean_week_duration\": 1.843}}, {\"25155\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-24 21:35:33.000000+00:00\", \"2023-01-10 17:07:25.000000+00:00\"], \"session_ids\": [\"85c0a68a-40d3-426e-8e12-15e1f447fef8\", \"f7cfe3aa-dedf-46e8-9237-061751a16f6b\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 61.857}}, {\"82400\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-29 23:52:05.000000+00:00\", \"2019-08-07 19:57:40.000000+00:00\", \"2019-12-18 03:06:51.000000+00:00\"], \"session_ids\": [\"bffcaba9-5ccb-43a3-bcdb-521aa2b4c7f9\", \"ce5c3d01-0a05-40a3-93f1-bbbd7879530a\", \"9b9b1d7d-0136-4ff7-9c4f-dd02d163e3ab\"], \"total_duration\": 453.0, \"total_sessions\": 3, \"mean_week_duration\": 2.384}}, {\"72016\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-23 16:28:34.000000+00:00\", \"2022-03-25 01:47:52.000000+00:00\", \"2021-10-31 15:09:48.000000+00:00\"], \"session_ids\": [\"7f44fe23-5ed5-42f6-a552-705fc319edf3\", \"11447f7c-f8d0-4a03-bb65-c2ad6465943a\", \"25c9da66-62da-4fdb-861c-8e43f574c638\"], \"total_duration\": 802.0, \"total_sessions\": 3, \"mean_week_duration\": 22.914}}, {\"75889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-07 17:24:06.000000+00:00\", \"2022-11-03 15:13:42.000000+00:00\", \"2019-10-27 02:08:25.000000+00:00\", \"2019-10-17 04:43:19.000000+00:00\", \"2019-12-19 19:26:11.000000+00:00\", \"2019-05-08 05:13:29.000000+00:00\"], \"session_ids\": [\"06e1b088-dc5c-4866-9f60-c731fe826c08\", \"6f0d5969-79cc-4f67-bd1c-d2c4f000f1bb\", \"8f59db7c-a532-4d59-a681-3252f321c7aa\", \"d242ddc7-b455-4c19-b7d3-356086ba7423\", \"71a07a6a-7873-43c5-86d0-7848b9945ee3\", \"39033049-6091-4992-80cb-3c6a793b8040\"], \"total_duration\": 1820.0, \"total_sessions\": 6, \"mean_week_duration\": 9.733}}]\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[{\"19324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-20 04:05:42.000000+00:00\", \"2022-07-24 06:30:14.000000+00:00\"], \"session_ids\": [\"fe1d4a11-ee37-4e79-bd49-6c714e850bf1\", \"8683aede-17f5-4dd1-a503-6858f7e88d2c\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.687}}]\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[{\"19324\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-20 04:05:42.000000+00:00\", \"2022-07-24 06:30:14.000000+00:00\"], \"session_ids\": [\"fe1d4a11-ee37-4e79-bd49-6c714e850bf1\", \"8683aede-17f5-4dd1-a503-6858f7e88d2c\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.687}}]\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 8 users with a total duration amount that is <= 1575 , moreover do sorting by sessions summation in asc order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"65407\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-22 05:26:24.000000+00:00\", \"2023-02-10 02:45:06.000000+00:00\"], \"session_ids\": [\"cffd8014-422a-4275-81d4-71b056e9f2f3\", \"3cfea7b4-9ca7-473f-b84f-d51f3d39146a\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}, \"48107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-27 22:01:41.000000+00:00\", \"2019-08-19 02:38:39.000000+00:00\"], \"session_ids\": [\"6ac88ddb-e067-405c-b5fe-eec2339a1f8c\", \"6dce12e8-a3de-459f-865b-d075cc8af8a2\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}, \"92482\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-21 08:31:54.000000+00:00\", \"2020-10-09 17:26:40.000000+00:00\"], \"session_ids\": [\"c186d9d8-eedd-492c-84a5-186145187389\", \"37c6c15a-17fc-40c7-8790-cd6c371b06a8\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 20.267}, \"37869\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-09-26 23:36:21.000000+00:00\", \"2021-01-24 12:23:15.000000+00:00\", \"2019-09-22 02:32:19.000000+00:00\"], \"session_ids\": [\"f70d94dd-d0c8-478e-998b-e63a633f47e7\", \"c149cbd4-7357-4614-b541-0fd43852b290\", \"f0c8580f-0aac-4f01-9c1a-e20b627aaad2\"], \"total_duration\": 1001.0, \"total_sessions\": 3, \"mean_week_duration\": 6.335}, \"21956\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-09-09 23:36:14.000000+00:00\", \"2022-12-26 17:45:12.000000+00:00\", \"2019-03-13 04:21:48.000000+00:00\", \"2020-12-01 01:21:32.000000+00:00\"], \"session_ids\": [\"789f6db8-3738-41d6-80fd-e243e4157277\", \"978e4bbb-23e4-45ac-a02c-d74505f8d74e\", \"70db8652-2fbe-4f5e-8421-3e7702280f6a\", \"3705ffd9-b02a-4b2a-a7d1-d93d0a3a47ab\"], \"total_duration\": 609.0, \"total_sessions\": 4, \"mean_week_duration\": 3.076}, \"16135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-18 17:54:14.000000+00:00\", \"2020-12-11 20:05:15.000000+00:00\"], \"session_ids\": [\"f019bc3f-6010-49bd-9cb5-70c8e274220f\", \"9b0f6387-41a9-4b50-a0c3-b7f02fe3bd63\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 7.885}, \"2001\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-02 07:06:45.000000+00:00\", \"2021-10-05 20:28:15.000000+00:00\"], \"session_ids\": [\"10c59d31-e883-4a55-84ed-28764c9ffe14\", \"682ca9e0-57e2-409a-a2ad-450657804700\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 3.29}, \"74447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-20 21:35:16.000000+00:00\", \"2022-11-16 15:29:12.000000+00:00\"], \"session_ids\": [\"3c5facb5-5edb-479f-ae7c-debecc9667e4\", \"a7e684d2-67a6-4d24-955a-32dc02c881ca\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 1.109}, \"83925\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-12 14:58:10.000000+00:00\", \"2022-07-03 16:07:14.000000+00:00\"], \"session_ids\": [\"f11b3f54-d9db-4d75-9276-a62170ed46fa\", \"60796220-d411-4805-bf62-40645c09f6f3\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.517}, \"44861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-19 04:40:26.000000+00:00\", \"2020-07-31 07:22:06.000000+00:00\", \"2022-06-17 07:33:01.000000+00:00\", \"2020-07-13 23:16:10.000000+00:00\", \"2023-02-14 07:35:09.000000+00:00\", \"2023-03-24 23:48:25.000000+00:00\", \"2019-08-03 20:08:14.000000+00:00\", \"2022-09-26 09:55:30.000000+00:00\", \"2020-04-09 22:35:34.000000+00:00\", \"2023-06-29 15:59:58.000000+00:00\", \"2021-06-23 17:26:04.000000+00:00\"], \"session_ids\": [\"016d6194-531f-4570-89f7-bb205b3a0b3b\", \"7b62c922-391f-4bf2-9e91-df692db42874\", \"3ad4c6d2-0a49-473d-9501-a8bc2ed57f80\", \"3a4218e8-b014-4a81-8834-53c6049889e0\", \"7d7e8958-0466-48b7-a083-2101bcc14858\", \"bb66377c-7ca9-4f5d-a6c5-d8ad327db2be\", \"319f47e6-1e73-4db5-bb1f-cada01f4808a\", \"35fa0ac3-f608-450b-a9cf-6c11f1541267\", \"10f6766e-3efa-43fb-b771-bf71e184d6aa\", \"e371800a-2f4b-469a-88a3-b58e8c144cbd\", \"861ae9eb-1fd1-4b14-8a20-9ce42a0925f2\"], \"total_duration\": 136.0, \"total_sessions\": 11, \"mean_week_duration\": 0.667}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1575"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[1575, 2956]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"65407\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-22 05:26:24.000000+00:00\", \"2023-02-10 02:45:06.000000+00:00\"], \"session_ids\": [\"cffd8014-422a-4275-81d4-71b056e9f2f3\", \"3cfea7b4-9ca7-473f-b84f-d51f3d39146a\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}, \"48107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-27 22:01:41.000000+00:00\", \"2019-08-19 02:38:39.000000+00:00\"], \"session_ids\": [\"6ac88ddb-e067-405c-b5fe-eec2339a1f8c\", \"6dce12e8-a3de-459f-865b-d075cc8af8a2\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}, \"92482\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-21 08:31:54.000000+00:00\", \"2020-10-09 17:26:40.000000+00:00\"], \"session_ids\": [\"c186d9d8-eedd-492c-84a5-186145187389\", \"37c6c15a-17fc-40c7-8790-cd6c371b06a8\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 20.267}, \"37869\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-09-26 23:36:21.000000+00:00\", \"2021-01-24 12:23:15.000000+00:00\", \"2019-09-22 02:32:19.000000+00:00\"], \"session_ids\": [\"f70d94dd-d0c8-478e-998b-e63a633f47e7\", \"c149cbd4-7357-4614-b541-0fd43852b290\", \"f0c8580f-0aac-4f01-9c1a-e20b627aaad2\"], \"total_duration\": 1001.0, \"total_sessions\": 3, \"mean_week_duration\": 6.335}, \"21956\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-09-09 23:36:14.000000+00:00\", \"2022-12-26 17:45:12.000000+00:00\", \"2019-03-13 04:21:48.000000+00:00\", \"2020-12-01 01:21:32.000000+00:00\"], \"session_ids\": [\"789f6db8-3738-41d6-80fd-e243e4157277\", \"978e4bbb-23e4-45ac-a02c-d74505f8d74e\", \"70db8652-2fbe-4f5e-8421-3e7702280f6a\", \"3705ffd9-b02a-4b2a-a7d1-d93d0a3a47ab\"], \"total_duration\": 609.0, \"total_sessions\": 4, \"mean_week_duration\": 3.076}, \"16135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-18 17:54:14.000000+00:00\", \"2020-12-11 20:05:15.000000+00:00\"], \"session_ids\": [\"f019bc3f-6010-49bd-9cb5-70c8e274220f\", \"9b0f6387-41a9-4b50-a0c3-b7f02fe3bd63\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 7.885}, \"2001\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-02 07:06:45.000000+00:00\", \"2021-10-05 20:28:15.000000+00:00\"], \"session_ids\": [\"10c59d31-e883-4a55-84ed-28764c9ffe14\", \"682ca9e0-57e2-409a-a2ad-450657804700\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 3.29}, \"74447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-20 21:35:16.000000+00:00\", \"2022-11-16 15:29:12.000000+00:00\"], \"session_ids\": [\"3c5facb5-5edb-479f-ae7c-debecc9667e4\", \"a7e684d2-67a6-4d24-955a-32dc02c881ca\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 1.109}, \"83925\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-12 14:58:10.000000+00:00\", \"2022-07-03 16:07:14.000000+00:00\"], \"session_ids\": [\"f11b3f54-d9db-4d75-9276-a62170ed46fa\", \"60796220-d411-4805-bf62-40645c09f6f3\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.517}, \"44861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-19 04:40:26.000000+00:00\", \"2020-07-31 07:22:06.000000+00:00\", \"2022-06-17 07:33:01.000000+00:00\", \"2020-07-13 23:16:10.000000+00:00\", \"2023-02-14 07:35:09.000000+00:00\", \"2023-03-24 23:48:25.000000+00:00\", \"2019-08-03 20:08:14.000000+00:00\", \"2022-09-26 09:55:30.000000+00:00\", \"2020-04-09 22:35:34.000000+00:00\", \"2023-06-29 15:59:58.000000+00:00\", \"2021-06-23 17:26:04.000000+00:00\"], \"session_ids\": [\"016d6194-531f-4570-89f7-bb205b3a0b3b\", \"7b62c922-391f-4bf2-9e91-df692db42874\", \"3ad4c6d2-0a49-473d-9501-a8bc2ed57f80\", \"3a4218e8-b014-4a81-8834-53c6049889e0\", \"7d7e8958-0466-48b7-a083-2101bcc14858\", \"bb66377c-7ca9-4f5d-a6c5-d8ad327db2be\", \"319f47e6-1e73-4db5-bb1f-cada01f4808a\", \"35fa0ac3-f608-450b-a9cf-6c11f1541267\", \"10f6766e-3efa-43fb-b771-bf71e184d6aa\", \"e371800a-2f4b-469a-88a3-b58e8c144cbd\", \"861ae9eb-1fd1-4b14-8a20-9ce42a0925f2\"], \"total_duration\": 136.0, \"total_sessions\": 11, \"mean_week_duration\": 0.667}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65407\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-22 05:26:24.000000+00:00\", \"2023-02-10 02:45:06.000000+00:00\"], \"session_ids\": [\"cffd8014-422a-4275-81d4-71b056e9f2f3\", \"3cfea7b4-9ca7-473f-b84f-d51f3d39146a\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}}, {\"48107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-27 22:01:41.000000+00:00\", \"2019-08-19 02:38:39.000000+00:00\"], \"session_ids\": [\"6ac88ddb-e067-405c-b5fe-eec2339a1f8c\", \"6dce12e8-a3de-459f-865b-d075cc8af8a2\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"92482\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-21 08:31:54.000000+00:00\", \"2020-10-09 17:26:40.000000+00:00\"], \"session_ids\": [\"c186d9d8-eedd-492c-84a5-186145187389\", \"37c6c15a-17fc-40c7-8790-cd6c371b06a8\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 20.267}}, {\"16135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-18 17:54:14.000000+00:00\", \"2020-12-11 20:05:15.000000+00:00\"], \"session_ids\": [\"f019bc3f-6010-49bd-9cb5-70c8e274220f\", \"9b0f6387-41a9-4b50-a0c3-b7f02fe3bd63\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 7.885}}, {\"2001\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-02 07:06:45.000000+00:00\", \"2021-10-05 20:28:15.000000+00:00\"], \"session_ids\": [\"10c59d31-e883-4a55-84ed-28764c9ffe14\", \"682ca9e0-57e2-409a-a2ad-450657804700\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 3.29}}, {\"74447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-20 21:35:16.000000+00:00\", \"2022-11-16 15:29:12.000000+00:00\"], \"session_ids\": [\"3c5facb5-5edb-479f-ae7c-debecc9667e4\", \"a7e684d2-67a6-4d24-955a-32dc02c881ca\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 1.109}}, {\"83925\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-12 14:58:10.000000+00:00\", \"2022-07-03 16:07:14.000000+00:00\"], \"session_ids\": [\"f11b3f54-d9db-4d75-9276-a62170ed46fa\", \"60796220-d411-4805-bf62-40645c09f6f3\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.517}}, {\"37869\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-09-26 23:36:21.000000+00:00\", \"2021-01-24 12:23:15.000000+00:00\", \"2019-09-22 02:32:19.000000+00:00\"], \"session_ids\": [\"f70d94dd-d0c8-478e-998b-e63a633f47e7\", \"c149cbd4-7357-4614-b541-0fd43852b290\", \"f0c8580f-0aac-4f01-9c1a-e20b627aaad2\"], \"total_duration\": 1001.0, \"total_sessions\": 3, \"mean_week_duration\": 6.335}}, {\"21956\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-09-09 23:36:14.000000+00:00\", \"2022-12-26 17:45:12.000000+00:00\", \"2019-03-13 04:21:48.000000+00:00\", \"2020-12-01 01:21:32.000000+00:00\"], \"session_ids\": [\"789f6db8-3738-41d6-80fd-e243e4157277\", \"978e4bbb-23e4-45ac-a02c-d74505f8d74e\", \"70db8652-2fbe-4f5e-8421-3e7702280f6a\", \"3705ffd9-b02a-4b2a-a7d1-d93d0a3a47ab\"], \"total_duration\": 609.0, \"total_sessions\": 4, \"mean_week_duration\": 3.076}}, {\"44861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-19 04:40:26.000000+00:00\", \"2020-07-31 07:22:06.000000+00:00\", \"2022-06-17 07:33:01.000000+00:00\", \"2020-07-13 23:16:10.000000+00:00\", \"2023-02-14 07:35:09.000000+00:00\", \"2023-03-24 23:48:25.000000+00:00\", \"2019-08-03 20:08:14.000000+00:00\", \"2022-09-26 09:55:30.000000+00:00\", \"2020-04-09 22:35:34.000000+00:00\", \"2023-06-29 15:59:58.000000+00:00\", \"2021-06-23 17:26:04.000000+00:00\"], \"session_ids\": [\"016d6194-531f-4570-89f7-bb205b3a0b3b\", \"7b62c922-391f-4bf2-9e91-df692db42874\", \"3ad4c6d2-0a49-473d-9501-a8bc2ed57f80\", \"3a4218e8-b014-4a81-8834-53c6049889e0\", \"7d7e8958-0466-48b7-a083-2101bcc14858\", \"bb66377c-7ca9-4f5d-a6c5-d8ad327db2be\", \"319f47e6-1e73-4db5-bb1f-cada01f4808a\", \"35fa0ac3-f608-450b-a9cf-6c11f1541267\", \"10f6766e-3efa-43fb-b771-bf71e184d6aa\", \"e371800a-2f4b-469a-88a3-b58e8c144cbd\", \"861ae9eb-1fd1-4b14-8a20-9ce42a0925f2\"], \"total_duration\": 136.0, \"total_sessions\": 11, \"mean_week_duration\": 0.667}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 8 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65407\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-22 05:26:24.000000+00:00\", \"2023-02-10 02:45:06.000000+00:00\"], \"session_ids\": [\"cffd8014-422a-4275-81d4-71b056e9f2f3\", \"3cfea7b4-9ca7-473f-b84f-d51f3d39146a\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}}, {\"48107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-27 22:01:41.000000+00:00\", \"2019-08-19 02:38:39.000000+00:00\"], \"session_ids\": [\"6ac88ddb-e067-405c-b5fe-eec2339a1f8c\", \"6dce12e8-a3de-459f-865b-d075cc8af8a2\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"92482\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-21 08:31:54.000000+00:00\", \"2020-10-09 17:26:40.000000+00:00\"], \"session_ids\": [\"c186d9d8-eedd-492c-84a5-186145187389\", \"37c6c15a-17fc-40c7-8790-cd6c371b06a8\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 20.267}}, {\"16135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-18 17:54:14.000000+00:00\", \"2020-12-11 20:05:15.000000+00:00\"], \"session_ids\": [\"f019bc3f-6010-49bd-9cb5-70c8e274220f\", \"9b0f6387-41a9-4b50-a0c3-b7f02fe3bd63\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 7.885}}, {\"2001\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-02 07:06:45.000000+00:00\", \"2021-10-05 20:28:15.000000+00:00\"], \"session_ids\": [\"10c59d31-e883-4a55-84ed-28764c9ffe14\", \"682ca9e0-57e2-409a-a2ad-450657804700\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 3.29}}, {\"74447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-20 21:35:16.000000+00:00\", \"2022-11-16 15:29:12.000000+00:00\"], \"session_ids\": [\"3c5facb5-5edb-479f-ae7c-debecc9667e4\", \"a7e684d2-67a6-4d24-955a-32dc02c881ca\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 1.109}}, {\"83925\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-12 14:58:10.000000+00:00\", \"2022-07-03 16:07:14.000000+00:00\"], \"session_ids\": [\"f11b3f54-d9db-4d75-9276-a62170ed46fa\", \"60796220-d411-4805-bf62-40645c09f6f3\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.517}}, {\"37869\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-09-26 23:36:21.000000+00:00\", \"2021-01-24 12:23:15.000000+00:00\", \"2019-09-22 02:32:19.000000+00:00\"], \"session_ids\": [\"f70d94dd-d0c8-478e-998b-e63a633f47e7\", \"c149cbd4-7357-4614-b541-0fd43852b290\", \"f0c8580f-0aac-4f01-9c1a-e20b627aaad2\"], \"total_duration\": 1001.0, \"total_sessions\": 3, \"mean_week_duration\": 6.335}}]\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[{\"65407\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-22 05:26:24.000000+00:00\", \"2023-02-10 02:45:06.000000+00:00\"], \"session_ids\": [\"cffd8014-422a-4275-81d4-71b056e9f2f3\", \"3cfea7b4-9ca7-473f-b84f-d51f3d39146a\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}}, {\"48107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-27 22:01:41.000000+00:00\", \"2019-08-19 02:38:39.000000+00:00\"], \"session_ids\": [\"6ac88ddb-e067-405c-b5fe-eec2339a1f8c\", \"6dce12e8-a3de-459f-865b-d075cc8af8a2\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"92482\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-21 08:31:54.000000+00:00\", \"2020-10-09 17:26:40.000000+00:00\"], \"session_ids\": [\"c186d9d8-eedd-492c-84a5-186145187389\", \"37c6c15a-17fc-40c7-8790-cd6c371b06a8\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 20.267}}, {\"16135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-18 17:54:14.000000+00:00\", \"2020-12-11 20:05:15.000000+00:00\"], \"session_ids\": [\"f019bc3f-6010-49bd-9cb5-70c8e274220f\", \"9b0f6387-41a9-4b50-a0c3-b7f02fe3bd63\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 7.885}}, {\"2001\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-02 07:06:45.000000+00:00\", \"2021-10-05 20:28:15.000000+00:00\"], \"session_ids\": [\"10c59d31-e883-4a55-84ed-28764c9ffe14\", \"682ca9e0-57e2-409a-a2ad-450657804700\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 3.29}}, {\"74447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-20 21:35:16.000000+00:00\", \"2022-11-16 15:29:12.000000+00:00\"], \"session_ids\": [\"3c5facb5-5edb-479f-ae7c-debecc9667e4\", \"a7e684d2-67a6-4d24-955a-32dc02c881ca\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 1.109}}, {\"83925\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-12 14:58:10.000000+00:00\", \"2022-07-03 16:07:14.000000+00:00\"], \"session_ids\": [\"f11b3f54-d9db-4d75-9276-a62170ed46fa\", \"60796220-d411-4805-bf62-40645c09f6f3\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.517}}, {\"37869\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-09-26 23:36:21.000000+00:00\", \"2021-01-24 12:23:15.000000+00:00\", \"2019-09-22 02:32:19.000000+00:00\"], \"session_ids\": [\"f70d94dd-d0c8-478e-998b-e63a633f47e7\", \"c149cbd4-7357-4614-b541-0fd43852b290\", \"f0c8580f-0aac-4f01-9c1a-e20b627aaad2\"], \"total_duration\": 1001.0, \"total_sessions\": 3, \"mean_week_duration\": 6.335}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display to me 2 users pieces of information whose cities are not Lima, Copenhagen, Warsaw, Johannesburg, Singapore City, Quito in addition put to use sorting by total duration amount 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{\"55154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-03 15:01:32.000000+00:00\", \"2021-10-22 22:55:43.000000+00:00\"], \"session_ids\": [\"e61fe5eb-92ee-478d-a5d6-8929f81e491e\", \"2ef9904a-6a36-4d96-8d32-413377c8ddb1\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 6.382}, \"27235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-06 03:26:05.000000+00:00\", \"2023-03-31 20:47:00.000000+00:00\", \"2022-05-08 05:38:17.000000+00:00\", \"2020-03-16 12:14:43.000000+00:00\", \"2019-03-31 18:46:51.000000+00:00\"], \"session_ids\": [\"3406c830-ad35-4a7f-8c23-7df885faf32b\", \"5e96cbbe-dcf0-4272-af5b-54eeec27b7bb\", \"d7a0d435-5ae0-4fd4-a5e3-e650e0427d27\", \"2164a712-cf8e-4bf9-adb4-d84666d0789c\", \"ef8e682e-4594-4d20-8d61-fcfa1eb09d96\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.421}, \"68617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-03 05:42:25.000000+00:00\", \"2020-09-05 14:33:35.000000+00:00\", \"2020-02-08 20:42:23.000000+00:00\", \"2023-04-23 21:03:54.000000+00:00\", \"2019-07-10 01:15:57.000000+00:00\"], \"session_ids\": [\"244eea1b-2094-4503-9c63-6eeedf4646c0\", \"6fa33f03-9366-4581-b2cd-00773812b77b\", \"a821dc8d-7905-4847-9fba-58d3d98d81ea\", \"ef1e4117-ffec-4bb1-82cf-2f7bf962404c\", \"8f9aac92-5ef2-45d1-ba42-953710536f4e\"], \"total_duration\": 214.0, \"total_sessions\": 5, \"mean_week_duration\": 1.081}, \"76227\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-03 20:26:47.000000+00:00\", \"2020-11-02 17:58:33.000000+00:00\", \"2023-06-07 05:04:23.000000+00:00\"], \"session_ids\": [\"5bd65c65-6d35-4a0b-978f-acf13e096656\", \"af95c55f-e08c-4eeb-854a-9da753254ff7\", \"1e723b48-0c1e-4485-99af-e9ff799c4c66\"], \"total_duration\": 366.0, \"total_sessions\": 3, \"mean_week_duration\": 2.691}, \"92428\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-14 06:12:25.000000+00:00\", \"2022-08-30 15:41:09.000000+00:00\", \"2022-12-22 13:40:25.000000+00:00\", \"2022-02-26 13:42:56.000000+00:00\", \"2020-05-21 08:00:26.000000+00:00\", \"2023-04-25 16:55:49.000000+00:00\", \"2023-06-30 01:11:30.000000+00:00\", \"2020-06-29 18:06:25.000000+00:00\"], \"session_ids\": [\"e443f08d-9ac3-4816-aa8b-391a616834e4\", \"2efa3e40-7785-4005-82c0-370c881a4a9e\", \"04359806-bb0e-4383-9a1b-4de25ca2ced3\", \"43cc3f12-14af-4ef3-8cf0-2070d4abde1d\", \"2518be61-16c5-4a14-9c6a-d1e4d4a055ea\", \"4528730c-3330-4fcc-b02c-a46d7fb1cc28\", \"5cc216b9-0ce3-4ab4-bba9-d373ca614bf8\", \"0f597300-d61f-4c17-b872-467dc28a3589\"], \"total_duration\": 5388.0, \"total_sessions\": 8, \"mean_week_duration\": 29.768}, \"12671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-24 19:13:02.000000+00:00\", \"2019-11-26 04:45:53.000000+00:00\", \"2023-05-11 22:56:01.000000+00:00\", \"2020-08-27 22:58:13.000000+00:00\", \"2021-02-23 21:16:54.000000+00:00\", \"2019-02-23 19:32:39.000000+00:00\", \"2019-12-06 16:23:18.000000+00:00\", \"2022-05-02 03:29:36.000000+00:00\"], \"session_ids\": [\"50ffe326-8cd4-40bc-95bc-2b5002b0fd83\", \"a057f8bf-2e82-46bc-bf58-1df5eeb1f578\", \"015be768-247c-474f-8ca3-2cc3cb3e5589\", \"5167d0fc-79ba-48a7-a4fc-a32a740687e9\", \"2201fb7c-17f2-4d19-82c6-dab3c2d07c1d\", \"700d4b4e-39a1-483c-9652-fec11bdd42b1\", \"7f24332d-9335-4dba-aa8f-10ac01264e1c\", \"274a6fc4-5436-472c-be34-7ced171f4d21\"], \"total_duration\": 10865.0, \"total_sessions\": 8, \"mean_week_duration\": 49.386}, \"34140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-03 08:26:53.000000+00:00\", \"2021-06-09 04:51:18.000000+00:00\"], \"session_ids\": [\"014ab629-5570-4c06-a563-667c7c08f965\", \"d0389baa-e058-40e0-bcbc-1a4fd6467563\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 4.786}, \"68606\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-05-13 08:34:17.000000+00:00\", \"2019-05-25 17:18:04.000000+00:00\", \"2022-06-09 01:37:52.000000+00:00\", \"2019-10-09 23:09:28.000000+00:00\", \"2023-04-12 21:55:30.000000+00:00\", \"2022-09-10 09:10:41.000000+00:00\"], \"session_ids\": [\"f5be690c-8790-47ba-92f0-2a319cfc6342\", \"ce54be93-45f2-4697-8c3e-6d7071e19a4e\", \"b515c396-8ce0-4f98-80d5-c1ee3e21b3f3\", \"c21be2ac-4da8-496c-9f2e-6d360988f1a5\", \"b0895e83-c938-4c0f-8dd7-d8386f5c3f75\", \"83af61c0-0877-4b84-b013-be144a20bf3c\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.369}, \"3901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-30 20:16:29.000000+00:00\", \"2023-02-08 21:13:57.000000+00:00\"], \"session_ids\": [\"da05f0fb-2061-4989-9c77-2e03e00d543f\", \"959b864b-61b4-466c-84fd-acaacf445de2\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 9.439}, \"92355\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-03-27 02:35:48.000000+00:00\", \"2019-05-09 01:07:19.000000+00:00\", \"2020-03-29 14:57:28.000000+00:00\", \"2022-11-12 05:31:25.000000+00:00\", \"2023-05-28 04:32:50.000000+00:00\", \"2022-05-02 03:36:56.000000+00:00\"], \"session_ids\": [\"9a05fc05-5302-4999-ade9-039de9f76855\", \"6a57683d-dcda-4b6d-8647-9ea229f44e81\", \"710ab4fe-ac8c-45bc-bca0-6bb16a3937ef\", \"992309e0-8820-4b98-876f-85bba45e39e0\", \"d8a1c76b-cb65-4a8d-8547-c3edd4641ad4\", \"7615e670-84a3-4d89-b043-57639aa13aa4\"], \"total_duration\": 886.0, \"total_sessions\": 6, \"mean_week_duration\": 4.179}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Lima, Copenhagen, Warsaw, Johannesburg, Singapore City, Quito"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Lima\", \"Copenhagen\", \"Warsaw\", \"Johannesburg\", \"Singapore City\", \"Quito\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"55154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-03 15:01:32.000000+00:00\", \"2021-10-22 22:55:43.000000+00:00\"], \"session_ids\": [\"e61fe5eb-92ee-478d-a5d6-8929f81e491e\", \"2ef9904a-6a36-4d96-8d32-413377c8ddb1\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 6.382}, \"27235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-06 03:26:05.000000+00:00\", \"2023-03-31 20:47:00.000000+00:00\", \"2022-05-08 05:38:17.000000+00:00\", \"2020-03-16 12:14:43.000000+00:00\", \"2019-03-31 18:46:51.000000+00:00\"], \"session_ids\": [\"3406c830-ad35-4a7f-8c23-7df885faf32b\", \"5e96cbbe-dcf0-4272-af5b-54eeec27b7bb\", \"d7a0d435-5ae0-4fd4-a5e3-e650e0427d27\", \"2164a712-cf8e-4bf9-adb4-d84666d0789c\", \"ef8e682e-4594-4d20-8d61-fcfa1eb09d96\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.421}, \"76227\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-03 20:26:47.000000+00:00\", \"2020-11-02 17:58:33.000000+00:00\", \"2023-06-07 05:04:23.000000+00:00\"], \"session_ids\": [\"5bd65c65-6d35-4a0b-978f-acf13e096656\", \"af95c55f-e08c-4eeb-854a-9da753254ff7\", \"1e723b48-0c1e-4485-99af-e9ff799c4c66\"], \"total_duration\": 366.0, \"total_sessions\": 3, \"mean_week_duration\": 2.691}, \"12671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-24 19:13:02.000000+00:00\", \"2019-11-26 04:45:53.000000+00:00\", \"2023-05-11 22:56:01.000000+00:00\", \"2020-08-27 22:58:13.000000+00:00\", \"2021-02-23 21:16:54.000000+00:00\", \"2019-02-23 19:32:39.000000+00:00\", \"2019-12-06 16:23:18.000000+00:00\", \"2022-05-02 03:29:36.000000+00:00\"], \"session_ids\": [\"50ffe326-8cd4-40bc-95bc-2b5002b0fd83\", \"a057f8bf-2e82-46bc-bf58-1df5eeb1f578\", \"015be768-247c-474f-8ca3-2cc3cb3e5589\", \"5167d0fc-79ba-48a7-a4fc-a32a740687e9\", \"2201fb7c-17f2-4d19-82c6-dab3c2d07c1d\", \"700d4b4e-39a1-483c-9652-fec11bdd42b1\", \"7f24332d-9335-4dba-aa8f-10ac01264e1c\", \"274a6fc4-5436-472c-be34-7ced171f4d21\"], \"total_duration\": 10865.0, \"total_sessions\": 8, \"mean_week_duration\": 49.386}, \"34140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-03 08:26:53.000000+00:00\", \"2021-06-09 04:51:18.000000+00:00\"], \"session_ids\": [\"014ab629-5570-4c06-a563-667c7c08f965\", \"d0389baa-e058-40e0-bcbc-1a4fd6467563\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 4.786}, \"68606\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-05-13 08:34:17.000000+00:00\", \"2019-05-25 17:18:04.000000+00:00\", \"2022-06-09 01:37:52.000000+00:00\", \"2019-10-09 23:09:28.000000+00:00\", \"2023-04-12 21:55:30.000000+00:00\", \"2022-09-10 09:10:41.000000+00:00\"], \"session_ids\": [\"f5be690c-8790-47ba-92f0-2a319cfc6342\", \"ce54be93-45f2-4697-8c3e-6d7071e19a4e\", \"b515c396-8ce0-4f98-80d5-c1ee3e21b3f3\", \"c21be2ac-4da8-496c-9f2e-6d360988f1a5\", \"b0895e83-c938-4c0f-8dd7-d8386f5c3f75\", \"83af61c0-0877-4b84-b013-be144a20bf3c\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.369}, \"3901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-30 20:16:29.000000+00:00\", \"2023-02-08 21:13:57.000000+00:00\"], \"session_ids\": [\"da05f0fb-2061-4989-9c77-2e03e00d543f\", \"959b864b-61b4-466c-84fd-acaacf445de2\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 9.439}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"12671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-24 19:13:02.000000+00:00\", \"2019-11-26 04:45:53.000000+00:00\", \"2023-05-11 22:56:01.000000+00:00\", \"2020-08-27 22:58:13.000000+00:00\", \"2021-02-23 21:16:54.000000+00:00\", \"2019-02-23 19:32:39.000000+00:00\", \"2019-12-06 16:23:18.000000+00:00\", \"2022-05-02 03:29:36.000000+00:00\"], \"session_ids\": [\"50ffe326-8cd4-40bc-95bc-2b5002b0fd83\", \"a057f8bf-2e82-46bc-bf58-1df5eeb1f578\", \"015be768-247c-474f-8ca3-2cc3cb3e5589\", \"5167d0fc-79ba-48a7-a4fc-a32a740687e9\", \"2201fb7c-17f2-4d19-82c6-dab3c2d07c1d\", \"700d4b4e-39a1-483c-9652-fec11bdd42b1\", \"7f24332d-9335-4dba-aa8f-10ac01264e1c\", \"274a6fc4-5436-472c-be34-7ced171f4d21\"], \"total_duration\": 10865.0, \"total_sessions\": 8, \"mean_week_duration\": 49.386}}, {\"3901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-30 20:16:29.000000+00:00\", \"2023-02-08 21:13:57.000000+00:00\"], \"session_ids\": [\"da05f0fb-2061-4989-9c77-2e03e00d543f\", \"959b864b-61b4-466c-84fd-acaacf445de2\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 9.439}}, {\"76227\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-03 20:26:47.000000+00:00\", \"2020-11-02 17:58:33.000000+00:00\", \"2023-06-07 05:04:23.000000+00:00\"], \"session_ids\": [\"5bd65c65-6d35-4a0b-978f-acf13e096656\", \"af95c55f-e08c-4eeb-854a-9da753254ff7\", \"1e723b48-0c1e-4485-99af-e9ff799c4c66\"], \"total_duration\": 366.0, \"total_sessions\": 3, \"mean_week_duration\": 2.691}}, {\"34140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-03 08:26:53.000000+00:00\", \"2021-06-09 04:51:18.000000+00:00\"], \"session_ids\": [\"014ab629-5570-4c06-a563-667c7c08f965\", \"d0389baa-e058-40e0-bcbc-1a4fd6467563\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 4.786}}, {\"55154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-03 15:01:32.000000+00:00\", \"2021-10-22 22:55:43.000000+00:00\"], \"session_ids\": [\"e61fe5eb-92ee-478d-a5d6-8929f81e491e\", \"2ef9904a-6a36-4d96-8d32-413377c8ddb1\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 6.382}}, {\"27235\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-06 03:26:05.000000+00:00\", \"2023-03-31 20:47:00.000000+00:00\", \"2022-05-08 05:38:17.000000+00:00\", \"2020-03-16 12:14:43.000000+00:00\", \"2019-03-31 18:46:51.000000+00:00\"], \"session_ids\": [\"3406c830-ad35-4a7f-8c23-7df885faf32b\", \"5e96cbbe-dcf0-4272-af5b-54eeec27b7bb\", \"d7a0d435-5ae0-4fd4-a5e3-e650e0427d27\", \"2164a712-cf8e-4bf9-adb4-d84666d0789c\", \"ef8e682e-4594-4d20-8d61-fcfa1eb09d96\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.421}}, {\"68606\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-05-13 08:34:17.000000+00:00\", \"2019-05-25 17:18:04.000000+00:00\", \"2022-06-09 01:37:52.000000+00:00\", \"2019-10-09 23:09:28.000000+00:00\", \"2023-04-12 21:55:30.000000+00:00\", \"2022-09-10 09:10:41.000000+00:00\"], \"session_ids\": [\"f5be690c-8790-47ba-92f0-2a319cfc6342\", \"ce54be93-45f2-4697-8c3e-6d7071e19a4e\", \"b515c396-8ce0-4f98-80d5-c1ee3e21b3f3\", \"c21be2ac-4da8-496c-9f2e-6d360988f1a5\", \"b0895e83-c938-4c0f-8dd7-d8386f5c3f75\", \"83af61c0-0877-4b84-b013-be144a20bf3c\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.369}}]\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[{\"12671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-24 19:13:02.000000+00:00\", \"2019-11-26 04:45:53.000000+00:00\", \"2023-05-11 22:56:01.000000+00:00\", \"2020-08-27 22:58:13.000000+00:00\", \"2021-02-23 21:16:54.000000+00:00\", \"2019-02-23 19:32:39.000000+00:00\", \"2019-12-06 16:23:18.000000+00:00\", \"2022-05-02 03:29:36.000000+00:00\"], \"session_ids\": [\"50ffe326-8cd4-40bc-95bc-2b5002b0fd83\", \"a057f8bf-2e82-46bc-bf58-1df5eeb1f578\", \"015be768-247c-474f-8ca3-2cc3cb3e5589\", \"5167d0fc-79ba-48a7-a4fc-a32a740687e9\", \"2201fb7c-17f2-4d19-82c6-dab3c2d07c1d\", \"700d4b4e-39a1-483c-9652-fec11bdd42b1\", \"7f24332d-9335-4dba-aa8f-10ac01264e1c\", \"274a6fc4-5436-472c-be34-7ced171f4d21\"], \"total_duration\": 10865.0, \"total_sessions\": 8, \"mean_week_duration\": 49.386}}, {\"3901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-30 20:16:29.000000+00:00\", \"2023-02-08 21:13:57.000000+00:00\"], \"session_ids\": [\"da05f0fb-2061-4989-9c77-2e03e00d543f\", \"959b864b-61b4-466c-84fd-acaacf445de2\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 9.439}}]\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[{\"12671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-24 19:13:02.000000+00:00\", \"2019-11-26 04:45:53.000000+00:00\", \"2023-05-11 22:56:01.000000+00:00\", \"2020-08-27 22:58:13.000000+00:00\", \"2021-02-23 21:16:54.000000+00:00\", \"2019-02-23 19:32:39.000000+00:00\", \"2019-12-06 16:23:18.000000+00:00\", \"2022-05-02 03:29:36.000000+00:00\"], \"session_ids\": [\"50ffe326-8cd4-40bc-95bc-2b5002b0fd83\", \"a057f8bf-2e82-46bc-bf58-1df5eeb1f578\", \"015be768-247c-474f-8ca3-2cc3cb3e5589\", \"5167d0fc-79ba-48a7-a4fc-a32a740687e9\", \"2201fb7c-17f2-4d19-82c6-dab3c2d07c1d\", \"700d4b4e-39a1-483c-9652-fec11bdd42b1\", \"7f24332d-9335-4dba-aa8f-10ac01264e1c\", \"274a6fc4-5436-472c-be34-7ced171f4d21\"], \"total_duration\": 10865.0, \"total_sessions\": 8, \"mean_week_duration\": 49.386}}, {\"3901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-30 20:16:29.000000+00:00\", \"2023-02-08 21:13:57.000000+00:00\"], \"session_ids\": [\"da05f0fb-2061-4989-9c77-2e03e00d543f\", \"959b864b-61b4-466c-84fd-acaacf445de2\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 9.439}}]\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 who have total duration strictly smaller than 83 , moreover carry out sorting by overall quantity of sessions in asc order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"29177\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-13 05:11:59.000000+00:00\", \"2020-07-16 06:42:57.000000+00:00\"], \"session_ids\": [\"8c13da5c-aecb-49ef-828c-ade5d4e8d44f\", \"db12ab49-79e7-4298-a7c6-d6d8624aaf34\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.192}, \"36640\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-31 19:19:45.000000+00:00\", \"2019-02-24 06:51:56.000000+00:00\"], \"session_ids\": [\"fce2f9a7-ead7-432f-b2b2-5f214dfec605\", \"50f63363-9cbb-4b42-ac8b-e5c90f35195d\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 2.682}, \"59760\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-06 21:21:42.000000+00:00\", \"2019-08-29 08:24:44.000000+00:00\", \"2023-05-26 22:21:02.000000+00:00\", \"2019-09-24 18:23:03.000000+00:00\"], \"session_ids\": [\"31d957be-7323-4115-b354-9361914cc744\", \"ca6c3cd8-25eb-4c15-8082-27b62ced7392\", \"2cf6da58-a84c-4722-837b-7f96fb2efb00\", \"5559baed-4b4a-4101-ba9c-e96d2e9440ce\"], \"total_duration\": 530.0, \"total_sessions\": 4, \"mean_week_duration\": 2.704}, \"28719\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-03-25 23:35:40.000000+00:00\", \"2019-01-22 02:14:07.000000+00:00\", \"2019-09-19 22:14:53.000000+00:00\", \"2021-04-20 14:28:43.000000+00:00\"], \"session_ids\": [\"f181aa8b-acf7-4015-970e-d53e7a4f86bf\", \"a1d0a6ce-67aa-4d3a-91fa-df2f7f8e4321\", \"3573f571-d052-405d-b457-e9eab84ccc63\", \"5e488f6d-7493-4d4a-9946-8b2c4323415a\"], \"total_duration\": 351.0, \"total_sessions\": 4, \"mean_week_duration\": 3.0}, \"38217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-08-28 22:20:23.000000+00:00\", \"2021-04-13 02:47:47.000000+00:00\"], \"session_ids\": [\"3c79d892-a2fc-4c1c-b6b6-b2ee40c02e8e\", \"1aa5f2d2-ad94-4b29-bf70-b85bb45be011\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 3.181}, \"26378\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-29 20:38:32.000000+00:00\", \"2020-12-16 13:09:25.000000+00:00\"], \"session_ids\": [\"5098d803-7c71-4d53-9003-98d19941c59a\", \"7414c3f0-b470-470d-b824-7336b927e789\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 1.455}, \"51975\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-12 06:47:13.000000+00:00\", \"2022-05-18 21:21:49.000000+00:00\", \"2020-06-21 20:46:45.000000+00:00\"], \"session_ids\": [\"b5ba8787-1472-480b-acb9-a4bd7272b7fc\", \"fc086bd1-eb80-4847-9fd5-3e4ba5b575d8\", \"9c192308-bd38-4906-914a-a72f88808d60\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 0.703}, \"77077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-31 22:09:38.000000+00:00\", \"2019-03-02 02:53:19.000000+00:00\"], \"session_ids\": [\"cbf43fbe-8eb8-4fb8-867d-cc983ffbacc4\", \"2537de85-451c-426b-bf25-5b9cc8cbce2b\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.376}, \"92540\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-31 02:22:34.000000+00:00\", \"2021-03-13 20:48:34.000000+00:00\", \"2023-04-21 23:54:09.000000+00:00\"], \"session_ids\": [\"1fe21346-8c87-49b2-bc2b-9b5e990e5eff\", \"a57d53f7-76a0-4a17-a782-83f237527869\", \"bc35c732-dddb-4363-8e77-65b526e0b034\"], \"total_duration\": 653.0, \"total_sessions\": 3, \"mean_week_duration\": 5.062}, \"72400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-11 12:46:37.000000+00:00\", \"2021-07-19 23:07:51.000000+00:00\", \"2021-10-05 18:37:33.000000+00:00\"], \"session_ids\": [\"273fd918-2b50-4c33-9c6a-e2db96dc0058\", \"ac497c52-8f92-4293-a54f-c09ab64dcd8d\", \"3767fb04-ca84-416d-a36d-3556a5b064ae\"], \"total_duration\": 559.0, \"total_sessions\": 3, \"mean_week_duration\": 32.882}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are less than 83"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[83, 3534]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"29177\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-13 05:11:59.000000+00:00\", \"2020-07-16 06:42:57.000000+00:00\"], \"session_ids\": [\"8c13da5c-aecb-49ef-828c-ade5d4e8d44f\", \"db12ab49-79e7-4298-a7c6-d6d8624aaf34\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.192}, \"77077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-31 22:09:38.000000+00:00\", \"2019-03-02 02:53:19.000000+00:00\"], \"session_ids\": [\"cbf43fbe-8eb8-4fb8-867d-cc983ffbacc4\", \"2537de85-451c-426b-bf25-5b9cc8cbce2b\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.376}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by total_sessions"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"29177\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-13 05:11:59.000000+00:00\", \"2020-07-16 06:42:57.000000+00:00\"], \"session_ids\": [\"8c13da5c-aecb-49ef-828c-ade5d4e8d44f\", \"db12ab49-79e7-4298-a7c6-d6d8624aaf34\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.192}}, {\"77077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-31 22:09:38.000000+00:00\", \"2019-03-02 02:53:19.000000+00:00\"], \"session_ids\": [\"cbf43fbe-8eb8-4fb8-867d-cc983ffbacc4\", \"2537de85-451c-426b-bf25-5b9cc8cbce2b\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.376}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 7 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"29177\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-13 05:11:59.000000+00:00\", \"2020-07-16 06:42:57.000000+00:00\"], \"session_ids\": [\"8c13da5c-aecb-49ef-828c-ade5d4e8d44f\", \"db12ab49-79e7-4298-a7c6-d6d8624aaf34\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.192}}, {\"77077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-31 22:09:38.000000+00:00\", \"2019-03-02 02:53:19.000000+00:00\"], \"session_ids\": [\"cbf43fbe-8eb8-4fb8-867d-cc983ffbacc4\", \"2537de85-451c-426b-bf25-5b9cc8cbce2b\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.376}}]\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[{\"29177\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-13 05:11:59.000000+00:00\", \"2020-07-16 06:42:57.000000+00:00\"], \"session_ids\": [\"8c13da5c-aecb-49ef-828c-ade5d4e8d44f\", \"db12ab49-79e7-4298-a7c6-d6d8624aaf34\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.192}}, {\"77077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-31 22:09:38.000000+00:00\", \"2019-03-02 02:53:19.000000+00:00\"], \"session_ids\": [\"cbf43fbe-8eb8-4fb8-867d-cc983ffbacc4\", \"2537de85-451c-426b-bf25-5b9cc8cbce2b\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.376}}]\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 3 users who have duration summation greater than 4936 and less than 1724 additionaly put to use sorting by sum of sessions in asc + keep only 2 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{\"76135\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-02 19:24:23.000000+00:00\", \"2019-04-04 19:00:11.000000+00:00\", \"2022-04-20 23:53:01.000000+00:00\", \"2023-02-20 08:01:55.000000+00:00\", \"2022-05-14 20:21:50.000000+00:00\", \"2022-11-01 03:09:34.000000+00:00\", \"2021-08-29 02:42:34.000000+00:00\", \"2020-06-14 16:02:24.000000+00:00\", \"2021-12-14 19:44:37.000000+00:00\", \"2019-08-25 10:13:01.000000+00:00\", \"2020-07-07 12:29:01.000000+00:00\"], \"session_ids\": [\"0c8c59f3-407d-42d3-b582-2ff7f9db0509\", \"2e63b54e-9cf6-4e4b-ad27-82442606c7e6\", \"59b41304-6225-42ba-8d2e-07c1199b8d4a\", \"fcfd2997-1148-4b10-91cf-71194e904460\", \"27310115-0b48-4e2a-aa9c-269503c0dc9a\", \"e3adb8d7-752d-451e-a42a-a4fd47a78575\", \"2ded0c57-5f0b-4edf-8195-e9dbf446ddf9\", \"3a769805-4435-46a4-80f0-01d1060252f3\", \"ae773a44-85c6-4ff0-a8eb-963c09057033\", \"2e812d48-6657-4da2-806e-a190534b5cf1\", \"deb4fb6a-44f1-47d3-94ba-fd750d571968\"], \"total_duration\": 35786.0, \"total_sessions\": 11, \"mean_week_duration\": 176.286}, \"54873\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-13 21:02:15.000000+00:00\", \"2023-06-28 16:24:08.000000+00:00\", \"2020-10-28 16:38:23.000000+00:00\", \"2019-08-23 10:58:07.000000+00:00\", \"2020-06-01 18:01:00.000000+00:00\"], \"session_ids\": [\"36c34ff5-67ee-4540-80ae-c09558ad1f5e\", \"d982cd49-b604-4a1d-89f6-e30bea0c2f92\", \"12cafcd4-05c3-4f93-a9f5-bb080aaae360\", \"406bbbf5-abea-43a5-a3cc-d038b97590be\", \"134da1af-d602-416c-b296-15cb27e26773\"], \"total_duration\": 1981.0, \"total_sessions\": 5, \"mean_week_duration\": 9.856}, \"11158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-21 16:25:46.000000+00:00\", \"2021-09-18 16:19:11.000000+00:00\"], \"session_ids\": [\"3b41d996-c169-4dfa-ac56-e20b8f5d7ab8\", \"88e2bc81-58fb-4564-b442-b89542b3122a\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.261}, \"13123\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-06 23:55:07.000000+00:00\", \"2021-09-27 11:15:08.000000+00:00\"], \"session_ids\": [\"e5e5d608-aff2-4015-b642-013a15ac10ea\", \"1ee1c4ee-6bba-4da4-99a1-e8611f6cf1ec\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 2.232}, \"87212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-07-06 15:10:47.000000+00:00\", \"2021-08-23 10:08:27.000000+00:00\", \"2021-08-02 13:00:38.000000+00:00\", \"2019-05-05 16:33:19.000000+00:00\", \"2022-05-04 03:41:41.000000+00:00\", \"2021-08-30 06:49:19.000000+00:00\", \"2021-10-27 15:49:42.000000+00:00\", \"2023-02-18 23:42:11.000000+00:00\", \"2019-04-30 09:21:56.000000+00:00\"], \"session_ids\": [\"0738b297-4fda-47be-b446-e0fbcdedf06f\", \"b9e07c36-5690-4748-a369-245e2da42b56\", \"35d497f1-c1fd-4729-810c-81fed2392b98\", \"10916918-928b-44d0-93b8-b789d1ff02d3\", \"ba794d1f-768d-43da-b22b-6f8e16a58dbc\", \"e18c43a8-3f36-4b15-b0e7-27c46abd8851\", \"d567cd14-8a3b-4434-94b0-d6a7fab44b3c\", \"825fd09e-9a19-4eff-ab85-7161165774a4\", \"4f210185-f9c7-49b2-b049-3744c86eaa52\"], \"total_duration\": 10150.0, \"total_sessions\": 9, \"mean_week_duration\": 51.005}, \"22206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-20 11:22:46.000000+00:00\", \"2021-07-10 19:24:12.000000+00:00\", \"2023-03-05 06:21:43.000000+00:00\", \"2020-11-12 23:21:55.000000+00:00\", \"2021-08-13 08:58:13.000000+00:00\", \"2019-08-14 15:10:05.000000+00:00\"], \"session_ids\": [\"8e2a8fa5-315a-42ed-98f1-55b3cdeff483\", \"17b387ea-01bf-432b-baa5-f342ca2fbbf2\", \"66960c3f-52b7-473b-96ff-8a62adf11422\", \"4e069cd7-920b-495a-8f4a-ceb86f75a3a9\", \"5668eb74-a58c-4c36-97de-58031ed50fba\", \"31150377-73ec-47aa-a9f3-f14fcb5f04ba\"], \"total_duration\": 1278.0, \"total_sessions\": 6, \"mean_week_duration\": 6.871}, \"51978\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-10-17 17:32:16.000000+00:00\", \"2022-12-08 01:33:05.000000+00:00\", \"2022-06-24 12:25:39.000000+00:00\", \"2021-07-11 10:52:46.000000+00:00\", \"2019-04-12 17:36:39.000000+00:00\"], \"session_ids\": [\"5ec2f5a5-60e3-4ecc-889e-d05760309b0e\", \"36231068-6fc1-463b-a849-fc49941400cd\", \"ffba9943-5341-444d-a32f-ec2f426b7674\", \"2629923c-659d-4ef1-bf1b-1691be0312b3\", \"0b041699-bcc0-4579-b588-833cca14056c\"], \"total_duration\": 711.0, \"total_sessions\": 5, \"mean_week_duration\": 3.723}, \"40893\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-15 10:57:21.000000+00:00\", \"2019-04-23 08:29:15.000000+00:00\"], \"session_ids\": [\"d340bfd4-de9b-40e3-a074-18622cd92412\", \"d52cf8b1-9bf7-43e1-ae0b-12c4592320b7\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}, \"97179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-20 22:26:18.000000+00:00\", \"2019-02-27 13:05:54.000000+00:00\"], \"session_ids\": [\"d367d377-7221-44f5-a1d6-c38c8cff3d84\", \"545131a6-bd34-46c7-a0cb-a044f6a0888e\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 1.682}, \"23494\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-10 15:45:17.000000+00:00\", \"2022-12-06 06:53:19.000000+00:00\"], \"session_ids\": [\"2adae6b8-b03c-495f-9087-3c683fd158a8\", \"1f32fb3b-5051-4afc-bf61-3f419ef801bf\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 3.473}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1724 and are equal or greater than 4936"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1724, 4936]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"11158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-21 16:25:46.000000+00:00\", \"2021-09-18 16:19:11.000000+00:00\"], \"session_ids\": [\"3b41d996-c169-4dfa-ac56-e20b8f5d7ab8\", \"88e2bc81-58fb-4564-b442-b89542b3122a\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.261}, \"13123\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-06 23:55:07.000000+00:00\", \"2021-09-27 11:15:08.000000+00:00\"], \"session_ids\": [\"e5e5d608-aff2-4015-b642-013a15ac10ea\", \"1ee1c4ee-6bba-4da4-99a1-e8611f6cf1ec\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 2.232}, \"22206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-20 11:22:46.000000+00:00\", \"2021-07-10 19:24:12.000000+00:00\", \"2023-03-05 06:21:43.000000+00:00\", \"2020-11-12 23:21:55.000000+00:00\", \"2021-08-13 08:58:13.000000+00:00\", \"2019-08-14 15:10:05.000000+00:00\"], \"session_ids\": [\"8e2a8fa5-315a-42ed-98f1-55b3cdeff483\", \"17b387ea-01bf-432b-baa5-f342ca2fbbf2\", \"66960c3f-52b7-473b-96ff-8a62adf11422\", \"4e069cd7-920b-495a-8f4a-ceb86f75a3a9\", \"5668eb74-a58c-4c36-97de-58031ed50fba\", \"31150377-73ec-47aa-a9f3-f14fcb5f04ba\"], \"total_duration\": 1278.0, \"total_sessions\": 6, \"mean_week_duration\": 6.871}, \"51978\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-10-17 17:32:16.000000+00:00\", \"2022-12-08 01:33:05.000000+00:00\", \"2022-06-24 12:25:39.000000+00:00\", \"2021-07-11 10:52:46.000000+00:00\", \"2019-04-12 17:36:39.000000+00:00\"], \"session_ids\": [\"5ec2f5a5-60e3-4ecc-889e-d05760309b0e\", \"36231068-6fc1-463b-a849-fc49941400cd\", \"ffba9943-5341-444d-a32f-ec2f426b7674\", \"2629923c-659d-4ef1-bf1b-1691be0312b3\", \"0b041699-bcc0-4579-b588-833cca14056c\"], \"total_duration\": 711.0, \"total_sessions\": 5, \"mean_week_duration\": 3.723}, \"40893\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-15 10:57:21.000000+00:00\", \"2019-04-23 08:29:15.000000+00:00\"], \"session_ids\": [\"d340bfd4-de9b-40e3-a074-18622cd92412\", \"d52cf8b1-9bf7-43e1-ae0b-12c4592320b7\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}, \"97179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-20 22:26:18.000000+00:00\", \"2019-02-27 13:05:54.000000+00:00\"], \"session_ids\": [\"d367d377-7221-44f5-a1d6-c38c8cff3d84\", \"545131a6-bd34-46c7-a0cb-a044f6a0888e\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 1.682}, \"23494\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-10 15:45:17.000000+00:00\", \"2022-12-06 06:53:19.000000+00:00\"], \"session_ids\": [\"2adae6b8-b03c-495f-9087-3c683fd158a8\", \"1f32fb3b-5051-4afc-bf61-3f419ef801bf\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 3.473}, \"76135\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-02 19:24:23.000000+00:00\", \"2019-04-04 19:00:11.000000+00:00\", \"2022-04-20 23:53:01.000000+00:00\", \"2023-02-20 08:01:55.000000+00:00\", \"2022-05-14 20:21:50.000000+00:00\", \"2022-11-01 03:09:34.000000+00:00\", \"2021-08-29 02:42:34.000000+00:00\", \"2020-06-14 16:02:24.000000+00:00\", \"2021-12-14 19:44:37.000000+00:00\", \"2019-08-25 10:13:01.000000+00:00\", \"2020-07-07 12:29:01.000000+00:00\"], \"session_ids\": [\"0c8c59f3-407d-42d3-b582-2ff7f9db0509\", \"2e63b54e-9cf6-4e4b-ad27-82442606c7e6\", \"59b41304-6225-42ba-8d2e-07c1199b8d4a\", \"fcfd2997-1148-4b10-91cf-71194e904460\", \"27310115-0b48-4e2a-aa9c-269503c0dc9a\", \"e3adb8d7-752d-451e-a42a-a4fd47a78575\", \"2ded0c57-5f0b-4edf-8195-e9dbf446ddf9\", \"3a769805-4435-46a4-80f0-01d1060252f3\", \"ae773a44-85c6-4ff0-a8eb-963c09057033\", \"2e812d48-6657-4da2-806e-a190534b5cf1\", \"deb4fb6a-44f1-47d3-94ba-fd750d571968\"], \"total_duration\": 35786.0, \"total_sessions\": 11, \"mean_week_duration\": 176.286}, \"87212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-07-06 15:10:47.000000+00:00\", \"2021-08-23 10:08:27.000000+00:00\", \"2021-08-02 13:00:38.000000+00:00\", \"2019-05-05 16:33:19.000000+00:00\", \"2022-05-04 03:41:41.000000+00:00\", \"2021-08-30 06:49:19.000000+00:00\", \"2021-10-27 15:49:42.000000+00:00\", \"2023-02-18 23:42:11.000000+00:00\", \"2019-04-30 09:21:56.000000+00:00\"], \"session_ids\": [\"0738b297-4fda-47be-b446-e0fbcdedf06f\", \"b9e07c36-5690-4748-a369-245e2da42b56\", \"35d497f1-c1fd-4729-810c-81fed2392b98\", \"10916918-928b-44d0-93b8-b789d1ff02d3\", \"ba794d1f-768d-43da-b22b-6f8e16a58dbc\", \"e18c43a8-3f36-4b15-b0e7-27c46abd8851\", \"d567cd14-8a3b-4434-94b0-d6a7fab44b3c\", \"825fd09e-9a19-4eff-ab85-7161165774a4\", \"4f210185-f9c7-49b2-b049-3744c86eaa52\"], \"total_duration\": 10150.0, \"total_sessions\": 9, \"mean_week_duration\": 51.005}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_sessions attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"11158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-21 16:25:46.000000+00:00\", \"2021-09-18 16:19:11.000000+00:00\"], \"session_ids\": [\"3b41d996-c169-4dfa-ac56-e20b8f5d7ab8\", \"88e2bc81-58fb-4564-b442-b89542b3122a\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.261}}, {\"13123\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-06 23:55:07.000000+00:00\", \"2021-09-27 11:15:08.000000+00:00\"], \"session_ids\": [\"e5e5d608-aff2-4015-b642-013a15ac10ea\", \"1ee1c4ee-6bba-4da4-99a1-e8611f6cf1ec\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 2.232}}, {\"40893\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-15 10:57:21.000000+00:00\", \"2019-04-23 08:29:15.000000+00:00\"], \"session_ids\": [\"d340bfd4-de9b-40e3-a074-18622cd92412\", \"d52cf8b1-9bf7-43e1-ae0b-12c4592320b7\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}}, {\"97179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-20 22:26:18.000000+00:00\", \"2019-02-27 13:05:54.000000+00:00\"], \"session_ids\": [\"d367d377-7221-44f5-a1d6-c38c8cff3d84\", \"545131a6-bd34-46c7-a0cb-a044f6a0888e\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 1.682}}, {\"23494\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-10 15:45:17.000000+00:00\", \"2022-12-06 06:53:19.000000+00:00\"], \"session_ids\": [\"2adae6b8-b03c-495f-9087-3c683fd158a8\", \"1f32fb3b-5051-4afc-bf61-3f419ef801bf\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 3.473}}, {\"51978\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-10-17 17:32:16.000000+00:00\", \"2022-12-08 01:33:05.000000+00:00\", \"2022-06-24 12:25:39.000000+00:00\", \"2021-07-11 10:52:46.000000+00:00\", \"2019-04-12 17:36:39.000000+00:00\"], \"session_ids\": [\"5ec2f5a5-60e3-4ecc-889e-d05760309b0e\", \"36231068-6fc1-463b-a849-fc49941400cd\", \"ffba9943-5341-444d-a32f-ec2f426b7674\", \"2629923c-659d-4ef1-bf1b-1691be0312b3\", \"0b041699-bcc0-4579-b588-833cca14056c\"], \"total_duration\": 711.0, \"total_sessions\": 5, \"mean_week_duration\": 3.723}}, {\"22206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-20 11:22:46.000000+00:00\", \"2021-07-10 19:24:12.000000+00:00\", \"2023-03-05 06:21:43.000000+00:00\", \"2020-11-12 23:21:55.000000+00:00\", \"2021-08-13 08:58:13.000000+00:00\", \"2019-08-14 15:10:05.000000+00:00\"], \"session_ids\": [\"8e2a8fa5-315a-42ed-98f1-55b3cdeff483\", \"17b387ea-01bf-432b-baa5-f342ca2fbbf2\", \"66960c3f-52b7-473b-96ff-8a62adf11422\", \"4e069cd7-920b-495a-8f4a-ceb86f75a3a9\", \"5668eb74-a58c-4c36-97de-58031ed50fba\", \"31150377-73ec-47aa-a9f3-f14fcb5f04ba\"], \"total_duration\": 1278.0, \"total_sessions\": 6, \"mean_week_duration\": 6.871}}, {\"87212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-07-06 15:10:47.000000+00:00\", \"2021-08-23 10:08:27.000000+00:00\", \"2021-08-02 13:00:38.000000+00:00\", \"2019-05-05 16:33:19.000000+00:00\", \"2022-05-04 03:41:41.000000+00:00\", \"2021-08-30 06:49:19.000000+00:00\", \"2021-10-27 15:49:42.000000+00:00\", \"2023-02-18 23:42:11.000000+00:00\", \"2019-04-30 09:21:56.000000+00:00\"], \"session_ids\": [\"0738b297-4fda-47be-b446-e0fbcdedf06f\", \"b9e07c36-5690-4748-a369-245e2da42b56\", \"35d497f1-c1fd-4729-810c-81fed2392b98\", \"10916918-928b-44d0-93b8-b789d1ff02d3\", \"ba794d1f-768d-43da-b22b-6f8e16a58dbc\", \"e18c43a8-3f36-4b15-b0e7-27c46abd8851\", \"d567cd14-8a3b-4434-94b0-d6a7fab44b3c\", \"825fd09e-9a19-4eff-ab85-7161165774a4\", \"4f210185-f9c7-49b2-b049-3744c86eaa52\"], \"total_duration\": 10150.0, \"total_sessions\": 9, \"mean_week_duration\": 51.005}}, {\"76135\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-02 19:24:23.000000+00:00\", \"2019-04-04 19:00:11.000000+00:00\", \"2022-04-20 23:53:01.000000+00:00\", \"2023-02-20 08:01:55.000000+00:00\", \"2022-05-14 20:21:50.000000+00:00\", \"2022-11-01 03:09:34.000000+00:00\", \"2021-08-29 02:42:34.000000+00:00\", \"2020-06-14 16:02:24.000000+00:00\", \"2021-12-14 19:44:37.000000+00:00\", \"2019-08-25 10:13:01.000000+00:00\", \"2020-07-07 12:29:01.000000+00:00\"], \"session_ids\": [\"0c8c59f3-407d-42d3-b582-2ff7f9db0509\", \"2e63b54e-9cf6-4e4b-ad27-82442606c7e6\", \"59b41304-6225-42ba-8d2e-07c1199b8d4a\", \"fcfd2997-1148-4b10-91cf-71194e904460\", \"27310115-0b48-4e2a-aa9c-269503c0dc9a\", \"e3adb8d7-752d-451e-a42a-a4fd47a78575\", \"2ded0c57-5f0b-4edf-8195-e9dbf446ddf9\", \"3a769805-4435-46a4-80f0-01d1060252f3\", \"ae773a44-85c6-4ff0-a8eb-963c09057033\", \"2e812d48-6657-4da2-806e-a190534b5cf1\", \"deb4fb6a-44f1-47d3-94ba-fd750d571968\"], \"total_duration\": 35786.0, \"total_sessions\": 11, \"mean_week_duration\": 176.286}}]\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[{\"11158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-21 16:25:46.000000+00:00\", \"2021-09-18 16:19:11.000000+00:00\"], \"session_ids\": [\"3b41d996-c169-4dfa-ac56-e20b8f5d7ab8\", \"88e2bc81-58fb-4564-b442-b89542b3122a\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.261}}, {\"13123\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-06 23:55:07.000000+00:00\", \"2021-09-27 11:15:08.000000+00:00\"], \"session_ids\": [\"e5e5d608-aff2-4015-b642-013a15ac10ea\", \"1ee1c4ee-6bba-4da4-99a1-e8611f6cf1ec\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 2.232}}]\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[{\"11158\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-21 16:25:46.000000+00:00\", \"2021-09-18 16:19:11.000000+00:00\"], \"session_ids\": [\"3b41d996-c169-4dfa-ac56-e20b8f5d7ab8\", \"88e2bc81-58fb-4564-b442-b89542b3122a\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.261}}, {\"13123\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-11-06 23:55:07.000000+00:00\", \"2021-09-27 11:15:08.000000+00:00\"], \"session_ids\": [\"e5e5d608-aff2-4015-b642-013a15ac10ea\", \"1ee1c4ee-6bba-4da4-99a1-e8611f6cf1ec\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 2.232}}]\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 8 users whose time using the app exceeds 208 and in addition perform sorting by average_week_duration in ascending order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"16294\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-11 04:58:30.000000+00:00\", \"2020-03-15 11:26:35.000000+00:00\"], \"session_ids\": [\"fb5cf777-8426-44a2-8159-5a7d45af0e97\", \"7200c94d-ae45-40e1-b394-45054dddcdb1\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 5.861}, \"56328\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-08 18:57:29.000000+00:00\", \"2022-12-31 23:58:47.000000+00:00\"], \"session_ids\": [\"c9c0913a-8d5b-413d-b4ed-bd59f946ae8f\", \"bb145cd7-e355-4eac-9352-f3721d20109d\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 1.023}, \"55129\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-13 18:03:13.000000+00:00\", \"2023-04-24 12:18:11.000000+00:00\"], \"session_ids\": [\"04c7b542-2e3b-49cf-b559-ff7057b821a7\", \"95537804-6b9a-4050-9148-5ddd05116004\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.214}, \"99211\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 15:09:33.000000+00:00\", \"2021-08-28 12:26:59.000000+00:00\", \"2019-06-05 15:05:53.000000+00:00\"], \"session_ids\": [\"338757eb-b3bc-41e0-b536-a7a3a1a1641a\", \"f73478fd-a58d-49d4-8619-7e15ebf87613\", \"86800254-08bd-40f8-97bc-c56ddbb5d598\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 3.434}, \"49659\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-12-05 17:59:56.000000+00:00\", \"2023-03-14 12:13:50.000000+00:00\"], \"session_ids\": [\"d59279d5-0c27-4e76-b66a-9b07249f2c83\", \"d1275d38-4905-48e4-97b6-fcf0a0226b3e\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 0.813}, \"53719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-08 02:55:13.000000+00:00\", \"2021-07-31 23:31:47.000000+00:00\"], \"session_ids\": [\"d82f1691-f642-4464-9aae-fe9043c7a968\", \"c13ce5b6-9752-4ba4-be18-66fdf7029968\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 64.5}, \"53114\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-23 15:15:12.000000+00:00\", \"2023-01-22 07:28:26.000000+00:00\"], \"session_ids\": [\"1ce3535c-51e0-45a4-ab30-84ac075d53e7\", \"dd990575-af46-4d20-b90b-73d39941d8c9\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 2.239}, \"68927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-12-02 12:47:00.000000+00:00\", \"2020-10-01 17:36:31.000000+00:00\"], \"session_ids\": [\"bddadb35-f48d-41a1-91ce-bd8d8509d68d\", \"a79f2590-fc0d-442f-9284-6a0388d9b534\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 3.227}, \"51281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-22 08:52:34.000000+00:00\", \"2023-06-30 07:49:30.000000+00:00\", \"2021-11-04 01:05:45.000000+00:00\"], \"session_ids\": [\"eda9cf1d-5344-4586-9ca0-118935cd55aa\", \"2fc8878e-3a12-4611-9587-904dc14ee93d\", \"1fbd71e1-13f8-4503-ab87-7c7f616a630c\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 2.874}, \"55335\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-03-02 09:20:30.000000+00:00\", \"2019-06-09 03:17:05.000000+00:00\"], \"session_ids\": [\"2a24c034-24f0-4f92-8b33-a8ca0b9acdef\", \"cdc9092e-8c42-453c-866f-b4d9d18afe7f\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 1.143}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 208"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[208, 4343]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"16294\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-11 04:58:30.000000+00:00\", \"2020-03-15 11:26:35.000000+00:00\"], \"session_ids\": [\"fb5cf777-8426-44a2-8159-5a7d45af0e97\", \"7200c94d-ae45-40e1-b394-45054dddcdb1\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 5.861}, \"99211\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 15:09:33.000000+00:00\", \"2021-08-28 12:26:59.000000+00:00\", \"2019-06-05 15:05:53.000000+00:00\"], \"session_ids\": [\"338757eb-b3bc-41e0-b536-a7a3a1a1641a\", \"f73478fd-a58d-49d4-8619-7e15ebf87613\", \"86800254-08bd-40f8-97bc-c56ddbb5d598\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 3.434}, \"53719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-08 02:55:13.000000+00:00\", \"2021-07-31 23:31:47.000000+00:00\"], \"session_ids\": [\"d82f1691-f642-4464-9aae-fe9043c7a968\", \"c13ce5b6-9752-4ba4-be18-66fdf7029968\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 64.5}, \"51281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-22 08:52:34.000000+00:00\", \"2023-06-30 07:49:30.000000+00:00\", \"2021-11-04 01:05:45.000000+00:00\"], \"session_ids\": [\"eda9cf1d-5344-4586-9ca0-118935cd55aa\", \"2fc8878e-3a12-4611-9587-904dc14ee93d\", \"1fbd71e1-13f8-4503-ab87-7c7f616a630c\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 2.874}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by 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[{\"51281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-22 08:52:34.000000+00:00\", \"2023-06-30 07:49:30.000000+00:00\", \"2021-11-04 01:05:45.000000+00:00\"], \"session_ids\": [\"eda9cf1d-5344-4586-9ca0-118935cd55aa\", \"2fc8878e-3a12-4611-9587-904dc14ee93d\", \"1fbd71e1-13f8-4503-ab87-7c7f616a630c\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 2.874}}, {\"99211\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 15:09:33.000000+00:00\", \"2021-08-28 12:26:59.000000+00:00\", \"2019-06-05 15:05:53.000000+00:00\"], \"session_ids\": [\"338757eb-b3bc-41e0-b536-a7a3a1a1641a\", \"f73478fd-a58d-49d4-8619-7e15ebf87613\", \"86800254-08bd-40f8-97bc-c56ddbb5d598\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 3.434}}, {\"16294\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-11 04:58:30.000000+00:00\", \"2020-03-15 11:26:35.000000+00:00\"], \"session_ids\": [\"fb5cf777-8426-44a2-8159-5a7d45af0e97\", \"7200c94d-ae45-40e1-b394-45054dddcdb1\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 5.861}}, {\"53719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-08 02:55:13.000000+00:00\", \"2021-07-31 23:31:47.000000+00:00\"], \"session_ids\": [\"d82f1691-f642-4464-9aae-fe9043c7a968\", \"c13ce5b6-9752-4ba4-be18-66fdf7029968\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 64.5}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 8 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"51281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-22 08:52:34.000000+00:00\", \"2023-06-30 07:49:30.000000+00:00\", \"2021-11-04 01:05:45.000000+00:00\"], \"session_ids\": [\"eda9cf1d-5344-4586-9ca0-118935cd55aa\", \"2fc8878e-3a12-4611-9587-904dc14ee93d\", \"1fbd71e1-13f8-4503-ab87-7c7f616a630c\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 2.874}}, {\"99211\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 15:09:33.000000+00:00\", \"2021-08-28 12:26:59.000000+00:00\", \"2019-06-05 15:05:53.000000+00:00\"], \"session_ids\": [\"338757eb-b3bc-41e0-b536-a7a3a1a1641a\", \"f73478fd-a58d-49d4-8619-7e15ebf87613\", \"86800254-08bd-40f8-97bc-c56ddbb5d598\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 3.434}}, {\"16294\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-11 04:58:30.000000+00:00\", \"2020-03-15 11:26:35.000000+00:00\"], \"session_ids\": [\"fb5cf777-8426-44a2-8159-5a7d45af0e97\", \"7200c94d-ae45-40e1-b394-45054dddcdb1\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 5.861}}, {\"53719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-08 02:55:13.000000+00:00\", \"2021-07-31 23:31:47.000000+00:00\"], \"session_ids\": [\"d82f1691-f642-4464-9aae-fe9043c7a968\", \"c13ce5b6-9752-4ba4-be18-66fdf7029968\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 64.5}}]\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[{\"51281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-22 08:52:34.000000+00:00\", \"2023-06-30 07:49:30.000000+00:00\", \"2021-11-04 01:05:45.000000+00:00\"], \"session_ids\": [\"eda9cf1d-5344-4586-9ca0-118935cd55aa\", \"2fc8878e-3a12-4611-9587-904dc14ee93d\", \"1fbd71e1-13f8-4503-ab87-7c7f616a630c\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 2.874}}, {\"99211\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 15:09:33.000000+00:00\", \"2021-08-28 12:26:59.000000+00:00\", \"2019-06-05 15:05:53.000000+00:00\"], \"session_ids\": [\"338757eb-b3bc-41e0-b536-a7a3a1a1641a\", \"f73478fd-a58d-49d4-8619-7e15ebf87613\", \"86800254-08bd-40f8-97bc-c56ddbb5d598\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 3.434}}, {\"16294\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-11 04:58:30.000000+00:00\", \"2020-03-15 11:26:35.000000+00:00\"], \"session_ids\": [\"fb5cf777-8426-44a2-8159-5a7d45af0e97\", \"7200c94d-ae45-40e1-b394-45054dddcdb1\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 5.861}}, {\"53719\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-08 02:55:13.000000+00:00\", \"2021-07-31 23:31:47.000000+00:00\"], \"session_ids\": [\"d82f1691-f642-4464-9aae-fe9043c7a968\", \"c13ce5b6-9752-4ba4-be18-66fdf7029968\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 64.5}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about 4 users with a duration summation of sessions per week that is <= 20 plus apply sorting by number of sessions descending also remain only 4 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"49377\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-07-01 21:28:56.000000+00:00\", \"2021-09-01 18:39:39.000000+00:00\"], \"session_ids\": [\"2af0fc6f-80ea-4c5a-b97a-0a9f146fb228\", \"c1cc7914-8d24-449c-b5df-d1e3c1ed9a05\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"51208\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-21 10:42:52.000000+00:00\", \"2021-11-20 06:24:57.000000+00:00\"], \"session_ids\": [\"62bbe620-4850-4d01-999f-2a039d5f229e\", \"7a4a2e91-c637-49c2-91e9-8a9867f38ee5\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.43}, \"31122\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-04 08:30:51.000000+00:00\", \"2021-12-29 15:46:40.000000+00:00\", \"2019-04-08 02:58:49.000000+00:00\"], \"session_ids\": [\"7d84c49f-b46f-4318-aca4-eae464db9ddc\", \"b735c060-8ee9-417d-8eae-64164f427c43\", \"aa17d2eb-dd64-47a7-8635-1bad84fa6530\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.374}, \"34080\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-30 14:40:19.000000+00:00\", \"2023-02-13 21:52:18.000000+00:00\"], \"session_ids\": [\"2868a8ce-3bd4-43e4-bd80-ba3bd4e86825\", \"8c0e8b5d-1e10-4a10-9741-f975017d0df8\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 4.889}, \"92711\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-31 00:07:07.000000+00:00\", \"2022-07-01 11:25:23.000000+00:00\", \"2022-04-02 11:42:09.000000+00:00\", \"2022-10-19 12:40:31.000000+00:00\", \"2022-01-01 19:42:43.000000+00:00\", \"2022-07-06 20:31:47.000000+00:00\", \"2019-12-24 21:01:53.000000+00:00\", \"2020-07-04 08:20:53.000000+00:00\", \"2023-05-07 02:18:20.000000+00:00\", \"2019-06-02 20:33:09.000000+00:00\"], \"session_ids\": [\"71ea7b37-5d35-4c1c-86ce-3ac2f2ba00f4\", \"2e715cc7-84ac-4713-8074-bdb9a77430ee\", \"f58d8348-23eb-4461-a9c1-11c7b552a5e3\", \"5c511632-5c85-4ed6-ac7d-3f0ebe05a016\", \"b061e0c4-d926-4269-88a1-d265706dd9b0\", \"772ef968-4a5e-4c6e-9a58-4c8d78eb0102\", \"454e6890-019c-4f0f-bfa9-138cb95c0bbc\", \"fceeee65-b67c-4f9c-9dcb-4d4e1ea7af9b\", \"070673a1-889a-433e-b37c-4711896d5063\", \"238280a8-f2b7-417d-9381-f542dcc5b456\"], \"total_duration\": 4459.0, \"total_sessions\": 10, \"mean_week_duration\": 21.751}, \"47922\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-22 05:01:14.000000+00:00\", \"2023-01-27 15:17:07.000000+00:00\", \"2020-11-05 05:26:53.000000+00:00\"], \"session_ids\": [\"f327ee33-9104-4aa9-872c-394b8afc199a\", \"601baa1c-8289-41bf-9853-f990155ad8f2\", \"ea12e9a3-854c-47ae-9af0-025737ef732b\"], \"total_duration\": 118.0, \"total_sessions\": 3, \"mean_week_duration\": 0.656}, \"39514\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-31 03:26:31.000000+00:00\", \"2019-08-01 09:08:49.000000+00:00\", \"2022-05-16 00:18:41.000000+00:00\", \"2022-08-28 23:30:14.000000+00:00\", \"2020-11-03 04:50:20.000000+00:00\", \"2021-03-11 16:57:56.000000+00:00\", \"2020-10-20 10:11:21.000000+00:00\", \"2019-10-17 06:04:58.000000+00:00\", \"2019-09-05 10:23:31.000000+00:00\"], \"session_ids\": [\"f8556ce1-c50e-4579-9d3d-b32321193120\", \"00efcc83-bfcb-413f-8570-e99e7af66f68\", \"89a2f7cc-dfce-450a-9a56-69ae35552042\", \"7a400d09-62b5-407c-a79b-2289f0d98283\", \"1d9cfaae-2a37-4eae-9e73-ce4642aee7e5\", \"d3879316-4c76-4d02-bf0a-4a70d9147448\", \"37b17d57-57a7-4c67-94b3-6c2b102ea63b\", \"ff30fd7c-d379-4f37-a6d0-2b243e023df4\", \"7c4c4403-5dd8-4703-b004-6c01175244b8\"], \"total_duration\": 147.0, \"total_sessions\": 9, \"mean_week_duration\": 0.913}, \"98318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 21:07:17.000000+00:00\", \"2021-11-13 05:43:12.000000+00:00\", \"2021-07-24 23:02:09.000000+00:00\"], \"session_ids\": [\"fd81974b-5b0c-4b2d-bdbe-d9551c62afad\", \"16cc0e46-e37a-45dd-a40d-164fda829601\", \"260ccc54-207a-4a5c-8635-24c84914ab86\"], \"total_duration\": 304.0, \"total_sessions\": 3, \"mean_week_duration\": 2.714}, \"34618\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-02 16:38:49.000000+00:00\", \"2021-09-10 05:42:45.000000+00:00\", \"2021-01-08 03:53:04.000000+00:00\"], \"session_ids\": [\"d06ba260-6106-4c22-bc2c-3ae439515a3a\", \"afe1fa2a-120d-4f70-9b79-7c333e0177ad\", \"521c23fa-9f50-4a81-b202-54bb548c8546\"], \"total_duration\": 544.0, \"total_sessions\": 3, \"mean_week_duration\": 6.8}, \"92997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-04 16:53:47.000000+00:00\", \"2019-06-12 10:27:45.000000+00:00\", \"2022-05-15 04:31:53.000000+00:00\", \"2023-01-22 19:23:45.000000+00:00\", \"2020-08-25 09:43:02.000000+00:00\", \"2021-03-10 04:47:16.000000+00:00\", \"2020-06-16 16:40:16.000000+00:00\"], \"session_ids\": [\"a711c207-3c69-465e-ab2a-0b2634e1a9e7\", \"617a3acc-84ce-4d93-9b05-da43d7211e85\", \"1157e0bb-0b44-4a54-830b-e6c40adbcec7\", \"61e73b10-11ba-4616-b201-f2f3a39936d7\", \"6584f891-6de7-474f-9c72-c960b251431b\", \"fc1d6665-b9c9-4465-993f-bcb268e7a73d\", \"7b68bf23-978d-47ad-963f-229f72d31499\"], \"total_duration\": 7602.0, \"total_sessions\": 7, \"mean_week_duration\": 40.222}}\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 20"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[20, 50]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"49377\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-07-01 21:28:56.000000+00:00\", \"2021-09-01 18:39:39.000000+00:00\"], \"session_ids\": [\"2af0fc6f-80ea-4c5a-b97a-0a9f146fb228\", \"c1cc7914-8d24-449c-b5df-d1e3c1ed9a05\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"51208\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-21 10:42:52.000000+00:00\", \"2021-11-20 06:24:57.000000+00:00\"], \"session_ids\": [\"62bbe620-4850-4d01-999f-2a039d5f229e\", \"7a4a2e91-c637-49c2-91e9-8a9867f38ee5\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.43}, \"31122\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-04 08:30:51.000000+00:00\", \"2021-12-29 15:46:40.000000+00:00\", \"2019-04-08 02:58:49.000000+00:00\"], \"session_ids\": [\"7d84c49f-b46f-4318-aca4-eae464db9ddc\", \"b735c060-8ee9-417d-8eae-64164f427c43\", \"aa17d2eb-dd64-47a7-8635-1bad84fa6530\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.374}, \"34080\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-30 14:40:19.000000+00:00\", \"2023-02-13 21:52:18.000000+00:00\"], \"session_ids\": [\"2868a8ce-3bd4-43e4-bd80-ba3bd4e86825\", \"8c0e8b5d-1e10-4a10-9741-f975017d0df8\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 4.889}, \"47922\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-22 05:01:14.000000+00:00\", \"2023-01-27 15:17:07.000000+00:00\", \"2020-11-05 05:26:53.000000+00:00\"], \"session_ids\": [\"f327ee33-9104-4aa9-872c-394b8afc199a\", \"601baa1c-8289-41bf-9853-f990155ad8f2\", \"ea12e9a3-854c-47ae-9af0-025737ef732b\"], \"total_duration\": 118.0, \"total_sessions\": 3, \"mean_week_duration\": 0.656}, \"39514\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-31 03:26:31.000000+00:00\", \"2019-08-01 09:08:49.000000+00:00\", \"2022-05-16 00:18:41.000000+00:00\", \"2022-08-28 23:30:14.000000+00:00\", \"2020-11-03 04:50:20.000000+00:00\", \"2021-03-11 16:57:56.000000+00:00\", \"2020-10-20 10:11:21.000000+00:00\", \"2019-10-17 06:04:58.000000+00:00\", \"2019-09-05 10:23:31.000000+00:00\"], \"session_ids\": [\"f8556ce1-c50e-4579-9d3d-b32321193120\", \"00efcc83-bfcb-413f-8570-e99e7af66f68\", \"89a2f7cc-dfce-450a-9a56-69ae35552042\", \"7a400d09-62b5-407c-a79b-2289f0d98283\", \"1d9cfaae-2a37-4eae-9e73-ce4642aee7e5\", \"d3879316-4c76-4d02-bf0a-4a70d9147448\", \"37b17d57-57a7-4c67-94b3-6c2b102ea63b\", \"ff30fd7c-d379-4f37-a6d0-2b243e023df4\", \"7c4c4403-5dd8-4703-b004-6c01175244b8\"], \"total_duration\": 147.0, \"total_sessions\": 9, \"mean_week_duration\": 0.913}, \"98318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 21:07:17.000000+00:00\", \"2021-11-13 05:43:12.000000+00:00\", \"2021-07-24 23:02:09.000000+00:00\"], \"session_ids\": [\"fd81974b-5b0c-4b2d-bdbe-d9551c62afad\", \"16cc0e46-e37a-45dd-a40d-164fda829601\", \"260ccc54-207a-4a5c-8635-24c84914ab86\"], \"total_duration\": 304.0, \"total_sessions\": 3, \"mean_week_duration\": 2.714}, \"34618\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-02 16:38:49.000000+00:00\", \"2021-09-10 05:42:45.000000+00:00\", \"2021-01-08 03:53:04.000000+00:00\"], \"session_ids\": [\"d06ba260-6106-4c22-bc2c-3ae439515a3a\", \"afe1fa2a-120d-4f70-9b79-7c333e0177ad\", \"521c23fa-9f50-4a81-b202-54bb548c8546\"], \"total_duration\": 544.0, \"total_sessions\": 3, \"mean_week_duration\": 6.8}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by total_sessions attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"39514\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-31 03:26:31.000000+00:00\", \"2019-08-01 09:08:49.000000+00:00\", \"2022-05-16 00:18:41.000000+00:00\", \"2022-08-28 23:30:14.000000+00:00\", \"2020-11-03 04:50:20.000000+00:00\", \"2021-03-11 16:57:56.000000+00:00\", \"2020-10-20 10:11:21.000000+00:00\", \"2019-10-17 06:04:58.000000+00:00\", \"2019-09-05 10:23:31.000000+00:00\"], \"session_ids\": [\"f8556ce1-c50e-4579-9d3d-b32321193120\", \"00efcc83-bfcb-413f-8570-e99e7af66f68\", \"89a2f7cc-dfce-450a-9a56-69ae35552042\", \"7a400d09-62b5-407c-a79b-2289f0d98283\", \"1d9cfaae-2a37-4eae-9e73-ce4642aee7e5\", \"d3879316-4c76-4d02-bf0a-4a70d9147448\", \"37b17d57-57a7-4c67-94b3-6c2b102ea63b\", \"ff30fd7c-d379-4f37-a6d0-2b243e023df4\", \"7c4c4403-5dd8-4703-b004-6c01175244b8\"], \"total_duration\": 147.0, \"total_sessions\": 9, \"mean_week_duration\": 0.913}}, {\"31122\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-04 08:30:51.000000+00:00\", \"2021-12-29 15:46:40.000000+00:00\", \"2019-04-08 02:58:49.000000+00:00\"], \"session_ids\": [\"7d84c49f-b46f-4318-aca4-eae464db9ddc\", \"b735c060-8ee9-417d-8eae-64164f427c43\", \"aa17d2eb-dd64-47a7-8635-1bad84fa6530\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.374}}, {\"47922\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-22 05:01:14.000000+00:00\", \"2023-01-27 15:17:07.000000+00:00\", \"2020-11-05 05:26:53.000000+00:00\"], \"session_ids\": [\"f327ee33-9104-4aa9-872c-394b8afc199a\", \"601baa1c-8289-41bf-9853-f990155ad8f2\", \"ea12e9a3-854c-47ae-9af0-025737ef732b\"], \"total_duration\": 118.0, \"total_sessions\": 3, \"mean_week_duration\": 0.656}}, {\"98318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 21:07:17.000000+00:00\", \"2021-11-13 05:43:12.000000+00:00\", \"2021-07-24 23:02:09.000000+00:00\"], \"session_ids\": [\"fd81974b-5b0c-4b2d-bdbe-d9551c62afad\", \"16cc0e46-e37a-45dd-a40d-164fda829601\", \"260ccc54-207a-4a5c-8635-24c84914ab86\"], \"total_duration\": 304.0, \"total_sessions\": 3, \"mean_week_duration\": 2.714}}, {\"34618\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-02 16:38:49.000000+00:00\", \"2021-09-10 05:42:45.000000+00:00\", \"2021-01-08 03:53:04.000000+00:00\"], \"session_ids\": [\"d06ba260-6106-4c22-bc2c-3ae439515a3a\", \"afe1fa2a-120d-4f70-9b79-7c333e0177ad\", \"521c23fa-9f50-4a81-b202-54bb548c8546\"], \"total_duration\": 544.0, \"total_sessions\": 3, \"mean_week_duration\": 6.8}}, {\"49377\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-07-01 21:28:56.000000+00:00\", \"2021-09-01 18:39:39.000000+00:00\"], \"session_ids\": [\"2af0fc6f-80ea-4c5a-b97a-0a9f146fb228\", \"c1cc7914-8d24-449c-b5df-d1e3c1ed9a05\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}, {\"51208\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-21 10:42:52.000000+00:00\", \"2021-11-20 06:24:57.000000+00:00\"], \"session_ids\": [\"62bbe620-4850-4d01-999f-2a039d5f229e\", \"7a4a2e91-c637-49c2-91e9-8a9867f38ee5\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.43}}, {\"34080\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-30 14:40:19.000000+00:00\", \"2023-02-13 21:52:18.000000+00:00\"], \"session_ids\": [\"2868a8ce-3bd4-43e4-bd80-ba3bd4e86825\", \"8c0e8b5d-1e10-4a10-9741-f975017d0df8\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 4.889}}]\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[{\"39514\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-31 03:26:31.000000+00:00\", \"2019-08-01 09:08:49.000000+00:00\", \"2022-05-16 00:18:41.000000+00:00\", \"2022-08-28 23:30:14.000000+00:00\", \"2020-11-03 04:50:20.000000+00:00\", \"2021-03-11 16:57:56.000000+00:00\", \"2020-10-20 10:11:21.000000+00:00\", \"2019-10-17 06:04:58.000000+00:00\", \"2019-09-05 10:23:31.000000+00:00\"], \"session_ids\": [\"f8556ce1-c50e-4579-9d3d-b32321193120\", \"00efcc83-bfcb-413f-8570-e99e7af66f68\", \"89a2f7cc-dfce-450a-9a56-69ae35552042\", \"7a400d09-62b5-407c-a79b-2289f0d98283\", \"1d9cfaae-2a37-4eae-9e73-ce4642aee7e5\", \"d3879316-4c76-4d02-bf0a-4a70d9147448\", \"37b17d57-57a7-4c67-94b3-6c2b102ea63b\", \"ff30fd7c-d379-4f37-a6d0-2b243e023df4\", \"7c4c4403-5dd8-4703-b004-6c01175244b8\"], \"total_duration\": 147.0, \"total_sessions\": 9, \"mean_week_duration\": 0.913}}, {\"31122\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-04 08:30:51.000000+00:00\", \"2021-12-29 15:46:40.000000+00:00\", \"2019-04-08 02:58:49.000000+00:00\"], \"session_ids\": [\"7d84c49f-b46f-4318-aca4-eae464db9ddc\", \"b735c060-8ee9-417d-8eae-64164f427c43\", \"aa17d2eb-dd64-47a7-8635-1bad84fa6530\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.374}}, {\"47922\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-22 05:01:14.000000+00:00\", \"2023-01-27 15:17:07.000000+00:00\", \"2020-11-05 05:26:53.000000+00:00\"], \"session_ids\": [\"f327ee33-9104-4aa9-872c-394b8afc199a\", \"601baa1c-8289-41bf-9853-f990155ad8f2\", \"ea12e9a3-854c-47ae-9af0-025737ef732b\"], \"total_duration\": 118.0, \"total_sessions\": 3, \"mean_week_duration\": 0.656}}, {\"98318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 21:07:17.000000+00:00\", \"2021-11-13 05:43:12.000000+00:00\", \"2021-07-24 23:02:09.000000+00:00\"], \"session_ids\": [\"fd81974b-5b0c-4b2d-bdbe-d9551c62afad\", \"16cc0e46-e37a-45dd-a40d-164fda829601\", \"260ccc54-207a-4a5c-8635-24c84914ab86\"], \"total_duration\": 304.0, \"total_sessions\": 3, \"mean_week_duration\": 2.714}}]\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[{\"39514\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-31 03:26:31.000000+00:00\", \"2019-08-01 09:08:49.000000+00:00\", \"2022-05-16 00:18:41.000000+00:00\", \"2022-08-28 23:30:14.000000+00:00\", \"2020-11-03 04:50:20.000000+00:00\", \"2021-03-11 16:57:56.000000+00:00\", \"2020-10-20 10:11:21.000000+00:00\", \"2019-10-17 06:04:58.000000+00:00\", \"2019-09-05 10:23:31.000000+00:00\"], \"session_ids\": [\"f8556ce1-c50e-4579-9d3d-b32321193120\", \"00efcc83-bfcb-413f-8570-e99e7af66f68\", \"89a2f7cc-dfce-450a-9a56-69ae35552042\", \"7a400d09-62b5-407c-a79b-2289f0d98283\", \"1d9cfaae-2a37-4eae-9e73-ce4642aee7e5\", \"d3879316-4c76-4d02-bf0a-4a70d9147448\", \"37b17d57-57a7-4c67-94b3-6c2b102ea63b\", \"ff30fd7c-d379-4f37-a6d0-2b243e023df4\", \"7c4c4403-5dd8-4703-b004-6c01175244b8\"], \"total_duration\": 147.0, \"total_sessions\": 9, \"mean_week_duration\": 0.913}}, {\"31122\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-04 08:30:51.000000+00:00\", \"2021-12-29 15:46:40.000000+00:00\", \"2019-04-08 02:58:49.000000+00:00\"], \"session_ids\": [\"7d84c49f-b46f-4318-aca4-eae464db9ddc\", \"b735c060-8ee9-417d-8eae-64164f427c43\", \"aa17d2eb-dd64-47a7-8635-1bad84fa6530\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.374}}, {\"47922\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-22 05:01:14.000000+00:00\", \"2023-01-27 15:17:07.000000+00:00\", \"2020-11-05 05:26:53.000000+00:00\"], \"session_ids\": [\"f327ee33-9104-4aa9-872c-394b8afc199a\", \"601baa1c-8289-41bf-9853-f990155ad8f2\", \"ea12e9a3-854c-47ae-9af0-025737ef732b\"], \"total_duration\": 118.0, \"total_sessions\": 3, \"mean_week_duration\": 0.656}}, {\"98318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-25 21:07:17.000000+00:00\", \"2021-11-13 05:43:12.000000+00:00\", \"2021-07-24 23:02:09.000000+00:00\"], \"session_ids\": [\"fd81974b-5b0c-4b2d-bdbe-d9551c62afad\", \"16cc0e46-e37a-45dd-a40d-164fda829601\", \"260ccc54-207a-4a5c-8635-24c84914ab86\"], \"total_duration\": 304.0, \"total_sessions\": 3, \"mean_week_duration\": 2.714}}]\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": "Offer me knowledge about users whose overall sessions count is strictly greater than 6 and less than 5 additionaly put to use sorting by city naming in asc."
}
] |
[
{
"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{\"16617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-11 07:16:12.000000+00:00\", \"2022-02-27 06:44:30.000000+00:00\"], \"session_ids\": [\"82b0d652-34d1-4c7d-a1a2-b64286d546b7\", \"ae0cfcf3-1204-4e4a-8cb1-7029a82c6178\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 6.015}, \"90158\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-05 04:12:24.000000+00:00\", \"2021-12-17 23:13:40.000000+00:00\", \"2019-03-30 17:44:59.000000+00:00\", \"2021-06-19 13:21:45.000000+00:00\"], \"session_ids\": [\"4ca866c7-05be-49a0-bbb0-5e4ff40449eb\", \"f2bf071a-85af-409b-bb4d-7b1c80a5f983\", \"043a7ed1-f143-4fd3-a616-b5ea75452200\", \"d9f215af-0995-478f-bc4b-e23cfc5ad324\"], \"total_duration\": 1551.0, \"total_sessions\": 4, \"mean_week_duration\": 8.617}, \"69609\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-13 03:07:01.000000+00:00\", \"2021-11-08 17:25:01.000000+00:00\", \"2019-04-23 20:39:59.000000+00:00\"], \"session_ids\": [\"2a199af8-f78e-482f-800d-3662266f7258\", \"fe8a165a-0c67-4479-b348-a86ad53f4152\", \"4a86f722-9a67-40dc-814b-306a226f2f37\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 2.94}, \"66464\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 00:05:15.000000+00:00\", \"2020-06-02 20:27:21.000000+00:00\"], \"session_ids\": [\"4e55512a-fe7c-4dda-af63-0c1646f1ebc3\", \"0b01f3db-a9c0-4605-a3c3-fa1e67b12416\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 0.803}, \"52190\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-13 21:37:52.000000+00:00\", \"2019-09-23 17:12:56.000000+00:00\"], \"session_ids\": [\"fe3a7766-2db0-46f3-bfe6-7044e3cac7d8\", \"4c95a2b1-c2bb-4714-a86a-6bfb5bdecd19\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 0.843}, \"4997\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-17 22:38:46.000000+00:00\", \"2020-02-04 03:18:55.000000+00:00\"], \"session_ids\": [\"97dff679-8404-4cbe-9236-0ff3b79baa02\", \"86c7a07d-f93c-4e02-847e-f09e88b38b9e\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"31726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-16 06:31:57.000000+00:00\", \"2022-01-06 11:46:21.000000+00:00\", \"2020-01-29 05:14:16.000000+00:00\", \"2020-07-04 00:14:27.000000+00:00\", \"2020-10-18 13:20:44.000000+00:00\", \"2019-12-15 00:45:45.000000+00:00\"], \"session_ids\": [\"3641c566-655d-49b2-b654-52458d9a6c4d\", \"b7f22917-993c-45b3-8d59-f05a10fb460c\", \"b1d6b018-cd2a-46dc-b88d-d773b2e7c994\", \"4bb58917-b3f9-4e60-9c71-c111f994eca6\", \"8d1d767a-058f-4495-b211-fa0e6dfdbd9f\", \"956ef3a9-0525-4c0d-9581-1783c9e0d95c\"], \"total_duration\": 4191.0, \"total_sessions\": 6, \"mean_week_duration\": 25.247}, \"62210\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-27 00:17:25.000000+00:00\", \"2022-04-27 08:36:43.000000+00:00\"], \"session_ids\": [\"b6af9164-6058-4e2f-b34b-faa6f1e43dba\", \"46fe30a7-928f-413e-bdba-a388e033af48\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.601}, \"94962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-31 05:37:25.000000+00:00\", \"2020-09-20 07:26:47.000000+00:00\", \"2019-12-09 08:52:23.000000+00:00\", \"2020-11-21 18:24:29.000000+00:00\", \"2020-05-10 06:26:42.000000+00:00\", \"2022-08-25 14:06:56.000000+00:00\"], \"session_ids\": [\"eae9ece9-dbec-4003-83be-928add06534b\", \"72269ae7-e737-47da-8fe6-b375a50c2726\", \"09fc2c44-8ef6-47c1-aa31-e24ed0591f28\", \"7441e6a0-bbc3-4756-84e2-c7b1a8704e46\", \"5b642580-2631-45f6-8fd8-823a5537b64b\", \"c8f28df1-683a-43b7-989c-9f01726de61c\"], \"total_duration\": 6852.0, \"total_sessions\": 6, \"mean_week_duration\": 48.254}, \"15353\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-09-10 23:11:29.000000+00:00\", \"2021-01-12 03:43:15.000000+00:00\"], \"session_ids\": [\"a9ad1a04-f5ac-4fc4-9b35-de324ea7e335\", \"21271e94-f3b9-414d-b95f-f65034d6ddfb\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 5.506}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 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{\"16617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-11 07:16:12.000000+00:00\", \"2022-02-27 06:44:30.000000+00:00\"], \"session_ids\": [\"82b0d652-34d1-4c7d-a1a2-b64286d546b7\", \"ae0cfcf3-1204-4e4a-8cb1-7029a82c6178\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 6.015}, \"90158\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-05 04:12:24.000000+00:00\", \"2021-12-17 23:13:40.000000+00:00\", \"2019-03-30 17:44:59.000000+00:00\", \"2021-06-19 13:21:45.000000+00:00\"], \"session_ids\": [\"4ca866c7-05be-49a0-bbb0-5e4ff40449eb\", \"f2bf071a-85af-409b-bb4d-7b1c80a5f983\", \"043a7ed1-f143-4fd3-a616-b5ea75452200\", \"d9f215af-0995-478f-bc4b-e23cfc5ad324\"], \"total_duration\": 1551.0, \"total_sessions\": 4, \"mean_week_duration\": 8.617}, \"69609\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-13 03:07:01.000000+00:00\", \"2021-11-08 17:25:01.000000+00:00\", \"2019-04-23 20:39:59.000000+00:00\"], \"session_ids\": [\"2a199af8-f78e-482f-800d-3662266f7258\", \"fe8a165a-0c67-4479-b348-a86ad53f4152\", \"4a86f722-9a67-40dc-814b-306a226f2f37\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 2.94}, \"66464\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 00:05:15.000000+00:00\", \"2020-06-02 20:27:21.000000+00:00\"], \"session_ids\": [\"4e55512a-fe7c-4dda-af63-0c1646f1ebc3\", \"0b01f3db-a9c0-4605-a3c3-fa1e67b12416\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 0.803}, \"52190\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-13 21:37:52.000000+00:00\", \"2019-09-23 17:12:56.000000+00:00\"], \"session_ids\": [\"fe3a7766-2db0-46f3-bfe6-7044e3cac7d8\", \"4c95a2b1-c2bb-4714-a86a-6bfb5bdecd19\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 0.843}, \"4997\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-17 22:38:46.000000+00:00\", \"2020-02-04 03:18:55.000000+00:00\"], \"session_ids\": [\"97dff679-8404-4cbe-9236-0ff3b79baa02\", \"86c7a07d-f93c-4e02-847e-f09e88b38b9e\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"62210\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-27 00:17:25.000000+00:00\", \"2022-04-27 08:36:43.000000+00:00\"], \"session_ids\": [\"b6af9164-6058-4e2f-b34b-faa6f1e43dba\", \"46fe30a7-928f-413e-bdba-a388e033af48\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.601}, \"15353\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-09-10 23:11:29.000000+00:00\", \"2021-01-12 03:43:15.000000+00:00\"], \"session_ids\": [\"a9ad1a04-f5ac-4fc4-9b35-de324ea7e335\", \"21271e94-f3b9-414d-b95f-f65034d6ddfb\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 5.506}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data ascendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"62210\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-27 00:17:25.000000+00:00\", \"2022-04-27 08:36:43.000000+00:00\"], \"session_ids\": [\"b6af9164-6058-4e2f-b34b-faa6f1e43dba\", \"46fe30a7-928f-413e-bdba-a388e033af48\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.601}}, {\"16617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-11 07:16:12.000000+00:00\", \"2022-02-27 06:44:30.000000+00:00\"], \"session_ids\": [\"82b0d652-34d1-4c7d-a1a2-b64286d546b7\", \"ae0cfcf3-1204-4e4a-8cb1-7029a82c6178\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 6.015}}, {\"69609\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-13 03:07:01.000000+00:00\", \"2021-11-08 17:25:01.000000+00:00\", \"2019-04-23 20:39:59.000000+00:00\"], \"session_ids\": [\"2a199af8-f78e-482f-800d-3662266f7258\", \"fe8a165a-0c67-4479-b348-a86ad53f4152\", \"4a86f722-9a67-40dc-814b-306a226f2f37\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 2.94}}, {\"66464\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 00:05:15.000000+00:00\", \"2020-06-02 20:27:21.000000+00:00\"], \"session_ids\": [\"4e55512a-fe7c-4dda-af63-0c1646f1ebc3\", \"0b01f3db-a9c0-4605-a3c3-fa1e67b12416\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 0.803}}, {\"4997\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-17 22:38:46.000000+00:00\", \"2020-02-04 03:18:55.000000+00:00\"], \"session_ids\": [\"97dff679-8404-4cbe-9236-0ff3b79baa02\", \"86c7a07d-f93c-4e02-847e-f09e88b38b9e\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}}, {\"52190\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-13 21:37:52.000000+00:00\", \"2019-09-23 17:12:56.000000+00:00\"], \"session_ids\": [\"fe3a7766-2db0-46f3-bfe6-7044e3cac7d8\", \"4c95a2b1-c2bb-4714-a86a-6bfb5bdecd19\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 0.843}}, {\"90158\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-09-05 04:12:24.000000+00:00\", \"2021-12-17 23:13:40.000000+00:00\", \"2019-03-30 17:44:59.000000+00:00\", \"2021-06-19 13:21:45.000000+00:00\"], \"session_ids\": [\"4ca866c7-05be-49a0-bbb0-5e4ff40449eb\", \"f2bf071a-85af-409b-bb4d-7b1c80a5f983\", \"043a7ed1-f143-4fd3-a616-b5ea75452200\", \"d9f215af-0995-478f-bc4b-e23cfc5ad324\"], \"total_duration\": 1551.0, \"total_sessions\": 4, \"mean_week_duration\": 8.617}}, {\"15353\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-09-10 23:11:29.000000+00:00\", \"2021-01-12 03:43:15.000000+00:00\"], \"session_ids\": [\"a9ad1a04-f5ac-4fc4-9b35-de324ea7e335\", \"21271e94-f3b9-414d-b95f-f65034d6ddfb\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 5.506}}]\n```\n"
}
] |
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